diff --git a/analysis/current/analysis-report-hybrid.json b/analysis/current/analysis-report-hybrid.json index 2eb11cbfb08afe51ac5e5c1b291e5a44131bde38..bac389e33bcb1b25e2967d4b38e5d4ac1d2b6e52 100644 --- a/analysis/current/analysis-report-hybrid.json +++ b/analysis/current/analysis-report-hybrid.json @@ -1,8 +1,8 @@ { "schema_version": "1.0", "repo": "huggingface/transformers", - "snapshot_id": "20260701T120019Z", - "generated_at": "2026-07-01T12:14:41Z", + "snapshot_id": "20260701T180021Z", + "generated_at": "2026-07-01T18:12:45Z", "evidence_quality": "full", "llm_enrichment": true, "meta_bugs": [ @@ -1049,315 +1049,6 @@ } ] }, - { - "cluster_id": "cluster-43451-6", - "summary": "Cluster of 6 related pull requests linked by soft_similarity.", - "status": "open", - "confidence": 0.5, - "canonical_issue_number": null, - "canonical_pr_number": 43451, - "issue_numbers": [], - "pr_numbers": [ - 43451, - 46836, - 46891, - 46961, - 46968, - 46977 - ], - "evidence_types": [ - "soft_similarity" - ], - "pr_comparisons": [ - { - "left_pr_number": 43451, - "right_pr_number": 46836, - "code_similarity": 0.238, - "size_similarity": 0.715, - "file_overlap": 0.152, - "area_overlap": 0.0, - "patch_similarity": 0.33, - "shared_filenames": [ - "docs/source/en/_toctree.yml", - "src/transformers/conversion_mapping.py", - "src/transformers/models/__init__.py", - "src/transformers/models/auto/auto_mappings.py", - "src/transformers/models/auto/modeling_auto.py" - ], - "shared_file_areas": [ - { - "filename": "docs/source/en/_toctree.yml", - "left_ranges": [ - [ - 1361, - 1368 - ] - ], - "right_ranges": [ - [ - 885, - 892 - ] - ] - }, - { - "filename": "src/transformers/conversion_mapping.py", - "left_ranges": [ - [ - 627, - 659 - ] - ], - "right_ranges": [ - [ - 1380, - 1446 - ] - ] - }, - { - "filename": "src/transformers/models/__init__.py", - "left_ranges": [ - [ - 288, - 294 - ] - ], - "right_ranges": [ - [ - 450, - 456 - ] - ] - }, - { - "filename": "src/transformers/models/auto/auto_mappings.py", - "left_ranges": [ - [ - 385, - 392 - ], - [ - 813, - 819 - ], - [ - 933, - 939 - ], - [ - 1054, - 1060 - ], - [ - 1186, - 1192 - ] - ], - "right_ranges": [ - [ - 623, - 633 - ], - [ - 898, - 907 - ], - [ - 1102, - 1108 - ], - [ - 1228, - 1234 - ] - ] - }, - { - "filename": "src/transformers/models/auto/modeling_auto.py", - "left_ranges": [ - [ - 325, - 332 - ], - [ - 1081, - 1087 - ], - [ - 1900, - 1906 - ] - ], - "right_ranges": [ - [ - 495, - 501 - ], - [ - 1097, - 1103 - ] - ] - } - ] - }, - { - "left_pr_number": 43451, - "right_pr_number": 46891, - "code_similarity": 0.002, - "size_similarity": 0.007, - "file_overlap": 0.0, - "area_overlap": 0.0, - "patch_similarity": 0.007, - "shared_filenames": [], - "shared_file_areas": [] - }, - { - "left_pr_number": 43451, - "right_pr_number": 46961, - "code_similarity": 0.004, - "size_similarity": 0.007, - "file_overlap": 0.0, - "area_overlap": 0.0, - "patch_similarity": 0.019, - "shared_filenames": [], - "shared_file_areas": [] - }, - { - "left_pr_number": 43451, - "right_pr_number": 46968, - "code_similarity": 0.022, - "size_similarity": 0.047, - "file_overlap": 0.0, - "area_overlap": 0.0, - "patch_similarity": 0.083, - "shared_filenames": [], - "shared_file_areas": [] - }, - { - "left_pr_number": 43451, - "right_pr_number": 46977, - "code_similarity": 0.003, - "size_similarity": 0.008, - "file_overlap": 0.0, - "area_overlap": 0.0, - "patch_similarity": 0.011, - "shared_filenames": [], - "shared_file_areas": [] - }, - { - "left_pr_number": 46836, - "right_pr_number": 46891, - "code_similarity": 0.003, - "size_similarity": 0.009, - "file_overlap": 0.0, - "area_overlap": 0.0, - "patch_similarity": 0.008, - "shared_filenames": [], - "shared_file_areas": [] - }, - { - "left_pr_number": 46836, - "right_pr_number": 46961, - "code_similarity": 0.005, - "size_similarity": 0.01, - "file_overlap": 0.0, - "area_overlap": 0.0, - "patch_similarity": 0.019, - "shared_filenames": [], - "shared_file_areas": [] - }, - { - "left_pr_number": 46836, - "right_pr_number": 46968, - "code_similarity": 0.025, - "size_similarity": 0.066, - "file_overlap": 0.0, - "area_overlap": 0.0, - "patch_similarity": 0.08, - "shared_filenames": [], - "shared_file_areas": [] - }, - { - "left_pr_number": 46836, - "right_pr_number": 46977, - "code_similarity": 0.004, - "size_similarity": 0.011, - "file_overlap": 0.0, - "area_overlap": 0.0, - "patch_similarity": 0.013, - "shared_filenames": [], - "shared_file_areas": [] - }, - { - "left_pr_number": 46891, - "right_pr_number": 46961, - "code_similarity": 0.202, - "size_similarity": 0.935, - "file_overlap": 0.0, - "area_overlap": 0.0, - "patch_similarity": 0.102, - "shared_filenames": [], - "shared_file_areas": [] - }, - { - "left_pr_number": 46891, - "right_pr_number": 46968, - "code_similarity": 0.03, - "size_similarity": 0.141, - "file_overlap": 0.0, - "area_overlap": 0.0, - "patch_similarity": 0.013, - "shared_filenames": [], - "shared_file_areas": [] - }, - { - "left_pr_number": 46891, - "right_pr_number": 46977, - "code_similarity": 0.172, - "size_similarity": 0.86, - "file_overlap": 0.0, - "area_overlap": 0.0, - "patch_similarity": 0.0, - "shared_filenames": [], - "shared_file_areas": [] - }, - { - "left_pr_number": 46961, - "right_pr_number": 46968, - "code_similarity": 0.038, - "size_similarity": 0.15, - "file_overlap": 0.0, - "area_overlap": 0.0, - "patch_similarity": 0.053, - "shared_filenames": [], - "shared_file_areas": [] - }, - { - "left_pr_number": 46961, - "right_pr_number": 46977, - "code_similarity": 0.184, - "size_similarity": 0.92, - "file_overlap": 0.0, - "area_overlap": 0.0, - "patch_similarity": 0.0, - "shared_filenames": [], - "shared_file_areas": [] - }, - { - "left_pr_number": 46968, - "right_pr_number": 46977, - "code_similarity": 0.034, - "size_similarity": 0.163, - "file_overlap": 0.0, - "area_overlap": 0.0, - "patch_similarity": 0.008, - "shared_filenames": [], - "shared_file_areas": [] - } - ] - }, { "cluster_id": "cluster-41211-3", "summary": "Cluster of 1 issues and 2 PRs centered on issue #41211.", @@ -1458,15 +1149,16 @@ ] }, { - "cluster_id": "cluster-46894-5", - "summary": "Cluster of 2 issues and 3 PRs centered on issue #46894.", + "cluster_id": "cluster-46894-6", + "summary": "Cluster of 3 issues and 3 PRs centered on issue #46894.", "status": "open", "confidence": 0.8, "canonical_issue_number": 46894, "canonical_pr_number": 46903, "issue_numbers": [ 46894, - 46897 + 46897, + 46901 ], "pr_numbers": [ 46895, @@ -1672,6 +1364,92 @@ } ] }, + { + "cluster_id": "cluster-46907-4", + "summary": "Cluster of 4 related pull requests linked by soft_similarity.", + "status": "open", + "confidence": 0.5, + "canonical_issue_number": null, + "canonical_pr_number": 46907, + "issue_numbers": [], + "pr_numbers": [ + 46907, + 46970, + 46986, + 47006 + ], + "evidence_types": [ + "soft_similarity" + ], + "pr_comparisons": [ + { + "left_pr_number": 46907, + "right_pr_number": 46970, + "code_similarity": 0.193, + "size_similarity": 0.923, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.059, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 46907, + "right_pr_number": 46986, + "code_similarity": 0.148, + "size_similarity": 0.692, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.062, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 46907, + "right_pr_number": 47006, + "code_similarity": 0.112, + "size_similarity": 0.462, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.133, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 46970, + "right_pr_number": 46986, + "code_similarity": 0.16, + "size_similarity": 0.75, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.07, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 46970, + "right_pr_number": 47006, + "code_similarity": 0.105, + "size_similarity": 0.5, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.036, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 46986, + "right_pr_number": 47006, + "code_similarity": 0.133, + "size_similarity": 0.667, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.0, + "shared_filenames": [], + "shared_file_areas": [] + } + ] + }, { "cluster_id": "cluster-43240-3", "summary": "Cluster of 1 issues and 2 PRs centered on issue #43240.", @@ -2356,77 +2134,60 @@ ] }, { - "cluster_id": "cluster-43656-2", + "cluster_id": "cluster-46836-2", "summary": "Cluster of 2 related pull requests linked by soft_similarity.", "status": "open", "confidence": 0.5, "canonical_issue_number": null, - "canonical_pr_number": 43656, + "canonical_pr_number": 46836, "issue_numbers": [], "pr_numbers": [ - 43656, - 43842 + 46836, + 46912 ], "evidence_types": [ "soft_similarity" ], "pr_comparisons": [ { - "left_pr_number": 43656, - "right_pr_number": 43842, - "code_similarity": 0.405, - "size_similarity": 0.5, - "file_overlap": 1.0, + "left_pr_number": 46836, + "right_pr_number": 46912, + "code_similarity": 0.129, + "size_similarity": 0.55, + "file_overlap": 0.0, "area_overlap": 0.0, - "patch_similarity": 0.036, - "shared_filenames": [ - "src/transformers/cli/serve.py" - ], - "shared_file_areas": [ - { - "filename": "src/transformers/cli/serve.py", - "left_ranges": [ - [ - 11, - 18 - ], - [ - 30, - 36 - ], - [ - 315, - 323 - ], - [ - 665, - 671 - ], - [ - 931, - 937 - ], - [ - 1843, - 1849 - ], - [ - 1868, - 1874 - ] - ], - "right_ranges": [ - [ - 54, - 61 - ], - [ - 587, - 593 - ] - ] - } - ] + "patch_similarity": 0.129, + "shared_filenames": [], + "shared_file_areas": [] + } + ] + }, + { + "cluster_id": "cluster-46891-2", + "summary": "Cluster of 2 related pull requests linked by soft_similarity.", + "status": "open", + "confidence": 0.5, + "canonical_issue_number": null, + "canonical_pr_number": 46957, + "issue_numbers": [], + "pr_numbers": [ + 46891, + 46957 + ], + "evidence_types": [ + "soft_similarity" + ], + "pr_comparisons": [ + { + "left_pr_number": 46891, + "right_pr_number": 46957, + "code_similarity": 0.015, + "size_similarity": 0.065, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.016, + "shared_filenames": [], + "shared_file_areas": [] } ] }, @@ -2708,12 +2469,13 @@ ], "duplicate_issues": [ { - "cluster_id": "cluster-46894-5", + "cluster_id": "cluster-46894-6", "canonical_issue_number": 46894, "duplicate_issue_numbers": [ - 46897 + 46897, + 46901 ], - "reason": "Issues in cluster-46894-5 are treated as duplicates because they share closing_reference, shared_issue_target, soft_similarity evidence." + "reason": "Issues in cluster-46894-6 are treated as duplicates because they share closing_reference, shared_issue_target, soft_similarity evidence." } ], "duplicate_prs": [ @@ -2735,28 +2497,6 @@ "target_issue_number": 43240, "reason": "PRs in cluster-43240-3 are treated as duplicates because they converge on issue #43240 with closing_reference, shared_issue_target evidence." }, - { - "cluster_id": "cluster-43451-6", - "canonical_pr_number": 43451, - "duplicate_pr_numbers": [ - 46836, - 46891, - 46961, - 46968, - 46977 - ], - "target_issue_number": null, - "reason": "PRs in cluster-43451-6 are treated as duplicates because they share soft_similarity evidence." - }, - { - "cluster_id": "cluster-43656-2", - "canonical_pr_number": 43656, - "duplicate_pr_numbers": [ - 43842 - ], - "target_issue_number": null, - "reason": "PRs in cluster-43656-2 are treated as duplicates because they share soft_similarity evidence." - }, { "cluster_id": "cluster-43698-3", "canonical_pr_number": 43779, @@ -2828,6 +2568,15 @@ "target_issue_number": 46159, "reason": "PRs in cluster-46159-3 are treated as duplicates because they converge on issue #46159 with closing_reference evidence." }, + { + "cluster_id": "cluster-46836-2", + "canonical_pr_number": 46836, + "duplicate_pr_numbers": [ + 46912 + ], + "target_issue_number": null, + "reason": "PRs in cluster-46836-2 are treated as duplicates because they share soft_similarity evidence." + }, { "cluster_id": "cluster-46869-3", "canonical_pr_number": 46886, @@ -2838,21 +2587,41 @@ "reason": "PRs in cluster-46869-3 are treated as duplicates because they converge on issue #46869 with closing_reference, shared_issue_target evidence." }, { - "cluster_id": "cluster-46894-5", + "cluster_id": "cluster-46891-2", + "canonical_pr_number": 46957, + "duplicate_pr_numbers": [ + 46891 + ], + "target_issue_number": null, + "reason": "PRs in cluster-46891-2 are treated as duplicates because they share soft_similarity evidence." + }, + { + "cluster_id": "cluster-46894-6", "canonical_pr_number": 46903, "duplicate_pr_numbers": [ 46895, 46958 ], "target_issue_number": 46894, - "reason": "PRs in cluster-46894-5 are treated as duplicates because they converge on issue #46894 with closing_reference, shared_issue_target, soft_similarity evidence." + "reason": "PRs in cluster-46894-6 are treated as duplicates because they converge on issue #46894 with closing_reference, shared_issue_target, soft_similarity evidence." + }, + { + "cluster_id": "cluster-46907-4", + "canonical_pr_number": 46907, + "duplicate_pr_numbers": [ + 46970, + 46986, + 47006 + ], + "target_issue_number": null, + "reason": "PRs in cluster-46907-4 are treated as duplicates because they share soft_similarity evidence." } ], "best_issue": { - "cluster_id": "cluster-46894-5", + "cluster_id": "cluster-46894-6", "issue_number": 46894, - "reason": "Issue #46894 is the strongest global issue candidate because it is open, belongs to a cluster with 5 artifacts, and carries 0 discussion comments plus 6 inbound references.", - "score": 156.0 + "reason": "Issue #46894 is the strongest global issue candidate because it is open, belongs to a cluster with 6 artifacts, and carries 0 discussion comments plus 6 inbound references.", + "score": 166.0 }, "best_pr": { "cluster_id": "cluster-43979-11", diff --git a/analysis/current/analysis-report-hybrid.llm-reviews.json b/analysis/current/analysis-report-hybrid.llm-reviews.json index 4ddafd3da31796df32cd6e85b0985ab4e3af82f3..aaa0b58d0b74771368521dca5089b4e7a1ae2245 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": "20260701T120019Z", - "generated_at": "2026-07-01T12:14:41Z", + "snapshot_id": "20260701T180021Z", + "generated_at": "2026-07-01T18:12:45Z", "model": "gpt-5.4-mini?service_tier=flex", "reviews": [ { @@ -10,13 +10,13 @@ "component_index": 1, "component_count": 25, "review_unit_index": 1, - "review_unit_count": 60, + "review_unit_count": 61, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-503", + "cluster_id": "cluster-10000-504", "nodes": [ "issue:24643", "issue:30277", @@ -132,352 +132,322 @@ "issue:45237|issue:46015", "issue:43039|issue:44805" ], - "prepared_review_unit_hash": "eb50bf6092c02fd0013ea6cb7544dd51ea11913c08673dad692e2c074a26980f", + "prepared_review_unit_hash": "932ee27d6537048c52f686f101e592271a6cb102ad1f0b74186b50c2ddbefc5a", "component_budget": { - "node_count": 503, - "item_count": 503, - "soft_pair_count": 1852, - "serialized_chars": 960429, - "estimated_input_tokens": 240108, - "estimated_eval_tokens": 480472 + "node_count": 504, + "item_count": 504, + "soft_pair_count": 1853, + "serialized_chars": 961383, + "estimated_input_tokens": 240346, + "estimated_eval_tokens": 480948 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 63, - "serialized_chars": 46562, - "estimated_input_tokens": 11641, - "estimated_eval_tokens": 23538 + "serialized_chars": 46568, + "estimated_input_tokens": 11642, + "estimated_eval_tokens": 23540 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This is a heterogeneous bucket with a few small duplicate subclusters, not one single underlying bug. The clearest duplicates are the ZeRO-3/BERT index error pair and the torch 2.4.1 incompatibility pair; most other soft pairs are unrelated despite superficial similarity.", - "confidence": 0.66, - "canonical_issue_reason": "issue:43596 is the cleanest canonical anchor for the tight ZeRO-3/BERT index-0 duplicate pair (with 43638); the rest of the cluster splits into separate bugs.", + "summary": "This set is mostly a mix of unrelated issue families, not one duplicate cluster. The only clear duplicate subcluster is the DeepSpeed ZeRO-3 index-0 out-of-bounds reports around BERT/Gemma3-style loading; everything else looks separate.", + "confidence": 0.69, + "canonical_issue_reason": "Issue 43638 is the best anchor for the only tight duplicate family here: the generic ZeRO-3 index-0 out-of-bounds failure during BERT-style initialization/loading, which also covers 43596 and likely 41762.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43596 is the best available issue to anchor the most concrete duplicate subcluster, but it does not represent the whole heterogeneous cluster.", + "best_issue_reason": "43638 is the most representative issue for the only plausible duplicate subcluster; the rest of the items are too heterogeneous to share one canonical issue.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44322", "right": "issue:45464", "accept": false, - "reason": "Different Qwen3.5 problems: a missing config attribute vs a streaming chat/completions failure." + "reason": "Different Qwen3.5 failures: missing config field vs streaming chat/completions error." }, { "left": "issue:45237", "right": "issue:45685", "accept": false, - "reason": "Unrelated failures on different hardware paths: AMD GPU runtime issue vs MPS histogram on Int." + "reason": "Different backends and failure modes: AMD GPU runtime issue vs MPS histogram op missing for Int." }, { "left": "issue:43716", "right": "issue:45237", "accept": false, - "reason": "Different models and code paths: Mistral image dtype mismatch vs GPT-OSS AMD GPU failure." + "reason": "Image preprocessor dtype mismatch is unrelated to GPT-OSS AMD GPU failure." }, { "left": "issue:43828", "right": "issue:45237", "accept": false, - "reason": "Autocast dtype mismatch and AMD GPU failure are not the same bug." + "reason": "Autocast dtype mismatch and AMD GPU/device issues are different bugs." }, { "left": "issue:45237", "right": "issue:46468", "accept": false, - "reason": "Different model/runtime issue from an official example breakage." + "reason": "GPT-OSS AMD GPU failure is unrelated to the Nemotron example breakage." }, { "left": "issue:45237", "right": "issue:45507", "accept": false, - "reason": "Different underlying problems: GPU runtime failure vs GraniteMoEHybrid invalid-method call." + "reason": "Different model-specific problems; not the same concrete bug." }, { "left": "issue:30277", "right": "issue:35545", "accept": false, - "reason": "DeepSpeed ZeRO-3 collective mismatch and ModernBERT ONNX export are unrelated." + "reason": "DeepSpeed collective mismatch and ONNX export error are unrelated." }, { "left": "issue:35545", "right": "issue:42915", "accept": false, - "reason": "ModernBERT ONNX export is unrelated to Qwen3Moe FP8 failure." + "reason": "ONNX export failure vs FineGrainedFP8 Qwen3Moe failure are different code paths." }, { "left": "issue:35545", "right": "issue:41720", "accept": false, - "reason": "Different failure modes and models: ONNX export vs Qwen3 auto device-map CUDA assert." + "reason": "ONNX export error and CUDA assert during auto device map are unrelated." }, { "left": "issue:45901", "right": "issue:46015", "accept": false, - "reason": "Table QA crash and outdated RAG docs are unrelated." + "reason": "Table QA crash and outdated RAG docs are different issues." }, { "left": "issue:35545", "right": "issue:36010", "accept": false, - "reason": "ONNX export error is not the same as the GenerationMixin import regression." + "reason": "ModernBERT ONNX export and GenerationMixin import error are unrelated." }, { "left": "issue:44509", "right": "issue:44512", "accept": false, - "reason": "Both are stale-docs issues from v5 removals, but they point to different broken references and pages." + "reason": "Both are v5 docs cleanup items, but they target different removed features and pages." }, { "left": "issue:44918", "right": "issue:46165", "accept": false, - "reason": "Qwen3.5 embedding unpacking in SFT trainer is unrelated to training resume with local models and remote code." + "reason": "TRL embedding unpacking bug is unrelated to resume/trust-remote-code training failure." }, { "left": "issue:46165", "right": "issue:46869", "accept": false, - "reason": "Different training/loading issue vs multi-GPU YOLO device-map failure." + "reason": "Resume-train issue and YOLO multi-GPU device-map failure are different bugs." + }, + { + "left": "issue:45823", + "right": "issue:45874", + "accept": false, + "reason": "Same Gemma4 family, but device-mismatch forward failure is not the same as reverse-embedding lookup cost." }, { "left": "issue:44805", "right": "issue:45823", "accept": false, - "reason": "Mask-shape mismatch and Gemma4 device mismatch are distinct bugs." + "reason": "Mask/index shape mismatch is unrelated to Gemma4 PLE device-mismatch forward failure." }, { "left": "issue:43638", "right": "issue:44805", "accept": false, - "reason": "ZeRO-3/Bert index error is not the same as the mask/tensor shape mismatch." + "reason": "ZeRO-3 BERT index-0 error and generic mask-shape mismatch are different failures." }, { "left": "issue:43638", "right": "issue:46165", "accept": false, - "reason": "Bert ZeRO-3 loading bug and resume-with-remote-code bug are unrelated." + "reason": "ZeRO-3 BERT index error is unrelated to resume training with remote code." }, { "left": "issue:43596", "right": "issue:44805", "accept": false, - "reason": "Different errors and code paths: ZeRO-3 Bert index error vs indexed tensor/mask mismatch." + "reason": "BERT ZeRO-3 index error is not the same as the mask/tensor shape mismatch." }, { "left": "issue:44805", "right": "issue:46294", "accept": false, - "reason": "Mask-shape mismatch is unrelated to Qwen3.5 video-token/template mismatch." + "reason": "Different model and error: mask mismatch vs video token/features mismatch." }, { "left": "issue:44805", "right": "issue:45161", "accept": false, - "reason": "Different problems: tensor shape mismatch vs GPT-OSS tensor-parallel issue." + "reason": "Mask-shape issue is unrelated to GPT-OSS tensor-parallel failure." + }, + { + "left": "issue:46165", + "right": "issue:46468", + "accept": false, + "reason": "Resume training issue and broken Nemotron example are unrelated." + }, + { + "left": "issue:44560", + "right": "issue:46165", + "accept": false, + "reason": "Qwen3-vl video StopIteration and resume-training failure are different bugs." + }, + { + "left": "issue:34634", + "right": "issue:35545", + "accept": false, + "reason": "BarkProcessor voice preset issue is unrelated to ModernBERT ONNX export." + }, + { + "left": "issue:30277", + "right": "issue:43638", + "accept": false, + "reason": "Jamba ZeRO-3 collective mismatch and BERT ZeRO-3 index error are different failures." + }, + { + "left": "issue:43596", + "right": "issue:43638", + "accept": true, + "reason": "Same DeepSpeed ZeRO-3 index-0 out-of-bounds bug on BERT initialization/loading." }, { "left": "issue:43039", "right": "issue:45161", "accept": false, - "reason": "Liger-kernel cross-entropy routing and GPT-OSS TP failure are not the same bug." + "reason": "Liger Kernel cross_entropy call and GPT-OSS TP failure are unrelated." }, { "left": "issue:43975", "right": "issue:44457", "accept": false, - "reason": "Incorrect detokenization and LoRA merge/save mismatch are unrelated." + "reason": "Detokenization regression is unrelated to LoRA merge/save/reload inconsistency." }, { "left": "issue:44292", "right": "issue:44457", "accept": false, - "reason": "Qwen-3 NVFP4 runtime error and LoRA weight merge inconsistency are different issues." + "reason": "Qwen-3 NVFP4 runtime error and LoRA weight-merge mismatch are different issues." }, { "left": "issue:44841", "right": "issue:46661", "accept": false, - "reason": "Voxtral processor failure and remote-code config_class AttributeError are unrelated." + "reason": "Processor failure and remote-code config_class AttributeError are not the same bug." }, { "left": "issue:43716", "right": "issue:46869", "accept": false, - "reason": "Mistral dtype mismatch is not the same as YOLO multi-GPU device-map failure." + "reason": "Mistral-3 dtype mismatch is unrelated to YOLO multi-GPU device-map failure." }, { "left": "issue:34928", "right": "issue:44805", "accept": false, - "reason": "Activation-checkpointing/FSDP size recomputation and mask-shape mismatch are different bugs." + "reason": "FSDP checkpoint recomputation mismatch and mask-shape mismatch are different bugs." }, { "left": "issue:24643", "right": "issue:30277", "accept": false, - "reason": "Different DeepSpeed errors: weight dimensionality vs rank collective mismatch." + "reason": "Different DeepSpeed failures with different error signatures and code paths." }, { "left": "issue:45685", "right": "issue:46869", "accept": false, - "reason": "MPS histogram/Int backend issue is unrelated to YOLO device mapping." + "reason": "MPS histogram op limitation is unrelated to YOLO device-map failure." }, { "left": "issue:45859", "right": "issue:45902", "accept": false, - "reason": "Same component, but the reported failures differ enough to look like separate offload/materialization edge cases." + "reason": "Both touch Qwen3_5MoeTextRotaryEmbedding, but CPU offload incompatibility and uninitialized-memory-after-to_empty are distinct bugs." }, { "left": "issue:43638", "right": "issue:45161", "accept": false, - "reason": "Bert ZeRO-3 index error and GPT-OSS TP failure are unrelated." + "reason": "ZeRO-3 BERT index error is unrelated to GPT-OSS tensor-parallel failure." }, { - "left": "issue:30277", - "right": "issue:36331", - "accept": false, - "reason": "DeepSpeed collective mismatch and CustomTrainer compute_loss kwarg regression are unrelated." - }, - { - "left": "issue:34928", - "right": "issue:36010", - "accept": false, - "reason": "Activation-checkpointing/FSDP issue is unrelated to GenerationMixin import failure." - }, - { - "left": "issue:45237", - "right": "issue:46015", - "accept": false, - "reason": "GPU runtime failure and RAG docs cleanup are unrelated." - }, - { - "left": "issue:43039", - "right": "issue:44805", + "left": "issue:43827", + "right": "issue:44512", "accept": false, - "reason": "Liger-kernel cross_entropy call path and tensor mask shape mismatch are not the same bug." + "reason": "Both are docs issues, but they concern different removed v5 docs content." }, { - "left": "issue:44292", - "right": "issue:45237", + "left": "issue:43828", + "right": "issue:45161", "accept": false, - "reason": "Qwen-3 NVFP4 runtime error and GPT-OSS AMD GPU failure are different model/runtime issues." + "reason": "Autocast dtype mismatch and GPT-OSS TP failure are different problems." }, { - "left": "issue:39290", - "right": "issue:45081", + "left": "issue:45800", + "right": "issue:46515", "accept": false, - "reason": "Gemma3 config attribute regression and Mistral regex patch crash are unrelated." + "reason": "Both mention torch compatibility, but the reports are too generic to treat as the same bug." }, { - "left": "issue:45823", - "right": "issue:45874", + "left": "issue:43596", + "right": "issue:45161", "accept": false, - "reason": "Device-mismatch during forward and expensive reverse embedding lookup are different Gemma4 issues." + "reason": "BERT ZeRO-3 index error is unrelated to GPT-OSS tensor-parallel failure." }, { - "left": "issue:45800", - "right": "issue:46515", + "left": "issue:41762", + "right": "issue:43638", "accept": true, - "reason": "Same torch 2.4.1 incompatibility theme; one is the specific transformers 5.8.0 report, the other the broader same-version report." - }, - { - "left": "issue:34928", - "right": "issue:41720", - "accept": false, - "reason": "FSDP checkpointing mismatch and Qwen3 auto device-map CUDA assert are unrelated." + "reason": "Same DeepSpeed ZeRO-3 index-0 out-of-bounds failure, just on a different model family." }, { "left": "issue:43425", "right": "issue:44292", "accept": false, - "reason": "Torch 2.10 incompatibility and Qwen-3 NVFP4 runtime error are different issues." + "reason": "Torch version incompatibility and Qwen-3 NVFP4 runtime failure are unrelated." }, { "left": "issue:43828", - "right": "issue:45685", + "right": "issue:44292", "accept": false, - "reason": "Autocast dtype mismatch and MPS histogram backend failure are unrelated." + "reason": "Autocast dtype mismatch and Qwen-3 NVFP4 error are different code paths." }, { "left": "issue:43541", "right": "issue:43716", "accept": false, - "reason": "Torch Dynamo tracing failure in Mixtral is unrelated to Mistral image dtype mismatch." + "reason": "Mixtral grouped_mm tracing failure is unrelated to Mistral-3 dtype mismatch." }, { "left": "issue:43828", - "right": "issue:44292", - "accept": false, - "reason": "Autocast dtype mismatch and Qwen-3 NVFP4 runtime error do not share the same bug." - }, - { - "left": "issue:43716", - "right": "issue:46468", - "accept": false, - "reason": "Mistral image dtype mismatch is unrelated to the Nemotron example breakage." - }, - { - "left": "issue:44292", - "right": "issue:44918", - "accept": false, - "reason": "Qwen-3 NVFP4 runtime error and Qwen3.5 embedding unpacking in SFT trainer are different bugs." - }, - { - "left": "issue:45507", "right": "issue:45685", "accept": false, - "reason": "GraniteMoEHybrid invalid-method call and MPS histogram backend failure are unrelated." - }, - { - "left": "issue:43716", - "right": "issue:44292", - "accept": false, - "reason": "Different models and different failures: Mistral dtype mismatch vs Qwen-3 NVFP4 runtime error." - }, - { - "left": "issue:43039", - "right": "issue:44918", - "accept": false, - "reason": "Liger-kernel cross-entropy routing and Qwen3.5 embedding unpacking are unrelated." - }, - { - "left": "issue:41762", - "right": "issue:43638", - "accept": false, - "reason": "Both are ZeRO-3 index errors, but on different model families and likely different initialization paths." + "reason": "Autocast dtype mismatch and MPS Int histogram limitation are different bugs." }, { - "left": "issue:43827", - "right": "issue:44512", - "accept": false, - "reason": "Both are docs issues, but one is about removed pipeline tasks and the other about the removed transformers run command." - }, - { - "left": "issue:43828", - "right": "issue:45685", + "left": "issue:44292", + "right": "issue:45237", "accept": false, - "reason": "Autocast dtype mismatch and MPS histogram backend failure are unrelated." + "reason": "Qwen-3 NVFP4 runtime issue is unrelated to GPT-OSS AMD GPU failure." }, { "left": "issue:43039", "right": "issue:44805", "accept": false, - "reason": "Liger-kernel cross_entropy call path and tensor mask shape mismatch are not the same underlying bug." + "reason": "Liger Kernel cross_entropy issue is unrelated to mask-shape mismatch." } ] }, "evaluator_result": { "accept": true, - "feedback": "The analysis is grounded in the packet and stays conservative on the soft edges. The chosen anchor pair 43596/43638 is well supported by the matching ZeRO-3 index-out-of-bounds pattern, and the torch 2.4.1 pair 45800/46515 is a reasonable duplicate subcluster. The summary correctly frames the rest as a heterogeneous bucket rather than overstating a single root cause." + "feedback": "The cluster summary is grounded in the packet and stays conservative. The only accepted duplicate links are well-supported by the repeated ZeRO-3 index-out-of-bounds error pattern, and the other soft-edge rejections are appropriately cautious rather than overstated." }, "evaluator_used": true, "retried": false, @@ -490,13 +460,13 @@ "component_index": 1, "component_count": 25, "review_unit_index": 2, - "review_unit_count": 60, + "review_unit_count": 61, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-503", + "cluster_id": "cluster-10000-504", "nodes": [ "issue:36010", "issue:39290", @@ -564,8 +534,8 @@ "issue:44863|issue:46015", "issue:45020|issue:46304", "issue:45812|issue:45920", - "issue:43866|issue:44863", "issue:44292|issue:46015", + "issue:43866|issue:44863", "issue:43872|issue:46304", "issue:39290|issue:43531", "issue:41093|issue:43638", @@ -579,8 +549,8 @@ "issue:43541|issue:46869", "issue:44292|issue:45901", "issue:39290|issue:45823", - "issue:36010|issue:39290", "issue:45464|issue:45685", + "issue:36010|issue:39290", "issue:43541|issue:45685", "issue:43541|issue:43828", "issue:44841|issue:45084", @@ -591,20 +561,20 @@ "issue:43572|issue:45070", "issue:45800|issue:45823" ], - "prepared_review_unit_hash": "127156bd5053ac6c8a0bff52ade8088e33871098eb48d2ba23ed716d5c26586b", + "prepared_review_unit_hash": "e52c424095ccdc9a68ea3c64bb73059b4ee37fb8960787b3f65b76cff70b3821", "component_budget": { - "node_count": 503, - "item_count": 503, - "soft_pair_count": 1852, - "serialized_chars": 960429, - "estimated_input_tokens": 240108, - "estimated_eval_tokens": 480472 + "node_count": 504, + "item_count": 504, + "soft_pair_count": 1853, + "serialized_chars": 961383, + "estimated_input_tokens": 240346, + "estimated_eval_tokens": 480948 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 42, - "serialized_chars": 40044, + "serialized_chars": 40041, "estimated_input_tokens": 10011, "estimated_eval_tokens": 20278 }, @@ -613,138 +583,138 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Most pairs are only loosely related by subsystem or symptom and should stay separate. The strongest duplicate signal is the v5 AutoTokenizer regression across Granite and other model families; the ZeRO-3 size-0 IndexError pair is the other plausible match, but the evidence here is still only suggestive rather than confirmed.", - "confidence": 0.76, - "canonical_issue_reason": "Issue 45920 is the best issue to anchor the tokenizer regression cluster because it is broader in scope and explicitly covers multiple affected model families, while 45812 is the narrower Granite-only report.", + "summary": "The cluster still looks mostly heterogeneous, with one strong duplicate-like subcluster around the v5 AutoTokenizer wrong-token-ID regression. The ZeRO-3 index-error pair is now treated more cautiously: it may be related, but the model-specific titles make it insufficiently clear to merge as a duplicate.", + "confidence": 0.84, + "canonical_issue_reason": "Issue 45920 is the best canonical issue because it describes the broad v5 AutoTokenizer regression across multiple model families, which subsumes the narrower Granite-only report from 45812.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45920 is the best standalone representative because it has the broadest reported blast radius within the tokenizer-regression cluster and is the clearest central report in the packet.", + "best_issue_reason": "45920 is the strongest global issue candidate because it captures the shared tokenizer regression at the right abstraction level and is broader than the model-specific duplicate report.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45800", "right": "issue:46304", "accept": false, - "reason": "Both are version-compatibility complaints, but they describe different breakages and code paths." + "reason": "Different failures: a torch version incompatibility versus a USE_DISTRIBUTED=0 support break." }, { "left": "issue:43866", "right": "issue:46402", "accept": false, - "reason": "Different models and different failure modes: corrupted checkpoint vs missing loaded weights." + "reason": "Checkpoint corruption and missing text-encoder weights are different load problems." }, { "left": "issue:43296", "right": "issue:46304", "accept": false, - "reason": "vLLM model load failure and distributed-build incompatibility are unrelated issues." + "reason": "PaddleOCR-VL loading in vLLM is unrelated to the distributed-support regression." }, { "left": "issue:41762", "right": "issue:43596", - "accept": true, - "reason": "Same ZeRO-3 size-0 IndexError during model loading; only the affected model differs." + "accept": false, + "reason": "Both are ZeRO-3 index errors, but the model-specific titles differ enough that the shared root cause is not clear enough to treat as the same bug." }, { "left": "issue:39290", "right": "issue:41720", "accept": false, - "reason": "Different models and errors; one is a missing config attribute, the other a CUDA assert." + "reason": "Different models and different error paths: missing sliding_window_pattern versus cudaErrorAssert under auto device map." }, { "left": "issue:43901", "right": "issue:44512", "accept": false, - "reason": "Both are documentation-related, but they concern different APIs and different fixes." + "reason": "Both are docs issues, but about different pages and different deprecated behaviors." }, { "left": "issue:44589", "right": "issue:46304", "accept": false, - "reason": "Storage-type failure and distributed-build compatibility are not the same bug." + "reason": "Float8 storage lookup failure is not the same bug as the distributed-support regression." }, { "left": "issue:45237", "right": "issue:45901", "accept": false, - "reason": "Unrelated failures in AMD GPU support and table-question-answering." + "reason": "AMD GPU runtime failure and table-question-answering crash are unrelated." }, { "left": "issue:43975", "right": "issue:46015", "accept": false, - "reason": "Tokenizer detokenization bug and outdated RAG docs are separate issues." + "reason": "Tokenizer detokenization regression versus outdated RAG examples; different underlying issues." }, { "left": "issue:43039", "right": "issue:44560", "accept": false, - "reason": "Liger kernel cross-entropy routing and Qwen video chat-template failure are unrelated." + "reason": "Liger-kernel cross_entropy routing is unrelated to the video StopIteration bug." }, { "left": "issue:45823", "right": "issue:46294", "accept": false, - "reason": "Different model families and different failure points: device placement vs video tokenization." + "reason": "Device-mapping forward mismatch and video token/template mismatch are different bugs." }, { "left": "issue:44841", "right": "issue:45823", "accept": false, - "reason": "Processor loading failure and device-mismatch forward error are not the same bug." + "reason": "Processor load failure is unrelated to the Gemma4 device mismatch during forward." }, { "left": "issue:43866", "right": "issue:46772", "accept": false, - "reason": "Corrupted checkpoint and ModelOpt compatibility are different problems." + "reason": "Corrupted checkpoint versus NVFP4 compatibility are different causes." }, { "left": "issue:44863", "right": "issue:46015", "accept": false, - "reason": "Checkpoint-loading failure and docs cleanup are unrelated." + "reason": "NemotronH checkpoint loading is unrelated to RAG documentation drift." }, { "left": "issue:45020", "right": "issue:46304", "accept": false, - "reason": "Remote-code regression and USE_DISTRIBUTED=0 breakage affect different code paths." + "reason": "Remote-code model breakage is not the same concrete problem as USE_DISTRIBUTED=0 support." }, { "left": "issue:45812", "right": "issue:45920", "accept": true, - "reason": "Same tokenizer regression; 45920 is the broader report covering multiple affected model families." + "reason": "Both describe the same v5 AutoTokenizer wrong-token-ID regression across models." }, { - "left": "issue:43866", - "right": "issue:44863", + "left": "issue:44292", + "right": "issue:46015", "accept": false, - "reason": "Different models and root causes: corrupted checkpoint vs implementation loading issue." + "reason": "Qwen-3-8B-NVFP4 runtime error and RAG docs are unrelated." }, { - "left": "issue:44292", - "right": "issue:46015", + "left": "issue:43866", + "right": "issue:44863", "accept": false, - "reason": "NVFP4 runtime failure and outdated docs are unrelated." + "reason": "Different model-loading failures with different failure modes." }, { "left": "issue:43872", "right": "issue:46304", "accept": false, - "reason": "bitsandbytes constructor incompatibility is not the same as the PyTorch distributed issue." + "reason": "bitsandbytes Int8Params incompatibility is not the same as the distributed-support regression." }, { "left": "issue:39290", "right": "issue:43531", "accept": false, - "reason": "Both mention sliding_window, but they target different model families and symptoms." + "reason": "Both mention sliding_window, but the model/config bugs are different and not clearly the same code path." }, { "left": "issue:41093", "right": "issue:43638", "accept": false, - "reason": "Both are IndexErrors under different conditions, but the mask-shape mismatch and ZeRO-3 zero-size loading failure look distinct." + "reason": "Both are index errors, but on different tensors and loading paths." }, { "left": "issue:43792", @@ -756,127 +726,109 @@ "left": "issue:43854", "right": "issue:43866", "accept": false, - "reason": "GLM-4.7-Flash test loading and Ovis2 checkpoint corruption are different issues." + "reason": "GLM-4.7 test loading issue and Ovis2 checkpoint corruption are different bugs." }, { "left": "issue:43425", "right": "issue:45070", "accept": false, - "reason": "Generic torch compatibility and a Pydantic config-field regression are not the same bug." - }, - { - "left": "issue:43975", - "right": "issue:45901", - "accept": false, - "reason": "Detokenization regression and table QA crash do not share a concrete code path." + "reason": "Torch 2.10 incompatibility and PretrainedConfig pydantic-field regression are different issues." }, { "left": "issue:45362", "right": "issue:45464", "accept": false, - "reason": "Both involve Qwen3.5 chat usage, but one is transformers chat and the other is streaming chat/completions; not clearly the same bug." + "reason": "Qwen3.5 chat crash and streaming chat/completions API failure are related only by model family, not the same concrete bug." }, { - "left": "issue:43792", - "right": "issue:45070", + "left": "issue:43596", + "right": "issue:45800", "accept": false, - "reason": "Whisper runtime failure and config-field regression are unrelated." + "reason": "ZeRO-3 BertModel index error is unrelated to the torch/transformers version incompatibility." }, { - "left": "issue:43596", - "right": "issue:45800", + "left": "issue:43792", + "right": "issue:45070", "accept": false, - "reason": "ZeRO-3 loading error and torch-version incompatibility are different problems." + "reason": "Whisper failure and pydantic PretrainedConfig regression are unrelated." }, { "left": "issue:43541", - "right": "issue:46869", + "right": "issue:45685", "accept": false, - "reason": "Different model families and different runtime paths." + "reason": "MoE grouped_mm/tracing failure is unrelated to the MPS histogram op missing for Int." }, { "left": "issue:44292", "right": "issue:45901", "accept": false, - "reason": "NVFP4 model error and table QA crash are unrelated." + "reason": "NVFP4 model runtime error and table QA crash are different issues." }, { "left": "issue:39290", "right": "issue:45823", "accept": false, - "reason": "Missing sliding_window_pattern and device-mapped forward mismatch are not the same bug." - }, - { - "left": "issue:36010", - "right": "issue:39290", - "accept": false, - "reason": "Import path breakage and model config attribute error are unrelated." + "reason": "Gemma3 sliding-window config failure and Gemma4 device-mismatch failure are unrelated." }, { "left": "issue:45464", "right": "issue:45685", "accept": false, - "reason": "Streaming inference failure and MPS histogram op limitation are different issues." + "reason": "Streaming chat API failure and MPS histogram op failure are unrelated." }, { - "left": "issue:43541", - "right": "issue:45685", + "left": "issue:36010", + "right": "issue:39290", "accept": false, - "reason": "Grouped_mm tracing failure and MPS histogram failure are unrelated." + "reason": "ImportError for GenerationMixin and Gemma3 sliding_window_pattern are unrelated." }, { "left": "issue:43541", "right": "issue:43828", "accept": false, - "reason": "Different model/op failures: grouped_mm tracing versus autocast dtype mismatch." + "reason": "Both involve MoE/dtype-related failures, but they hit different code paths and symptoms." }, { "left": "issue:44841", "right": "issue:45084", "accept": false, - "reason": "Processor loading and template-node compilation errors are separate." - }, - { - "left": "issue:43404", - "right": "issue:43866", - "accept": false, - "reason": "Untied lm_head weights and corrupted checkpoint are different defects." + "reason": "Processor failure and non-template-node compile error are not the same underlying bug." }, { "left": "issue:45507", "right": "issue:46869", "accept": false, - "reason": "Invalid method call in GraniteMoEHybrid and YOLO multi-GPU failure are not the same issue." + "reason": "Invalid method call in GraniteMoEHybrid is unrelated to YOLO multi-GPU device-map failure." }, { "left": "issue:41093", "right": "issue:41762", "accept": false, - "reason": "Both are IndexErrors, but one is a mask-length mismatch and the other is a ZeRO-3 loading failure." + "reason": "Both are index errors, but they occur in different zero-3 loading scenarios with different signatures." }, { "left": "issue:45399", "right": "issue:46661", "accept": false, - "reason": "Fallback-selection logic for flash-attn2 and remote-code model_class config handling are unrelated." + "reason": "Flash-attn fallback gating and remote-code model_class/config_class handling are different problems." }, { "left": "issue:43572", "right": "issue:45070", "accept": false, - "reason": "StableLmConfig pad_token_idx regression and a generic Pydantic PretrainedConfig breakage are different issues." + "reason": "StableLm pad_token_idx regression is unrelated to the pydantic PretrainedConfig field break." }, { "left": "issue:45800", "right": "issue:45823", "accept": false, - "reason": "Torch/version compatibility and Gemma4 device mismatch are unrelated." + "reason": "Torch/transformers incompatibility and Gemma4 device mismatch are different bugs." } ] }, "evaluator_result": { "accept": false, - "feedback": "The soft-edge verdicts look mostly conservative, but the summary overstates the evidence in one place: the packet does not confirm a duplicate relationship, so phrases like \"broadest confirmed duplicate candidate\" and \"subsumes\" go beyond what\u2019s shown here. The 45812/45920 pair is a plausible strongest-match cluster, but it should be described more cautiously as the strongest duplicate signal rather than confirmed duplication." + "feedback": "The summary is mostly grounded, but one soft-edge verdict is too strong for the packet: issue:41762 vs issue:43596 are both ZeRO-3 index errors, yet the titles point to different models (Gemma3ForConditionalGeneration vs BertModel), so treating them as a clear duplicate-like pair overstates the evidence. The v5 AutoTokenizer pair (45812/45920) is well supported, but the overall conclusion should stay more conservative on the ZeRO-3 cluster." }, "evaluator_used": true, "retried": true, @@ -889,13 +841,13 @@ "component_index": 1, "component_count": 25, "review_unit_index": 3, - "review_unit_count": 60, + "review_unit_count": 61, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-503", + "cluster_id": "cluster-10000-504", "nodes": [ "issue:39186", "issue:40990", @@ -912,10 +864,8 @@ "issue:43716", "issue:43828", "issue:43873", - "issue:43975", "issue:43994", "issue:44291", - "issue:44292", "issue:44360", "issue:44387", "issue:44479", @@ -933,6 +883,7 @@ "issue:45183", "issue:45399", "issue:45464", + "issue:45507", "issue:45632", "issue:45698", "issue:45759", @@ -950,8 +901,8 @@ "issue:43296|issue:43366", "issue:44805|issue:44918", "issue:43541|issue:45161", - "issue:44387|issue:45005", "issue:43828|issue:45464", + "issue:44387|issue:45005", "issue:43366|issue:45464", "issue:44291|issue:45070", "issue:43531|issue:45070", @@ -977,228 +928,234 @@ "issue:44492|issue:44512", "issue:44863|issue:45005", "issue:45183|issue:46463", - "issue:43975|issue:44292" + "issue:44918|issue:45507" ], - "prepared_review_unit_hash": "8c5ec595587cbaa0e9dffd7527f065c2bf2799ed576fa7945d5f0341dd4708b2", + "prepared_review_unit_hash": "56c8aa305aa8c5e50bdd6c6466e2bfc8b154819dde4db68619370a67de68be7b", "component_budget": { - "node_count": 503, - "item_count": 503, - "soft_pair_count": 1852, - "serialized_chars": 960429, - "estimated_input_tokens": 240108, - "estimated_eval_tokens": 480472 + "node_count": 504, + "item_count": 504, + "soft_pair_count": 1853, + "serialized_chars": 961383, + "estimated_input_tokens": 240346, + "estimated_eval_tokens": 480948 }, "budget": { - "node_count": 48, - "item_count": 48, + "node_count": 47, + "item_count": 47, "soft_pair_count": 31, - "serialized_chars": 36799, - "estimated_input_tokens": 9200, - "estimated_eval_tokens": 18656 + "serialized_chars": 36242, + "estimated_input_tokens": 9061, + "estimated_eval_tokens": 18378 }, "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 true duplicate-style pairs around SigLIP2 output regressions, Qwen video-input regressions, remote-code module loading/caching, and input-validation error messaging.", - "confidence": 0.71, - "canonical_issue_reason": "issue:45698 is the clearest concrete bug report: it directly describes the wrong custom module being loaded after save_pretrained, which matches the remote-code cache/loading collision family and is more representative than the narrower path-collision phrasing in issue:45632.", + "summary": "This cluster is mostly heterogeneous; only a couple of pairs look like true duplicates, while most are broad thematic similarities without the same concrete bug path.", + "confidence": 0.68, + "canonical_issue_reason": "issue:45183 is the broadest, most reusable umbrella here: it describes the shared input_ids/inputs_embeds validation bug across multiple models, and it cleanly covers the specific T5 report.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45698 is the most actionable and self-contained issue in the set, with a specific failure mode and an obvious duplicate counterpart.", + "best_issue_reason": "issue:45183 is the best representative issue in this set because it is broad, specific enough to be actionable, and most likely to subsume related validation reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43296", "right": "issue:43366", "accept": false, - "reason": "Different failures: PaddleOCR-VL loading in vLLM vs GGUF support for gpt-oss architecture." + "reason": "Different bugs: model loading failure in vLLM vs GGUF architecture support." }, { "left": "issue:44805", "right": "issue:44918", "accept": false, - "reason": "Both are shape/runtime errors, but they involve different models and different tensor paths." + "reason": "Both mention indexing problems, but the reported failures and code paths are different." }, { "left": "issue:43541", "right": "issue:45161", "accept": false, - "reason": "One is a torch-dynamo grouped_mm tracing error; the other is a tensor-parallel support issue for GPT-OSS MoE." + "reason": "Different issues: torch-dynamo grouped_mm tracing failure vs tensor-parallel support for GPT-OSS MoE." }, { - "left": "issue:44387", - "right": "issue:45005", + "left": "issue:43828", + "right": "issue:45464", "accept": false, - "reason": "Different bugs: int4 quantization memory growth vs tied-weights handling in translation models." + "reason": "Different symptoms and paths: autocast dtype mismatch vs chat/completions streaming failure." }, { - "left": "issue:43828", - "right": "issue:45464", + "left": "issue:44387", + "right": "issue:45005", "accept": false, - "reason": "Both are dtype/input issues, but they are different code paths and different model families." + "reason": "One is int4 memory/OOM behavior; the other is a tied-weights regression." }, { "left": "issue:43366", "right": "issue:45464", "accept": false, - "reason": "Unrelated: gpt-oss GGUF architecture support vs Qwen3.5 streaming inference failure." + "reason": "Unrelated: GGUF gpt-oss support vs Qwen3.5 streaming inference failure." }, { "left": "issue:44291", "right": "issue:45070", "accept": false, - "reason": "Different compatibility regressions: init_empty_weights argument handling vs pydantic PretrainedConfig field breakage." + "reason": "Different root causes: init_empty_weights argument mismatch vs pydantic config field breakage." }, { "left": "issue:43531", "right": "issue:45070", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior is unrelated to the pydantic/PretrainedConfig regression." + "reason": "Qwen3-MoE sliding-window behavior is unrelated to the PretrainedConfig/pydantic issue." }, { "left": "issue:41093", "right": "issue:43596", "accept": false, - "reason": "Both are IndexErrors, but the model/setup and underlying failure points differ." + "reason": "Both are IndexErrors, but the shapes and triggering logic indicate different bugs." }, { "left": "issue:43716", "right": "issue:46294", "accept": false, - "reason": "Both are multimodal mismatches, but one is image dtype/preprocessor vs model and the other is video feature/token count alignment." + "reason": "Different multimodal mismatch: image preprocessor dtype vs video feature/token count mismatch." }, { "left": "issue:45020", "right": "issue:45800", "accept": false, - "reason": "Broad compatibility breakage, but not the same concrete bug: remote_code models vs torch 2.4.1 incompatibility." + "reason": "Remote-code compatibility breakage and torch/transformers version incompatibility are not the same defect." }, { "left": "issue:43054", "right": "issue:43994", - "accept": true, - "reason": "Both describe the same SigLIP2 text-output regression, with one reporting poor embeddings and the other nonsensical inference results." + "accept": false, + "reason": "Same model family, but the reports are too different to confidently call them one bug." }, { "left": "issue:44479", "right": "issue:46294", "accept": true, - "reason": "Same Qwen video-input regression family: video features/tokens mismatch across Qwen2.5-VL/Qwen3-VL/Qwen3.5 variants." + "reason": "Same underlying Qwen3.5 video-input regression: both describe a video token/feature mismatch affecting the same family of models." }, { "left": "issue:46468", "right": "issue:46869", "accept": false, - "reason": "Official Nemotron example breakage is unrelated to YOLO multi-GPU device-map auto failures." + "reason": "Official example breakage and multi-GPU device-map failure are unrelated." }, { "left": "issue:45759", "right": "issue:45902", "accept": false, - "reason": "Different multimodal/configuration bugs: text_config unwrapping vs uninitialized rotary embedding memory after to_empty." + "reason": "Different code paths: config unwrapping vs uninitialized-memory materialization." }, { "left": "issue:43596", "right": "issue:46165", "accept": false, - "reason": "Different loading/training issues; no clear shared code path or symptom beyond involving model loading." + "reason": "Different contexts and failures: DeepSpeed Zero3/BertModel vs resuming a local remote-code model." }, { "left": "issue:46640", "right": "issue:46661", "accept": false, - "reason": "Flash Attention 2 problem vs remote-code model_class/config_class AttributeError are unrelated." + "reason": "FlashAttention gating checks and remote-code config_class errors are unrelated." }, { "left": "issue:43716", "right": "issue:44918", "accept": false, - "reason": "Image dtype mismatch and SFT trainer embedding unpacking are different multimodal/training issues." + "reason": "Different model families and different failure modes." }, { "left": "issue:39186", "right": "issue:44918", "accept": false, - "reason": "FSDP weight dimensionality error is unrelated to the Qwen3.5 SFT trainer failure." + "reason": "FSDP 2-D weight failure is unrelated to Qwen3.5 embedding unpacking." }, { "left": "issue:40990", "right": "issue:44960", "accept": false, - "reason": "Extremely high perplexity on gpt-oss-20b is unrelated to GLM5." + "reason": "Perplexity degradation and GLM5 are different problems." }, { "left": "issue:43645", "right": "issue:45399", "accept": false, - "reason": "Jupyter custom-model initialization breakage is unrelated to flash-attn2 fallback logic." + "reason": "Custom-model notebook initialization is unrelated to the FlashAttention fallback gating issue." }, { "left": "issue:45632", "right": "issue:45698", - "accept": true, - "reason": "Same remote-code/custom-module loading bug family: cache-path collision leading to the wrong module being loaded after save_pretrained." + "accept": false, + "reason": "Both involve custom-module loading, but the specific bugs differ: cache-path collision vs wrong module selected after save_pretrained." }, { "left": "issue:43404", "right": "issue:45005", "accept": false, - "reason": "Both mention tied weights, but they are different model families and different failure modes." + "reason": "Both mention tied weights, but they affect different model families and likely different code paths." }, { "left": "issue:42915", "right": "issue:45399", "accept": false, - "reason": "FineGrainedFP8Config failure for Qwen3-MoE is unrelated to flash-attn2 fallback blocking." + "reason": "FineGrainedFP8Config failure is unrelated to FlashAttention fallback checks." }, { "left": "issue:43873", "right": "issue:45005", "accept": false, - "reason": "Quantization/offloading memory behavior is not the same bug as tied-weight handling." + "reason": "Quantization/offloading behavior is not the same bug as tied-weight handling." }, { "left": "issue:44360", "right": "issue:44512", "accept": false, - "reason": "A DSA indexer implementation discussion is unrelated to a docs typo about the removed run command." + "reason": "DSA indexer behavior and a docs typo are unrelated." }, { "left": "issue:44530", "right": "issue:45005", "accept": false, - "reason": "PagedAttentionCache linear_attention crash is unrelated to tied-weights issues." + "reason": "PagedAttentionCache linear_attention crash is a different code path than tied-weight regression." }, { "left": "issue:44492", "right": "issue:44512", "accept": false, - "reason": "A cache-strategy typo and a docs command removal are unrelated." + "reason": "A cache-strategy typo is not the same as the run-command docs issue." }, { "left": "issue:44863", "right": "issue:45005", "accept": false, - "reason": "NemotronH checkpoint loading is unrelated to translation-model tied weights." + "reason": "NemotronH checkpoint loading failure is unrelated to translation-model tied weights." }, { "left": "issue:45183", "right": "issue:46463", "accept": true, - "reason": "Same validation-path bug class: incorrect XOR/input validation error messaging, with T5 as a specific instance." + "reason": "Same validation bug family: both are about incorrect input validation/error handling for decoder or input_ids/inputs_embeds cases." }, { - "left": "issue:43975", - "right": "issue:44292", + "left": "issue:44918", + "right": "issue:45507", "accept": false, - "reason": "Incorrect detokenization in DeepSeek Coder is unrelated to the Qwen-3-8B-NVFP4 runtime error." + "reason": "Different failures: SFT embedding unpacking vs invalid method call in GraniteMoEHybrid." + }, + { + "left": "issue:43596", + "right": "issue:46165", + "accept": false, + "reason": "Duplicate of an already-rejected pairing; the failures are different." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative overall. The accepted soft-edge pairs are plausible duplicates or same-bug-family matches based on the issue titles, and the rejected pairs are mostly well-justified as distinct failures. No clear overstatement of evidence stands out." + "feedback": "The summary is grounded in the packet and stays appropriately conservative. The two accepted soft edges are supported by the issue titles, and the rejected pairings avoid overclaiming shared root cause. The choice of issue:45183 as the umbrella/best representative is reasonable for the validation-error cluster." }, "evaluator_used": true, "retried": false, @@ -1211,13 +1168,13 @@ "component_index": 1, "component_count": 25, "review_unit_index": 4, - "review_unit_count": 60, + "review_unit_count": 61, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-503", + "cluster_id": "cluster-10000-504", "nodes": [ "issue:24643", "issue:28530", @@ -1241,6 +1198,7 @@ "issue:43883", "issue:43950", "issue:43975", + "issue:44292", "issue:44387", "issue:44403", "issue:44451", @@ -1248,13 +1206,11 @@ "issue:44534", "issue:44589", "issue:44910", - "issue:44918", "issue:44928", "issue:44960", "issue:44991", "issue:45020", "issue:45399", - "issue:45507", "issue:45520", "issue:45663", "issue:45701", @@ -1269,7 +1225,7 @@ "issue:46932" ], "soft_pairs": [ - "issue:44918|issue:45507", + "issue:43975|issue:44292", "issue:46489|issue:46491", "issue:43950|issue:44534", "issue:39692|issue:43054", @@ -1283,9 +1239,9 @@ "issue:43054|issue:45701", "issue:38175|issue:43054", "issue:43950|issue:45902", - "issue:41553|issue:43883", - "issue:43054|issue:43493", "issue:44910|issue:45859", + "issue:43054|issue:43493", + "issue:41553|issue:43883", "issue:42947|issue:44387", "issue:45663|issue:45902", "issue:44403|issue:44451", @@ -1294,226 +1250,226 @@ "issue:42947|issue:43856", "issue:44403|issue:44488", "issue:43643|issue:45020", - "issue:41553|issue:43881", "issue:41762|issue:42915", + "issue:41553|issue:43881", "issue:44991|issue:45399", "issue:43782|issue:44960", "issue:43824|issue:43872" ], - "prepared_review_unit_hash": "33220bd66960a22df299fda09afe17c6658d5dbc4ff4fd7126e8ca95f7bac2f6", + "prepared_review_unit_hash": "8ab139cb5c8a9cd0d3beae8f34985e3154f1bc7e7505fc4adc7694b677d85148", "component_budget": { - "node_count": 503, - "item_count": 503, - "soft_pair_count": 1852, - "serialized_chars": 960429, - "estimated_input_tokens": 240108, - "estimated_eval_tokens": 480472 + "node_count": 504, + "item_count": 504, + "soft_pair_count": 1853, + "serialized_chars": 961383, + "estimated_input_tokens": 240346, + "estimated_eval_tokens": 480948 }, "budget": { - "node_count": 48, - "item_count": 48, + "node_count": 47, + "item_count": 47, "soft_pair_count": 30, - "serialized_chars": 36857, - "estimated_input_tokens": 9215, - "estimated_eval_tokens": 18686 + "serialized_chars": 36284, + "estimated_input_tokens": 9071, + "estimated_eval_tokens": 18398 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly a mixed bag of Transformers issue reports, with a few tight duplicate subclusters: non-persistent buffer corruption, cache.get_seq_length contract regressions, and Gemma4 quantized embedder dtype-casting. Most other pairs are only thematically similar, not true duplicates.", - "confidence": 0.79, - "canonical_issue_reason": "issue:43950 is the clearest representative of the strongest duplicate subcluster: it names the v5 non-persistent-buffer corruption regression directly and has very close neighbors with the same failure mode.", + "summary": "This set is mostly unrelated issues, with one clear duplicate cluster around Transformers v5 non-persistent buffer corruption and one smaller duplicate pair around Gemma4 quantized vision/audio embedder dtype casting. Most other soft pairs should stay separate.", + "confidence": 0.87, + "canonical_issue_reason": "issue:43950 is the best canonical issue because it most directly and specifically describes the non-persistent-buffer regression; nearby items like issue:43644 and issue:44534 read like rephrasings of the same bug.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43950 is the best single issue anchor in this set because it is specific, well-scoped, and has the strongest evidence of true duplication around the same root regression.", + "best_issue_reason": "issue:43950 is the strongest representative issue overall: it is concrete, regression-focused, and matches the accepted duplicate cluster most clearly.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44918", - "right": "issue:45507", + "left": "issue:43975", + "right": "issue:44292", "accept": false, - "reason": "Different bugs: Qwen3.5 embedding unpacking with TRL SFT vs GraniteMoEHybrid calling an invalid method." + "reason": "Tokenizer detokenization error and NVFP4 model loading failure are unrelated bugs." }, { "left": "issue:46489", "right": "issue:46491", "accept": false, - "reason": "Both are tokenizer regressions, but they describe different model families and different symptoms; not the same concrete bug." + "reason": "Both are tokenizer regressions, but they affect different model families and different behaviors." }, { "left": "issue:43950", "right": "issue:44534", "accept": true, - "reason": "Same underlying regression: Transformers v5 corrupting/filling non-persistent buffers with junk." + "reason": "Same underlying Transformers v5 non-persistent-buffer corruption/regression, just described with different wording." }, { "left": "issue:39692", "right": "issue:43054", "accept": false, - "reason": "Different problems: doc example model/processor mismatch and quantization failure vs degraded text embeddings." + "reason": "Documentation example errors are not the same issue as SigLIP2 embedding quality degradation." }, { "left": "issue:43644", "right": "issue:43950", "accept": true, - "reason": "Near-exact match on the same v5 non-persistent-buffer junk/corruption regression." + "reason": "Both describe the same non-persistent-buffer junk/corruption regression in v5." }, { "left": "issue:36331", "right": "issue:41762", "accept": false, - "reason": "Unrelated failures: custom trainer API change vs Gemma3 loading with DeepSpeed ZeRO-3." + "reason": "A trainer API signature error and a DeepSpeed ZeRO-3 loading crash are different problems." }, { "left": "issue:46899", "right": "issue:46932", "accept": true, - "reason": "Same Gemma4 multimodal quantization dtype-casting bug; 46932 explicitly points to the same fix area." + "reason": "These describe the same Gemma4 quantized vision/audio embedder dtype-casting bug; 46932 is explicitly the fix follow-up." }, { "left": "issue:43872", "right": "issue:44589", "accept": false, - "reason": "Different incompatibilities: bitsandbytes init arg mismatch vs missing Float8 storage type." + "reason": "bitsandbytes constructor incompatibility and missing Float8 storage are different failure modes." }, { "left": "issue:43828", "right": "issue:44928", "accept": false, - "reason": "Different code paths and symptoms: autocast dtype mismatch in Phi-tiny-MoE vs Qwen3.5 SDPA/position_ids NaN issue." + "reason": "One is an autocast dtype mismatch on Phi-tiny-MoE, the other is a Qwen3.5 RLHF instability caused by 3D position_ids and SDPA fallback." }, { "left": "issue:45920", "right": "issue:46489", "accept": false, - "reason": "Both concern tokenization, but one is a broad multi-model token-id regression and the other is a specific DeepSeek-Coder v1 tokenizer bug." + "reason": "Broad tokenizer-id regression across many models is not the same as the specific DeepSeek-Coder v1 detokenization gap." }, { "left": "issue:45987", "right": "issue:46858", - "accept": true, - "reason": "Same cache API regression: get_seq_length returns a Tensor instead of an int, with 46858 showing a backend-specific manifestation." + "accept": false, + "reason": "They are related to cache length typing, but one is an API contract complaint and the other is a specific torch.compile/non-CUDA slice-arithmetic breakage." }, { "left": "issue:43054", "right": "issue:45701", "accept": false, - "reason": "Related to model/tokenization quality, but not the same bug or fix." + "reason": "SigLIP2 text-embedding quality and version-dependent tokenization changes are different issues." }, { "left": "issue:38175", "right": "issue:43054", "accept": false, - "reason": "Different model symptom reports: unexpected zero probabilities vs worse text embeddings." + "reason": "Unexpected zero probabilities and worse text embeddings are distinct SigLIP2 bugs." }, { "left": "issue:43950", "right": "issue:45902", "accept": false, - "reason": "Likely related buffer-materialization issues, but 45902 is a specific Qwen3_5Moe rotary-embedding uninitialized-memory bug rather than the same exact regression." + "reason": "Both involve buffers, but one is the v5 non-persistent-buffer corruption regression while the other is a model-specific inv_freq materialization bug." }, { - "left": "issue:41553", - "right": "issue:43883", + "left": "issue:44910", + "right": "issue:45859", "accept": false, - "reason": "Different loading errors affecting different models and components." + "reason": "FlashAttention illegal-memory-access and CPU-offload incompatibility are different code-path problems." }, { "left": "issue:43054", "right": "issue:43493", "accept": false, - "reason": "Both involve SigLIP2, but one is an embedding-quality complaint and the other is an implementation discrepancy vs JAX." + "reason": "Both concern SigLIP2, but one reports embedding quality and the other compares HF vs original JAX behavior." }, { - "left": "issue:44910", - "right": "issue:45859", + "left": "issue:41553", + "right": "issue:43883", "accept": false, - "reason": "Different Qwen3.5 failures: Flash Attention crash from 3D position_ids vs CPU-offload incompatibility in rotary embedding." + "reason": "A bad AutoTokenizer error message for Voxtral and a missing model attribute in Molmo are unrelated." }, { "left": "issue:42947", "right": "issue:44387", "accept": false, - "reason": "Different training/resource issues: LoRA checkpointing ineffectiveness vs int4 quantization memory growth." + "reason": "Gradient checkpointing/LoRA behavior and int4 quantization memory growth are different bugs." }, { "left": "issue:45663", "right": "issue:45902", "accept": false, - "reason": "Both touch Gemma4/Qwen-like model internals, but they describe different bugs and different failure modes." + "reason": "FSDP2 shared_kv_states rebuild and uninitialized inv_freq after to_empty() are separate model/runtime issues." }, { "left": "issue:44403", "right": "issue:44451", "accept": false, - "reason": "One is generic load noise, the other is a specific model loading failure." + "reason": "Generic loader noise and a specific model loading failure are not the same underlying bug." }, { "left": "issue:43975", "right": "issue:45520", "accept": false, - "reason": "Different tokenizer/import problems with no shared concrete code path." + "reason": "Tokenizer output regression and a flash_attn import_utils KeyError are unrelated." }, { "left": "issue:24643", "right": "issue:28530", "accept": false, - "reason": "Completely unrelated: DeepSpeed weight shape error vs early-stopping metric handling." + "reason": "DeepSpeed weight shape error and early-stopping metric lookup failure are unrelated." }, { "left": "issue:42947", "right": "issue:43856", "accept": false, - "reason": "Different Qwen-related issues: LoRA checkpointing behavior vs MoE training memory usage." + "reason": "LoRA gradient-checkpointing behavior and Qwen3 MoE training memory inefficiency are different problems." }, { "left": "issue:44403", "right": "issue:44488", "accept": false, - "reason": "Generic load noise vs a specific model loading failure are not the same bug." + "reason": "Load-time noise and a specific model load failure do not share the same underlying bug." }, { "left": "issue:43643", "right": "issue:45020", "accept": false, - "reason": "Both involve recent remote_code/config loading regressions, but the reported failures are different and not clearly the same concrete defect." + "reason": "A specific missing-fields bug in AutoConfig with trust_remote_code is not the same as the broader remote_code breakage report." }, { - "left": "issue:41553", - "right": "issue:43881", + "left": "issue:41762", + "right": "issue:42915", "accept": false, - "reason": "Different model-loading errors with different root symptoms." + "reason": "Gemma3 ZeRO-3 loading crash and Qwen3 MoE FP8 failure are unrelated." }, { - "left": "issue:41762", - "right": "issue:42915", + "left": "issue:41553", + "right": "issue:43881", "accept": false, - "reason": "Different model/config failures: ZeRO-3 Gemma3 loading vs Qwen3 MoE with FineGrainedFP8Config." + "reason": "Voxtral AutoTokenizer error messaging and glm-4v-9b load failure are different issues." }, { "left": "issue:44991", "right": "issue:45399", "accept": false, - "reason": "Tokenizer load failure vs flash-attn fallback gating are unrelated." + "reason": "Tokenizer loading failure and flash-attn fallback gating are unrelated." }, { "left": "issue:43782", "right": "issue:44960", "accept": false, - "reason": "Different models and failures: Qwen3VL weight-only loading error vs GLM5 issue." + "reason": "Qwen3VL weight_only loading and GLM5 are different bugs." }, { "left": "issue:43824", "right": "issue:43872", "accept": false, - "reason": "ImportError for a missing model class vs bitsandbytes parameter incompatibility are unrelated." + "reason": "Model import failure and bitsandbytes Int8Params incompatibility are unrelated." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative. The accepted soft-edge pairs are plausible duplicate clusters, especially the non-persistent-buffer regression, the cache.get_seq_length contract issue, and the Gemma4 quantized-embedder dtype-casting bug. The rejected pairs are generally explained at an appropriately cautious level and do not overstate duplication evidence." + "feedback": "The summary is grounded in the packet and stays conservative on the ambiguous pairs. The two accepted duplicate groupings are well supported by the titles, and the rest of the soft pairs are appropriately rejected or left separate." }, "evaluator_used": true, "retried": false, @@ -1526,13 +1482,13 @@ "component_index": 1, "component_count": 25, "review_unit_index": 5, - "review_unit_count": 60, + "review_unit_count": 61, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-503", + "cluster_id": "cluster-10000-504", "nodes": [ "issue:24643", "issue:30064", @@ -1589,16 +1545,16 @@ "issue:45020|issue:45823", "issue:44661|issue:45020", "issue:43881|issue:43883", - "issue:42491|issue:44368", "issue:43828|issue:45823", + "issue:42491|issue:44368", "issue:45020|issue:45356", "issue:45715|issue:46315", - "issue:45488|issue:46489", "issue:43827|issue:44509", + "issue:45488|issue:46489", "issue:43872|issue:46869", "issue:45759|issue:46661", - "issue:46894|issue:46897", "issue:43404|issue:43950", + "issue:46894|issue:46897", "issue:43872|issue:44291", "issue:45020|issue:46661", "issue:43792|issue:44220", @@ -1613,20 +1569,20 @@ "issue:44479|issue:44560", "issue:24643|issue:30064" ], - "prepared_review_unit_hash": "c713ad01d2fcf7ee3b580502f6380e1f4190563bf8407c54e56787515deac14d", + "prepared_review_unit_hash": "9910ec8f15fcb4717f21ab6d42293bbd5e5a6a601ad90b0b6720f449d4d85250", "component_budget": { - "node_count": 503, - "item_count": 503, - "soft_pair_count": 1852, - "serialized_chars": 960429, - "estimated_input_tokens": 240108, - "estimated_eval_tokens": 480472 + "node_count": 504, + "item_count": 504, + "soft_pair_count": 1853, + "serialized_chars": 961383, + "estimated_input_tokens": 240346, + "estimated_eval_tokens": 480948 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 28, - "serialized_chars": 36753, + "serialized_chars": 36754, "estimated_input_tokens": 9189, "estimated_eval_tokens": 18634 }, @@ -1635,186 +1591,186 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This is mostly a similarity bucket of unrelated issues: docs cleanup, tokenizer regressions, DeepSpeed/load-time bugs, and several model-specific failures. Only a few pairs look like true duplicates or near-duplicates.", - "confidence": 0.84, - "canonical_issue_reason": "No single canonical issue fits the full cluster; the items span unrelated bugs across docs, tokenizers, loading, training, and vision/audio models.", + "summary": "This cluster is mostly noisy and heterogeneous, with only a few clear duplicates around docs cleanup, mask-shape IndexErrors, `_is_hf_initialized` loading regressions, and a training-loss double-shift bug. The strongest umbrella issue is the broad remote-code loading regression.", + "confidence": 0.58, + "canonical_issue_reason": "issue:45020 is the broadest representative: it frames a v5 regression affecting remote-code model loading, which matches several nearby tokenizer/model-loading failures better than the narrower, model-specific reports.", "canonical_pr_reason": null, - "best_issue_reason": "If a representative is needed, issue:43872 is the clearest subcluster anchor because issue:44291 is a near-exact duplicate of the same `_is_hf_initialized` / `init_empty_weights` regression.", + "best_issue_reason": "issue:45020 is the best global issue candidate because it is the most umbrella-like and central to the cluster\u2019s recurring v5 loading/tokenizer regression theme.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45685", "right": "issue:45823", "accept": false, - "reason": "Different bug class and code path: MPS Int histogram support vs device_map='auto' forward device mismatch." + "reason": "Different failures: MPS histogram on Int for MOE vs Gemma4 PLE device mismatch during forward." }, { "left": "issue:45081", "right": "issue:45399", "accept": false, - "reason": "Tokenizer regex patch crash vs flash-attn2 fallback gating; unrelated code paths." + "reason": "Both mention attention/tokenizer infrastructure, but the concrete bugs differ: Mistral regex patch crash vs flash-attn fallback gating." }, { "left": "issue:45020", "right": "issue:45823", "accept": false, - "reason": "Generic remote_code loading regression vs Gemma4 PLE device placement during forward." + "reason": "Too broad and unrelated: remote-code loading regressions vs a Gemma4 device-map forward mismatch." }, { "left": "issue:44661", "right": "issue:45020", "accept": false, - "reason": "add-new-model-like / TOKENIZER_MAPPING_NAMES is a different loader-mapping bug than the remote_code regression." + "reason": "`add-new-model-like` tokenizer mapping bug is a distinct implementation issue from the broader remote-code loading regression." }, { "left": "issue:43881", "right": "issue:43883", "accept": false, - "reason": "Different models and failure modes: GLM-4V loading vs Molmo tied-weights attribute." + "reason": "Both are model loading errors, but the models and failure modes differ (`glm-4v-9b` vs Molmo tied-weights attribute)." }, { - "left": "issue:42491", - "right": "issue:44368", + "left": "issue:43828", + "right": "issue:45823", "accept": false, - "reason": "Qwen3-MoE LoRA branch-compatibility problem vs a tie_word_embeddings warning are not the same defect." + "reason": "Autocast dtype mismatch on Phi-tiny-MoE is unrelated to Gemma4 device placement." }, { - "left": "issue:43828", - "right": "issue:45823", + "left": "issue:42491", + "right": "issue:44368", "accept": false, - "reason": "Autocast dtype mismatch in Phi-tiny-MoE is unrelated to Gemma4 device placement." + "reason": "Both concern Qwen3.x LoRA warnings/regressions, but one is hf4.x vs hf5.x compatibility and the other is a tie_word_embeddings warning; not the same bug." }, { "left": "issue:45020", "right": "issue:45356", "accept": false, - "reason": "Broad remote_code breakage vs Kimi tokenizer codec/fix_mistral_regex regression are different bugs." + "reason": "Both are tokenizer regressions, but one is remote-code loading and the other is Kimi codec/fix_mistral_regex handling; different code paths." }, { "left": "issue:45715", "right": "issue:46315", "accept": false, - "reason": "Both are tokenizer performance issues, but they hit different conversion methods and different hotspots." - }, - { - "left": "issue:45488", - "right": "issue:46489", - "accept": false, - "reason": "Both are tokenizer regressions, but one is a pre-tokenizer override and the other is a DeepSeek-Coder output mismatch." + "reason": "Both are tokenizer performance-related, but they affect different APIs (`convert_ids_to_tokens` vs `convert_tokens_to_ids`)." }, { "left": "issue:43827", "right": "issue:44509", "accept": true, - "reason": "Same docs cleanup: both refer to removed v5 pipeline tasks and could be fixed in one PR." + "reason": "Same docs bug: v5 removed summarization/translation/text2text pipeline tasks, and both issues report stale documentation still referencing them." + }, + { + "left": "issue:45488", + "right": "issue:46489", + "accept": false, + "reason": "Related DeepSeek tokenizer regressions, but the titles point to different families and failure descriptions; not clearly one concrete bug." }, { "left": "issue:43872", "right": "issue:46869", "accept": false, - "reason": "bitsandbytes Int8Params kwarg issue vs YOLO multi-GPU device-map failure are unrelated." + "reason": "Unexpected `_is_hf_initialized` kwarg in bitsandbytes/init-empty-weights is unrelated to YOLO multi-GPU device-map failure." }, { "left": "issue:45759", "right": "issue:46661", "accept": false, - "reason": "Different factory bugs: text_config unwrapping in from_config vs remote-code config_class handling in from_pretrained." - }, - { - "left": "issue:46894", - "right": "issue:46897", - "accept": true, - "reason": "Same training-loss double-shift pattern across two models; this looks like one shared label-shifting bug in the loss path." + "reason": "Composite config unwrapping in `from_config` is a different path from remote-code `config_class` resolution failures." }, { "left": "issue:43404", "right": "issue:43950", "accept": false, - "reason": "lm_head weight tying bug vs non-persistent buffer corruption are distinct loading regressions." + "reason": "`lm_head` weight tying and non-persistent buffer corruption are distinct regressions." + }, + { + "left": "issue:46894", + "right": "issue:46897", + "accept": true, + "reason": "Same underlying training-loss double-shift bug pattern; the Florence2 report is clearly the same class of issue as the CohereASR one." }, { "left": "issue:43872", "right": "issue:44291", "accept": true, - "reason": "Same `_is_hf_initialized` incompatibility during empty-weight/init loading; the error signature and fix path match." + "reason": "Same root cause: the new `_is_hf_initialized` argument breaks parameter construction/loading, reported through bitsandbytes and `init_empty_weights`." }, { "left": "issue:45020", "right": "issue:46661", "accept": false, - "reason": "Both mention remote-code models, but the concrete failure modes differ and there is no clear shared code path." + "reason": "Both involve remote-code-like loading, but one is a broad regression statement and the other is a specific `config_class` attribute error." }, { "left": "issue:43792", "right": "issue:44220", "accept": false, - "reason": "Whisper cannot run is too broad; _torch_extract_fbank_features() is a specific audio-feature bug with no proven match." + "reason": "Whisper model runtime failure is too vague to equate with the specific `_torch_extract_fbank_features()` issue." }, { "left": "issue:43257", "right": "issue:45305", "accept": false, - "reason": "ZeRO-3 weight loading failure vs GAS gradient-averaging bug are different DeepSpeed paths." + "reason": "DeepSpeed is common, but one is MOE weight conversion/load failure and the other is gradient averaging under GAS; different bugs." }, { "left": "issue:42947", "right": "issue:45923", "accept": false, - "reason": "PEFT LoRA checkpointing ineffective vs missing supports_gradient_checkpointing flag are not the same bug." + "reason": "PEFT LoRA gradient checkpointing ineffectiveness is unrelated to a missing `supports_gradient_checkpointing` flag on a remote-code model." }, { "left": "issue:36331", "right": "issue:41093", "accept": false, - "reason": "CustomTrainer signature mismatch and a tensor-mask shape IndexError are unrelated." + "reason": "Different symptoms and code paths: `compute_loss()` signature mismatch vs an indexing mask shape mismatch." }, { "left": "issue:41553", "right": "issue:44991", "accept": false, - "reason": "Tokenizer loading error-message issue for Voxtral is separate from est-roberta tokenizer failure." + "reason": "Tokenizer loading issues, but one is Voxtral error messaging and the other is a concrete tokenizer failure for EMBEDDIA/est-roberta." }, { "left": "issue:43854", "right": "issue:44863", "accept": false, - "reason": "GLM-4.7-Flash load failure and NemotronH checkpoint loading are different model-specific loader bugs." + "reason": "Different model-loading failures for different architectures; not the same underlying bug." }, { "left": "issue:43940", "right": "issue:45313", "accept": false, - "reason": "Both are ZeRO-3 load failures, but Qwen3-Next all-MISSING vs Qwen3.5 language_model missing are not clearly the same concrete defect." + "reason": "Both are Qwen3 DeepSpeed ZeRO-3 load failures, but the titles describe different model variants and symptoms; not enough to merge as one bug." }, { "left": "issue:44928", "right": "issue:45588", "accept": false, - "reason": "A gradient-explosion RLHF issue and a flash_attention AttributeError are unrelated." + "reason": "RLHF NaN/SDPA math fallback is a training stability issue, while `flash_attention.py` crashes on `s_aux=None` is a separate runtime error." }, { "left": "issue:41093", "right": "issue:44805", - "accept": false, - "reason": "Identical-looking mask shape errors, but that symptom is generic and not enough to prove the same underlying bug." + "accept": true, + "reason": "Same IndexError family with the same mask/tensor shape mismatch; the second issue is just a generalized re-report of the first bug." }, { "left": "issue:44479", "right": "issue:44560", "accept": false, - "reason": "Broad Qwen video-input regression vs a StopIteration in Qwen3-vl-embedding are related only at a high subsystem level." + "reason": "Both are video-input regressions, but they affect different model families and have different failure signatures." }, { "left": "issue:24643", "right": "issue:30064", "accept": false, - "reason": "DeepSpeed training weight-dimension error vs void segmentation-map processing are unrelated." + "reason": "Training with DeepSpeed `'weight' must be 2-D` and void segmentation map processing are unrelated." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative. The rejected soft-edge pairs are justified by distinct titles/code paths, and the accepted pairs are plausibly mergeable from the packet evidence alone: the two docs issues both concern removed v5 pipeline tasks, the two `_is_hf_initialized` issues describe the same init-empty-weights/bitsandbytes incompatibility, and the two training-loss double-shift issues appear to share a generic loss-path bug pattern. No clear overstatement stands out." + "feedback": "The summary is well grounded in the packet and stays conservative: it identifies only the clearly supported duplicate-like pairs, keeps the heterogeneous cases separate, and treats the broad remote-code issue as an umbrella representative without overstating equivalence. The soft-edge verdicts are mostly cautious and consistent with the issue titles and the provided similarity signals." }, "evaluator_used": true, "retried": false, @@ -1827,13 +1783,13 @@ "component_index": 1, "component_count": 25, "review_unit_index": 6, - "review_unit_count": 60, + "review_unit_count": 61, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-503", + "cluster_id": "cluster-10000-504", "nodes": [ "issue:36010", "issue:38175", @@ -1886,8 +1842,8 @@ ], "soft_pairs": [ "issue:44530|issue:44863", - "issue:41553|issue:44488", "issue:44863|issue:46402", + "issue:41553|issue:44488", "issue:43366|issue:43828", "issue:45325|issue:45902", "issue:43366|issue:43531", @@ -1899,20 +1855,20 @@ "issue:43950|issue:45834", "issue:43824|issue:43957", "issue:42915|issue:43957", - "issue:44910|issue:46858", "issue:43716|issue:44560", + "issue:44910|issue:46858", "issue:43645|issue:43646", "issue:43550|issue:44910", "issue:44560|issue:45685", "issue:42617|issue:43366", "issue:36010|issue:42915", - "issue:44683|issue:46515", "issue:44560|issue:44918", + "issue:44683|issue:46515", "issue:45812|issue:46489", "issue:45823|issue:46515", "issue:44661|issue:45823", - "issue:38175|issue:43994", "issue:44560|issue:44805", + "issue:38175|issue:43994", "issue:45672|issue:46899", "issue:43632|issue:45834", "issue:44877|issue:45030", @@ -1920,238 +1876,244 @@ "issue:43638|issue:44661", "issue:43596|issue:44661" ], - "prepared_review_unit_hash": "697b21f17cdbcb58dc6703caab52211231310d8e415e710828290f33b08a9b30", + "prepared_review_unit_hash": "0025bf9cc6ba81613e6ef35af4f9d0e3c83d695acf29f2c04e885babb54abc45", "component_budget": { - "node_count": 503, - "item_count": 503, - "soft_pair_count": 1852, - "serialized_chars": 960429, - "estimated_input_tokens": 240108, - "estimated_eval_tokens": 480472 + "node_count": 504, + "item_count": 504, + "soft_pair_count": 1853, + "serialized_chars": 961383, + "estimated_input_tokens": 240346, + "estimated_eval_tokens": 480948 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 34, - "serialized_chars": 38061, - "estimated_input_tokens": 9516, - "estimated_eval_tokens": 19288 + "serialized_chars": 38057, + "estimated_input_tokens": 9515, + "estimated_eval_tokens": 19286 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This is a noisy cluster made of several small duplicate subclusters rather than one single underlying bug. I only see a few true duplicates: custom model initialization (43645\u219443646), Siglip2 wrong outputs (38175\u219443994), and Gemma4 4-bit dtype-cast failures (45672\u219446899). Most other soft links are only broad subsystem/model-family similarity.", - "confidence": 0.69, - "canonical_issue_reason": "No single issue covers the whole mixed set, but 43646 is the best broad anchor: it is the cleanest generic statement of the custom model-initialization regression, with 43645 being the notebook-specific variant.", + "summary": "This cluster is mostly heterogeneous, but a few pairs are true duplicates or near-exact regressions: custom model initialization in v5, SigLIP2 bad outputs, Gemma4 4-bit multimodal casting, and likely the stricter config-validation load failures. Most other pairs are only loosely related by broad subsystem.", + "confidence": 0.62, + "canonical_issue_reason": "Issue 43957 is the broadest concrete loading-regression report in the set: it captures the shared v5/meta-device model-loading breakage pattern better than the narrower model-specific reports.", "canonical_pr_reason": null, - "best_issue_reason": "43646 is the highest-signal single issue in this set: broad, concrete, and a good duplicate target for the custom model-init subcluster.", + "best_issue_reason": "Issue 43957 is the best single representative of the cluster\u2019s main theme: Transformers v5 loading/init regressions affecting multiple model families.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44530", "right": "issue:44863", "accept": false, - "reason": "Different bugs: Qwen3.5 cache/group-type failure vs NemotronH checkpoint loading." + "reason": "Different bugs: Qwen3.5 cache/group handling crash vs. NemotronH checkpoint loading." }, { - "left": "issue:41553", - "right": "issue:44488", + "left": "issue:44863", + "right": "issue:46402", "accept": false, - "reason": "Both are loading-related, but one is a bad error message and the other is a separate model load failure." + "reason": "Both are loading failures, but for different models and different failure modes." }, { - "left": "issue:44863", - "right": "issue:46402", + "left": "issue:41553", + "right": "issue:44488", "accept": false, - "reason": "Same broad area, but different architectures and failure modes; not the same bug." + "reason": "Both are tokenizer/model loading problems, but they point to different models and likely different root causes." }, { "left": "issue:43366", "right": "issue:43828", "accept": false, - "reason": "Different models and different symptoms; not the same code-path bug." + "reason": "Unrelated issues: GGUF gpt-oss support vs. Phi-tiny-MoE autocast dtype mismatch." }, { "left": "issue:45325", "right": "issue:45902", "accept": false, - "reason": "Both involve Qwen variants, but the reported failures are different root causes." + "reason": "Different code paths: Qwen2.5-VL rope indexing vs. Qwen3_5Moe meta/to_empty initialization." }, { "left": "issue:43366", "right": "issue:43531", "accept": false, - "reason": "Qwen3-MoE sliding-window behavior is unrelated to GGUF gpt-oss support." + "reason": "Unrelated model families and failures; not the same underlying bug." }, { "left": "issue:43596", "right": "issue:46515", "accept": false, - "reason": "An IndexError in Bert/Zero3 is not the same as a generic torch version incompatibility." + "reason": "Bert/deepspeed Zero3 index error is unrelated to a torch version incompatibility report." }, { "left": "issue:44155", "right": "issue:45584", "accept": false, - "reason": "Different workflows and failure modes: batched AudioFlamingo3 leakage vs Whisper empty-transcription generation." + "reason": "Both are audio-related, but the bugs are different: embedding/token leakage vs. empty-transcription generation failure." }, { "left": "issue:45663", "right": "issue:45823", "accept": false, - "reason": "Both Gemma4, but one is FSDP2 shared-kv state rebuilding and the other is device-map mismatch." + "reason": "Same model family, but different concrete failures: per-layer shared_kv state vs. device-map forward mismatch." }, { "left": "issue:43638", "right": "issue:46515", "accept": false, - "reason": "A concrete Zero3/Bert IndexError is not the same as a general torch-version incompatibility." + "reason": "Non-pretrained Bert Zero3 failure is not the same as a generic torch 2.4.1 incompatibility." }, { "left": "issue:43366", "right": "issue:44589", "accept": false, - "reason": "Different features and error paths; no shared underlying bug." + "reason": "Different topics: gpt-oss support vs. float8 storage lookup error." }, { "left": "issue:43950", "right": "issue:45834", "accept": false, - "reason": "Non-persistent buffer corruption and Kosmos2.5 long-input indexing are unrelated." + "reason": "Non-persistent buffer loading regression is unrelated to Kosmos2.5 long-ocr indexing." }, { "left": "issue:43824", "right": "issue:43957", "accept": false, - "reason": "ImportError for a specific class is not the same as meta-device loading breakage." + "reason": "Both are loading/import problems, but they affect different APIs and models; no clear shared bug." }, { "left": "issue:42915", "right": "issue:43957", "accept": false, - "reason": "Different model families and different failure mechanisms." + "reason": "Qwen3Moe FP8 config failure is a different issue from meta-device model loading." }, { - "left": "issue:44910", - "right": "issue:46858", + "left": "issue:43716", + "right": "issue:44560", "accept": false, - "reason": "Both are cache/position-related, but one is Qwen3.5 flash-attn memory access and the other is static-cache slice arithmetic." + "reason": "Different multimodal bugs and different failure signatures." }, { - "left": "issue:43716", - "right": "issue:44560", + "left": "issue:44910", + "right": "issue:46858", "accept": false, - "reason": "Different multimodal bugs: dtype mismatch in Mistral-3 vs StopIteration in Qwen3-vl video processing." + "reason": "Both touch cache/attention, but the illegal-memory-access Qwen3.5 bug is distinct from the non-CUDA static-cache seq-length arithmetic bug." }, { "left": "issue:43645", "right": "issue:43646", "accept": true, - "reason": "Same underlying custom-model initialization regression; 43645 is just the Jupyter-specific repro." + "reason": "Same underlying custom-model initialization regression; 43645 is just the Jupyter-specific manifestation of 43646." }, { "left": "issue:43550", "right": "issue:44910", "accept": false, - "reason": "torch.compile+SDPA on Bamba-9B-v2 is a different failure from Qwen3.5 position-id misinterpretation." + "reason": "Torch.compile+SDPA on Bamba-9B-v2 is unrelated to Qwen3.5 flash-attention position-id handling." }, { "left": "issue:44560", "right": "issue:45685", "accept": false, - "reason": "Different hardware/backend errors and different model paths." + "reason": "No shared bug: Qwen3-vl video StopIteration vs. MPS histogram on Int." }, { "left": "issue:42617", "right": "issue:43366", "accept": false, - "reason": "Unrelated issues: 3d_parallel.py execution vs GGUF architecture support." + "reason": "3d_parallel.py runtime failure is unrelated to GGUF gpt-oss support." }, { "left": "issue:36010", "right": "issue:42915", "accept": false, - "reason": "Importing GenerationMixin and FineGrainedFP8Config are unrelated problems." + "reason": "GenerationMixin import error is unrelated to Qwen3Moe FineGrainedFP8Config failure." }, { - "left": "issue:44683", - "right": "issue:46515", + "left": "issue:44560", + "right": "issue:44918", "accept": false, - "reason": "Different torch compatibility problems with different failure modes." + "reason": "Both involve Qwen3.x embeddings, but the video StopIteration and TRL unpacking failures are different bugs." }, { - "left": "issue:44560", - "right": "issue:44918", + "left": "issue:44683", + "right": "issue:46515", "accept": false, - "reason": "Both mention Qwen3.5/Qwen3-vl, but the bugs are different (video StopIteration vs SFT unpacking)." + "reason": "torch>=2.9 flex_attention compilation failure is unrelated to a torch 2.4.1 incompatibility report." }, { "left": "issue:45812", "right": "issue:46489", "accept": false, - "reason": "Both are tokenizer regressions, but the model families and reported symptoms are different enough to avoid merging." + "reason": "Both are tokenizer regressions, but they affect different model families and appear to stem from different fixes." }, { "left": "issue:45823", "right": "issue:46515", "accept": false, - "reason": "Gemma4 device-mapping mismatch is not a torch-version incompatibility issue." + "reason": "Gemma4 device mismatch is unrelated to a generic torch version incompatibility." }, { "left": "issue:44661", "right": "issue:45823", "accept": false, - "reason": "Model-registration edge case and Gemma4 device mismatch are unrelated." - }, - { - "left": "issue:38175", - "right": "issue:43994", - "accept": true, - "reason": "Same Siglip2 model producing corrupt/zero outputs; 43994 is the broader duplicate target." + "reason": "add-new-model-like mapping logic is unrelated to Gemma4 PLE device placement." }, { "left": "issue:44560", "right": "issue:44805", "accept": false, - "reason": "Different Qwen3.5 failure modes; no common underlying bug is evident." + "reason": "Different shape/indexing failures with no evidence of a shared root cause." + }, + { + "left": "issue:38175", + "right": "issue:43994", + "accept": true, + "reason": "Same SigLIP2 model regression: bad/zero probabilities and nonsensical outputs are the same underlying inference bug." }, { "left": "issue:45672", "right": "issue:46899", "accept": true, - "reason": "Same Gemma4 4-bit quantization bug: unsafe dtype casting in multimodal/audio embedders." + "reason": "Both describe Gemma4 multimodal 4-bit quantization breakage caused by unsafe dtype handling in the audio/vision embedder path." }, { "left": "issue:43632", "right": "issue:45834", "accept": false, - "reason": "HF initialization flag regression is unrelated to Kosmos2.5 OCR indexing." + "reason": "_is_hf_initialized regression is unrelated to Kosmos2.5 OCR indexing." }, { "left": "issue:44877", "right": "issue:45030", - "accept": false, - "reason": "Both are config-validation failures, but they are model-specific and not clearly the same bug." + "accept": true, + "reason": "Both are config-validation regressions blocking model loading; the titles point to the same stricter config-loading change." }, { "left": "issue:42491", "right": "issue:43720", "accept": false, - "reason": "Different loading regressions: Qwen3_MoE LoRA compatibility vs BitNet packed-weight unpacking." + "reason": "Qwen3_moe LoRA compatibility across branches is unrelated to BitNet packed-weight loading." }, { "left": "issue:43638", "right": "issue:44661", "accept": false, - "reason": "Zero3/Bert IndexError and tokenizer-mapping registration are unrelated bugs." + "reason": "Zero3/Bert index error is unrelated to tokenizer mapping placement logic." + }, + { + "left": "issue:43596", + "right": "issue:44661", + "accept": false, + "reason": "Different failures: Bert Zero3 initialization vs. tokenizer mapping constraints." } ] }, "evaluator_result": { "accept": true, - "feedback": "The analyst summary is grounded in the packet and stays conservative: it identifies only a few plausible duplicate subclusters and avoids merging obviously different bugs. The accepted soft pairs are well supported by the issue titles and descriptions, and the rejected pairs are generally cautious rather than overstated." + "feedback": "The analysis is grounded in the packet and stays conservative on the soft edges. The summary correctly characterizes the cluster as mostly heterogeneous while only elevating a few well-supported duplicate/near-duplicate pairs. The accepted pairs and the main representative issue are both plausible from the titles and descriptions provided." }, "evaluator_used": true, "retried": false, @@ -2164,13 +2126,13 @@ "component_index": 1, "component_count": 25, "review_unit_index": 7, - "review_unit_count": 60, + "review_unit_count": 61, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-503", + "cluster_id": "cluster-10000-504", "nodes": [ "issue:38175", "issue:39692", @@ -2227,8 +2189,8 @@ "issue:38175|issue:39692", "issue:43644|issue:44534", "issue:41720|issue:42915", - "issue:42491|issue:45276", "issue:42915|issue:44756", + "issue:42491|issue:45276", "issue:44960|issue:44977", "issue:44451|issue:44488", "issue:44863|issue:46846", @@ -2237,8 +2199,8 @@ "issue:45507|issue:46468", "issue:44488|issue:44991", "issue:43644|issue:43645", - "issue:39692|issue:43994", "issue:43257|issue:43854", + "issue:39692|issue:43994", "issue:43856|issue:43873", "issue:42491|issue:45292", "issue:43854|issue:43931", @@ -2246,27 +2208,27 @@ "issue:43708|issue:44075", "issue:42491|issue:45335", "issue:44960|issue:46050", - "issue:46897|issue:46901", "issue:44164|issue:44291", + "issue:46897|issue:46901", "issue:45362|issue:45406", "issue:45488|issue:45812", "issue:45276|issue:45335", "issue:44910|issue:45588" ], - "prepared_review_unit_hash": "42dfd47c27127a15470706fbf73566a5c34c372a988bf8ff5118472eb89217a0", + "prepared_review_unit_hash": "88b473f2fe96f7e5e64892d81b6c63f9c0d1180efce33f26865fbd2e7450f7d6", "component_budget": { - "node_count": 503, - "item_count": 503, - "soft_pair_count": 1852, - "serialized_chars": 960429, - "estimated_input_tokens": 240108, - "estimated_eval_tokens": 480472 + "node_count": 504, + "item_count": 504, + "soft_pair_count": 1853, + "serialized_chars": 961383, + "estimated_input_tokens": 240346, + "estimated_eval_tokens": 480948 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 36655, + "serialized_chars": 36654, "estimated_input_tokens": 9164, "estimated_eval_tokens": 18584 }, @@ -2275,192 +2237,198 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly a heterogeneous set of Transformers bugs rather than one duplicate cluster. The only strong duplicate-like pairs are the two non-persistent-buffer reports and the two resize_token_embeddings regressions; the rest are cross-model or cross-subsystem similarities that should stay separate.", - "confidence": 0.83, - "canonical_issue_reason": "No single true duplicate hub stands out; issue 43873 is the broadest active report with the strongest external engagement around quantization/offloading, so it is the least-bad representative, but it should not absorb the unrelated items.", + "summary": "This cluster is mostly heterogeneous: it mixes unrelated model-loading, tokenizer, quantization, and training bugs. Only one very strong duplicate pair stands out (the Transformers v5 non-persistent buffer regression), plus one plausible duplicate pair around the training-loss double-shift pattern.", + "confidence": 0.81, + "canonical_issue_reason": "issue:43644 is the clearest representative of the only strong duplicate pair: it states the broad Transformers 5.0.0 buffer regression in a general way, while 44534 is just a later rewording of the same bug.", "canonical_pr_reason": null, - "best_issue_reason": "43873 is the best cluster representative because it is open, broad in scope, and has the most discussion/inbound references among the items, but the cluster is still too mixed to treat as one underlying bug.", + "best_issue_reason": "issue:43644 is the best overall issue to anchor the cluster because it is broad, well-scoped, and matches an accepted duplicate with minimal ambiguity.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43317", "right": "issue:44756", "accept": false, - "reason": "Both are load/memory failures, but one is a gpu+cpu offload dequantization issue and the other is mmap OOM on Strix Halo; different root causes." + "reason": "Both mention offloading/memory, but one is a dequantized model load failure and the other is Strix Halo mmap/OOM; different bugs and code paths." }, { "left": "issue:44661", "right": "issue:44805", "accept": false, - "reason": "Tokenizer mapping guards and a mask/tensor shape IndexError are unrelated failures." + "reason": "Unrelated failures: tokenizer-mapping model registration vs an IndexError in mask/tensor shapes." }, { "left": "issue:38175", "right": "issue:39692", "accept": false, - "reason": "Same model family, but one is zero probabilities and the other is a documentation example with model/processor mismatch plus quantization problems; not the same concrete bug." + "reason": "Same model family, but different underlying problems: zero probabilities vs docs-example model/processor mismatch and quantization failures." }, { "left": "issue:43644", "right": "issue:44534", "accept": true, - "reason": "These are the same non-persistent-buffer junk regression described with slightly different wording." + "reason": "Same Transformers v5 regression: non-persistent buffers being filled with junk; 44534 is the same bug restated." }, { "left": "issue:41720", "right": "issue:42915", "accept": false, - "reason": "Both involve Qwen3, but one is auto device mapping cuda asserts and the other is FineGrainedFP8Config failure; different code paths." + "reason": "Both involve Qwen3, but one is auto device mapping on A800 and the other is FineGrainedFP8Config; not the same bug." }, { - "left": "issue:42491", - "right": "issue:45276", + "left": "issue:42915", + "right": "issue:44756", "accept": false, - "reason": "LoRA/qwen3_moe compatibility on hf4.x vs Gemma4 resize_token_embeddings behavior are unrelated." + "reason": "Different issues: Qwen3MoE FP8 failure vs mmap/offload OOM on Strix Halo." }, { - "left": "issue:42915", - "right": "issue:44756", + "left": "issue:42491", + "right": "issue:45276", "accept": false, - "reason": "Qwen3MoE FP8 failure and Strix Halo mmap OOM do not share the same underlying bug." + "reason": "Both are model-specific loading/resize issues, but they affect different architectures and different affected embeddings; no clear shared bug." }, { "left": "issue:44960", "right": "issue:44977", "accept": false, - "reason": "Different models and failures: GLM5 versus Qwen3.5 flash-attention generation." + "reason": "Different model families and symptoms: GLM5 title-only issue vs Qwen3.5 flash-attn generation failure." }, { "left": "issue:44451", "right": "issue:44488", "accept": false, - "reason": "Both are model-load regressions, but they are different model-specific failures without evidence of one shared code-path bug." + "reason": "Both are generic load failures, but they target different models and there is no evidence of the same root cause." }, { "left": "issue:44863", "right": "issue:46846", "accept": false, - "reason": "NemotronH checkpoint loading and a Qwen3.5 TP-plan OOM/shape issue are distinct." + "reason": "NemotronH checkpoint loading is unrelated to Qwen3.5 tensor-parallel plan/OOM issues." }, { "left": "issue:46459", "right": "issue:46512", "accept": false, - "reason": "One is dtype being ignored during AutoModelForCausalLM loading; the other is stale config.dtype after from_config. Related, but not the same bug." + "reason": "Both mention dtype, but one is AutoModelForCausalLM loading behavior and the other is from_config() config-state mismatch; different code paths." }, { "left": "issue:45313", "right": "issue:45357", "accept": false, - "reason": "ZeRO-3 weight loading and incorrect visual encoder save_pretrained keys are different regressions." + "reason": "DeepSpeed ZeRO-3 weight loading and save_pretrained visual-encoder key serialization are distinct bugs." }, { "left": "issue:45507", "right": "issue:46468", "accept": false, - "reason": "GraniteMoEHybrid invalid method calls and the Nemotron example breakage are unrelated." + "reason": "Different models and failures: invalid method call in GraniteMoEHybrid vs broken Nemotron example." }, { "left": "issue:44488", "right": "issue:44991", "accept": false, - "reason": "Both are tokenizer/model loading regressions, but for different models and likely different code paths." + "reason": "Both are tokenizer/model loading regressions, but for different models and likely different root causes." }, { "left": "issue:43644", "right": "issue:43645", "accept": false, - "reason": "Both mention Transformers 5.x regressions, but one is buffer initialization and the other is Jupyter custom-model initialization." + "reason": "One is a buffer-initialization regression; the other is Jupyter custom-model initialization breaking. Not the same bug." }, { - "left": "issue:39692", - "right": "issue:43994", + "left": "issue:43257", + "right": "issue:43854", "accept": false, - "reason": "Same model family, but the first is a broken docs example while the second is a runtime inference regression; not a single concrete bug." + "reason": "Qwen3 MoE load/convert with accelerate+deepspeed is unrelated to GLM-4.7-Flash unit-test loading failures." }, { - "left": "issue:43257", - "right": "issue:43854", + "left": "issue:39692", + "right": "issue:43994", "accept": false, - "reason": "Qwen3 MoE conversion under accelerate/deepspeed and GLM-4.7-Flash loading failures are unrelated." + "reason": "Same SigLIP2 model, but the reports describe different symptoms and likely different failure modes; not enough to treat as one duplicate." }, { "left": "issue:43856", "right": "issue:43873", "accept": false, - "reason": "Both are memory-related, but one is training memory inefficiency and the other is quantization/offloading behavior." + "reason": "Both touch quantization/memory, but one is Qwen3 MoE training memory efficiency and the other is offloading behavior under quantization." }, { "left": "issue:42491", "right": "issue:45292", "accept": false, - "reason": "LoRA compatibility on qwen3_moe is unrelated to resize_token_embeddings not updating output embeddings." + "reason": "Different model families and different resized embedding surfaces; no shared underlying bug is evident." }, { "left": "issue:43854", "right": "issue:43931", "accept": false, - "reason": "Different models and failures: GLM-4.7-Flash loading vs Qwen3-VL weight-shape mismatch." + "reason": "GLM-4.7-Flash loading in tests and Qwen3-VL weight-shape mismatch are unrelated model-load failures." }, { "left": "issue:43856", "right": "issue:44387", "accept": false, - "reason": "Training memory inefficiency in Qwen3 MoE and int4 reserved-memory/OOM are different issues." + "reason": "Both involve memory pressure, but one is a training-efficiency report and the other is an int4 quantization reserved-memory regression." }, { "left": "issue:43708", "right": "issue:44075", "accept": false, - "reason": "Trainer resume/max_steps logic and SGD args being ignored are separate bugs." + "reason": "Trainer checkpoint-resume max_steps logic and unused SGD optimizer args are unrelated." }, { "left": "issue:42491", "right": "issue:45335", "accept": false, - "reason": "Qwen3 MoE LoRA loading and T5Gemma resize_token_embeddings behavior are unrelated." + "reason": "Both are resize_token_embeddings complaints, but they affect different model internals and there is no clear shared code path." }, { "left": "issue:44960", "right": "issue:46050", "accept": false, - "reason": "GLM5 versus sinq save/load corruption are different models and different failure modes." - }, - { - "left": "issue:46897", - "right": "issue:46901", - "accept": false, - "reason": "They share a training-loss double-shift pattern, but on different models; not enough evidence for one shared fix." + "reason": "GLM5/model issue vs quantized model save/load corruption are unrelated." }, { "left": "issue:44164", "right": "issue:44291", "accept": false, - "reason": "Extra-state save/load and init_empty_weights/_is_hf_initialized are different loading paths." + "reason": "Both affect model loading/saving, but extra_state handling and init_empty_weights/_is_hf_initialized are different mechanisms." + }, + { + "left": "issue:46897", + "right": "issue:46901", + "accept": true, + "reason": "Both describe the same training-loss double-shift/off-by-one label bug; the model names differ, but the underlying defect is the same label-slicing mistake." }, { "left": "issue:45362", "right": "issue:45406", "accept": false, - "reason": "Qwen3.5 chat crash and Gemma4Processor missing _tokenizer are distinct regressions." + "reason": "Qwen3.5 chat crash and Gemma4Processor missing _tokenizer are separate failures." }, { "left": "issue:45488", "right": "issue:45812", "accept": false, - "reason": "Both are tokenizer regressions, but one is a LlamaTokenizer pre-tokenizer override and the other is wrong token IDs for Granite models; different concrete bugs." + "reason": "Both are tokenizer regressions, but they affect different model families and use different broken mechanisms (pre-tokenizer override vs wrong token IDs)." }, { "left": "issue:45276", "right": "issue:45335", - "accept": true, - "reason": "Very similar resize_token_embeddings regression: model-specific embeddings/output heads are not updated in either Gemma4 or T5Gemma." + "accept": false, + "reason": "Similar resize_token_embeddings wording, but different architecture-specific embedding paths and no evidence of one shared bug." + }, + { + "left": "issue:44910", + "right": "issue:45588", + "accept": false, + "reason": "Flash-attention illegal memory access on Qwen3.5 due to 3D position_ids is unrelated to the s_aux=None AttributeError in flash_attention integration." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative: it treats the set as heterogeneous, uses 43873 only as a pragmatic representative based on activity/inbound refs, and does not overclaim a single root cause. The accepted soft pairs also look well-supported by the issue titles/descriptions (43644\u219444534, 45276\u219445335)." + "feedback": "The summary is grounded in the packet and stays conservative overall. The two accepted soft pairs are well supported by near-identical titles and descriptions, and the rejected pairs avoid overclaiming duplicate status despite superficial similarity. The cluster characterization as mostly heterogeneous is also consistent with the listed issues." }, "evaluator_used": true, "retried": false, @@ -2473,13 +2441,13 @@ "component_index": 1, "component_count": 25, "review_unit_index": 8, - "review_unit_count": 60, + "review_unit_count": 61, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-503", + "cluster_id": "cluster-10000-504", "nodes": [ "issue:36010", "issue:39404", @@ -2534,18 +2502,18 @@ "issue:44402|issue:44488", "issue:39692|issue:44960", "issue:41720|issue:44155", - "issue:45663|issue:45759", "issue:43425|issue:43957", - "issue:42947|issue:45704", + "issue:45663|issue:45759", "issue:43404|issue:43454", + "issue:42947|issue:45704", "issue:44291|issue:44756", - "issue:43873|issue:44387", "issue:44079|issue:46829", + "issue:43873|issue:44387", "issue:45663|issue:45859", "issue:44292|issue:44912", "issue:36010|issue:39404", - "issue:44387|issue:44756", "issue:44155|issue:45823", + "issue:44387|issue:44756", "issue:42947|issue:43381", "issue:43957|issue:44756", "issue:43335|issue:45663", @@ -2554,235 +2522,235 @@ "issue:44479|issue:44877", "issue:43381|issue:44928", "issue:44164|issue:44756", - "issue:45588|issue:45663", "issue:42796|issue:46326", + "issue:45588|issue:45663", "issue:45684|issue:45698", "issue:43854|issue:45216", "issue:45292|issue:45335", "issue:43645|issue:44164", - "issue:44402|issue:44451", - "issue:43646|issue:43708" + "issue:43646|issue:43708", + "issue:44402|issue:44451" ], - "prepared_review_unit_hash": "5cd0df6969cd68e20ecec1a40a4dd638a410cb9db665fceaf7c562f513d2444d", + "prepared_review_unit_hash": "16924395e51f158eb41438394cded35bd56bfdbb2cbb925817b24762680c41a7", "component_budget": { - "node_count": 503, - "item_count": 503, - "soft_pair_count": 1852, - "serialized_chars": 960429, - "estimated_input_tokens": 240108, - "estimated_eval_tokens": 480472 + "node_count": 504, + "item_count": 504, + "soft_pair_count": 1853, + "serialized_chars": 961383, + "estimated_input_tokens": 240346, + "estimated_eval_tokens": 480948 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 31, - "serialized_chars": 37062, - "estimated_input_tokens": 9266, - "estimated_eval_tokens": 18788 + "serialized_chars": 37057, + "estimated_input_tokens": 9265, + "estimated_eval_tokens": 18786 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Most candidate pairs are clearly unrelated by model, subsystem, or bug shape. The only strong duplicate cluster is around `resize_token_embeddings` not updating downstream embedding/output modules, spanning Gemma4, generic output_embeddings, and t5gemma reports.", - "confidence": 0.9, - "canonical_issue_reason": "Issue 45292 is the cleanest broad statement of the shared bug (`resize_token_embeddings` not updating output embeddings) and can serve as the umbrella for the Gemma4/t5gemma variants.", + "summary": "This cluster is mostly a mixed bag of unrelated Transformers issues, with one clear duplicate family around `resize_token_embeddings` not updating tied/output embeddings across model variants. I would anchor the cluster on the generic `output_embeddings` report and treat the model-specific variants as duplicates.", + "confidence": 0.74, + "canonical_issue_reason": "`issue:45292` is the cleanest, most generic statement of the shared bug (`resize_token_embeddings` not affecting `output_embeddings`), and it matches the more model-specific variants in this set.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45292 is the best representative of the duplicate cluster because it is the most general, model-agnostic formulation of the embedding-resize regression.", + "best_issue_reason": "`issue:45292` is the best representative because it is the broadest formulation of the underlying resize-token-embedding regression and can absorb the related model-specific reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44402", "right": "issue:44488", "accept": false, - "reason": "Both mention tokenizer/vocab issues, but they are different models and different failure modes; not the same underlying bug." + "reason": "Same broad symptom class (tokenizer vocab / special-token placement) but different models and no evidence of the same root cause or fixable code path." }, { "left": "issue:39692", "right": "issue:44960", "accept": false, - "reason": "Completely different topics: SigLIP2 docs errors vs GLM5 loading/title-only report." + "reason": "Different topics: SigLIP2 docs/quantization example errors vs a GLM5 issue. No shared bug or implementation path." }, { "left": "issue:41720", "right": "issue:44155", "accept": false, - "reason": "Different subsystems and symptoms: Qwen device-mapping CUDA assert vs AudioFlamingo batch token/embedding leak." - }, - { - "left": "issue:45663", - "right": "issue:45759", - "accept": false, - "reason": "Different model families and code paths: Gemma4 FSDP KeyError vs Qwen multimodal config unwrapping." + "reason": "Unrelated failures: Qwen3 auto device mapping CUDA assert vs AudioFlamingo3 batched inference leakage." }, { "left": "issue:43425", "right": "issue:43957", "accept": false, - "reason": "One is torch-version compatibility, the other is meta-device loading behavior; not the same bug." + "reason": "Both are loading/runtime regressions in new versions, but the concrete failures are different (`torch 2.10` compatibility vs `meta` loading breakage)." }, { - "left": "issue:42947", - "right": "issue:45704", + "left": "issue:45663", + "right": "issue:45759", "accept": false, - "reason": "Gradient checkpointing/LoRA is unrelated to the T5 apex RMSNorm memory leak." + "reason": "Gemma4 FSDP2 attention KeyError and Qwen multimodal `from_config` unwrapping are different code paths and fixes." }, { "left": "issue:43404", "right": "issue:43454", "accept": false, - "reason": "Both involve `lm_head` tying, but they are separate model classes and not clearly the same concrete failure path." + "reason": "Both mention untied `lm_head`, but they are model-specific bugs in different classes and not clearly the same underlying code path." }, { - "left": "issue:44291", - "right": "issue:44756", + "left": "issue:42947", + "right": "issue:45704", "accept": false, - "reason": "`init_empty_weights` argument handling is unrelated to mmap OOM on Strix Halo." + "reason": "Gradient checkpointing/LoRA behavior and a T5 RMSNorm memory leak are unrelated." }, { - "left": "issue:43873", - "right": "issue:44387", + "left": "issue:44291", + "right": "issue:44756", "accept": false, - "reason": "Both are quantization/memory related, but one is offloading behavior and the other is CUDA reserved-memory/OOM regression; too different." + "reason": "`init_empty_weights` constructor argument handling vs mmap/OOM on Strix Halo are unrelated." }, { "left": "issue:44079", "right": "issue:46829", "accept": false, - "reason": "Generic `ModelOutput` key assignment bug vs a specific VideoPrism output-field mapping issue; not enough to unify." + "reason": "`ModelOutput` key assignment bug vs VideoPrism output field mix-up are different object/output bugs." + }, + { + "left": "issue:43873", + "right": "issue:44387", + "accept": false, + "reason": "Both involve quantization/memory, but one is offloading not working and the other is increased reserved memory leading to OOM; not the same bug." }, { "left": "issue:45663", "right": "issue:45859", "accept": false, - "reason": "Different attention/offload failures in different models; no shared underlying code-path is evident." + "reason": "Gemma4 FSDP2 `KeyError` and Qwen3_5Moe CPU-offload incompatibility are different failures." }, { "left": "issue:44292", "right": "issue:44912", "accept": false, - "reason": "Different quantization formats and models (NVFP4 vs MXFP4); similar theme but not the same bug." + "reason": "`init_empty_weights` unexpected argument issue and MXFP4 falling back to bf16 are unrelated loading/quantization problems." }, { "left": "issue:36010", "right": "issue:39404", "accept": false, - "reason": "Import path regression vs Whisper pipeline `return_language`; unrelated failure modes." + "reason": "Importing `GenerationMixin` from a moved module and Whisper `return_language` pipeline regression are unrelated." }, { - "left": "issue:44387", - "right": "issue:44756", + "left": "issue:44155", + "right": "issue:45823", "accept": false, - "reason": "Quantization OOM regression vs Strix Halo mmap OOM workaround; not the same underlying issue." + "reason": "AudioFlamingo3 token leakage and Gemma4 PLE device mismatch are different model-specific runtime bugs." }, { - "left": "issue:44155", - "right": "issue:45823", + "left": "issue:44387", + "right": "issue:44756", "accept": false, - "reason": "AudioFlamingo batching leak is unrelated to Gemma4 device placement mismatch." + "reason": "Both are memory-related, but one is int4 quantization reserve-memory growth and the other is a Strix Halo mmap/OOM issue." }, { "left": "issue:42947", "right": "issue:43381", "accept": false, - "reason": "Both mention gradient checkpointing, but one is ineffective LoRA training and the other is eval-mode prohibition; different bugs." + "reason": "Both mention gradient checkpointing, but one is ineffectiveness with PEFT LoRA and the other is eval-mode incompatibility." }, { "left": "issue:43957", "right": "issue:44756", "accept": false, - "reason": "Meta-device loading regression is distinct from mmap/OOM handling on Strix Halo." + "reason": "`meta`-device loading breakage and mmap/OOM are separate loading mechanisms with different causes." }, { "left": "issue:43335", "right": "issue:45663", "accept": false, - "reason": "SwitchTransformers sparse-layer construction bug is unrelated to Gemma4 FSDP attention state rebuilding." + "reason": "SwitchTransformers sparse-layer creation bug and Gemma4 FSDP2 attention state bug are unrelated." }, { "left": "issue:44863", "right": "issue:46468", "accept": false, - "reason": "NemotronH checkpoint loading and a broken official example are related by project, but not clearly the same bug." + "reason": "NemotronH checkpoint loading failure and broken official example are related by model name only; not clearly the same bug." }, { "left": "issue:45276", "right": "issue:45292", "accept": true, - "reason": "Both report `resize_token_embeddings` failing to propagate resized embeddings/output weights; same underlying regression." + "reason": "Same underlying regression: `resize_token_embeddings` does not update tied/output embeddings; `45276` is just the Gemma4-specific manifestation." }, { "left": "issue:44479", "right": "issue:44877", "accept": false, - "reason": "Video-input regression in Qwen VL models vs strict config loading for granite_speech; unrelated." + "reason": "Video input regression and strict config loading are different model/config bugs." }, { "left": "issue:43381", "right": "issue:44928", "accept": false, - "reason": "Gradient checkpointing eval-mode restriction is unrelated to RLHF NaNs from 3D position IDs / SDPA fallback." + "reason": "Eval-mode gradient checkpointing limitation and RLHF NaN explosion from 3D `position_ids` are unrelated." }, { "left": "issue:44164", "right": "issue:44756", "accept": false, - "reason": "Serialization `extra_state` handling is unrelated to mmap OOM on Strix Halo." + "reason": "Save/from_pretrained `extra_state` handling and Strix Halo mmap/OOM are unrelated." }, { - "left": "issue:45588", - "right": "issue:45663", + "left": "issue:42796", + "right": "issue:46326", "accept": false, - "reason": "Flash-attention sink handling and Gemma4 FSDP KeyError are distinct attention bugs." + "reason": "Tokenizer BPE-marker handling and `continue_final_message` behavior are different tokenizer issues." }, { - "left": "issue:42796", - "right": "issue:46326", + "left": "issue:45588", + "right": "issue:45663", "accept": false, - "reason": "Tokenizer BPE-marker handling and `continue_final_message` behavior are different tokenizer bugs." + "reason": "Flash-attention sinkless-model crash and Gemma4 FSDP2 attention `KeyError` are separate attention bugs." }, { "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." + "reason": "Read-only permission propagation on save and wrong custom module loading on reload are different save/load problems." }, { "left": "issue:43854", "right": "issue:45216", "accept": false, - "reason": "GLM-4.7-Flash unit-test loading issue is unrelated to Qwen3.5 checkpoint regression." + "reason": "Unit-test model loading for GLM-4.7 vs Qwen3.5 checkpoint regression are different model-specific issues." }, { "left": "issue:45292", "right": "issue:45335", "accept": true, - "reason": "Both describe `resize_token_embeddings` not updating the model's embedding/output tensors; same bug family across model variants." + "reason": "Same core `resize_token_embeddings` regression, expressed for different embedding paths (`output_embeddings` vs `decoder.embed_tokens`)." }, { "left": "issue:43645", "right": "issue:44164", "accept": false, - "reason": "Custom model initialization in Jupyter is unrelated to save/from_pretrained `extra_state` handling." + "reason": "Custom-model init in notebooks vs `extra_state` save/load handling are related to custom models but not the same bug." }, { - "left": "issue:44402", - "right": "issue:44451", + "left": "issue:43646", + "right": "issue:43708", "accept": false, - "reason": "Both are model-loading/tokenizer complaints, but they concern different checkpoints and different symptoms." + "reason": "Custom model initialization breakage and Trainer `max_steps` miscalculation are unrelated." }, { - "left": "issue:43646", - "right": "issue:43708", + "left": "issue:44402", + "right": "issue:44451", "accept": false, - "reason": "Transformers 5 custom-model init breakage and Trainer `max_steps` resume math are unrelated." + "reason": "Both are model-loading complaints, but they concern different models and likely different vocab/config issues." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative. The only accepted duplicate links are the resize_token_embeddings trio, which is well supported by the titles and high similarity scores. The remaining pairwise rejections do not overclaim shared bugs, model families, or code paths." + "feedback": "The summary is grounded in the packet and stays conservative on the soft-edge calls. The two accepted pairs around `resize_token_embeddings` are the only clearly mergeable duplicate family here, and choosing `issue:45292` as the generic anchor is well supported by the titles. The remaining pair rejections are appropriately cautious and do not overstate evidence." }, "evaluator_used": true, "retried": false, @@ -2795,13 +2763,13 @@ "component_index": 1, "component_count": 25, "review_unit_index": 9, - "review_unit_count": 60, + "review_unit_count": 61, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-503", + "cluster_id": "cluster-10000-504", "nodes": [ "issue:36032", "issue:39404", @@ -2853,15 +2821,15 @@ "issue:46901" ], "soft_pairs": [ - "issue:46894|issue:46901", "issue:43828|issue:43957", + "issue:46894|issue:46901", "issue:44589|issue:44756", "issue:46315|issue:46491", - "issue:45812|issue:46315", "issue:43425|issue:43828", + "issue:45812|issue:46315", "issue:39404|issue:45701", - "issue:44530|issue:45084", "issue:43611|issue:43645", + "issue:44530|issue:45084", "issue:39404|issue:46665", "issue:43425|issue:46869", "issue:44683|issue:45823", @@ -2869,8 +2837,8 @@ "issue:43425|issue:45823", "issue:44479|issue:44805", "issue:44589|issue:45084", - "issue:43906|issue:44530", "issue:43901|issue:44509", + "issue:43906|issue:44530", "issue:43994|issue:44079", "issue:36032|issue:43452", "issue:44265|issue:44898", @@ -2888,238 +2856,238 @@ "issue:45479|issue:46897", "issue:43596|issue:44683" ], - "prepared_review_unit_hash": "b97fe7573260282f002f01e14aa8b3fb7c6c96bbcc11813071b10b4ac4dbf0ba", + "prepared_review_unit_hash": "536e59573f225b6af230716791e314e7b9ef932c98cbe28543fc78d2e037fa99", "component_budget": { - "node_count": 503, - "item_count": 503, - "soft_pair_count": 1852, - "serialized_chars": 960429, - "estimated_input_tokens": 240108, - "estimated_eval_tokens": 480472 + "node_count": 504, + "item_count": 504, + "soft_pair_count": 1853, + "serialized_chars": 961383, + "estimated_input_tokens": 240346, + "estimated_eval_tokens": 480948 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 34, - "serialized_chars": 38131, - "estimated_input_tokens": 9533, - "estimated_eval_tokens": 19322 + "serialized_chars": 38135, + "estimated_input_tokens": 9534, + "estimated_eval_tokens": 19324 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is very heterogeneous. The soft pairs mostly share broad keywords or product areas, but they do not look like the same underlying bug/change, so I would reject all soft edges.", - "confidence": 0.82, - "canonical_issue_reason": "Issue 46901 is the clearest concrete report in the only plausible mini-theme (training-loss double-shift), but the overall cluster is too mixed to form a strong duplicate family.", + "summary": "This cluster is mostly a grab bag of Transformers v5 regressions across tokenizers, model loading, multimodal paths, and training edge cases. The issues share a loose \u201cv5 breaks something\u201d theme, but most are not true duplicates of the same underlying bug.", + "confidence": 0.32, + "canonical_issue_reason": "issue:43611 is the broadest generic model-loading regression in the set and best matches the cluster\u2019s common loading-breakage theme; the rest are mostly model-specific variants or unrelated regressions.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 46901 is the best representative of the cluster\u2019s most concrete recurring bug pattern, because it states the root cause explicitly.", + "best_issue_reason": "issue:43611 is the best representative issue because it is broad, user-facing, and closer to the shared cluster theme than the narrower model-specific reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:46894", - "right": "issue:46901", + "left": "issue:43828", + "right": "issue:43957", "accept": false, - "reason": "Same pattern name, but different model families and no evidence they share one code path." + "reason": "Different failure modes: autocast dtype mismatch vs meta-device loading; not the same bug." }, { - "left": "issue:43828", - "right": "issue:43957", + "left": "issue:46894", + "right": "issue:46901", "accept": false, - "reason": "Both mention dtype mismatch, but one is autocast-related and the other is a meta-device loading problem." + "reason": "Both describe a double-shift pattern, but they are reported on different models/code paths and don\u2019t clearly share one concrete fix." }, { "left": "issue:44589", "right": "issue:44756", "accept": false, - "reason": "Float8 storage deserialization and mmap/OOM behavior are unrelated failures." + "reason": "Unrelated symptoms: missing Float8 storage vs mmap/OOM behavior." }, { "left": "issue:46315", "right": "issue:46491", "accept": false, - "reason": "Slow convert_tokens_to_ids and leading-space round-trip loss are different tokenizer bugs." + "reason": "Performance regression in token conversion vs a leading-space encode/decode regression; different issues." }, { - "left": "issue:45812", - "right": "issue:46315", + "left": "issue:43425", + "right": "issue:43828", "accept": false, - "reason": "Granite wrong token IDs is a correctness regression, not the same issue as the added-token slowdown." + "reason": "Torch version compatibility problem vs a model dtype mismatch; not the same underlying bug." }, { - "left": "issue:43425", - "right": "issue:43828", + "left": "issue:45812", + "right": "issue:46315", "accept": false, - "reason": "Generic torch version incompatibility is not the same as a multimodal dtype mismatch." + "reason": "Wrong token IDs for Granite models is a correctness bug, while the other is a slowdown in token lookup." }, { "left": "issue:39404", "right": "issue:45701", "accept": false, - "reason": "Whisper pipeline return_language regression and tokenization behavior changes are different problems." + "reason": "Whisper pipeline return_language regression and a general tokenization-change complaint are different bugs." }, { - "left": "issue:44530", - "right": "issue:45084", + "left": "issue:43611", + "right": "issue:43645", "accept": false, - "reason": "Qwen3.5 PagedAttentionCache crash and a template-node compilation TypeError are distinct code-path failures." + "reason": "Both involve v5 loading, but one is base_model_prefix handling and the other is notebook-defined custom model initialization." }, { - "left": "issue:43611", - "right": "issue:43645", + "left": "issue:44530", + "right": "issue:45084", "accept": false, - "reason": "base_model_prefix loading regression and notebook custom-model initialization are not the same bug." + "reason": "Qwen3.5 cache/group-type crash vs template compilation error; different code paths and symptoms." }, { "left": "issue:39404", "right": "issue:46665", "accept": false, - "reason": "Whisper pipeline behavior and from_pretrained inside Python classes are unrelated." + "reason": "Pipeline option regression vs from_pretrained behavior inside classes; not the same problem." }, { "left": "issue:43425", "right": "issue:46869", "accept": false, - "reason": "Torch 2.10 incompatibility is not the same as YOLO multi-GPU device-map failure." + "reason": "Torch 2.10 incompatibility and multi-GPU device-map failure are unrelated." }, { "left": "issue:44683", "right": "issue:45823", "accept": false, - "reason": "flex_attention compilation on newer torch and Gemma4 device mismatch are different issues." + "reason": "Compiled flex_attention failure on newer torch vs Gemma4 device mismatch during forward; different subsystems." }, { "left": "issue:43425", "right": "issue:43716", "accept": false, - "reason": "A broad torch compatibility issue does not match a specific Mistral-3 dtype mismatch." + "reason": "General torch compatibility issue vs a Mistral dtype mismatch bug; not duplicates." }, { "left": "issue:43425", "right": "issue:45823", "accept": false, - "reason": "Torch version incompatibility is unrelated to Gemma4 PLE device placement." + "reason": "Same broad dependency area, but the actual bugs are unrelated." }, { "left": "issue:44479", "right": "issue:44805", "accept": false, - "reason": "Video-input regression in Qwen variants and a generic mask-shape IndexError are not the same bug." + "reason": "Video input regression in Qwen VL models vs a mask-shape index error; different root causes." }, { "left": "issue:44589", "right": "issue:45084", "accept": false, - "reason": "Float8 storage lookup failure and non-template-node compilation failure are unrelated." + "reason": "Different failures: storage lookup error vs compilation/type error." }, { - "left": "issue:43906", - "right": "issue:44530", + "left": "issue:43901", + "right": "issue:44509", "accept": false, - "reason": "An isolated reproduction of another issue is not the same as the PagedAttentionCache crash." + "reason": "Both are docs-related, but they cover different deprecated/removed pipeline mentions and are not the same issue." }, { - "left": "issue:43901", - "right": "issue:44509", + "left": "issue:43906", + "right": "issue:44530", "accept": false, - "reason": "Both are docs issues, but they cover different removed/incorrect pipeline topics." + "reason": "An isolated reproduction of a previous issue is not the same as a PagedAttentionCache linear_attention crash." }, { "left": "issue:43994", "right": "issue:44079", "accept": false, - "reason": "Nonsensical model outputs and ModelOutput key assignment are different failure modes." + "reason": "SigLIP2 wrong outputs and ModelOutput key assignment are unrelated bugs." }, { "left": "issue:36032", "right": "issue:43452", "accept": false, - "reason": "Tokenizer method-name conflict and gguf_file loading breakage are unrelated." + "reason": "Tokenizer special-tokens method conflict vs gguf_file loading breakage; different code paths." }, { "left": "issue:44265", "right": "issue:44898", "accept": false, - "reason": "torch.export failure with torch_compilable_check and Perceiver resize failure are different code paths." + "reason": "torch.export/exportability problem vs Perceiver interpolation failure; not the same underlying change." }, { "left": "issue:39404", "right": "issue:44912", "accept": false, - "reason": "Whisper pipeline regression is unrelated to MXFP4 quantization fallback behavior." + "reason": "Whisper pipeline regression and MXFP4 quantization fallback are unrelated." }, { "left": "issue:46050", "right": "issue:46326", "accept": false, - "reason": "Quantized save/load breakage and continue_final_message tokenizer handling are distinct." + "reason": "Quantized save/load corruption vs continue_final_message on mistral_common tokenizers; different behavior." }, { "left": "issue:44164", "right": "issue:45759", "accept": false, - "reason": "extra_state serialization failure and text_config unwrapping are separate loading bugs." + "reason": "extra_state save/load handling and composite Qwen config unwrapping are distinct loading bugs." }, { "left": "issue:43906", "right": "issue:46326", "accept": false, - "reason": "These describe unrelated issues: a reproduction of another bug versus Mistral tokenizer behavior." + "reason": "Unrelated issues: isolated repro of an earlier bug vs mistral_common continuation handling." }, { "left": "issue:44671", "right": "issue:44991", "accept": false, - "reason": "CamemBERT MLM prediction regression and tokenizer load failure are not the same underlying bug." + "reason": "CamemBERT masked-LM regression and tokenizer loading failure for est-roberta are different bugs." }, { "left": "issue:45823", "right": "issue:46899", "accept": false, - "reason": "Gemma4 device mismatch and unsafe 4-bit cast in multimodal embedders are different bugs." + "reason": "Device-map mismatch vs unsafe dtype cast in multimodal embedders; different root causes." }, { "left": "issue:44991", "right": "issue:45081", "accept": false, - "reason": "Generic tokenizer load failure and a specific Mistral regex patch AttributeError are not the same issue." + "reason": "Both are tokenizer-load problems, but they affect different models and stem from different fixes." }, { "left": "issue:43299", "right": "issue:43931", "accept": false, - "reason": "Both are Qwen3-VL-related, but one is a dev version loading regression and the other is a shape-mismatch on a specific variant." + "reason": "Same Qwen3-VL family, but one is a MoE loading breakage and the other is a specific weight-shape mismatch; not clearly one bug." }, { "left": "issue:45479", "right": "issue:46894", "accept": false, - "reason": "Single-label zero-loss classification and training-loss double-shift are different loss bugs." + "reason": "Single-label zero-loss classification bug vs ASR double-shift training bug; unrelated." }, { "left": "issue:43856", "right": "issue:44756", "accept": false, - "reason": "MoE training memory inefficiency and Strix Halo mmap OOM mitigation are unrelated." + "reason": "Qwen3 MoE memory usage and Strix Halo mmap/OOM workaround are different issues." }, { "left": "issue:44164", "right": "issue:46821", "accept": false, - "reason": "extra_state serialization and TimesFM window_size AttributeError do not share a code path." + "reason": "save/from_pretrained extra_state handling vs a TimesFM window_size attribute error; different code paths." }, { "left": "issue:45479", "right": "issue:46897", "accept": false, - "reason": "Different model families and different training-loss failure modes; not the same bug." + "reason": "Degenerate zero-loss classification bug vs Florence2 double-shift training-loss bug; not the same underlying issue." }, { "left": "issue:43596", "right": "issue:44683", "accept": false, - "reason": "Deepspeed zero3/BertModel index error and flex_attention compilation on torch>=2.9 are unrelated." + "reason": "DeepSpeed/BertModel zero-size index error is unrelated to compiled flex_attention failures." } ] }, @@ -3135,13 +3103,13 @@ "component_index": 1, "component_count": 25, "review_unit_index": 10, - "review_unit_count": 60, + "review_unit_count": 61, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-503", + "cluster_id": "cluster-10000-504", "nodes": [ "issue:34567", "issue:36032", @@ -3196,21 +3164,21 @@ "issue:44488|issue:44987", "issue:44488|issue:45081", "issue:43611|issue:43644", - "issue:44462|issue:46489", "issue:42796|issue:43404", + "issue:44462|issue:46489", "issue:36032|issue:42915", "issue:46285|issue:46402", - "issue:39404|issue:44671", "issue:43716|issue:45084", + "issue:39404|issue:44671", "issue:44737|issue:45859", "issue:43643|issue:44530", "issue:44661|issue:44683", "issue:40990|issue:43421", "issue:42915|issue:44530", "issue:44451|issue:44987", + "issue:43541|issue:45084", "issue:34567|issue:40444", "issue:43644|issue:43646", - "issue:43541|issue:45084", "issue:43582|issue:43632", "issue:40444|issue:46326", "issue:42175|issue:46178", @@ -3219,19 +3187,19 @@ "issue:44811|issue:45584", "issue:43452|issue:43482", "issue:44987|issue:44991", - "issue:43883|issue:44488", "issue:45084|issue:45507", "issue:43317|issue:43482", + "issue:43883|issue:44488", "issue:43262|issue:43377" ], - "prepared_review_unit_hash": "381e7de8c3fc1c36640bc87b3bb6017868b61881611071e62da1baab35cf12bc", + "prepared_review_unit_hash": "e2a69380077acc27cb8758b486642b7b3f9d4a15ad5c2ff6821389f597a18e23", "component_budget": { - "node_count": 503, - "item_count": 503, - "soft_pair_count": 1852, - "serialized_chars": 960429, - "estimated_input_tokens": 240108, - "estimated_eval_tokens": 480472 + "node_count": 504, + "item_count": 504, + "soft_pair_count": 1853, + "serialized_chars": 961383, + "estimated_input_tokens": 240346, + "estimated_eval_tokens": 480948 }, "budget": { "node_count": 48, @@ -3246,42 +3214,42 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Most soft edges are only broad thematic similarity (often \u201cmodel loading\u201d or \u201cTransformers v5\u201d regressions) and should be rejected. The one plausible duplicate family is the audio feature-extraction crash around `_torch_extract_fbank_features()` / `LasrFeatureExtractor`.", - "confidence": 0.82, - "canonical_issue_reason": "issue:44206 is the best representative of the accepted duplicate family because it states the concrete regression and user-visible crash, while issue:44220 appears to be the lower-level helper-function manifestation of the same failure.", + "summary": "The set is mostly a collection of separate Transformers v5 regressions, with only loose thematic overlap around tokenization/loading. I would not merge any of the soft pairs as duplicates based on the available titles alone.", + "confidence": 0.62, + "canonical_issue_reason": "issue:43611 is the broadest, most representative loading-regression report in the set; several other items are narrower model/tokenizer breakages, but none are clearly the same bug.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44206 is the strongest global issue candidate because it is the clearest, most specific report of the underlying bug and would make the best anchor for deduping the audio feature-extraction path.", + "best_issue_reason": "issue:43611 is the best single issue to keep as a representative anchor because it describes a general v5 model-loading regression rather than a model-specific symptom.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44488", "right": "issue:44987", "accept": false, - "reason": "Both are tokenizer/model-loading complaints, but they refer to different repos and likely different root causes; too broad to merge as one bug." + "reason": "Both concern tokenizer/model loading, but they target different models and different failure descriptions; not clearly the same underlying bug." }, { "left": "issue:44488", "right": "issue:45081", "accept": false, - "reason": "One is a generic model-loading failure, the other is a Mistral regex patch crash; different code paths." + "reason": "One is a generic load failure for a specific model; the other is a Mistral regex patch crash in tokenizer internals. Different code paths." }, { "left": "issue:43611", "right": "issue:43644", "accept": false, - "reason": "Both mention Transformers v5 breakage, but one is about base_model_prefix loading and the other about non-persistent buffers; not the same concrete bug." + "reason": "Both are v5 regressions, but one is about base_model_prefix loading and the other about non-persistent buffers; too different to dedupe." }, { - "left": "issue:44462", - "right": "issue:46489", + "left": "issue:42796", + "right": "issue:43404", "accept": false, - "reason": "Both involve tokenizer loading, but one is about AutoTokenizer ignoring tokenizer.json and the other is a DeepSeek-Coder-specific incorrect output regression." + "reason": "Tokenizer BPE-marker handling and Mistral3 lm_head tying are unrelated bugs." }, { - "left": "issue:42796", - "right": "issue:43404", + "left": "issue:44462", + "right": "issue:46489", "accept": false, - "reason": "Tokenizer BPE-marker handling and lm_head weight tying are unrelated failures." + "reason": "Both mention tokenizers, but one is AutoTokenizer ignoring tokenizer.json while the other is DeepSeek-Coder output regression tied to a prior fix gap; not the same concrete bug." }, { "left": "issue:36032", @@ -3293,73 +3261,73 @@ "left": "issue:46285", "right": "issue:46402", "accept": false, - "reason": "Different model families and different regressions; only a loose Transformers-v5 connection." + "reason": "CLIP structure mismatch and Sam3 text encoder weight-loading issues are different model-specific regressions." }, { - "left": "issue:39404", - "right": "issue:44671", + "left": "issue:43716", + "right": "issue:45084", "accept": false, - "reason": "Whisper return_language behavior and CamemBERT masked-LM predictions are unrelated." + "reason": "Image preprocessor dtype mismatch and template compilation failure are distinct failures." }, { - "left": "issue:43716", - "right": "issue:45084", + "left": "issue:39404", + "right": "issue:44671", "accept": false, - "reason": "Image preprocessor dtype mismatch and template compilation failure are unrelated." + "reason": "Whisper pipeline language return and CamemBERT masked-LM prediction issues are unrelated." }, { "left": "issue:44737", "right": "issue:45859", "accept": false, - "reason": "Both are device/offload related, but they affect different models and different execution paths." + "reason": "Both involve device placement/offload, but they affect different model components and different code paths." }, { "left": "issue:43643", "right": "issue:44530", "accept": false, - "reason": "AutoConfig trust_remote_code field loss and PagedAttentionCache linear_attention crash are unrelated." + "reason": "Missing fields from trust_remote_code config and a PagedAttentionCache linear_attention crash are unrelated." }, { "left": "issue:44661", "right": "issue:44683", "accept": false, - "reason": "Tokenizer mapping registration and compiled flex_attention are completely different issues." + "reason": "add-new-model-like tokenizer mapping failure and torch>=2.9 flex_attention compilation failure are unrelated." }, { "left": "issue:40990", "right": "issue:43421", "accept": false, - "reason": "High perplexity on a model/dataset and runtime tokenizer post-processor updating are not the same bug." + "reason": "High perplexity on one model and tokenizer backend post-processor updating are not the same bug." }, { "left": "issue:42915", "right": "issue:44530", "accept": false, - "reason": "Qwen3Moe FP8 config failure and Qwen3.5 cache crash are distinct issues despite similar model naming." + "reason": "Qwen3Moe FP8 config failure and Qwen3.5 PagedAttentionCache crash are different issues." }, { "left": "issue:44451", "right": "issue:44987", "accept": false, - "reason": "Both are loading regressions, but they concern different models and likely different tokenizer/model assets." + "reason": "Both are model loading failures, but the models and failure modes differ; not enough to treat as one defect." + }, + { + "left": "issue:43541", + "right": "issue:45084", + "accept": false, + "reason": "Torch dynamo tracing error in Mixtral and a template-node compilation error are unrelated." }, { "left": "issue:34567", "right": "issue:40444", "accept": false, - "reason": "Trainer token-count tracking and multimodal IterableDataset failure are unrelated." + "reason": "Trainer token-count tracking and Qwen2.5-VL iterable-dataset multi-image failure are different subsystems." }, { "left": "issue:43644", "right": "issue:43646", "accept": false, - "reason": "Both are Transformers v5 custom-model regressions, but the reported failures are different enough that they do not clearly share one concrete bug." - }, - { - "left": "issue:43541", - "right": "issue:45084", - "accept": false, - "reason": "Grouped_mm tracing failure and non-template-node compilation failure are different compiler/runtime problems." + "reason": "Non-persistent buffer junk values and custom model initialization breakage are different symptoms with different likely fixes." }, { "left": "issue:43582", @@ -3371,77 +3339,74 @@ "left": "issue:40444", "right": "issue:46326", "accept": false, - "reason": "Multimodal finetuning failure and mistral_common continue_final_message bug are unrelated." + "reason": "Qwen2.5-VL iterable-dataset failure and mistral_common continue_final_message bug do not share a concrete code path." }, { "left": "issue:42175", "right": "issue:46178", "accept": false, - "reason": "Both mention backend registration, but one is packaging/install-time TensorFlow omission and the other is a missing BACKENDS_MAPPING entry for tensorflow_text." + "reason": "Missing tensorflow in the torch extra and an unsupported tensorflow_text backend error are related only at a very high level, not the same bug." }, { "left": "issue:44206", "right": "issue:44220", - "accept": true, - "reason": "These point to the same audio feature-extraction crash: the helper `_torch_extract_fbank_features()` and the higher-level `LasrFeatureExtractor` failure are two descriptions of the same code path." + "accept": false, + "reason": "Both are audio-feature-extraction related, but one is a specific center-arg regression and the other is an unspecified fbank helper issue; too little evidence they are the same fix." }, { "left": "issue:36032", "right": "issue:43645", "accept": false, - "reason": "T5 tokenizer special-method conflict and notebook custom-model initialization breakage are unrelated." + "reason": "Tokenizer method conflict and custom model initialization in notebooks are unrelated." }, { "left": "issue:44811", "right": "issue:45584", "accept": false, - "reason": "Both involve Whisper special-token handling, but one is decode parameter handling and the other is a generation failure after align_special_tokens; not clearly one bug." + "reason": "Both involve Whisper special-token handling, but one is batch_decode ignoring skip_special_tokens and the other is empty-transcription failure after align_special_tokens; not clearly the same bug." }, { "left": "issue:43452", "right": "issue:43482", "accept": false, - "reason": "Both involve GGUF loading, but one is a generic gguf_file breakage and the other is a Qwen2.5-GGUF version-specific loading failure; too broad to treat as duplicates." + "reason": "Both involve GGUF loading, but one is a broad from_pretrained breakage while the other is a Qwen2.5-GGUF-specific v5 failure." }, { "left": "issue:44987", "right": "issue:44991", "accept": false, - "reason": "Both are model/tokenizer loading failures on v5+, but for different repos and likely different tokenizer configs." - }, - { - "left": "issue:43883", - "right": "issue:44488", - "accept": false, - "reason": "Missing all_tied_weights_keys and inability to load a specific BERT model are unrelated." + "reason": "Both are tokenizer/model load failures, but they are different models and no shared concrete failure mechanism is shown." }, { "left": "issue:45084", "right": "issue:45507", "accept": false, - "reason": "Template compilation error and GraniteMoEHybrid invalid-method calls are different bugs." + "reason": "Template compilation failure and GraniteMoEHybrid invalid-method calls are unrelated." }, { "left": "issue:43317", "right": "issue:43482", "accept": false, - "reason": "GPU/CPU offload dequantization failure and GGUF loading failure are separate loading paths." + "reason": "Device-map offload loading failure and Qwen2.5-GGUF v5 loading failure are different problems." + }, + { + "left": "issue:43883", + "right": "issue:44488", + "accept": false, + "reason": "Missing all_tied_weights_keys and a model-loading failure are not the same underlying issue." }, { "left": "issue:43262", "right": "issue:43377", "accept": false, - "reason": "Audio chat-template sampling-rate defaulting and MIMI batched-vs-single padding-mask mismatch are different audio issues." + "reason": "Audio chat-template sample-rate defaulting and MIMI batched-vs-single padding-mask behavior are different bugs." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet, and the soft-edge verdicts stay conservative overall. The single accepted duplicate pair (44206/44220) is reasonably supported by the titles as the same audio feature-extraction path, while the other pairs are rejected for concrete, title-level differences rather than vague thematic overlap." - }, - "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 }, @@ -3450,13 +3415,13 @@ "component_index": 1, "component_count": 25, "review_unit_index": 11, - "review_unit_count": 60, + "review_unit_count": 61, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-503", + "cluster_id": "cluster-10000-504", "nodes": [ "issue:28530", "issue:34567", @@ -3512,240 +3477,240 @@ "issue:43646|issue:44534", "issue:43645|issue:46661", "issue:44403|issue:45081", - "issue:42915|issue:45084", "issue:43792|issue:46869", + "issue:42915|issue:45084", "issue:43377|issue:43819", "issue:44849|issue:45325", "issue:43404|issue:44466", "issue:44464|issue:45987", - "issue:28530|issue:34567", "issue:44987|issue:45081", + "issue:28530|issue:34567", "issue:43994|issue:44610", - "issue:43883|issue:44991", "issue:44008|issue:46899", "issue:42915|issue:44291", "issue:44451|issue:45081", + "issue:43883|issue:44991", "issue:36032|issue:43742", "issue:44062|issue:44987", "issue:44265|issue:44610", "issue:43089|issue:45987", - "issue:43322|issue:43540", "issue:43632|issue:46821", - "issue:44479|issue:45325", + "issue:43322|issue:43540", "issue:42915|issue:44589", + "issue:44479|issue:45325", "issue:36032|issue:41720", "issue:43531|issue:44877", "issue:44991|issue:46315", "issue:45216|issue:45357" ], - "prepared_review_unit_hash": "f2512ef683e98bbc8dfe68902745ea1d4957a21bec1cf42dc0ffe2561247ae2b", + "prepared_review_unit_hash": "5b377b1ebc4622be79c69d268bfae83f96f983cf989a4d62ba5228621753ea31", "component_budget": { - "node_count": 503, - "item_count": 503, - "soft_pair_count": 1852, - "serialized_chars": 960429, - "estimated_input_tokens": 240108, - "estimated_eval_tokens": 480472 + "node_count": 504, + "item_count": 504, + "soft_pair_count": 1853, + "serialized_chars": 961383, + "estimated_input_tokens": 240346, + "estimated_eval_tokens": 480948 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 29, - "serialized_chars": 36617, - "estimated_input_tokens": 9155, - "estimated_eval_tokens": 18566 + "serialized_chars": 36612, + "estimated_input_tokens": 9153, + "estimated_eval_tokens": 18562 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous Transformers bug reports, with one likely duplicate-like pair around Qwen3.5 save_pretrained serialization. Most other pairs are only loosely related by broad subsystem or model family, not the same underlying bug.", - "confidence": 0.84, - "canonical_issue_reason": "Issue 43632 is the broadest representative of the cluster\u2019s dominant theme: v5 regressions around model loading/initialization and the `_is_hf_initialized` path. The rest of the set is too mixed to support a single true canonical duplicate.", + "summary": "Most items are unrelated regressions, but I see two likely duplicate pairs: Transformers v5 `_is_hf_initialized` handling and Qwen3.5 `save_pretrained` serialization. Everything else looks too different to merge safely.", + "confidence": 0.64, + "canonical_issue_reason": "issue:43632 is the broadest description of the core `_is_hf_initialized` regression, and issue:44291 reads like a specific failure mode of that same initialization change.", "canonical_pr_reason": null, - "best_issue_reason": "43632 is the best overall issue representative because it is the most general core-regression report among many v5 load/init failures; the remaining issues are mostly narrower, model-specific, or unrelated.", + "best_issue_reason": "issue:43632 is the best standalone issue because it captures the underlying v5 initialization break at the root of the accepted duplicate pair.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43746", "right": "issue:46326", "accept": false, - "reason": "PEFT checkpoint loading vs. mistral_common tokenizer chat handling; different code paths and symptoms." + "reason": "Different bugs: PEFT/local checkpoint loading vs tokenizer continue_final_message behavior." }, { "left": "issue:43646", "right": "issue:44534", "accept": false, - "reason": "Both are v5 regressions, but custom model initialization and non-persistent buffer serialization are distinct bugs." + "reason": "Custom model initialization breakage is not the same as non-persistent buffer serialization corruption." }, { "left": "issue:43645", "right": "issue:46661", "accept": false, - "reason": "Notebook custom-model init breakage vs. remote-code `config_class` handling; related theme, not the same bug." + "reason": "Notebook/custom initialization failure and remote-code `config_class` lookup are related only at a high level." }, { "left": "issue:44403", "right": "issue:45081", "accept": false, - "reason": "Loading noise issue vs. tokenizer regex patch crash; unrelated failure modes." + "reason": "Generic loading noise is not the same concrete tokenizer regex crash." }, { - "left": "issue:42915", - "right": "issue:45084", + "left": "issue:43792", + "right": "issue:46869", "accept": false, - "reason": "FineGrainedFP8 model failure and template-node compilation error are different problems." + "reason": "Whisper model loading/running failure and YOLO multi-GPU device-map failure are unrelated." }, { - "left": "issue:43792", - "right": "issue:46869", + "left": "issue:42915", + "right": "issue:45084", "accept": false, - "reason": "Whisper model loading failure vs. YOLO multi-GPU device-map failure; no shared code-path bug." + "reason": "Qwen3MoE FP8 config failure and template compilation error are different code paths." }, { "left": "issue:43377", "right": "issue:43819", "accept": false, - "reason": "MIMI padding-mask discrepancy vs. DAC STE mismatch; both audio-related but not the same defect." + "reason": "Both are audio-model issues, but batched padding-mask mismatch and DAC STE mismatch are distinct bugs." }, { "left": "issue:44849", "right": "issue:45325", "accept": false, - "reason": "Qwen3.5 hidden-states bug and Qwen2.5-VL rope/position-id scaling bug are different issues." + "reason": "Hidden-states output bug and Qwen2.5-VL rope index scaling are not the same failure." }, { "left": "issue:43404", "right": "issue:44466", "accept": false, - "reason": "Missing weight tying in one model vs. device-dependent lm_head serialization inconsistency; not the same bug." + "reason": "One is untied weights in a specific model; the other is device-dependent serialization of tied weights." }, { "left": "issue:44464", "right": "issue:45987", "accept": false, - "reason": "Chunked generation mismatch under compiled forward vs. cache length returning the wrong type; different code paths." - }, - { - "left": "issue:28530", - "right": "issue:34567", - "accept": false, - "reason": "Early-stopping metric selection and token-count tracking are unrelated trainer bugs." + "reason": "Chunked compiled generation inconsistency is unrelated to StaticCache length return type." }, { "left": "issue:44987", "right": "issue:45081", "accept": false, - "reason": "Tokenizer/model loading failure vs. Mistral regex patch crash; only broad tokenizer-loading overlap." + "reason": "Tokenizer load regression for a model family and Mistral regex patch crash are different issues." }, { - "left": "issue:43994", - "right": "issue:44610", + "left": "issue:28530", + "right": "issue:34567", "accept": false, - "reason": "SigLIP2 output corruption and OmDet-Turbo processor size mismatch are unrelated vision bugs." + "reason": "Early stopping metric selection and `num_input_tokens_seen` not updating are unrelated trainer problems." }, { - "left": "issue:43883", - "right": "issue:44991", + "left": "issue:43994", + "right": "issue:44610", "accept": false, - "reason": "Missing tied-weights attribute vs. tokenizer load failure; different underlying issues." + "reason": "SigLIP2 wrong outputs and OmDet-Turbo processor size mismatch do not share the same bug." }, { "left": "issue:44008", "right": "issue:46899", "accept": false, - "reason": "Gemma3n forward variable collision vs. Gemma4 quantization cast bug; same family, different defect." + "reason": "Gemma3n variable collision and Gemma4 4-bit quantization dtype casting are different multimodal failures." }, { "left": "issue:42915", "right": "issue:44291", "accept": false, - "reason": "FP8 configuration failure vs. init_empty_weights `_is_hf_initialized` argument handling; not the same bug." + "reason": "FP8 Qwen3MoE failure and `_is_hf_initialized` init_empty_weights error are unrelated." }, { "left": "issue:44451", "right": "issue:45081", "accept": false, - "reason": "ScandiBERT loading failure and Mistral regex crash are unrelated." + "reason": "ScandiBERT load failure is not the same as the Mistral tokenizer regex crash." + }, + { + "left": "issue:43883", + "right": "issue:44991", + "accept": false, + "reason": "Molmo tied-weights attribute error and tokenizer load failure are unrelated." }, { "left": "issue:36032", "right": "issue:43742", "accept": false, - "reason": "T5 tokenizer special-token conflict vs. MobileLLM key error; different load paths." + "reason": "T5 tokenizer method conflict and MobileLLM key error are different loading bugs." }, { "left": "issue:44062", "right": "issue:44987", "accept": false, - "reason": "AddedToken keyword collision vs. tokenizer loading regression; not a duplicate." + "reason": "`AddedToken` special-argument conflict is not the same as the physical-intelligence/fast loading failure." }, { "left": "issue:44265", "right": "issue:44610", "accept": false, - "reason": "torch.export/compilable-check failure vs. processor image-size mismatch; unrelated." + "reason": "`torch.export`/`torch_compilable_check` failure is unrelated to OmDet-Turbo preprocessing size." }, { "left": "issue:43089", "right": "issue:45987", "accept": false, - "reason": "Generation performance overhead vs. cache-length contract bug; not the same underlying issue." + "reason": "Generation sync overhead and cache sequence-length return type are different performance/typing issues." + }, + { + "left": "issue:43632", + "right": "issue:44291", + "accept": true, + "reason": "Same core `_is_hf_initialized` regression: one report is the general v5 breakage, the other is the init_empty_weights TypeError from the same flag handling." }, { "left": "issue:43322", "right": "issue:43540", "accept": false, - "reason": "Llava Next loading segfault vs. Qwen3OmniMoe video-input ValueError; different models and failures." + "reason": "Llava Next load-time segfault and Qwen3OmniMoe video-processing ValueError are distinct multimodal failures." }, { - "left": "issue:43632", - "right": "issue:46821", + "left": "issue:42915", + "right": "issue:44589", "accept": false, - "reason": "Core `_is_hf_initialized` regression vs. TimesFM `window_size` attribute error; unrelated." + "reason": "FP8 config failure and missing Float8 storage type are different low-level problems." }, { "left": "issue:44479", "right": "issue:45325", "accept": false, - "reason": "Both touch Qwen VL/rope logic, but one is a broad video-input regression and the other is a specific still-image position-id scaling bug." - }, - { - "left": "issue:42915", - "right": "issue:44589", - "accept": false, - "reason": "FineGrainedFP8 config failure vs. missing Float8 storage type; unrelated bugs." + "reason": "Both involve Qwen VL models, but broad video-input regression and still-image temporal position scaling are not clearly the same concrete bug." }, { "left": "issue:36032", "right": "issue:41720", "accept": false, - "reason": "T5 tokenizer loading issue vs. Qwen3 auto device-map CUDA assert; no shared root cause." + "reason": "Tokenizer loading conflict and Qwen3 auto device-map CUDA assert are unrelated." }, { "left": "issue:43531", "right": "issue:44877", "accept": false, - "reason": "Qwen3-MoE sliding-window bug vs. Granite Speech config strictness; different subsystems." + "reason": "Sliding-window behavior and strict config loading are different issues." }, { "left": "issue:44991", "right": "issue:46315", "accept": false, - "reason": "Tokenizer load failure vs. slow `convert_tokens_to_ids` regression; not the same bug." + "reason": "Tokenizer loading failure and slow `convert_tokens_to_ids` regression are unrelated." }, { "left": "issue:45216", "right": "issue:45357", "accept": true, - "reason": "Same Qwen3.5 `save_pretrained` regression; 45357 is a more specific manifestation involving incorrect visual-encoder keys." + "reason": "Same Qwen3.5 `save_pretrained` serialization bug; issue 45357 is a narrower report about the visual encoder keys." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary stays grounded in the packet and is appropriately conservative about the soft-edge matches. The representative issue choice is defensible, the cluster heterogeneity is acknowledged, and the only accepted pair (45216/45357) looks plausibly duplicate-like rather than overstated." + "feedback": "The analysis is grounded in the packet and stays conservative on the soft edges. The two accepted duplicate pairs (issue:43632/issue:44291 and issue:45216/issue:45357) are plausible from the titles and descriptions, and the other pairwise rejections do not overstate similarity." }, "evaluator_used": true, "retried": false, @@ -3758,31 +3723,30 @@ "component_index": 1, "component_count": 25, "review_unit_index": 12, - "review_unit_count": 60, + "review_unit_count": 61, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-503", + "cluster_id": "cluster-10000-504", "nodes": [ "issue:33666", "issue:35707", "issue:40444", "issue:40990", - "issue:41553", "issue:41720", "issue:42175", "issue:42796", "issue:43296", "issue:43317", + "issue:43377", "issue:43381", "issue:43421", "issue:43425", "issue:43482", "issue:43525", "issue:43531", - "issue:43582", "issue:43611", "issue:43632", "issue:43646", @@ -3804,6 +3768,7 @@ "issue:44991", "issue:45081", "issue:45325", + "issue:45491", "issue:45538", "issue:45542", "issue:45663", @@ -3815,21 +3780,21 @@ "issue:46899" ], "soft_pairs": [ + "issue:43716|issue:46899", + "issue:43425|issue:44403", "issue:40444|issue:45325", "issue:43611|issue:44534", - "issue:43425|issue:44403", - "issue:43716|issue:46899", "issue:43296|issue:43531", "issue:44220|issue:44683", "issue:45812|issue:46491", "issue:42796|issue:43746", - "issue:43381|issue:45923", - "issue:44403|issue:44991", "issue:43632|issue:44756", + "issue:44403|issue:44991", + "issue:43381|issue:45923", "issue:33666|issue:40444", "issue:40990|issue:44811", - "issue:44291|issue:44589", "issue:43792|issue:44589", + "issue:44291|issue:44589", "issue:42796|issue:46710", "issue:44079|issue:45663", "issue:35707|issue:40444", @@ -3837,237 +3802,240 @@ "issue:43632|issue:44534", "issue:43531|issue:44291", "issue:43421|issue:44568", - "issue:43482|issue:45538", "issue:42175|issue:45542", + "issue:43482|issue:45538", "issue:41720|issue:45081", "issue:44079|issue:44534", "issue:43317|issue:43856", "issue:44462|issue:45812", - "issue:41553|issue:43582", "issue:43296|issue:46821", - "issue:43611|issue:43646" + "issue:43611|issue:43646", + "issue:43377|issue:45491" ], - "prepared_review_unit_hash": "8e93f2baf0872c37e0122dfde62827bd6b8b6e29fd30808d2d8db252d6d2abea", + "prepared_review_unit_hash": "354743fcaf50d5903f22b26580e9350791062018cdb24d56443318820dcccfa9", "component_budget": { - "node_count": 503, - "item_count": 503, - "soft_pair_count": 1852, - "serialized_chars": 960429, - "estimated_input_tokens": 240108, - "estimated_eval_tokens": 480472 + "node_count": 504, + "item_count": 504, + "soft_pair_count": 1853, + "serialized_chars": 961383, + "estimated_input_tokens": 240346, + "estimated_eval_tokens": 480948 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 31, - "serialized_chars": 36271, - "estimated_input_tokens": 9068, - "estimated_eval_tokens": 18392 + "serialized_chars": 36392, + "estimated_input_tokens": 9098, + "estimated_eval_tokens": 18452 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a loose semantic grouping of unrelated issues, with only broad thematic overlap around Transformers v5 regressions, tokenizer behavior, and multimodal edge cases. None of the soft pairs look like the same underlying bug/change closely enough to merge.", - "confidence": 0.9, - "canonical_issue_reason": "issue:43611 is the broadest, most representative report in the set: a clear Transformers v5 regression affecting model loading, with a generic failure mode and strong discussion activity.", + "summary": "This cluster is mostly a loose collection of unrelated Transformers/model bugs. The only plausible near-duplicate is the Transformers v5 model-loading/initialization regression pair (43611/43646); the rest differ by model, subsystem, or failure mode.", + "confidence": 0.87, + "canonical_issue_reason": "issue:43646 is the best anchor because it names the broadest shared regression class (\u201ccustom model initialization\u201d) and can subsume the more specific base_model_prefix loading symptom in 43611.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43611 best fits the cluster as a canonical issue because it captures the general v5 breakage theme better than the more narrowly scoped tokenizer/model-specific reports.", + "best_issue_reason": "issue:43646 is the most representative issue in this set: it describes the broad v5 initialization/load breakage that is closest to the only true near-duplicate pair.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:40444", - "right": "issue:45325", + "left": "issue:43716", + "right": "issue:46899", "accept": false, - "reason": "Both are Qwen2.5-VL, but one is a multi-image finetuning failure and the other is a rope/temporal position-id bug; different code paths." + "reason": "Both are multimodal dtype problems, but they affect different models and different code paths." }, { - "left": "issue:43611", - "right": "issue:44534", + "left": "issue:43425", + "right": "issue:44403", "accept": false, - "reason": "Both mention Transformers v5 regressions, but one is about base_model_prefix loading and the other about junk-filled non-persistent buffers; distinct bugs." + "reason": "One is a Torch 2.10 compatibility issue; the other is noisy model-loading output." }, { - "left": "issue:43425", - "right": "issue:44403", + "left": "issue:40444", + "right": "issue:45325", "accept": false, - "reason": "Torch compatibility vs noisy loading output are unrelated issues." + "reason": "Same model family, but one is a multi-image finetuning failure and the other is a rope/temporal position bug." }, { - "left": "issue:43716", - "right": "issue:46899", + "left": "issue:43611", + "right": "issue:44534", "accept": false, - "reason": "Both are multimodal dtype problems, but they affect different models and different processing paths; not the same concrete bug." + "reason": "Different Transformers v5 regressions: model-loading/base_model_prefix versus non-persistent buffer initialization." }, { "left": "issue:43296", "right": "issue:43531", "accept": false, - "reason": "PaddleOCR-VL loading in vLLM and Qwen3-MoE sliding_window behavior are unrelated." + "reason": "Different bugs in different models: vLLM/PaddleOCR-VL loading versus Qwen3-MoE sliding window handling." }, { "left": "issue:44220", "right": "issue:44683", "accept": false, - "reason": "Audio feature extraction and compiled flex_attention failures are unrelated code paths." + "reason": "Audio feature extraction and compiled flex_attention are unrelated code paths." }, { "left": "issue:45812", "right": "issue:46491", "accept": false, - "reason": "Both are tokenizer regressions, but Granite token IDs and CodeLlama leading-space round-trip are different bugs." + "reason": "Both are tokenizer regressions, but they affect different tokenizers and different behaviors." }, { "left": "issue:42796", "right": "issue:43746", "accept": false, - "reason": "Tokenizer BPE-marker handling and GraniteSpeech PEFT checkpoint loading are unrelated." + "reason": "Tokenizer BPE marker handling and GraniteSpeech PEFT checkpoint loading are unrelated." }, { - "left": "issue:43381", - "right": "issue:45923", + "left": "issue:43632", + "right": "issue:44756", "accept": false, - "reason": "Eval-mode gradient checkpointing misuse and a missing supports_gradient_checkpointing flag are different problems." + "reason": "Different failures: HF initialization flag handling versus mmap/OOM behavior." }, { "left": "issue:44403", "right": "issue:44991", "accept": false, - "reason": "A noisy warning during loading is not the same as an AutoTokenizer failure on a specific model." + "reason": "Model-loading noise and AutoTokenizer ignoring tokenizer.json are different bugs." }, { - "left": "issue:43632", - "right": "issue:44756", + "left": "issue:43381", + "right": "issue:45923", "accept": false, - "reason": "Transformers v5 buffer initialization and Strix Halo mmap OOM are unrelated." + "reason": "Both mention gradient checkpointing, but one is an eval-mode restriction and the other is a missing capability flag." }, { "left": "issue:33666", "right": "issue:40444", "accept": false, - "reason": "Both are Qwen2-VL/Qwen2.5-VL training issues, but multi-GPU training and multi-image dataset failures are distinct." + "reason": "Different Qwen2-VL/Qwen2.5-VL training issues with different symptoms." }, { "left": "issue:40990", "right": "issue:44811", "accept": false, - "reason": "Perplexity regression and Whisper batch_decode special-token handling are unrelated." + "reason": "Perplexity regression and Whisper batch_decode token skipping are unrelated." }, { - "left": "issue:44291", + "left": "issue:43792", "right": "issue:44589", "accept": false, - "reason": "Both are loading failures in newer Transformers, but the unexpected argument and missing Float8 storage are different underlying errors." + "reason": "Whisper runtime failure and Float8 storage lookup error are different bugs." }, { - "left": "issue:43792", + "left": "issue:44291", "right": "issue:44589", "accept": false, - "reason": "Whisper runtime failure and Float8 storage lookup failure do not share the same bug." + "reason": "Both are v5-related, but one is init_empty_weights argument handling and the other is a storage backend lookup failure." }, { "left": "issue:42796", "right": "issue:46710", "accept": false, - "reason": "Tokenizer marker handling and an accuracy regression in DeepSeek after upgrade are not the same issue." + "reason": "Tokenizer marker handling and DeepSeek accuracy regression are not the same issue." }, { "left": "issue:44079", "right": "issue:45663", "accept": false, - "reason": "ModelOutput key assignment and Gemma4 FSDP2 shared_kv_states rebuild are unrelated." + "reason": "ModelOutput key assignment and Gemma4 shared_kv_states rebuilding are unrelated." }, { "left": "issue:35707", "right": "issue:40444", "accept": false, - "reason": "Progressive generation with inputs_embeds/past_key_values is unrelated to Qwen2.5-VL multi-image finetuning." + "reason": "Progressive generation with inputs_embeds/past_key_values is a different bug from Qwen2.5-VL multi-image finetuning." }, { "left": "issue:43482", "right": "issue:43525", "accept": false, - "reason": "GGUF loading failure and missing pad_token_id on Llama4Config are separate model-specific issues." + "reason": "Different failures: Qwen2.5-GGUF loading versus Llama4Config missing pad_token_id." }, { "left": "issue:43632", "right": "issue:44534", "accept": false, - "reason": "Different Transformers v5 regressions affecting different subsystems and failure modes." + "reason": "Different v5 regressions affecting separate initialization paths." }, { "left": "issue:43531", "right": "issue:44291", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior and init_empty_weights argument handling are unrelated." + "reason": "Qwen3-MoE sliding_window and init_empty_weights argument handling are unrelated." }, { "left": "issue:43421", "right": "issue:44568", "accept": false, - "reason": "Runtime post-processor updates for special tokens and add_special_tokens BOS/EOS behavior are different tokenizer bugs." + "reason": "Different tokenizer special-token bugs with different APIs and models." }, { - "left": "issue:43482", - "right": "issue:45538", + "left": "issue:42175", + "right": "issue:45542", "accept": false, - "reason": "GGUF loading and CLIPTokenizer model_max_length are unrelated tokenizer/model-loading issues." + "reason": "Both are TensorFlow/backend packaging problems, but they arise from different install/runtime scenarios." }, { - "left": "issue:42175", - "right": "issue:45542", + "left": "issue:43482", + "right": "issue:45538", "accept": false, - "reason": "Package extra dependency omission and a backend error from tensorboard-without-TensorFlow are related only loosely at the packaging level." + "reason": "Qwen2.5-GGUF loading and CLIPTokenizer max_length behavior are unrelated." }, { "left": "issue:41720", "right": "issue:45081", "accept": false, - "reason": "Qwen3 auto device mapping CUDA assert and Mistral regex patch crash are unrelated." + "reason": "Qwen3 auto device mapping on A800 and Mistral regex patch crash are different bugs." }, { "left": "issue:44079", "right": "issue:44534", "accept": false, - "reason": "ModelOutput key assignment and non-persistent buffer corruption are different bugs." + "reason": "ModelOutput key handling and non-persistent buffer junk are unrelated regressions." }, { "left": "issue:43317", "right": "issue:43856", "accept": false, - "reason": "Dequantized model offload loading and Qwen3 MoE training memory usage are unrelated." + "reason": "Device-map offload loading and Qwen3 MoE training memory usage are different problems." }, { "left": "issue:44462", "right": "issue:45812", "accept": false, - "reason": "Both involve AutoTokenizer, but ignoring tokenizer.json and wrong Granite token IDs are distinct failures." - }, - { - "left": "issue:41553", - "right": "issue:43582", - "accept": false, - "reason": "Tokenizer error messaging and AppleSilicon warmup TypeError are unrelated." + "reason": "AutoTokenizer ignoring tokenizer.json and Granite token-ID regression are distinct tokenizer issues." }, { "left": "issue:43296", "right": "issue:46821", "accept": false, - "reason": "PaddleOCR-VL load failure and TimesFM window_size AttributeError are different model-specific bugs." + "reason": "PaddleOCR-VL loading failure and TimesFM window_size AttributeError are unrelated." }, { "left": "issue:43611", "right": "issue:43646", + "accept": true, + "reason": "Both describe the same Transformers v5 model-initialization/loading regression; one is a specific loading symptom and the other the broader custom-init failure." + }, + { + "left": "issue:43377", + "right": "issue:45491", "accept": false, - "reason": "Both are broad Transformers v5 breakages, but one is about base_model_prefix loading and the other about custom model initialization; not the same concrete bug." + "reason": "MIMI batch-padding mismatch and Gemma3 sliding-window NaNs are different model-specific bugs." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative: it identifies the broad Transformers v5 init/load regression as the only plausible near-duplicate cluster and treats the rest as distinct bugs by model, subsystem, or failure mode. The single accepted soft-edge pair (43611/43646) is well supported, and the false verdicts do not overstate similarity." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -4076,30 +4044,31 @@ "component_index": 1, "component_count": 25, "review_unit_index": 13, - "review_unit_count": 60, + "review_unit_count": 61, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-503", + "cluster_id": "cluster-10000-504", "nodes": [ "issue:34634", "issue:35707", "issue:39692", "issue:40444", "issue:40990", + "issue:41553", "issue:41720", "issue:42175", "issue:42796", "issue:42915", "issue:43262", "issue:43296", - "issue:43377", "issue:43454", "issue:43482", "issue:43493", "issue:43550", + "issue:43582", "issue:43606", "issue:43644", "issue:43701", @@ -4116,7 +4085,6 @@ "issue:44466", "issue:44479", "issue:44509", - "issue:44610", "issue:44829", "issue:44877", "issue:45072", @@ -4124,7 +4092,6 @@ "issue:45357", "issue:45381", "issue:45479", - "issue:45491", "issue:45584", "issue:45701", "issue:45823", @@ -4134,258 +4101,251 @@ "issue:46909" ], "soft_pairs": [ - "issue:43377|issue:45491", "issue:44509|issue:46909", - "issue:43644|issue:44079", "issue:42175|issue:43296", + "issue:43644|issue:44079", + "issue:41553|issue:43582", "issue:44829|issue:45479", "issue:43818|issue:46402", "issue:43818|issue:45357", + "issue:40444|issue:45381", "issue:44265|issue:45072", "issue:43493|issue:43994", - "issue:40444|issue:45381", "issue:45325|issue:45834", "issue:45325|issue:45381", "issue:43454|issue:44466", "issue:42915|issue:43482", - "issue:43873|issue:45701", "issue:44291|issue:44877", + "issue:43873|issue:45701", "issue:43701|issue:45325", "issue:42796|issue:45381", "issue:40990|issue:45584", "issue:43606|issue:44265", "issue:43262|issue:43746", "issue:44479|issue:45823", - "issue:35707|issue:41720", "issue:43828|issue:46821", + "issue:35707|issue:41720", "issue:34634|issue:35707", "issue:39692|issue:40444", "issue:44186|issue:44265", "issue:43454|issue:43550", - "issue:43606|issue:43819", "issue:41720|issue:45823", - "issue:43377|issue:44610" + "issue:43606|issue:43819" ], - "prepared_review_unit_hash": "b2176baf5a78c53aaed7177876f4c86aac1d9d9b1c1d4a3b8babb94110e39d53", + "prepared_review_unit_hash": "d97679d351f02b95a14ffb370504f9131d0317c8262a09e4d5c7a87d9af9034b", "component_budget": { - "node_count": 503, - "item_count": 503, - "soft_pair_count": 1852, - "serialized_chars": 960429, - "estimated_input_tokens": 240108, - "estimated_eval_tokens": 480472 + "node_count": 504, + "item_count": 504, + "soft_pair_count": 1853, + "serialized_chars": 961383, + "estimated_input_tokens": 240346, + "estimated_eval_tokens": 480948 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 31, - "serialized_chars": 37264, - "estimated_input_tokens": 9316, - "estimated_eval_tokens": 18888 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36266, + "estimated_input_tokens": 9067, + "estimated_eval_tokens": 18390 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is mostly heterogeneous, with two plausible duplicate subclusters standing out: SigLIP2 wrong-output reports and Qwen2.5-VL position-id regressions. Most other soft pairs are only superficially similar (same subsystem, same symptom class, or same docs area) but not the same underlying bug.", - "confidence": 0.67, - "canonical_issue_reason": "Issue 45325 is the clearest root-cause style report in the cluster: it names a specific Qwen2.5-VL regression in `get_rope_index` and pins it to transformers 5.3.0, making it a strong canonical representative for the positional-encoding bug family.", + "summary": "Most pairs are clearly different bugs or unrelated docs/model regressions. The only plausible duplicate is the SigLIP2 pair, where one issue describes an implementation mismatch with JAX and the other reports nonsensical outputs from the same model family.", + "confidence": 0.78, + "canonical_issue_reason": "issue:43493 is the best root-cause-style report: it names the specific SigLIP2 implementation discrepancy and points to the underlying model behavior rather than just a downstream symptom.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43873 has the broadest actionable scope and the most activity/inbound references, so it is the best single issue to keep as the cluster\u2019s representative if you need one non-duplicate tracker.", + "best_issue_reason": "issue:43493 is the strongest representative bug report in this set and the clearest anchor for the only likely duplicate pair.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43377", - "right": "issue:45491", + "left": "issue:44509", + "right": "issue:46909", "accept": false, - "reason": "Both are batching/padding-related bugs, but they hit different models and different code paths; not the same underlying defect." + "reason": "Both are documentation problems, but they concern different pages/examples and different removal/mismatch issues." }, { - "left": "issue:44509", - "right": "issue:46909", + "left": "issue:42175", + "right": "issue:43296", "accept": false, - "reason": "Both are documentation issues, but they concern different docs failures and different content; too broad to treat as one bug." + "reason": "Unrelated backend packaging issue vs. a model loading/runtime failure in vLLM." }, { "left": "issue:43644", "right": "issue:44079", "accept": false, - "reason": "Both involve v5 internals, but one is non-persistent buffer initialization and the other is `ModelOutput` key assignment; distinct bugs." + "reason": "Different core regressions: buffer serialization/junk initialization vs. ModelOutput key assignment." }, { - "left": "issue:42175", - "right": "issue:43296", + "left": "issue:41553", + "right": "issue:43582", "accept": false, - "reason": "Package/backend install issue vs model loading failure in vLLM; unrelated code paths." + "reason": "AutoTokenizer error messaging for Voxtral is unrelated to an Apple Silicon TypeError in allocator warmup." }, { "left": "issue:44829", "right": "issue:45479", "accept": false, - "reason": "Both mention degenerate training/loss, but one is FlashAttention-3 behavior and the other is a `problem_type`/`num_labels` classification bug; different root causes." + "reason": "Both affect training, but the failure modes and code paths are different: FA3 training degeneration vs. single-label num_labels=1 zero-loss behavior." }, { "left": "issue:43818", "right": "issue:46402", "accept": false, - "reason": "Both are model-architecture/weight-loading reports, but they target different models and failures." + "reason": "Different multimodal model bugs: Video-LLaVA architecture/weights vs. Sam3 text encoder loading." }, { "left": "issue:43818", "right": "issue:45357", "accept": false, - "reason": "Video-LLaVA temporal-attention/weight-sharing issue is unrelated to Qwen3.5 visual-key serialization." + "reason": "Different models and different problems; one is Video-LLaVA architecture, the other is Qwen3.5 save_pretrained key serialization." + }, + { + "left": "issue:40444", + "right": "issue:45381", + "accept": false, + "reason": "Both are Qwen2.5-VL issues, but one is multi-image IterableDataset finetuning and the other is video position-id computation." }, { "left": "issue:44265", "right": "issue:45072", "accept": false, - "reason": "`torch.export` failure on `torch_compilable_check` is unrelated to bfloat16 dtype mismatches." + "reason": "Different subsystems and failure modes: torch.export with torch_compilable_check vs. bfloat16 dtype mismatches in models." }, { "left": "issue:43493", "right": "issue:43994", "accept": true, - "reason": "Same SigLIP2 wrong-output problem family: one report frames it as an HF-vs-JAX implementation discrepancy, the other as nonsensical outputs in AutoModel/pipeline." - }, - { - "left": "issue:40444", - "right": "issue:45381", - "accept": false, - "reason": "Both concern Qwen2.5-VL multimodal inputs, but one is iterable-dataset multi-image finetuning and the other is video position-id regression; not the same bug." + "reason": "Same underlying SigLIP2 correctness bug: an implementation mismatch that plausibly explains the nonsensical outputs reported in the other issue." }, { "left": "issue:45325", "right": "issue:45834", "accept": false, - "reason": "Different models and failures; one is a Qwen2.5-VL position-id regression, the other is a Kosmos2.5 long-input index error." + "reason": "Both involve positional/index behavior in vision/OCR models, but the concrete models and bugs are distinct." }, { "left": "issue:45325", "right": "issue:45381", - "accept": true, - "reason": "Same Qwen2.5-VL positional-encoding regression in 5.3.0 affecting both still-image and video paths; plausible same code path." + "accept": false, + "reason": "Same model family, but one is still-image temporal scaling and the other is video vision_position_ids; not the same bug." }, { "left": "issue:43454", "right": "issue:44466", "accept": false, - "reason": "Both mention `lm_head.weight`, but one is a missing tie in AyaVision and the other is device-dependent serialization inconsistency; related area, different bugs." + "reason": "Both mention lm_head/tied weights, but one is a config loading bug and the other is device-dependent serialization inconsistency." }, { "left": "issue:42915", "right": "issue:43482", "accept": false, - "reason": "Different model/loading failures: FineGrainedFP8Config vs GGUF loading in v5." + "reason": "Different model loading/configuration failures with no shared code-path evident." }, { - "left": "issue:43873", - "right": "issue:45701", + "left": "issue:44291", + "right": "issue:44877", "accept": false, - "reason": "Offloading/quantization behavior is unrelated to tokenization changes." + "reason": "Different loading problems: unexpected init_empty_weights arg vs. strict config rejection for granite_speech." }, { - "left": "issue:44291", - "right": "issue:44877", + "left": "issue:43873", + "right": "issue:45701", "accept": false, - "reason": "`init_empty_weights` argument handling and strict config loading are separate initialization/config issues." + "reason": "Quantization/offloading behavior is unrelated to version-dependent tokenization changes." }, { "left": "issue:43701", "right": "issue:45325", "accept": false, - "reason": "Checkpoint key mismatch is unrelated to Qwen2.5-VL positional encoding." + "reason": "Checkpoint key mismatch and Qwen2.5-VL rope-index scaling are unrelated." }, { "left": "issue:42796", "right": "issue:45381", "accept": false, - "reason": "Tokenizer BPE-marker handling is unrelated to Qwen video position IDs." + "reason": "Tokenizer BPE marker handling is unrelated to Qwen2.5-VL video position-id computation." }, { "left": "issue:40990", "right": "issue:45584", "accept": false, - "reason": "Perplexity regression vs Whisper empty-transcription generation failure; different models and mechanisms." + "reason": "Different models and symptoms: perplexity regression vs. Whisper empty-transcription failure." }, { "left": "issue:43606", "right": "issue:44265", "accept": false, - "reason": "CPU-offload device mismatch and export-time `torch_compilable_check` failure are unrelated." + "reason": "CPU-offload device mismatch is unrelated to torch.export failing on torch_compilable_check." }, { "left": "issue:43262", "right": "issue:43746", "accept": false, - "reason": "Audio chat-template sample-rate defaulting and GraniteSpeech PEFT checkpoint loading are different issues." + "reason": "Audio processor sampling-rate defaulting is unrelated to GraniteSpeech PEFT checkpoint loading." }, { "left": "issue:44479", "right": "issue:45823", "accept": false, - "reason": "Both are model-specific regressions, but one is a Qwen video-input bug and the other is a Gemma4 device-map forward mismatch." + "reason": "Different issues in different model families: video-input regression vs. Gemma4 device mismatch." }, { - "left": "issue:35707", - "right": "issue:41720", + "left": "issue:43828", + "right": "issue:46821", "accept": false, - "reason": "Progressive generation with `inputs_embeds`/`past_key_values` is unrelated to Qwen3 auto device mapping asserts." + "reason": "Autocast dtype mismatch in Phi-tiny-MoE is unrelated to TimesFM window_size AttributeError." }, { - "left": "issue:43828", - "right": "issue:46821", + "left": "issue:35707", + "right": "issue:41720", "accept": false, - "reason": "Autocast dtype mismatch vs TimesFM `window_size` attribute error; different subsystems." + "reason": "Progressive generation with inputs_embeds/past_key_values is unrelated to Qwen3 auto device mapping cudaErrorAssert." }, { "left": "issue:34634", "right": "issue:35707", "accept": false, - "reason": "Bark voice preset and generation with embeds/past-key-values are unrelated." + "reason": "Bark voice_preset and progressive generation are unrelated." }, { "left": "issue:39692", "right": "issue:40444", "accept": false, - "reason": "SigLIP2 docs-example errors and Qwen2.5-VL multi-image finetuning failures are different problems." + "reason": "SigLIP2 docs/example issues are unrelated to Qwen2.5-VL multi-image finetuning failure." }, { "left": "issue:44186", "right": "issue:44265", "accept": false, - "reason": "Tokenizer padding/truncation crash vs export failure with `torch_compilable_check`; no shared bug." + "reason": "Tokenizer padding/NER crashes are unrelated to export failures from torch_compilable_check." }, { "left": "issue:43454", "right": "issue:43550", "accept": false, - "reason": "Weight-tying/generation bug vs Bamba torch.compile SDPA issue; unrelated." - }, - { - "left": "issue:43606", - "right": "issue:43819", - "accept": false, - "reason": "CPU offload device mismatch is not the same as DAC latent/forward mismatch." + "reason": "Different models and mechanisms: tied lm_head weights vs. torch.compile/SDPA failure in Bamba." }, { "left": "issue:41720", "right": "issue:45823", "accept": false, - "reason": "Different models and failure modes: Qwen3 auto-device-map assert vs Gemma4 PLE device mismatch." + "reason": "Both mention device_map auto, but the model, error, and code-path are different." }, { - "left": "issue:43377", - "right": "issue:44610", + "left": "issue:43606", + "right": "issue:43819", "accept": false, - "reason": "Both involve processor/model input shape mismatches, but they affect different models and different expected sizes; not the same defect." + "reason": "CPU offload device mismatch is unrelated to DAC.from_latents/forward mismatch." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet, and the soft-edge calls stay mostly conservative. The strongest cluster-level signals are the SigLIP2 pair and the Qwen2.5-VL position-id regressions, while the many rejected pairs are appropriately framed as superficially similar but distinct issues. The chosen representative/canonical issue rationale is also supported by the activity and titles shown in the packet." + "feedback": "The analysis is grounded in the packet and stays conservative. The only accepted soft edge, issue:43493 vs issue:43994, is plausibly the same SigLIP2 bug based on the JAX/HF discrepancy versus nonsensical outputs. The remaining pair rejections are appropriately cautious and not overstated." }, "evaluator_used": true, "retried": false, @@ -4398,13 +4358,13 @@ "component_index": 1, "component_count": 25, "review_unit_index": 14, - "review_unit_count": 60, + "review_unit_count": 61, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-503", + "cluster_id": "cluster-10000-504", "nodes": [ "issue:26413", "issue:28530", @@ -4422,19 +4382,18 @@ "issue:43377", "issue:43450", "issue:43454", - "issue:43526", "issue:43572", "issue:43720", "issue:43749", "issue:43873", "issue:43881", - "issue:43883", "issue:44186", "issue:44387", "issue:44466", "issue:44488", "issue:44534", "issue:44568", + "issue:44610", "issue:44756", "issue:44877", "issue:44898", @@ -4456,16 +4415,17 @@ "issue:46821" ], "soft_pairs": [ + "issue:43377|issue:44610", "issue:43257|issue:45923", "issue:44568|issue:45920", - "issue:46305|issue:46315", "issue:42796|issue:46209", - "issue:43881|issue:44488", + "issue:46305|issue:46315", "issue:43454|issue:45072", "issue:45823|issue:46821", + "issue:43881|issue:44488", "issue:40990|issue:42947", - "issue:43377|issue:44898", "issue:42617|issue:42915", + "issue:43377|issue:44898", "issue:43454|issue:43720", "issue:43749|issue:44534", "issue:43317|issue:43873", @@ -4477,231 +4437,223 @@ "issue:41720|issue:44977", "issue:36331|issue:42915", "issue:44466|issue:45357", - "issue:43450|issue:45701", "issue:40990|issue:45701", + "issue:43450|issue:45701", "issue:44877|issue:44991", "issue:43065|issue:46402", "issue:41720|issue:42617", "issue:26413|issue:28530", "issue:44186|issue:45072", - "issue:43526|issue:43883", - "issue:43873|issue:44756", - "issue:43881|issue:44991" + "issue:43873|issue:44756" ], - "prepared_review_unit_hash": "b505793d354ea96ed1c3c725ecada03d8c0075c11b671ba4aa4c95869edcf9f9", + "prepared_review_unit_hash": "39ebfaadc8ff99253fee14d62a9494ec67437ee64ff0c68b3db2848944223280", "component_budget": { - "node_count": 503, - "item_count": 503, - "soft_pair_count": 1852, - "serialized_chars": 960429, - "estimated_input_tokens": 240108, - "estimated_eval_tokens": 480472 + "node_count": 504, + "item_count": 504, + "soft_pair_count": 1853, + "serialized_chars": 961383, + "estimated_input_tokens": 240346, + "estimated_eval_tokens": 480948 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 31, - "serialized_chars": 36959, - "estimated_input_tokens": 9240, - "estimated_eval_tokens": 18736 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36064, + "estimated_input_tokens": 9016, + "estimated_eval_tokens": 18288 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly a noisy semantic cluster: the items span unrelated loading, quantization, tokenizer, and training bugs. None of the soft pairs look like safe duplicates, so I\u2019d keep them separate. The broadest representative issue is the v5 tokenizer regression affecting multiple model families.", - "confidence": 0.33, - "canonical_issue_reason": "issue:45920 is the broadest, most representative bug report in the set: a tokenizer regression in v5 affecting multiple models, which makes it the best anchor for this noisy cluster.", + "summary": "The cluster is very broad and mostly groups unrelated bugs that only share superficial similarity around loading, tokenization, offloading, or model-specific regressions. I would not merge any of the suggested soft pairs as duplicates.", + "confidence": 0.79, + "canonical_issue_reason": "Issue 43873 is the broadest umbrella representative among the loading/offloading/quantization reports and has the strongest cross-cutting discussion/references, but it is still not a clean duplicate of the other items.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45920 has the clearest cross-model scope and strongest \u201cregression\u201d signal, so it is the best single issue to anchor triage even though the cluster contains many unrelated problems.", + "best_issue_reason": "Issue 43873 is the best overall representative because it is the most general and active report in the closest shared theme (offloading with quantization).", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43377", + "right": "issue:44610", + "accept": false, + "reason": "Different bugs: batched-vs-single MIMI encoder output mismatch vs processor/model input-size mismatch for OmDet-Turbo." + }, { "left": "issue:43257", "right": "issue:45923", "accept": false, - "reason": "Different subsystems: MOE weight conversion/loading with accelerate+deepspeed vs a missing gradient-checkpointing flag on a trust_remote_code model." + "reason": "Different code paths: MoE weight conversion/loading under accelerate+deepspeed vs a missing supports_gradient_checkpointing flag." }, { "left": "issue:44568", "right": "issue:45920", "accept": false, - "reason": "Both are tokenizer regressions, but they describe different failures and code paths: special-token insertion for one tokenizer vs wrong token IDs across several models." - }, - { - "left": "issue:46305", - "right": "issue:46315", - "accept": false, - "reason": "Off-by-one sliding-window masking and slow convert_tokens_to_ids are unrelated bugs." + "reason": "Both are tokenizer regressions, but one is specific special-token insertion for mdeberta-v3-base and the other is wrong token IDs across many models." }, { "left": "issue:42796", "right": "issue:46209", "accept": false, - "reason": "Tokenizer/BPE-marker handling and FP8 inference on B200 are unrelated." + "reason": "Unrelated failures: tokenizer BPE marker handling vs FP8 inference on B200 hardware." }, { - "left": "issue:43881", - "right": "issue:44488", + "left": "issue:46305", + "right": "issue:46315", "accept": false, - "reason": "Both are model-load failures, but for different models and likely different causes; not enough evidence of the same bug." + "reason": "Off-by-one sliding-window masking is unrelated to the token lookup slowdown regression." }, { "left": "issue:43454", "right": "issue:45072", "accept": false, - "reason": "Weight tying/garbage generation is a different failure mode from dtype mismatches in bfloat16 inference." + "reason": "Different subsystems: tied lm_head weight serialization vs bfloat16 dtype mismatch during inference." }, { "left": "issue:45823", "right": "issue:46821", "accept": false, - "reason": "Device-map forward mismatch and a TimesFM window_size AttributeError are unrelated." + "reason": "Different components and symptoms: Gemma4 device mismatch in forward vs TimesFM window_size AttributeError." }, { - "left": "issue:40990", - "right": "issue:42947", + "left": "issue:43881", + "right": "issue:44488", "accept": false, - "reason": "High perplexity on a specific model/dataset is unrelated to gradient checkpointing being ineffective with LoRA." + "reason": "Both are loading failures, but for different models and with no evidence of the same underlying loader bug." }, { - "left": "issue:43377", - "right": "issue:44898", + "left": "issue:40990", + "right": "issue:42947", "accept": false, - "reason": "Missing padding-mask support in MIMI is unrelated to Perceiver image classification with interpolate_pos_encoding." + "reason": "Perplexity regression and gradient-checkpointing/LoRA behavior are unrelated bugs." }, { "left": "issue:42617", "right": "issue:42915", "accept": false, - "reason": "3d_parallel.py execution failure and FineGrainedFP8Config failure are unrelated." + "reason": "An example/script execution failure is not the same as a Qwen3Moe FineGrainedFP8Config loading/inference bug." + }, + { + "left": "issue:43377", + "right": "issue:44898", + "accept": false, + "reason": "Different models and failure modes: padding-mask output mismatch in MIMI vs Perceiver image-size handling." }, { "left": "issue:43454", "right": "issue:43720", "accept": false, - "reason": "AyaVision tied-weight serialization/generation bug is not the same as BitNet packed-weight unpacking during accelerate loading." + "reason": "Tied-weight serialization is unrelated to packed-weight unpacking during accelerate loading." }, { "left": "issue:43749", "right": "issue:44534", "accept": false, - "reason": "FSDP CPU-RAM-efficient loading and non-persistent buffer junk are both v5-ish but distinct code-path issues." + "reason": "FSDP CPU-efficient loading breakage is not the same as non-persistent buffers being filled with junk." }, { "left": "issue:43317", "right": "issue:43873", "accept": false, - "reason": "These are the closest pair conceptually, but one is a specific dequantized-model load failure and the other is a broader offloading/quantization complaint; not enough evidence they are the same concrete bug." + "reason": "Related offloading/quantization area, but one is a specific dequantized-model load failure and the other is a broad offloading regression; not enough to treat as the same bug." }, { "left": "issue:43572", "right": "issue:45759", "accept": false, - "reason": "Missing pad_token_idx in a config and not unwrapping text_config for composite multimodal configs are different config-loading bugs." + "reason": "Missing pad_token_idx in config is different from not unwrapping text_config for composite multimodal configs." }, { "left": "issue:43322", "right": "issue:46050", "accept": false, - "reason": "Segfault while loading Llava Next models is unrelated to sinq quantization save/load breakage." + "reason": "Segfault on Llava Next loading and broken sinq save/load are different failures with different affected paths." }, { "left": "issue:41720", "right": "issue:43322", "accept": false, - "reason": "Qwen3 device-map cudaErrorAssert and Llava Next segfaults are different model-specific load/runtime failures." + "reason": "Different models and symptoms: Qwen3 device-map CUDA assert vs Llava Next loading segfault." }, { "left": "issue:36331", "right": "issue:42617", "accept": false, - "reason": "Unexpected compute_loss keyword argument and 3d_parallel.py failure are unrelated." + "reason": "CustomTrainer compute_loss signature breakage is unrelated to the 3d_parallel.py execution issue." }, { "left": "issue:44387", "right": "issue:45704", "accept": false, - "reason": "Int4 quantization OOM and an apex RMSNorm memory leak are different performance/memory bugs." + "reason": "Quantization OOM from reserved-memory growth is unrelated to the apex FusedRMSNorm memory leak." }, { "left": "issue:41720", "right": "issue:44977", "accept": false, - "reason": "Both involve Qwen-family models, but one is auto-device-map CUDA assert and the other is flash-attention generation corruption; different paths." + "reason": "Qwen3 auto device-map CUDA assert and Qwen3.5 flash-attention generation failure are different code paths." }, { "left": "issue:36331", "right": "issue:42915", "accept": false, - "reason": "Trainer API mismatch and FineGrainedFP8Config failure are unrelated." + "reason": "Unexpected compute_loss kwargs is unrelated to Qwen3Moe failing with FineGrainedFP8Config." }, { "left": "issue:44466", "right": "issue:45357", "accept": false, - "reason": "Inconsistent lm_head serialization and incorrect visual-encoder keys are both serialization issues but affect different components and bugs." + "reason": "Both involve serialization, but one is lm_head weight inconsistency and the other is incorrect visual-encoder keys; different bugs." }, { - "left": "issue:43450", + "left": "issue:40990", "right": "issue:45701", "accept": false, - "reason": "Batched video processor shape bug and version-dependent tokenization are unrelated." + "reason": "A perplexity anomaly on GPT-OSS is not the same as a tokenization-version behavior change." }, { - "left": "issue:40990", + "left": "issue:43450", "right": "issue:45701", "accept": false, - "reason": "High perplexity on one model and tokenization changes across versions are not the same bug." + "reason": "Video processor batched-shape bug is unrelated to tokenization changes." }, { "left": "issue:44877", "right": "issue:44991", "accept": false, - "reason": "Strict config rejection for granite_speech and tokenizer loading failure for est-roberta are unrelated." + "reason": "Strict-config loading for granite_speech and tokenizer loading regression for est-roberta are different issues." }, { "left": "issue:43065", "right": "issue:46402", "accept": false, - "reason": "Both mention Sam3, but one is a dummy conv in the pixel decoder and the other is missing text-encoder weights; different components and fixes." + "reason": "Same model family, but dummy Conv2d in Sam3PixelDecoder and missing text-encoder weight loading are distinct components and bugs." }, { "left": "issue:41720", "right": "issue:42617", "accept": false, - "reason": "Qwen3 device-map assert and 3d_parallel.py execution failure are unrelated." + "reason": "CUDA assert on Qwen3 device mapping is unrelated to the 3d_parallel.py failure." }, { "left": "issue:26413", "right": "issue:28530", "accept": false, - "reason": "resume_from_checkpoint epoch_iterator failure and early-stopping metric lookup failure are separate trainer behaviors." + "reason": "Checkpoint-resume epoch_iterator failure and early-stopping metric lookup are separate training-control bugs." }, { "left": "issue:44186", "right": "issue:45072", "accept": false, - "reason": "Tokenizer crashes on NER/padding-truncation and bf16 dtype mismatches are unrelated." - }, - { - "left": "issue:43526", - "right": "issue:43883", - "accept": false, - "reason": "BeitImageProcessorFast label reduction bug and missing all_tied_weights_keys are unrelated." + "reason": "Tokenizer crash on NER/batched padding is unrelated to bfloat16 dtype mismatches in inference." }, { "left": "issue:43873", "right": "issue:44756", "accept": false, - "reason": "Quantization offloading problems and mmap OOM on Strix Halo are different memory/loading issues." - }, - { - "left": "issue:43881", - "right": "issue:44991", - "accept": false, - "reason": "A model load failure and a tokenizer load failure for different models are not the same bug." + "reason": "Both touch memory/offload behavior, but Strix Halo mmap OOM is a hardware-specific issue distinct from quantization offloading." } ] }, @@ -4717,16 +4669,15 @@ "component_index": 1, "component_count": 25, "review_unit_index": 15, - "review_unit_count": 60, + "review_unit_count": 61, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-503", + "cluster_id": "cluster-10000-504", "nodes": [ "issue:28530", - "issue:30064", "issue:33666", "issue:36010", "issue:36331", @@ -4734,11 +4685,10 @@ "issue:42617", "issue:42915", "issue:43295", - "issue:43316", "issue:43317", - "issue:43322", "issue:43404", "issue:43425", + "issue:43526", "issue:43531", "issue:43550", "issue:43572", @@ -4747,7 +4697,9 @@ "issue:43646", "issue:43708", "issue:43720", - "issue:44008", + "issue:43881", + "issue:43883", + "issue:44008", "issue:44186", "issue:44361", "issue:44423", @@ -4757,7 +4709,7 @@ "issue:44734", "issue:44743", "issue:44898", - "issue:44913", + "issue:44991", "issue:45161", "issue:45357", "issue:45406", @@ -4774,13 +4726,15 @@ "issue:46869" ], "soft_pairs": [ + "issue:43526|issue:43883", + "issue:43881|issue:44991", "issue:46612|issue:46858", - "issue:43550|issue:43720", "issue:43577|issue:43708", + "issue:43550|issue:43720", "issue:43295|issue:45701", "issue:45685|issue:46821", - "issue:44186|issue:44610", "issue:43646|issue:46665", + "issue:44186|issue:44610", "issue:43550|issue:43606", "issue:36010|issue:42617", "issue:43404|issue:45357", @@ -4794,218 +4748,209 @@ "issue:28530|issue:33666", "issue:44464|issue:46858", "issue:45632|issue:45684", - "issue:44671|issue:44743", "issue:43531|issue:43572", + "issue:44671|issue:44743", "issue:42915|issue:46291", "issue:36331|issue:41720", "issue:44186|issue:44361", - "issue:43425|issue:46821", - "issue:43316|issue:44913", - "issue:42915|issue:43322", - "issue:28530|issue:30064" + "issue:43425|issue:46821" ], - "prepared_review_unit_hash": "7e549fd8eb8251cccfb0a1ac7e418c6e368d16d0008a615804617cb953e9f468", + "prepared_review_unit_hash": "454124b0fb608db49bef8fca0f72c42ba909a410ad6eaa5ca14da82e95b97a74", "component_budget": { - "node_count": 503, - "item_count": 503, - "soft_pair_count": 1852, - "serialized_chars": 960429, - "estimated_input_tokens": 240108, - "estimated_eval_tokens": 480472 + "node_count": 504, + "item_count": 504, + "soft_pair_count": 1853, + "serialized_chars": 961383, + "estimated_input_tokens": 240346, + "estimated_eval_tokens": 480948 }, "budget": { "node_count": 47, "item_count": 47, - "soft_pair_count": 29, - "serialized_chars": 35914, - "estimated_input_tokens": 8979, - "estimated_eval_tokens": 18214 + "soft_pair_count": 28, + "serialized_chars": 35675, + "estimated_input_tokens": 8919, + "estimated_eval_tokens": 18094 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is very heterogeneous: the soft-similarity pairs mostly share only broad keywords like cache, device_map, tokenizer, or compile, but they are not the same underlying bug or change. I would not merge any of the proposed soft pairs.", - "confidence": 0.87, - "canonical_issue_reason": "No true duplicate cluster here; if one issue must represent the group, issue:46858 is the least-bad runtime/cache representative, but it is not a real umbrella duplicate.", + "summary": "The cluster is mostly a set of near-similar Transformers bugs across different models and subsystems, but none of the soft pairs look like the same concrete defect. I would reject every soft edge; there are also no PRs in this cluster. Issue 46858 is the best representative anchor because it is a clear core generation/cache regression with a well-scoped fix surface.", + "confidence": 0.91, + "canonical_issue_reason": "issue:46858 is the best canonical anchor: it is a concrete, infrastructure-level cache regression in prefill/static-cache arithmetic with torch.compile on non-CUDA backends, and it is more central than the highly model-specific reports around it.", "canonical_pr_reason": null, - "best_issue_reason": "issue:46858 is the closest center of the cache/compile/generation subset and has the broadest overlap with the few runtime-oriented pairs, but the cluster is still too mixed for a strong canonical choice.", + "best_issue_reason": "issue:46858 is the strongest representative issue for the cluster because it has a precise failure mode, clear reproduction scope, and a core runtime code path likely to recur across similar generation bugs.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:46612", - "right": "issue:46858", + "left": "issue:43526", + "right": "issue:43883", "accept": false, - "reason": "Both mention cache/generation, but 46612 is beam-search reorder for specific model families while 46858 is a static-cache/torch.compile seq_length arithmetic bug on non-CUDA backends." + "reason": "Different subsystems and failures: BeitImageProcessorFast label reduction vs Molmo tied-weights metadata." }, { - "left": "issue:43550", - "right": "issue:43720", + "left": "issue:43881", + "right": "issue:44991", + "accept": false, + "reason": "Unrelated model-loading problems: GLM-4V load failure vs tokenizer load failure for a different model family." + }, + { + "left": "issue:46612", + "right": "issue:46858", "accept": false, - "reason": "Different failure modes: Bamba torch.compile + SDPA versus BitNet packed-weight unpacking during accelerate loading." + "reason": "Both involve cache/generation, but one is missing beam-search cache reorder for several models while the other is a static-cache slice-arithmetic bug in prefill on non-CUDA backends." }, { "left": "issue:43577", "right": "issue:43708", "accept": false, - "reason": "Unrelated paths: dtype propagation in Blip2 loading versus Trainer resume/max_steps math after batch-size changes." + "reason": "Different bugs: dtype propagation in BLIP2 loading vs resume_from_checkpoint max_steps calculation." + }, + { + "left": "issue:43550", + "right": "issue:43720", + "accept": false, + "reason": "Different code paths: torch.compile/SDPA issue in Bamba vs packed-weight unpacking during accelerate loading for BitNet." }, { "left": "issue:43295", "right": "issue:45701", "accept": false, - "reason": "Both are regressions, but one is processor/tokenizer API breakage and the other is version-dependent tokenization behavior; not the same bug." + "reason": "Both mention tokenization/versioning, but one is a processor API regression and the other is a broader tokenization behavior change; not the same bug." }, { "left": "issue:45685", "right": "issue:46821", "accept": false, - "reason": "Completely different issues: MPS histogram on Int in MoE versus TimesFM window_size AttributeError." + "reason": "Completely different failures: MPS histogram support in MoE vs TimesFM window_size AttributeError." }, { - "left": "issue:44186", - "right": "issue:44610", + "left": "issue:43646", + "right": "issue:46665", "accept": false, - "reason": "Both concern processors/tokenizers, but the concrete bugs differ: LayoutLMv2 NER/padding crashes versus OmDet-Turbo image-size mismatch." + "reason": "Both concern custom-model loading, but one is a Transformers 5.0 initialization break and the other is inconsistent from_pretrained behavior in Python classes." }, { - "left": "issue:43646", - "right": "issue:46665", + "left": "issue:44186", + "right": "issue:44610", "accept": false, - "reason": "Both touch model initialization/loading, but they are distinct symptoms and code paths; not plausibly one merged fix." + "reason": "Different preprocessing bugs affecting different models: LayoutLMv2 tokenizer padding/truncation vs OmDet-Turbo image resolution mismatch." }, { "left": "issue:43550", "right": "issue:43606", "accept": false, - "reason": "Different model/runtime problems: compile+SDPA on Bamba versus CPU-offload device mismatch on bark-small." + "reason": "Different runtime issues: Bamba torch.compile/SDPA vs Bark CPU-offload device mismatch." }, { "left": "issue:36010", "right": "issue:42617", "accept": false, - "reason": "No overlap beyond being runtime errors; GenerationMixin import failure is unrelated to 3d_parallel.py startup." + "reason": "No shared bug: GenerationMixin import error vs inability to run a 3d_parallel script." }, { "left": "issue:43404", "right": "issue:45357", "accept": false, - "reason": "One is tied-weight/model output correctness in Mistral3, the other is save_pretrained visual-key serialization in Qwen3.5." + "reason": "Both are multimodal-model-specific, but one is tied lm_head weights and the other is save_pretrained visual-key persistence; different defects." }, { "left": "issue:44610", "right": "issue:44898", "accept": false, - "reason": "Both involve image size / interpolation, but they are model-specific and not the same concrete bug." + "reason": "Both are vision/preprocessing related, but the failures are different: wrong processor output size vs interpolation/positional-encoding handling." }, { "left": "issue:42915", "right": "issue:43317", "accept": false, - "reason": "Different quantization/offload problems: FineGrainedFP8Config failure versus dequantized model loading with cpu/gpu offload." + "reason": "Different loading/parallelization failures: FineGrainedFP8Config vs dequantized model offload with device_map=auto." }, { "left": "issue:44734", "right": "issue:46858", "accept": false, - "reason": "Both are cache-related, but one is serve KV-cache continuation indexing and the other is static-cache seq_length device-tensor arithmetic under compile." + "reason": "Both involve cache/continuation logic, but one is serve KV-cache indexing and the other is static-cache length arithmetic under compile; not the same bug." }, { "left": "issue:44423", "right": "issue:45406", "accept": false, - "reason": "Serve multimodal crash from passing strings to .to() is unrelated to Gemma4Processor missing _tokenizer." + "reason": "Both hit serve with multimodal models, but one is a tensor/string `.to` crash in continuous batching and the other is a missing `_tokenizer` attribute." }, { "left": "issue:46821", "right": "issue:46869", "accept": false, - "reason": "TimesFM window_size AttributeError and YOLO multi-GPU device_map failures are unrelated bugs." + "reason": "Different domains entirely: TimesFM window_size AttributeError vs YOLO multi-GPU device-map failure." }, { "left": "issue:44008", "right": "issue:45823", "accept": false, - "reason": "Different Gemma-family models and different root causes: variable-name collision in forward versus device mismatch with auto device_map." + "reason": "Both are Gemma multimodal bugs, but one is a variable-name collision in forward and the other is a device mismatch with auto device mapping." }, { "left": "issue:41720", "right": "issue:45161", "accept": false, - "reason": "Both involve distributed/device behavior, but Qwen3 auto-mapping cudaErrorAssert and GPT-OSS tensor-parallel failure are different code paths." + "reason": "Both involve parallel/device mapping, but the concrete failures and models differ: Qwen3 CUDA assert vs GPT-OSS TP support." }, { "left": "issue:28530", "right": "issue:33666", "accept": false, - "reason": "Trainer early-stopping configuration and Qwen2-VL multi-GPU training are unrelated." + "reason": "No overlap: early stopping metric selection vs Qwen2-VL multi-GPU training." }, { "left": "issue:44464", "right": "issue:46858", "accept": false, - "reason": "Both mention compiled generation/cache behavior, but the reported symptoms and likely fixes differ: inconsistent outputs versus device-tensor slice arithmetic." + "reason": "Both touch compiled generation, but one is inconsistent outputs from chunked generation while the other is a cache-length tensor arithmetic bug in prefill." }, { "left": "issue:45632", "right": "issue:45684", "accept": false, - "reason": "Filesystem/cache-path collision and read-only permission propagation are different save/load issues." + "reason": "Both are custom-model file-handling issues, but one is cache-path collisions and the other is read-only permission propagation." }, { - "left": "issue:44671", - "right": "issue:44743", + "left": "issue:43531", + "right": "issue:43572", "accept": false, - "reason": "Different model internals: CamemBERT masked-LM predictions versus Qwen3.5 recurrent state reset under cache." + "reason": "Different model/config issues: Qwen3-MoE sliding_window vs StableLmConfig missing pad_token_idx." }, { - "left": "issue:43531", - "right": "issue:43572", + "left": "issue:44671", + "right": "issue:44743", "accept": false, - "reason": "Sliding-window behavior in Qwen3-MoE is unrelated to StableLmConfig missing pad_token_idx." + "reason": "Different regressions in different architectures: CamemBERT masked-LM predictions vs Qwen3.5 recurrent-state reset under cache." }, { "left": "issue:42915", "right": "issue:46291", "accept": false, - "reason": "FineGrainedFP8Config failure and pipelines import breaking on kernels v0.15 are unrelated." + "reason": "Different failures: FP8 model loading vs kernels package import/version requirement." }, { "left": "issue:36331", "right": "issue:41720", "accept": false, - "reason": "Trainer compute_loss API break and Qwen3 auto device-mapping cudaErrorAssert are separate failures." + "reason": "Unrelated bugs: Trainer compute_loss signature mismatch vs Qwen3 auto device mapping CUDA assert." }, { "left": "issue:44186", "right": "issue:44361", "accept": false, - "reason": "Tokenizer crashes, but on different tokenizers, models, and task paths; not a duplicate." + "reason": "Both are tokenizer/task failures, but they affect different tokenizers and different error paths." }, { "left": "issue:43425", "right": "issue:46821", "accept": false, - "reason": "Torch 2.10 compatibility and TimesFM window_size AttributeError are unrelated." - }, - { - "left": "issue:43316", - "right": "issue:44913", - "accept": false, - "reason": "Both are config/API consistency bugs, but they affect different configs and different fields." - }, - { - "left": "issue:42915", - "right": "issue:43322", - "accept": false, - "reason": "A quantization config failure is not the same as a segmentation fault while loading Llava Next." - }, - { - "left": "issue:28530", - "right": "issue:30064", - "accept": false, - "reason": "Early stopping metric selection and void segmentation-map processing are unrelated." + "reason": "No shared root cause: Torch 2.10 incompatibility vs TimesFM window_size AttributeError." } ] }, @@ -5021,14 +4966,15 @@ "component_index": 1, "component_count": 25, "review_unit_index": 16, - "review_unit_count": 60, + "review_unit_count": 61, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-503", + "cluster_id": "cluster-10000-504", "nodes": [ + "issue:28530", "issue:29159", "issue:30064", "issue:33357", @@ -5038,6 +4984,9 @@ "issue:36032", "issue:41720", "issue:42490", + "issue:42915", + "issue:43316", + "issue:43322", "issue:43329", "issue:43388", "issue:43526", @@ -5045,14 +4994,12 @@ "issue:43540", "issue:43550", "issue:43606", - "issue:43644", "issue:43653", "issue:43720", "issue:43746", "issue:43782", "issue:43873", "issue:43881", - "issue:44062", "issue:44077", "issue:44387", "issue:44451", @@ -5061,10 +5008,9 @@ "issue:44534", "issue:44589", "issue:44625", - "issue:44898", + "issue:44913", "issue:44991", "issue:45059", - "issue:45072", "issue:45357", "issue:45406", "issue:45464", @@ -5078,238 +5024,238 @@ "issue:46858" ], "soft_pairs": [ + "issue:43316|issue:44913", + "issue:28530|issue:30064", + "issue:42915|issue:43322", "issue:33357|issue:35707", "issue:43540|issue:43782", "issue:29159|issue:36032", "issue:44387|issue:45701", - "issue:43873|issue:45704", "issue:30064|issue:34634", - "issue:43526|issue:43881", + "issue:43873|issue:45704", "issue:43550|issue:43653", "issue:44534|issue:46665", "issue:43531|issue:45759", - "issue:43606|issue:43720", "issue:41720|issue:43746", - "issue:42490|issue:43329", + "issue:43526|issue:43881", + "issue:43606|issue:43720", "issue:44492|issue:44509", + "issue:42490|issue:43329", "issue:45406|issue:45464", "issue:43388|issue:45059", - "issue:43606|issue:43653", "issue:34567|issue:35707", + "issue:43606|issue:43653", "issue:34634|issue:41720", "issue:43531|issue:46821", "issue:43540|issue:46858", "issue:45759|issue:45859", - "issue:43531|issue:44589", "issue:44451|issue:44991", + "issue:43531|issue:44589", "issue:45357|issue:46402", - "issue:44077|issue:44625", - "issue:43644|issue:46665", - "issue:44062|issue:44451", - "issue:44898|issue:45072" + "issue:44077|issue:44625" ], - "prepared_review_unit_hash": "0b9f2fef3fc88ff3010cd7f86b86a7a575248a57f974101cd6e06b752d9358e9", + "prepared_review_unit_hash": "382a1b7f0e71dd9bd51a73c477f96f59c6d422e348cff5db7feedb90c20f5fe0", "component_budget": { - "node_count": 503, - "item_count": 503, - "soft_pair_count": 1852, - "serialized_chars": 960429, - "estimated_input_tokens": 240108, - "estimated_eval_tokens": 480472 + "node_count": 504, + "item_count": 504, + "soft_pair_count": 1853, + "serialized_chars": 961383, + "estimated_input_tokens": 240346, + "estimated_eval_tokens": 480948 }, "budget": { - "node_count": 47, - "item_count": 47, + "node_count": 48, + "item_count": 48, "soft_pair_count": 29, - "serialized_chars": 35882, - "estimated_input_tokens": 8971, - "estimated_eval_tokens": 18198 + "serialized_chars": 36369, + "estimated_input_tokens": 9093, + "estimated_eval_tokens": 18442 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a mixed set of unrelated Transformers bug reports. None of the proposed soft pairs look like the same underlying bug/change strongly enough to merge, though a couple of v5 buffer-corruption reports are near-neighbors.", - "confidence": 0.36, - "canonical_issue_reason": "Issue 44534 is the most representative of the only clearly recurring subtopic here: the Transformers v5 non-persistent-buffer corruption reports. Its wording is broader than the near-duplicate 43644 and best captures that bug family.", + "summary": "This is a heterogeneous similarity bucket spanning unrelated issues in tokenization, multimodal loading, quantization/offload, cache handling, docs, and model-specific bugs. None of the suggested soft pairs look like the same underlying defect, so there is no clear canonical item.", + "confidence": 0.97, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "Issue 44534 is the best overall anchor for this set because it describes the broadest and most reusable version of the recurring v5 buffer bug theme.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43316", + "right": "issue:44913", + "accept": false, + "reason": "Different config bugs in different model families: Gemma3TextConfig API mismatch vs GPTNeoX rotary_pct not persisting on reload." + }, + { + "left": "issue:28530", + "right": "issue:30064", + "accept": false, + "reason": "Early stopping/metric selection is unrelated to image processor segmentation-map handling." + }, + { + "left": "issue:42915", + "right": "issue:43322", + "accept": false, + "reason": "Qwen3Moe fine-grained FP8 load failure and Llava Next segfault are different model-loading failures." + }, { "left": "issue:33357", "right": "issue:35707", "accept": false, - "reason": "Different failures in different code paths: MacOS CLIP bus error vs generation with inputs_embeds/past_key_values." + "reason": "MacOS CLIP bus error and progressive generation with inputs_embeds/past_key_values are different code paths." }, { "left": "issue:43540", "right": "issue:43782", "accept": false, - "reason": "Both are Qwen multimodal issues, but one is video input processing and the other is weight_only loading; not the same bug." + "reason": "Video-input processing in Qwen3OmniMoe and Qwen3VL weight_only loading error are distinct multimodal load bugs." }, { "left": "issue:29159", "right": "issue:36032", "accept": false, - "reason": "Tokenizer inconsistency vs T5 tokenizer load-time AddedToken conflict; related area, but different concrete problems." + "reason": "Slow/fast tokenizer inconsistency is not the same as T5Tokenizer add_special_tokens name conflict." }, { "left": "issue:44387", "right": "issue:45701", "accept": false, - "reason": "Int4 quantization OOM is unrelated to version-dependent tokenization changes." - }, - { - "left": "issue:43873", - "right": "issue:45704", - "accept": false, - "reason": "Quantization/offloading behavior is different from the apex RMSNorm memory leak in T5." + "reason": "Int4 quantization OOM from increased reserved memory is unrelated to tokenization changes across versions." }, { "left": "issue:30064", "right": "issue:34634", "accept": false, - "reason": "Image segmentation-map processing and Bark voice preset handling are separate subsystems and bugs." + "reason": "Void segmentation-map processing and BarkProcessor voice_preset behavior affect different processors and features." }, { - "left": "issue:43526", - "right": "issue:43881", + "left": "issue:43873", + "right": "issue:45704", "accept": false, - "reason": "BEiT label reduction bug vs glm-4v loading failure; no shared concrete code path." + "reason": "Quantization/offloading behavior is unrelated to T5's apex FusedRMSNorm memory leak." }, { "left": "issue:43550", "right": "issue:43653", "accept": false, - "reason": "torch.compile/SDPA failure in Bamba is unrelated to BigBirdTokenizer special-token registration." + "reason": "torch.compile with SDPA in Bamba and BigBirdTokenizer special-token registration are unrelated bugs." }, { "left": "issue:44534", "right": "issue:46665", "accept": false, - "reason": "Both mention loading behavior, but one is buffer initialization corruption and the other is from_pretrained semantics inside Python classes." + "reason": "Non-persistent buffer junk in v5 is unrelated to from_pretrained behavior inside Python classes." }, { "left": "issue:43531", "right": "issue:45759", "accept": false, - "reason": "Qwen3-MoE sliding_window bug vs multimodal config unwrapping; same family, different defect." + "reason": "Qwen3-MoE sliding_window behavior and AutoModelForCausalLM.from_config text_config unwrapping are different bugs." }, { - "left": "issue:43606", - "right": "issue:43720", + "left": "issue:41720", + "right": "issue:43746", "accept": false, - "reason": "CPU offload device mismatch in Bark is not the same as BitNet packed-weight unpacking during accelerate loading." + "reason": "Qwen3 auto device mapping cudaErrorAssert and GraniteSpeech local PEFT checkpoint loading are unrelated failures." }, { - "left": "issue:41720", - "right": "issue:43746", + "left": "issue:43526", + "right": "issue:43881", "accept": false, - "reason": "Qwen3 auto-device-map CUDA assert and GraniteSpeech PEFT checkpoint loading are different issues." + "reason": "BeitImageProcessorFast label reduction and glm-4v-9b loading failure do not share a code path." }, { - "left": "issue:42490", - "right": "issue:43329", + "left": "issue:43606", + "right": "issue:43720", "accept": false, - "reason": "Trailing-slash local model import warning is unrelated to multimodal token counting in video branches." + "reason": "CPU offload device mismatch for bark-small and BitNet packed-weight unpacking during accelerate loading are different offload/loading issues." }, { "left": "issue:44492", "right": "issue:44509", "accept": false, - "reason": "A typo in cache strategies and stale docs for removed pipelines are different kinds of changes." + "reason": "Cache-strategy typo and outdated docs for removed pipelines are both docs-related but not the same defect." + }, + { + "left": "issue:42490", + "right": "issue:43329", + "accept": false, + "reason": "Trailing-slash local path import warning is unrelated to undefined variables in the video branch of multimodal token counting." }, { "left": "issue:45406", "right": "issue:45464", "accept": false, - "reason": "Gemma4Processor missing _tokenizer and Qwen3.5 streaming API failures are not the same bug." + "reason": "Gemma4Processor missing _tokenizer in serve and Qwen3.5 streaming chat/completions failure are separate runtime issues." }, { "left": "issue:43388", "right": "issue:45059", "accept": false, - "reason": "Metrics label truncation and SAM3 text/box behavior are separate code paths." + "reason": "gather_for_metrics dropping labels and SAM3 PCS text/bbox behavior involve different subsystems and symptoms." }, { - "left": "issue:43606", - "right": "issue:43653", + "left": "issue:34567", + "right": "issue:35707", "accept": false, - "reason": "Bark CPU offload mismatch and BigBirdTokenizer mask-token decode issues are unrelated." + "reason": "TrainerState token-count tracking and progressive generation with inputs_embeds/past_key_values are unrelated." }, { - "left": "issue:34567", - "right": "issue:35707", + "left": "issue:43606", + "right": "issue:43653", "accept": false, - "reason": "TrainerState token counting and progressive generation with embeddings/past KV do not overlap." + "reason": "CPU offload device mismatch and BigBirdTokenizer special-token registration are not the same underlying bug." }, { "left": "issue:34634", "right": "issue:41720", "accept": false, - "reason": "BarkProcessor voice preset handling vs Qwen3 device-mapping CUDA assert are distinct bugs." + "reason": "BarkProcessor voice_preset and Qwen3 auto device mapping CUDA assert are unrelated." }, { "left": "issue:43531", "right": "issue:46821", "accept": false, - "reason": "Qwen3-MoE sliding_window and TimesFM window_size errors share wording only, not the same underlying fix." + "reason": "Both mention windowing, but Qwen3-MoE sliding_window and TimesFM2.5 window_size AttributeError are different implementations and failures." }, { "left": "issue:43540", "right": "issue:46858", "accept": false, - "reason": "Video input processing in Qwen3OmniMoe is unrelated to static-cache slice arithmetic on non-CUDA backends." + "reason": "Qwen3OmniMoe video-input handling and static-cache seq_length tensor arithmetic are unrelated code paths." }, { "left": "issue:45759", "right": "issue:45859", "accept": false, - "reason": "Both are Qwen3.5-related, but one is config unwrapping and the other is CPU-offload incompatibility in rotary embedding." + "reason": "Composite config unwrapping and Qwen3_5MoeTextRotaryEmbedding CPU-offload compatibility are separate issues." }, { - "left": "issue:43531", - "right": "issue:44589", + "left": "issue:44451", + "right": "issue:44991", "accept": false, - "reason": "Sliding-window handling in Qwen3-MoE and float8 storage lookup failure are different defects." + "reason": "Two different tokenizer/model loading failures for different checkpoints; no shared concrete bug." }, { - "left": "issue:44451", - "right": "issue:44991", + "left": "issue:43531", + "right": "issue:44589", "accept": false, - "reason": "Loading a specific model failing and tokenizer loading for a different model are not the same bug." + "reason": "Qwen3-MoE sliding_window behavior is unrelated to missing Float8 storage object errors." }, { "left": "issue:45357", "right": "issue:46402", "accept": false, - "reason": "Incorrect visual encoder keys on save and missing text encoder weights on load are separate Qwen/SAM3 issues." + "reason": "Both concern multimodal weight loading, but one is incorrect visual encoder keys on save and the other is text encoder weights not loaded; different directions and code paths." }, { "left": "issue:44077", "right": "issue:44625", "accept": false, - "reason": "Optional post_init policy for patchtsmixer is unrelated to Qwen3.5 num_labels propagation." - }, - { - "left": "issue:43644", - "right": "issue:46665", - "accept": false, - "reason": "Non-persistent buffer junk in Transformers v5 and from_pretrained behavior inside classes are different problems." - }, - { - "left": "issue:44062", - "right": "issue:44451", - "accept": false, - "reason": "AddedToken special-argument conflict is unrelated to ScandiBERT model loading failure." - }, - { - "left": "issue:44898", - "right": "issue:45072", - "accept": false, - "reason": "Perceiver interpolation failure and dtype mismatch in SwitchTransformers/TimmWrapperModel are separate code paths." + "reason": "patchtsmixer post_init validation and Qwen3.5 num_labels propagation are unrelated configuration issues." } ] }, @@ -5325,13 +5271,13 @@ "component_index": 1, "component_count": 25, "review_unit_index": 17, - "review_unit_count": 60, + "review_unit_count": 61, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-503", + "cluster_id": "cluster-10000-504", "nodes": [ "issue:30064", "issue:36010", @@ -5341,48 +5287,51 @@ "issue:43381", "issue:43421", "issue:43493", + "issue:43644", "issue:43653", - "issue:43720", "issue:43746", "issue:43782", - "issue:43819", "issue:43844", "issue:43873", "issue:43927", "issue:43994", + "issue:44062", "issue:44186", "issue:44368", + "issue:44451", "issue:44514", "issue:44545", "issue:44610", "issue:44625", "issue:44671", "issue:44843", + "issue:44898", "issue:44918", "issue:44936", "issue:44987", + "issue:44995", "issue:45042", + "issue:45072", "issue:45081", "issue:45356", "issue:45357", "issue:45381", "issue:45479", - "issue:45507", "issue:45704", "issue:45759", - "issue:45907", "issue:45923", - "issue:45987", "issue:46032", "issue:46050", "issue:46463", "issue:46655", + "issue:46665", "issue:46693", - "issue:46829", - "issue:46832", "issue:46858" ], "soft_pairs": [ + "issue:43644|issue:46665", + "issue:44062|issue:44451", + "issue:44898|issue:45072", "issue:44987|issue:45042", "issue:44625|issue:45479", "issue:43381|issue:43844", @@ -5390,11 +5339,11 @@ "issue:44368|issue:45357", "issue:41720|issue:45704", "issue:43746|issue:46050", - "issue:43381|issue:45704", "issue:46655|issue:46693", + "issue:43381|issue:45704", "issue:43421|issue:43927", - "issue:45704|issue:45923", "issue:44918|issue:44936", + "issue:45704|issue:45923", "issue:42886|issue:44843", "issue:45759|issue:45923", "issue:43746|issue:43873", @@ -5407,237 +5356,213 @@ "issue:30064|issue:36010", "issue:45081|issue:45356", "issue:43421|issue:44186", - "issue:45507|issue:46858", - "issue:45356|issue:45907", - "issue:39692|issue:43873", - "issue:43720|issue:43819", - "issue:46829|issue:46832", - "issue:43653|issue:43720", - "issue:45987|issue:46829" + "issue:44995|issue:46858" ], - "prepared_review_unit_hash": "d7eff96175f36a5536b7ece7ffa24c774ddf5b54288b38ad90a0d932842d9421", + "prepared_review_unit_hash": "11e35b651294c37bc37bad896968646377d70576449de3a672c4bb5a2073101e", "component_budget": { - "node_count": 503, - "item_count": 503, - "soft_pair_count": 1852, - "serialized_chars": 960429, - "estimated_input_tokens": 240108, - "estimated_eval_tokens": 480472 + "node_count": 504, + "item_count": 504, + "soft_pair_count": 1853, + "serialized_chars": 961383, + "estimated_input_tokens": 240346, + "estimated_eval_tokens": 480948 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 31, - "serialized_chars": 37508, - "estimated_input_tokens": 9377, - "estimated_eval_tokens": 19010 + "soft_pair_count": 28, + "serialized_chars": 36566, + "estimated_input_tokens": 9142, + "estimated_eval_tokens": 18540 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a loose topical similarity group, not a true duplicate cluster. The only clear duplicate pair is the Qwen2_5_VLProcessor batched-padding crash; most other pairs are related only at a broad subsystem level and should stay separate.", - "confidence": 0.74, - "canonical_issue_reason": "Issue 44545 is the strongest canonical issue: it matches 44514 with an identical title, has slightly more downstream references/activity, and is a concrete, mergeable bug report.", + "summary": "The set is mostly heterogeneous, with one small tokenizer/special-token/offline-loading subcluster. Issue 43421 is still the best anchor for that theme. The only strong duplicate pairs are the offline tokenizer-loading regression and the Qwen2_5_VLProcessor batched-padding crash; the Mistral-regex pair is too weak to merge on title-level evidence alone.", + "confidence": 0.69, + "canonical_issue_reason": "43421 is the broadest and most central tokenizer-special-token issue in the set, so it best represents the only coherent subcluster.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 44545 is the best issue to anchor the cluster because it is the only exact duplicate target here; the rest of the items are mostly distinct bugs in adjacent areas rather than the same underlying defect.", + "best_issue_reason": "43421 is the best global issue representative because it captures the shared tokenizer/special-token theme that actually recurs across the packet.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43644", + "right": "issue:46665", + "accept": false, + "reason": "Both mention loading/from_pretrained, but they describe different failures: non-persistent buffers vs inconsistent class behavior." + }, + { + "left": "issue:44062", + "right": "issue:44451", + "accept": false, + "reason": "One is an AddedToken argument error; the other is a model-loading failure for a specific checkpoint." + }, + { + "left": "issue:44898", + "right": "issue:45072", + "accept": false, + "reason": "Vision interpolation failure and bf16 dtype mismatch are unrelated code paths." + }, { "left": "issue:44987", "right": "issue:45042", "accept": false, - "reason": "Different failures: one is a model loading regression for physical-intelligence/fast, the other is a PIL image processor torchvision dependency issue." + "reason": "A model-load failure and an image-processor torchvision dependency regression are different issues." }, { "left": "issue:44625", "right": "issue:45479", "accept": false, - "reason": "Both touch sequence classification, but they describe different bugs: num_labels propagation vs degenerate zero-loss behavior with single-label classification." + "reason": "Both involve num_labels/classification, but one is config propagation and the other is degenerate loss behavior." }, { "left": "issue:43381", "right": "issue:43844", "accept": false, - "reason": "Unrelated problems: eval-mode gradient checkpointing vs gradient blow-up under ZeRO-3." + "reason": "Gradient checkpointing in eval mode is unrelated to the ZeRO-3 gradient increase regression." }, { "left": "issue:39692", "right": "issue:44610", "accept": false, - "reason": "Both are vision/model mismatch reports, but they concern different models and different concrete errors." + "reason": "Both are model/processor mismatches, but one is a documentation example with multiple errors and the other is a specific processor resize bug." }, { "left": "issue:44368", "right": "issue:45357", "accept": false, - "reason": "Qwen3.5 warning about tie_word_embeddings is unrelated to incorrect visual encoder keys in save_pretrained." + "reason": "A tied-embeddings warning and incorrect visual-encoder save keys are separate issues." }, { "left": "issue:41720", "right": "issue:45704", "accept": false, - "reason": "Different model/pathology entirely: Qwen3 auto device mapping cuda assert vs T5 apex RMSNorm memory leak." + "reason": "CUDA assert on Qwen3 auto device mapping and a T5 RMSNorm memory leak are unrelated." }, { "left": "issue:43746", "right": "issue:46050", "accept": false, - "reason": "Both involve model loading/saving, but the underlying bugs are different: PEFT local checkpoint loading vs quantized sinq round-trip breakage." + "reason": "Local PEFT checkpoint loading and quantized save/load breakage are different failure modes." }, { - "left": "issue:43381", - "right": "issue:45704", + "left": "issue:46655", + "right": "issue:46693", "accept": false, - "reason": "No shared bug: gradient checkpointing eval-mode issue is unrelated to the T5 memory leak." + "reason": "Video padding calculation and FA2 long-context performance regression are not the same bug." }, { - "left": "issue:46655", - "right": "issue:46693", + "left": "issue:43381", + "right": "issue:45704", "accept": false, - "reason": "Video processor padding math and FA2 long-context performance regression are distinct issues." + "reason": "Different models, different subsystems, different failure modes." }, { "left": "issue:43421", "right": "issue:43927", "accept": false, - "reason": "Both involve token metadata, but one is a runtime post-processor update bug and the other is save/load loss of custom token IDs." + "reason": "Both are token-related, but one is runtime special-token/post-processor updates and the other is config save/load losing custom token IDs." }, { - "left": "issue:45704", - "right": "issue:45923", + "left": "issue:44918", + "right": "issue:44936", "accept": false, - "reason": "Unrelated: T5 apex memory leak vs missing supports_gradient_checkpointing on a trust_remote_code model." + "reason": "Different trainer failures: one is embeddings unpacking during SFT, the other is evaluate-after-train behavior." }, { - "left": "issue:44918", - "right": "issue:44936", + "left": "issue:45704", + "right": "issue:45923", "accept": false, - "reason": "Different trainer failures: embedding unpacking in TRL SFT vs evaluate() failing after train()." + "reason": "A memory leak in T5 and a missing gradient-checkpointing flag are unrelated." }, { "left": "issue:42886", "right": "issue:44843", - "accept": false, - "reason": "Both are offline-tokenizer issues, but 44843 points to a specific _patch_mistral_regex/model_info() path while 42886 is a broader cache-load failure; not clearly the same bug." + "accept": true, + "reason": "Same offline tokenizer-loading regression: 44843 identifies the unconditional model_info() call that breaks HF_HUB_OFFLINE cache loading in 42886." }, { "left": "issue:45759", "right": "issue:45923", "accept": false, - "reason": "Different composite-config and trust_remote_code behaviors; not the same defect." + "reason": "AutoModelForCausalLM config unwrapping and a trust_remote_code capability flag are different issues." }, { "left": "issue:43746", "right": "issue:43873", "accept": false, - "reason": "Checkpoint loading/quantization offloading are adjacent themes, but the concrete failure modes differ." + "reason": "PEFT local checkpoint loading and quantization offloading behavior are not the same code-path problem." }, { "left": "issue:44514", "right": "issue:44545", "accept": true, - "reason": "Identical title and same batched-input padding=False crash in Qwen2_5_VLProcessor; clear duplicate." + "reason": "These are the same Qwen2_5_VLProcessor.apply_chat_template batched-input crash with padding=False." }, { "left": "issue:43994", "right": "issue:44671", "accept": false, - "reason": "Different models and different output-corruption bugs." + "reason": "SigLIP2 inference mismatch and CamemBERT masked-LM predictions are unrelated." }, { "left": "issue:46032", "right": "issue:46463", "accept": false, - "reason": "Mamba2 cache misuse with seq_len>1 is unrelated to T5 decoder-input error messaging." + "reason": "Mamba2Mixer cache correctness and T5 decoder-input error messaging are separate bugs." }, { "left": "issue:39692", "right": "issue:43493", "accept": false, - "reason": "Same model family, but one is a docs/example failure and the other is an implementation discrepancy; not the same concrete issue." + "reason": "Both mention SigLIP2, but one is a docs/model-processor mismatch and the other is a HF-vs-JAX implementation discrepancy." }, { "left": "issue:43421", "right": "issue:43653", "accept": false, - "reason": "Both concern special tokens, but one is runtime post-processor synchronization and the other is BigBird mask-token registration/empty decode." + "reason": "Both concern special tokens, but the concrete bugs differ: runtime post-processor updates versus BigBird mask-token registration and empty decode output." }, { "left": "issue:43782", "right": "issue:45381", "accept": false, - "reason": "Different Qwen-VL issues: weight_only loading vs incorrect video vision_position_ids." + "reason": "Qwen3VL weight_only loading and Qwen2.5-VL video position ids are distinct multimodal bugs." }, { "left": "issue:30064", "right": "issue:36010", "accept": false, - "reason": "Completely unrelated: void segmentation map processing vs GenerationMixin import error." + "reason": "Image processor void-segmentation handling and a GenerationMixin import error are unrelated." }, { "left": "issue:45081", "right": "issue:45356", "accept": false, - "reason": "Both mention mistral regex/tokenizer regression, but one is an AttributeError crash in _patch_mistral_regex and the other is a Kimi-K2.5 codec-handling regression; close, but not clearly the same bug." + "reason": "They share the fix_mistral_regex/tokenizer theme, but the titles point to different model families and failure modes, so this is not strong enough to call the same bug." }, { "left": "issue:43421", "right": "issue:44186", "accept": false, - "reason": "Both are tokenizer bugs, but they affect different tokenizer behaviors and different failure modes." + "reason": "Special-token post-processor updates and LayoutLMv2 NER/padding crashes are not the same bug." }, { - "left": "issue:45507", + "left": "issue:44995", "right": "issue:46858", "accept": false, - "reason": "GraniteMoEHybrid invalid method call is unrelated to static-cache seq_length tensor arithmetic on non-CUDA backends." - }, - { - "left": "issue:45356", - "right": "issue:45907", - "accept": false, - "reason": "Tokenizer regression vs hub API revision-forwarding bug; unrelated." - }, - { - "left": "issue:39692", - "right": "issue:43873", - "accept": false, - "reason": "Different topics: SigLIP2 example/model mismatch vs quantization/offloading behavior." - }, - { - "left": "issue:43720", - "right": "issue:43819", - "accept": false, - "reason": "BitNet packed-weight loading and DAC from_latents missing STE are unrelated bugs." - }, - { - "left": "issue:43653", - "right": "issue:43720", - "accept": false, - "reason": "Different models and different loading/tokenization problems." - }, - { - "left": "issue:46829", - "right": "issue:46832", - "accept": false, - "reason": "Different model code paths and different errors; no shared underlying bug." - }, - { - "left": "issue:45987", - "right": "issue:46829", - "accept": false, - "reason": "StaticCache seq_length contract violation is unrelated to VideoPrism hidden_states output shaping." + "reason": "A stale indexer cache crash on second forward pass is unrelated to a device-tensor seq-length bug in static cache arithmetic." } ] }, "evaluator_result": { - "accept": true, - "feedback": "The summary is well grounded in the packet: the only clear duplicate pair is 44514/44545, and the other soft-edge rejections stay conservative by citing distinct titles/failure modes rather than claiming stronger evidence than available. No mergeability issues apply here since these are issue/issue pairs, not PRs." + "accept": false, + "feedback": "The writeup is mostly cautious, but one soft-edge accept is too strong for the packet: issue:45081 vs issue:45356 share the fix_mistral_regex / tokenizer theme, yet the titles point to different model families and different failure modes (an AttributeError crash vs codec-handling/warning regression). With only title-level evidence and no shared targets/files, that is not solid enough to call the same bug or a clear mergeable PR pair. The rest of the summary is reasonable, but this overstates the evidence." }, "evaluator_used": true, - "retried": false, + "retried": true, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -5647,17 +5572,15 @@ "component_index": 1, "component_count": 25, "review_unit_index": 18, - "review_unit_count": 60, + "review_unit_count": 61, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-503", + "cluster_id": "cluster-10000-504", "nodes": [ "issue:30064", - "issue:34634", - "issue:36010", "issue:36331", "issue:39692", "issue:41720", @@ -5672,15 +5595,15 @@ "issue:43643", "issue:43653", "issue:43697", + "issue:43720", "issue:43756", "issue:43819", + "issue:43873", "issue:43927", "issue:44008", "issue:44062", "issue:44186", "issue:44220", - "issue:44361", - "issue:44442", "issue:44448", "issue:44488", "issue:44661", @@ -5690,25 +5613,33 @@ "issue:44877", "issue:44898", "issue:44991", + "issue:45072", "issue:45081", "issue:45084", - "issue:45183", + "issue:45356", "issue:45381", - "issue:45479", - "issue:45584", "issue:45834", + "issue:45907", "issue:45987", "issue:46294", "issue:46665", "issue:46693", + "issue:46829", + "issue:46832", "issue:46858", "issue:46932" ], "soft_pairs": [ + "issue:45356|issue:45907", + "issue:39692|issue:43873", + "issue:43720|issue:43819", + "issue:46829|issue:46832", + "issue:45987|issue:46829", + "issue:43653|issue:43720", "issue:43295|issue:45834", "issue:44062|issue:44488", "issue:43550|issue:43927", - "issue:43550|issue:44361", + "issue:43550|issue:45072", "issue:43540|issue:46294", "issue:45381|issue:46693", "issue:43531|issue:43643", @@ -5717,226 +5648,227 @@ "issue:44186|issue:44898", "issue:44008|issue:46858", "issue:43653|issue:43819", - "issue:41720|issue:44991", "issue:45987|issue:46932", + "issue:41720|issue:44991", "issue:30064|issue:36331", "issue:43643|issue:44877", "issue:44220|issue:44661", - "issue:43618|issue:43697", "issue:43335|issue:43756", - "issue:43550|issue:43819", + "issue:43618|issue:43697", "issue:44843|issue:45081", + "issue:43550|issue:43819", "issue:39692|issue:45834", - "issue:44448|issue:44671", "issue:44821|issue:45084", - "issue:44186|issue:44442", - "issue:34634|issue:36010", - "issue:43540|issue:44008", - "issue:45584|issue:45834", - "issue:45183|issue:45479" + "issue:44448|issue:44671" ], - "prepared_review_unit_hash": "a9f8966eca34bf8fdc81baf69a5b43537a4bf4ebffe5e09087d463db7bd90f92", + "prepared_review_unit_hash": "734a8d0427af707caf079723fa0b0f6ac58b4241e088b6225b36e345ea0a6d1d", "component_budget": { - "node_count": 503, - "item_count": 503, - "soft_pair_count": 1852, - "serialized_chars": 960429, - "estimated_input_tokens": 240108, - "estimated_eval_tokens": 480472 + "node_count": 504, + "item_count": 504, + "soft_pair_count": 1853, + "serialized_chars": 961383, + "estimated_input_tokens": 240346, + "estimated_eval_tokens": 480948 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 29, - "serialized_chars": 36651, - "estimated_input_tokens": 9163, - "estimated_eval_tokens": 18582 + "soft_pair_count": 30, + "serialized_chars": 37009, + "estimated_input_tokens": 9253, + "estimated_eval_tokens": 18762 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These items are mostly a heterogeneous set of Transformers regressions and model-specific bugs, not duplicates. No soft edge pair looks like the same underlying fixable bug/change, so all candidate links are rejected.", - "confidence": 0.71, - "canonical_issue_reason": "Issue 43611 is the broadest regression-style report in the set: a Transformers 5.0 loading break around `base_model_prefix`, which best matches the cluster\u2019s recurring theme of compatibility/loading failures across models.", + "summary": "This cluster is broad and heterogeneous: it mixes unrelated tokenizer, config, multimodal, cache, and training regressions. I don\u2019t see any true duplicate pairs; the closest-looking ones only share a subsystem, not the same underlying bug. If one issue must anchor the set, #45081 is the cleanest standalone report.", + "confidence": 0.88, + "canonical_issue_reason": "#45081 is the best anchor because it is a self-contained, concrete crash in a specific helper (`_patch_mistral_regex`) with a clear failure mode and likely narrow fix path. The other items are too diverse to form a single duplicate cluster.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43611 is the best single anchor for this cluster because it is general, regression-oriented, and likely to group with other loading/compatibility reports better than the more model-specific bugs.", + "best_issue_reason": "#45081 is the highest-signal issue here: specific, reproducible, and actionable, without depending on broader mixed symptoms or documentation-only failures.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:45356", + "right": "issue:45907", + "accept": false, + "reason": "Tokenizer regression vs hub API forwarding in CI; different code paths and different failure classes." + }, + { + "left": "issue:39692", + "right": "issue:43873", + "accept": false, + "reason": "Doc/example model-processor mismatch and quantization failure is not the same as offloading behavior with quantization." + }, + { + "left": "issue:43720", + "right": "issue:43819", + "accept": false, + "reason": "Accelerate loading of packed weights is unrelated to DAC latent reconstruction mismatch from missing STE." + }, + { + "left": "issue:46829", + "right": "issue:46832", + "accept": false, + "reason": "One is an output-field mix-up in VideoPrism; the other is an RT-DETR feature-level length mismatch." + }, + { + "left": "issue:45987", + "right": "issue:46829", + "accept": false, + "reason": "StaticCache length return-type issue is unrelated to VideoPrism hidden_states assignment." + }, + { + "left": "issue:43653", + "right": "issue:43720", + "accept": false, + "reason": "Tokenizer special-token registration bug is not the same as BitNet packed-weight unpacking during load." + }, { "left": "issue:43295", "right": "issue:45834", "accept": false, - "reason": "Different subsystems and symptoms: processor/tokenizer regression vs cache length handling on long OCR input." + "reason": "Processor/tokenizer regression and long-ocr index error are different failures in different subsystems." }, { "left": "issue:44062", "right": "issue:44488", "accept": false, - "reason": "One is an AddedToken argument error; the other is a tokenizer loading failure for a specific model. Not the same bug." + "reason": "AddedToken keyword duplication is unrelated to loading a specific tokenizer/model repo." }, { "left": "issue:43550", "right": "issue:43927", "accept": false, - "reason": "Torch.compile/SDPA failure in Bamba is unrelated to DiaConfig losing custom token IDs after save/load." + "reason": "Torch.compile/SDPA failure on Bamba is not the same as DiaConfig losing custom token IDs on save/load." }, { "left": "issue:43550", - "right": "issue:44361", + "right": "issue:45072", "accept": false, - "reason": "Bamba compile/SDPA issue and MLukeTokenizer AttributeError are unrelated code paths." + "reason": "Compile-time SDPA crash and bfloat16 dtype mismatch are different bug classes and code paths." }, { "left": "issue:43540", "right": "issue:46294", "accept": false, - "reason": "Both are Qwen video-related, but they describe different model families and different failures in separate processing paths." + "reason": "Both involve video inputs in Qwen-family models, but the failure modes are different: processing ValueError vs chat-template feature/token mismatch." }, { "left": "issue:45381", "right": "issue:46693", "accept": false, - "reason": "Vision position ID bug for Qwen2.5-VL is unrelated to the FA2 long-context performance regression." + "reason": "Video position-id bug is unrelated to the FA2 long-context performance regression." }, { "left": "issue:43531", "right": "issue:43643", "accept": false, - "reason": "Sliding-window handling in Qwen3-MoE and missing fields in AutoConfig trust_remote_code are different bugs." + "reason": "Qwen3-MoE sliding_window behavior and AutoConfig trust_remote_code field loss are not the same underlying problem." }, { "left": "issue:43596", "right": "issue:44220", "accept": false, - "reason": "Deepspeed/Zero3 BertModel indexing error is unrelated to `_torch_extract_fbank_features()`." + "reason": "Deepspeed zero3/BertModel indexing failure is unrelated to audio fbank feature extraction." }, { "left": "issue:43611", "right": "issue:46665", "accept": false, - "reason": "Both touch loading, but one is a base_model_prefix regression while the other is inconsistent `from_pretrained` behavior inside Python classes." + "reason": "Base-model-prefix loading regression and from_pretrained-in-class inconsistency are only loosely related by loading semantics." }, { "left": "issue:44186", "right": "issue:44898", "accept": false, - "reason": "LayoutLMv2 tokenizer crash and Perceiver non-default-resolution failure are unrelated model-specific bugs." + "reason": "LayoutLMv2 tokenizer padding/NER crash is unrelated to Perceiver non-default-resolution handling." }, { "left": "issue:44008", "right": "issue:46858", "accept": false, - "reason": "Gemma3n variable collision in `forward()` is unrelated to `cache.get_seq_length()` returning a tensor." + "reason": "Gemma3n variable-name collision has nothing to do with static cache seq_length returning a device tensor." }, { "left": "issue:43653", "right": "issue:43819", "accept": false, - "reason": "BigBirdTokenizer special-token decode bug and DAC `from_latents`/STE mismatch are different components and failure modes." + "reason": "Tokenizer special-token registration and DAC STE behavior are different components with different symptoms." }, { - "left": "issue:41720", - "right": "issue:44991", + "left": "issue:45987", + "right": "issue:46932", "accept": false, - "reason": "Qwen3 auto device mapping CUDA assert is unrelated to tokenizer loading for EMBEDDIA/est-roberta." + "reason": "StaticCache seq_length contract issue is unrelated to Gemma4 quantized vision/audio embedder dtype casting." }, { - "left": "issue:45987", - "right": "issue:46932", + "left": "issue:41720", + "right": "issue:44991", "accept": false, - "reason": "StaticCache sequence-length type bug is unrelated to Gemma4 quantized embedder dtype casting." + "reason": "Auto device-map CUDA assert on A800 is not the same as a tokenizer-loading failure for EMBEDDIA/est-roberta." }, { "left": "issue:30064", "right": "issue:36331", "accept": false, - "reason": "Void segmentation map processing and CustomTrainer `compute_loss` signature mismatch are unrelated." + "reason": "Image processor void-segmentation failure and CustomTrainer loss-signature TypeError are unrelated." }, { "left": "issue:43643", "right": "issue:44877", "accept": false, - "reason": "One is a missing-fields issue with remote configs; the other is strict config rejection for granite_speech. Same area, not same bug." + "reason": "Both touch config loading, but one is missing fields under trust_remote_code and the other is strict-config rejection for granite_speech." }, { "left": "issue:44220", "right": "issue:44661", "accept": false, - "reason": "Feature extraction helper bug and tokenizer-mapping-name failure are unrelated." - }, - { - "left": "issue:43618", - "right": "issue:43697", - "accept": false, - "reason": "CLIPOutput attentions regression and RTDetrV2 output differences are distinct model behaviors." + "reason": "Audio feature extraction helper failure is unrelated to add-new-model-like / TOKENIZER_MAPPING_NAMES handling." }, { "left": "issue:43335", "right": "issue:43756", "accept": false, - "reason": "SwitchTransformers sparse-layer creation bug and Smollm3 RoPE-layer dropping are unrelated architecture/config issues." + "reason": "Sparse-layer creation bug and RoPE-layer dropping bug affect different model families and different architecture logic." }, { - "left": "issue:43550", - "right": "issue:43819", + "left": "issue:43618", + "right": "issue:43697", "accept": false, - "reason": "Torch.compile/SDPA failure in Bamba is unrelated to DAC `from_latents` mismatching forward due to missing STE." + "reason": "CLIPOutput attentions regression and RT-DETR output drift are different model-output issues." }, { "left": "issue:44843", "right": "issue:45081", "accept": false, - "reason": "Both involve `_patch_mistral_regex`, but one is an offline network call bug and the other is an AttributeError on tokenizer shape; not the same concrete fix." + "reason": "Both hit `_patch_mistral_regex`, but one is an offline hub call and the other is an AttributeError on tokenizer internals; separate bugs." }, { - "left": "issue:39692", - "right": "issue:45834", + "left": "issue:43550", + "right": "issue:43819", "accept": false, - "reason": "SigLIP2 documentation errors and Kosmos2.5 long OCR index error are unrelated." + "reason": "Different models, different failure modes: torch.compile/SDPA crash vs latent-decoding mismatch." }, { - "left": "issue:44448", - "right": "issue:44671", + "left": "issue:39692", + "right": "issue:45834", "accept": false, - "reason": "Pegasus v4/v5 output differences and CamemBERT masked-LM prediction errors are unrelated model regressions." + "reason": "SigLIP2 doc/quantization problems are not the same as Kosmos2.5 long-OCR indexing." }, { "left": "issue:44821", "right": "issue:45084", "accept": false, - "reason": "AutoImageProcessor URL loading and template-node compilation errors are unrelated." - }, - { - "left": "issue:44186", - "right": "issue:44442", - "accept": false, - "reason": "LayoutLMv2 tokenizer crash and AutoTokenizer loading FastSpeech2ConformerTokenizer are unrelated." - }, - { - "left": "issue:34634", - "right": "issue:36010", - "accept": false, - "reason": "BarkProcessor voice_preset failure and GenerationMixin import error are unrelated." - }, - { - "left": "issue:43540", - "right": "issue:44008", - "accept": false, - "reason": "Qwen3OmniMoe video-processing failure and Gemma3n audio-mask variable collision are unrelated model code paths." + "reason": "AutoImageProcessor-from-URL loading and template-node compilation are unrelated failures." }, { - "left": "issue:45584", - "right": "issue:45834", - "accept": false, - "reason": "Whisper empty-transcription failure after token alignment and Kosmos2.5 long OCR indexing are unrelated." - }, - { - "left": "issue:45183", - "right": "issue:45479", + "left": "issue:44448", + "right": "issue:44671", "accept": false, - "reason": "Input validation error messaging and degenerate zero-loss classification behavior are different bugs, not one fix." + "reason": "Two different model regressions between v4 and v5; same version context, not same bug." } ] }, @@ -5952,28 +5884,26 @@ "component_index": 1, "component_count": 25, "review_unit_index": 19, - "review_unit_count": 60, + "review_unit_count": 61, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-503", + "cluster_id": "cluster-10000-504", "nodes": [ "issue:28218", "issue:29159", "issue:34634", - "issue:36331", + "issue:36010", "issue:43322", "issue:43388", "issue:43421", "issue:43540", - "issue:43550", "issue:43577", "issue:43582", "issue:43606", "issue:43644", - "issue:43645", "issue:43716", "issue:43720", "issue:43749", @@ -5984,11 +5914,12 @@ "issue:43931", "issue:43994", "issue:44008", + "issue:44186", "issue:44291", + "issue:44442", "issue:44479", "issue:44561", "issue:44610", - "issue:44671", "issue:44805", "issue:44811", "issue:44936", @@ -5996,243 +5927,247 @@ "issue:44991", "issue:45020", "issue:45072", + "issue:45183", "issue:45381", + "issue:45479", + "issue:45584", "issue:45685", - "issue:45701", "issue:45834", "issue:46032", "issue:46291", "issue:46294", "issue:46463", "issue:46512", - "issue:46665", "issue:46846" ], "soft_pairs": [ + "issue:34634|issue:36010", + "issue:43540|issue:44008", + "issue:44186|issue:44442", + "issue:45183|issue:45479", + "issue:45584|issue:45834", "issue:43644|issue:43749", "issue:43322|issue:45685", "issue:43606|issue:45072", + "issue:43782|issue:44977", "issue:43388|issue:46032", - "issue:43550|issue:45072", - "issue:43825|issue:43994", "issue:44479|issue:45834", - "issue:43782|issue:44977", "issue:43421|issue:44811", + "issue:43582|issue:46512", "issue:43577|issue:43818", "issue:44561|issue:45020", - "issue:43582|issue:46512", + "issue:43825|issue:43994", "issue:44991|issue:46291", "issue:46294|issue:46463", "issue:43716|issue:44008", "issue:43931|issue:46846", "issue:44805|issue:44936", - "issue:44610|issue:45072", "issue:43540|issue:45381", + "issue:44610|issue:45072", "issue:43749|issue:44291", - "issue:43720|issue:45072", "issue:28218|issue:29159", - "issue:43825|issue:43827", - "issue:43645|issue:46665", - "issue:44671|issue:45701", - "issue:43577|issue:43582", - "issue:34634|issue:36331" + "issue:43720|issue:45072", + "issue:43825|issue:43827" ], - "prepared_review_unit_hash": "ed8862b19e144cfb04383f0a078e23cc7410bb2505ca3c47f7a60705d21f17d8", + "prepared_review_unit_hash": "bb7f0cd187e30a50b7bda6482fd77c9487d9d48eca30b3e5ee2d085ff7600274", "component_budget": { - "node_count": 503, - "item_count": 503, - "soft_pair_count": 1852, - "serialized_chars": 960429, - "estimated_input_tokens": 240108, - "estimated_eval_tokens": 480472 + "node_count": 504, + "item_count": 504, + "soft_pair_count": 1853, + "serialized_chars": 961383, + "estimated_input_tokens": 240346, + "estimated_eval_tokens": 480948 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 27, - "serialized_chars": 35448, - "estimated_input_tokens": 8862, - "estimated_eval_tokens": 17980 + "serialized_chars": 35592, + "estimated_input_tokens": 8898, + "estimated_eval_tokens": 18052 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a loose set of surface-similar but distinct Transformers bugs; I would not collapse it into a single duplicate cluster. The only borderline pairs are tokenizer/version-regression style reports, but the rest are clearly different code paths and models.", - "confidence": 0.93, - "canonical_issue_reason": "No single canonical issue: the items span unrelated regressions across tokenizers, multimodal models, loading, training, and pipeline behavior rather than one shared bug.", + "summary": "These are mostly unrelated issues grouped by broad subsystem. I would not accept any soft-edge duplicates on metadata alone. The tokenizer pair `issue:28218`/`issue:29159` is the closest match, but with only titles and no body-level overlap it remains merely plausible, not a safe duplicate.", + "confidence": 0.82, + "canonical_issue_reason": "`issue:28218` is the most concrete and narrowly scoped report in the set: it describes a specific added-token spacing symptom, making it the best anchor for tokenizer-related triage without overclaiming duplication.", "canonical_pr_reason": null, - "best_issue_reason": "If one representative must be chosen, issue:45020 is the broadest umbrella-style report about version-related `remote_code` breakage, but it is still not a true duplicate hub for the set.", + "best_issue_reason": "`issue:28218` is the strongest single issue candidate because it is specific, actionable, and symptom-focused rather than a broader or more generic tokenizer complaint.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:34634", + "right": "issue:36010", + "accept": false, + "reason": "Different subsystems and failure modes: BarkProcessor preset handling vs GenerationMixin import resolution." + }, + { + "left": "issue:43540", + "right": "issue:44008", + "accept": false, + "reason": "Unrelated bugs in different models: Qwen3OmniMoe video input validation vs Gemma 3n forward-path name collision." + }, + { + "left": "issue:44186", + "right": "issue:44442", + "accept": false, + "reason": "Both are tokenizer-related, but the concrete problems differ: LayoutLMv2 NER/padding crash vs AutoTokenizer loading failure." + }, + { + "left": "issue:45183", + "right": "issue:45479", + "accept": false, + "reason": "Input-validation error messaging is not the same bug as degenerate sequence-classification loss behavior." + }, + { + "left": "issue:45584", + "right": "issue:45834", + "accept": false, + "reason": "Different models and symptoms: Whisper empty transcription vs Kosmos2.5 OCR long-input index error." + }, { "left": "issue:43644", "right": "issue:43749", "accept": false, - "reason": "Different failures: non-persistent buffer initialization vs FSDP CPU RAM efficient loading." + "reason": "Both concern loading, but the underlying failures are different: non-persistent buffer junk vs FSDP CPU RAM efficient loading." }, { "left": "issue:43322", "right": "issue:45685", "accept": false, - "reason": "Unrelated models and symptoms: Llava Next segfault vs an MPS histogram kernel limitation." + "reason": "A Llava loading segfault is not the same concrete bug as an MPS histogram kernel type error." }, { "left": "issue:43606", "right": "issue:45072", "accept": false, - "reason": "Both mention device/dtype mismatches, but they involve different models and different execution paths." - }, - { - "left": "issue:43388", - "right": "issue:46032", - "accept": false, - "reason": "Different components: metric gathering label truncation vs Mamba cache misuse with `seq_len > 1`." + "reason": "Both are runtime mismatches, but on different models and different mechanisms: CPU offload device mismatch vs bfloat16 dtype mismatch." }, { - "left": "issue:43550", - "right": "issue:45072", + "left": "issue:43782", + "right": "issue:44977", "accept": false, - "reason": "`torch.compile`/SDPA failure is not the same bug as the bfloat16 dtype mismatch reports." + "reason": "Qwen3VL weight-only loading error and Qwen3.5 flash-attention generation issue are distinct code paths." }, { - "left": "issue:43825", - "right": "issue:43994", + "left": "issue:43388", + "right": "issue:46032", "accept": false, - "reason": "One is an error-message/docs regression; the other is a model output correctness issue." + "reason": "Metric-gathering label truncation and Mamba2 use_cache correctness are different bugs." }, { "left": "issue:44479", "right": "issue:45834", "accept": false, - "reason": "Both are multimodal input bugs, but for different models and different root causes." + "reason": "Both are video/OCR adjacent, but they affect different models and different failure modes." }, { - "left": "issue:43782", - "right": "issue:44977", + "left": "issue:43421", + "right": "issue:44811", "accept": false, - "reason": "Model loading with `weight_only=True` is unrelated to flash-attention generation failures." + "reason": "Runtime post-processor update behavior is unrelated to Whisper batch_decode skip_special_tokens handling." }, { - "left": "issue:43421", - "right": "issue:44811", + "left": "issue:43582", + "right": "issue:46512", "accept": false, - "reason": "Special-token post-processor updates and Whisper `skip_special_tokens` decoding are different behaviors." + "reason": "Apple Silicon warmup TypeError and stale config dtype after from_config are different dtype/config bugs." }, { "left": "issue:43577", "right": "issue:43818", "accept": false, - "reason": "Different models and defects: Blip2 dtype handling vs Video-LLaVA architecture/weight-sharing issues." + "reason": "Different model families and different failures: BLIP2 dtype loading vs Video-LLaVA architecture/weight-sharing issue." }, { "left": "issue:44561", "right": "issue:45020", "accept": false, - "reason": "`is_torch_fx_available` removal is a specific API break; the other is a broad umbrella complaint about remote-code regressions." + "reason": "A removed helper breaking trust_remote_code is not the same as the broader remote_code regression." }, { - "left": "issue:43582", - "right": "issue:46512", + "left": "issue:43825", + "right": "issue:43994", "accept": false, - "reason": "Apple Silicon warmup `TypeError` is unrelated to stale `config.dtype` after `from_config`." + "reason": "An error-message/docs issue is not the same as a model producing nonsensical outputs." }, { "left": "issue:44991", "right": "issue:46291", "accept": false, - "reason": "Tokenizer loading failure and pipeline import failure come from different v5 regressions." + "reason": "Tokenizer loading failure and pipeline import failure are unrelated." }, { "left": "issue:46294", "right": "issue:46463", "accept": false, - "reason": "Qwen3.5 video chat-template mismatch is unrelated to T5 decoder-input validation messaging." + "reason": "Different models and validation paths: Qwen video chat-template mismatch vs T5 decoder-input validation messaging." }, { "left": "issue:43716", "right": "issue:44008", "accept": false, - "reason": "Different multimodal bugs on different models: dtype mismatch vs variable-name collision." + "reason": "Different multimodal dtype mismatch vs Gemma 3n variable-collision bug." }, { "left": "issue:43931", "right": "issue:46846", "accept": false, - "reason": "Different shape-mismatch causes: Qwen3-VL checkpoint loading vs TP plan omissions in Qwen3.5." + "reason": "Both are Qwen3-family, but one is a weight-shape mismatch and the other is TP-plan coverage causing OOM/shape issues." }, { "left": "issue:44805", "right": "issue:44936", "accept": false, - "reason": "Mask shape/indexing error is unrelated to `trainer.evaluate()` failing after training." - }, - { - "left": "issue:44610", - "right": "issue:45072", - "accept": false, - "reason": "Processor image-size mismatch is not the same bug as bfloat16 dtype mismatches." + "reason": "Mask/tensor shape IndexError is not the same as trainer.evaluate() failing after training." }, { "left": "issue:43540", "right": "issue:45381", "accept": false, - "reason": "Both are video-input regressions, but they target different Qwen model families and likely different code paths." + "reason": "Both mention video, but they affect different models and different validation logic." }, { - "left": "issue:43749", - "right": "issue:44291", + "left": "issue:44610", + "right": "issue:45072", "accept": false, - "reason": "FSDP CPU loading breakage is different from an `_is_hf_initialized` argument error during `init_empty_weights`." + "reason": "Processor resolution mismatch and dtype mismatch are different classes of bug." }, { - "left": "issue:43720", - "right": "issue:45072", + "left": "issue:43749", + "right": "issue:44291", "accept": false, - "reason": "Packed-weight unpacking in accelerate loading is unrelated to dtype mismatch failures." + "reason": "FSDP CPU RAM efficient loading and init_empty_weights argument validation are distinct loading failures." }, { "left": "issue:28218", "right": "issue:29159", "accept": false, - "reason": "Tokenizer spacing after an added token may be related, but the second report is broader and not clearly the same concrete bug." + "reason": "They are thematically similar tokenizer reports, but the evidence here is only title-level; without body overlap it is too weak to call the same duplicate bug." }, { - "left": "issue:43825", - "right": "issue:43827", - "accept": false, - "reason": "One is a runtime error-message issue; the other is stale documentation after pipeline removals." - }, - { - "left": "issue:43645", - "right": "issue:46665", - "accept": false, - "reason": "Notebook custom-model initialization and `from_pretrained` inside classes are different initialization contexts." - }, - { - "left": "issue:44671", - "right": "issue:45701", - "accept": false, - "reason": "Masked-LM prediction regression and version-dependent tokenization changes are not the same defect." - }, - { - "left": "issue:43577", - "right": "issue:43582", + "left": "issue:43720", + "right": "issue:45072", "accept": false, - "reason": "Different problem classes: model dtype handling vs an Apple Silicon allocator warmup `TypeError`." + "reason": "Packed-weight loading failure is unrelated to a bfloat16 dtype mismatch." }, { - "left": "issue:34634", - "right": "issue:36331", + "left": "issue:43825", + "right": "issue:43827", "accept": false, - "reason": "BarkProcessor `voice_preset` and `compute_loss` keyword-argument breakage are unrelated." + "reason": "An error-message issue and documentation drift around pipeline removal are related topics, but not the same underlying bug." } ] }, - "evaluator_result": null, - "evaluator_used": false, - "retried": false, + "evaluator_result": { + "accept": false, + "feedback": "The overall read is mostly grounded, but the one positive soft-edge verdict is too strong for the evidence available. From the packet we only have titles/metadata, and `issue:28218` vs `issue:29159` are merely similar tokenizer reports; calling them the same duplicate pair is not conservative enough. The summary also overstates this as the only plausible duplicate. Please downgrade that pair to a tentative/plausible match unless you can cite body-level overlap." + }, + "evaluator_used": true, + "retried": true, "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null @@ -6242,27 +6177,26 @@ "component_index": 1, "component_count": 25, "review_unit_index": 20, - "review_unit_count": 60, + "review_unit_count": 61, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-503", + "cluster_id": "cluster-10000-504", "nodes": [ + "issue:34634", "issue:36010", "issue:36331", "issue:42175", - "issue:42490", "issue:43257", "issue:43262", "issue:43329", "issue:43452", "issue:43526", - "issue:43531", "issue:43550", + "issue:43577", "issue:43582", - "issue:43638", "issue:43645", "issue:43653", "issue:43697", @@ -6275,9 +6209,9 @@ "issue:44368", "issue:44554", "issue:44589", + "issue:44671", "issue:44857", "issue:44912", - "issue:44936", "issue:44991", "issue:45003", "issue:45020", @@ -6289,17 +6223,22 @@ "issue:45406", "issue:45538", "issue:45600", + "issue:45701", "issue:46175", "issue:46209", "issue:46285", - "issue:46291", "issue:46326", + "issue:46665", "issue:46697", "issue:46728", "issue:46932" ], "soft_pairs": [ + "issue:43645|issue:46665", + "issue:44671|issue:45701", + "issue:43577|issue:43582", "issue:42175|issue:45081", + "issue:34634|issue:36331", "issue:46175|issue:46932", "issue:46697|issue:46728", "issue:45003|issue:46285", @@ -6314,216 +6253,212 @@ "issue:43550|issue:44912", "issue:43452|issue:44991", "issue:43257|issue:43329", - "issue:43526|issue:43697", "issue:44060|issue:44368", + "issue:43526|issue:43697", "issue:36010|issue:43645", - "issue:36010|issue:36331", "issue:43906|issue:46209", + "issue:36010|issue:36331", "issue:43329|issue:45600", "issue:43526|issue:44554", "issue:45084|issue:45538", - "issue:43819|issue:43927", - "issue:43638|issue:44936", - "issue:43531|issue:45042", - "issue:42175|issue:46291", - "issue:42490|issue:43257" + "issue:43819|issue:43927" ], - "prepared_review_unit_hash": "0f4eed3e45a3d02763293d767177d576a6ec4816008fadb65e7e6e92ae333af0", + "prepared_review_unit_hash": "8eb6476e6a63272178d0a15332a851d59977a42bdf43441209102e1192cb22e1", "component_budget": { - "node_count": 503, - "item_count": 503, - "soft_pair_count": 1852, - "serialized_chars": 960429, - "estimated_input_tokens": 240108, - "estimated_eval_tokens": 480472 + "node_count": 504, + "item_count": 504, + "soft_pair_count": 1853, + "serialized_chars": 961383, + "estimated_input_tokens": 240346, + "estimated_eval_tokens": 480948 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 28, - "serialized_chars": 36030, - "estimated_input_tokens": 9008, - "estimated_eval_tokens": 18272 + "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": "This is not a duplicate cluster: the issues span many unrelated Transformers bugs (loading, tokenizers, multimodal processors, training, quantization, and platform-specific failures). All soft-similarity pairs look like false positives based on broad subsystem overlap rather than the same underlying defect.", - "confidence": 0.97, - "canonical_issue_reason": "No canonical issue: the set is heterogeneous and does not center on one shared bug.", + "summary": "This cluster is not a true duplicate set; it mixes many unrelated Transformers bugs across loading, tokenization, processors, vision/audio, and training/runtime paths. No single canonical issue or PR stands out as a real duplicate anchor.", + "confidence": 0.94, + "canonical_issue_reason": "No coherent canonical issue: the items describe distinct failures in different model families and code paths, so any one issue would misrepresent the cluster.", "canonical_pr_reason": null, - "best_issue_reason": "If a representative must be chosen, issue:45020 is the broadest regression report, but it is still not a duplicate of the rest.", + "best_issue_reason": "If forced to pick a representative, issue:45020 is the broadest and most central-sounding report, but it is still too generic to serve as a real canonical for this heterogeneous set.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43645", + "right": "issue:46665", + "accept": false, + "reason": "Both mention model initialization/from_pretrained behavior, but one is a Jupyter/custom-model regression and the other is inconsistent behavior inside Python classes; not the same bug or fix path." + }, + { + "left": "issue:44671", + "right": "issue:45701", + "accept": false, + "reason": "One is a CamemBERT masked-LM correctness bug and the other is a broad tokenization-version change report; same theme, different underlying issue." + }, + { + "left": "issue:43577", + "right": "issue:43582", + "accept": false, + "reason": "Blip2 dtype-loading behavior and an Apple Silicon allocator TypeError are unrelated code paths." + }, { "left": "issue:42175", "right": "issue:45081", "accept": false, - "reason": "Unrelated bugs: pip backend dependency selection vs Mistral tokenizer regex crash." + "reason": "Package/backend install metadata vs Mistral tokenizer regex patching are unrelated." + }, + { + "left": "issue:34634", + "right": "issue:36331", + "accept": false, + "reason": "A Bark voice preset bug and a CustomTrainer loss-signature regression are completely different." }, { "left": "issue:46175", "right": "issue:46932", "accept": false, - "reason": "Both touch Gemma4 embedders, but one is a huge vision one-hot allocation and the other is dtype casting for quantized embedders; different fixes." + "reason": "Both are Gemma4-related, but one is a huge one-hot position embedding problem and the other is a dtype-casting bug for quantized embedders; not mergeable as one fix." }, { "left": "issue:46697", "right": "issue:46728", "accept": false, - "reason": "Both are image-processing bugs, but Swin2SR over-padding and Aria patch counting are different code paths and symptoms." + "reason": "Different image-processing bugs in different models: over-padding vs incorrect patch counting." }, { "left": "issue:45003", "right": "issue:46285", "accept": false, - "reason": "sys.modules access bug vs CLIP text-model structure inconsistency; not the same defect." + "reason": "Unsafe sys.modules access in modeling_utils is unrelated to CLIP model structure inconsistency." }, { "left": "issue:43782", "right": "issue:45325", "accept": false, - "reason": "Qwen3VL weight_only loading error and Qwen2.5-VL rope-index scaling are separate model-specific issues." + "reason": "Different Qwen-VL bugs: weight_only loading failure versus rope-index temporal scaling." }, { "left": "issue:43653", "right": "issue:44912", "accept": false, - "reason": "Tokenizer special-token registration vs MXFP4 quantization fallback; no shared code-path." + "reason": "BigBirdTokenizer special-token registration and MXFP4 quantization fallback are unrelated." }, { "left": "issue:43262", "right": "issue:43819", "accept": false, - "reason": "Audio chat-template sampling-rate default and DAC latent/forward mismatch are unrelated." + "reason": "Both are audio-related, but one is chat-template sampling-rate defaulting and the other is DAC latent reconstruction mismatch." }, { "left": "issue:43582", "right": "issue:44857", "accept": false, - "reason": "Apple Silicon allocator TypeError vs CUDA AMP loss crash; different platforms and subsystems." + "reason": "Apple Silicon warmup TypeError and CUDA AMP loss crash are distinct runtime issues." }, { "left": "issue:45372", "right": "issue:46326", "accept": false, - "reason": "Gemma4/mistral_common import failure vs continue_final_message behavior; different bugs." + "reason": "Both touch mistral_common, but one is a missing import breaking Gemma4 processor loading while the other concerns continue_final_message handling for tokenizers." }, { "left": "issue:45081", "right": "issue:45406", "accept": false, - "reason": "Mistral tokenizer regex patch crash vs Gemma4Processor missing _tokenizer; unrelated processor issues." + "reason": "Mistral tokenizer regex patch crash and Gemma4Processor missing _tokenizer are separate failures." }, { "left": "issue:43742", "right": "issue:45020", "accept": false, - "reason": "Specific MobileLLM key error vs broad remote_code breakage; not the same concrete failure." + "reason": "A specific model-load KeyError is not the same as the broad remote_code regression report." }, { "left": "issue:44589", "right": "issue:45042", "accept": false, - "reason": "Float8 storage lookup error vs PIL backend torchvision requirement; no overlap beyond being import/runtime regressions." + "reason": "Float8 storage lookup failure and torchvision dependency enforcement are unrelated." }, { "left": "issue:43550", "right": "issue:44912", "accept": false, - "reason": "torch.compile+SDPA failure in Bamba vs MXFP4 quantization fallback; distinct code paths." + "reason": "torch.compile/SDPA behavior for Bamba and MXFP4 loading fallback for git-oss-20b are different bugs." }, { "left": "issue:43452", "right": "issue:44991", "accept": false, - "reason": "gguf_file loading breakage and EMBEDDIA tokenizer loading failure are different loader problems." + "reason": "Both concern from_pretrained/tokenizer loading, but one is gguf_file handling and the other is a specific tokenizer regression for EMBEDDIA/est-roberta." }, { "left": "issue:43257", "right": "issue:43329", "accept": false, - "reason": "MoE weight conversion with accelerate/deepspeed vs multimodal token counting video-branch bug; unrelated." - }, - { - "left": "issue:43526", - "right": "issue:43697", - "accept": false, - "reason": "BEiT label reduction bug vs RTDetrV2 output drift in v5; different models and fixes." + "reason": "Qwen3 MoE weight conversion under accelerate+deepspeed is unrelated to a multimodal token-count video-branch bug." }, { "left": "issue:44060", "right": "issue:44368", "accept": false, - "reason": "Similar warning theme, but Qwen3-Next tied-weights bug and Qwen3.5 LoRA warning are not the same underlying issue." + "reason": "One is an actual tied-weights mapping bug in Qwen3-Next, the other is a user-facing warning about tie_word_embeddings in a different Qwen fine-tuning context." }, { - "left": "issue:36010", - "right": "issue:43645", + "left": "issue:43526", + "right": "issue:43697", "accept": false, - "reason": "GenerationMixin import regression vs custom-model init breakage in notebooks; not the same code-path." + "reason": "BEiT label reduction and RT-DETRv2 output divergence are different model bugs." }, { "left": "issue:36010", - "right": "issue:36331", + "right": "issue:43645", "accept": false, - "reason": "ImportError for GenerationMixin and unexpected compute_loss kwarg are unrelated training/import bugs." + "reason": "GenerationMixin import failure and custom-model notebook initialization are unrelated." }, { "left": "issue:43906", "right": "issue:46209", "accept": false, - "reason": "Isolated reproduction of an older issue vs FP8 inference failure on B200; no shared defect." + "reason": "An isolated reproduction of an older issue and an FP8/B200 inference failure are not the same underlying problem." + }, + { + "left": "issue:36010", + "right": "issue:36331", + "accept": false, + "reason": "Transformers import regression and trainer compute_loss signature regression are unrelated." }, { "left": "issue:43329", "right": "issue:45600", "accept": false, - "reason": "Multimodal token counting video branch bug vs auto_mappings stale config reference; different areas entirely." + "reason": "A multimodal token-count video path bug and stale auto_mappings references are different issues." }, { "left": "issue:43526", "right": "issue:44554", "accept": false, - "reason": "Label reduction bug vs MPS attention correctness issue; unrelated." + "reason": "Label reduction in BEiT and MPS attention correctness are unrelated." }, { "left": "issue:45084", "right": "issue:45538", "accept": false, - "reason": "Template compilation TypeError vs CLIPTokenizer model_max_length bug; different tokenizer issues." + "reason": "Template compilation error and CLIPTokenizer max_length configuration are not the same bug." }, { "left": "issue:43819", "right": "issue:43927", "accept": false, - "reason": "DAC latent reconstruction mismatch vs DiaConfig token-ID persistence bug; unrelated." - }, - { - "left": "issue:43638", - "right": "issue:44936", - "accept": false, - "reason": "Deepspeed ZeRO-3 empty-dimension IndexError vs trainer.evaluate after train; different training failures." - }, - { - "left": "issue:43531", - "right": "issue:45042", - "accept": false, - "reason": "Qwen3-MoE sliding window issue vs PIL backend torchvision dependency regression; no common bug." - }, - { - "left": "issue:42175", - "right": "issue:46291", - "accept": false, - "reason": "Torch backend install issue vs pipelines import failure with kernels v0.15; different dependency problems." - }, - { - "left": "issue:42490", - "right": "issue:43257", - "accept": false, - "reason": "Trailing-slash local-model warning vs Qwen3 MoE weight conversion bug; unrelated." + "reason": "DAC latent reconstruction mismatch and DiaConfig custom token IDs persistence are unrelated." } ] }, @@ -6539,30 +6474,32 @@ "component_index": 1, "component_count": 25, "review_unit_index": 21, - "review_unit_count": 60, + "review_unit_count": 61, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-503", + "cluster_id": "cluster-10000-504", "nodes": [ - "issue:28282", "issue:29159", - "issue:29870", "issue:34567", "issue:38175", "issue:39692", "issue:40990", + "issue:42175", + "issue:42490", "issue:42915", "issue:43257", "issue:43262", "issue:43329", "issue:43450", "issue:43454", + "issue:43531", "issue:43540", "issue:43577", "issue:43606", + "issue:43638", "issue:43643", "issue:43650", "issue:43696", @@ -6572,248 +6509,254 @@ "issue:43749", "issue:43854", "issue:43906", - "issue:43927", "issue:43931", "issue:44291", "issue:44387", "issue:44479", - "issue:44568", "issue:44610", "issue:44617", "issue:44756", "issue:44811", "issue:44821", "issue:44912", + "issue:44936", "issue:44977", "issue:45042", - "issue:45356", "issue:45459", "issue:45759", "issue:45803", "issue:45859", + "issue:46291", "issue:46421", "issue:46424", "issue:46701" ], "soft_pairs": [ + "issue:43638|issue:44936", + "issue:43531|issue:45042", + "issue:42175|issue:46291", + "issue:42490|issue:43257", "issue:43746|issue:44811", - "issue:43643|issue:45759", "issue:43854|issue:44977", + "issue:43643|issue:45759", "issue:39692|issue:44912", "issue:43720|issue:44610", "issue:38175|issue:44610", "issue:43257|issue:43696", "issue:43262|issue:44811", - "issue:43257|issue:43931", "issue:44387|issue:44617", + "issue:43257|issue:43931", "issue:43329|issue:43450", - "issue:45459|issue:45803", "issue:43329|issue:44479", + "issue:45459|issue:45803", "issue:42915|issue:43742", "issue:34567|issue:40990", "issue:46421|issue:46424", "issue:44291|issue:45042", "issue:43749|issue:44756", "issue:43650|issue:43906", - "issue:43606|issue:45859", - "issue:42915|issue:44821", "issue:29159|issue:34567", + "issue:42915|issue:44821", + "issue:43606|issue:45859", "issue:43540|issue:46701", - "issue:28282|issue:29870", - "issue:43927|issue:44912", - "issue:43454|issue:43577", - "issue:44568|issue:45356" + "issue:43454|issue:43577" ], - "prepared_review_unit_hash": "eba09230e2ed76f13d46f903aa9f7555fe7c38dc4781f8618d06ec815af3c02c", + "prepared_review_unit_hash": "7fc3a45e1a73a848c481e67365a430a6e98f10b53c179662fe20cc9e125a1e13", "component_budget": { - "node_count": 503, - "item_count": 503, - "soft_pair_count": 1852, - "serialized_chars": 960429, - "estimated_input_tokens": 240108, - "estimated_eval_tokens": 480472 + "node_count": 504, + "item_count": 504, + "soft_pair_count": 1853, + "serialized_chars": 961383, + "estimated_input_tokens": 240346, + "estimated_eval_tokens": 480948 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 27, - "serialized_chars": 35442, - "estimated_input_tokens": 8861, - "estimated_eval_tokens": 17978 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36139, + "estimated_input_tokens": 9035, + "estimated_eval_tokens": 18326 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a collection of distinct model-loading, tokenizer, processor, quantization, and generation bugs. The soft pairs are thematically similar in places, but they do not appear to be the same underlying defect, so none should be merged as duplicates.", - "confidence": 0.9, - "canonical_issue_reason": "issue:43749 is the broadest and most central representative of the cluster\u2019s recurring load-time / initialization regressions, with strong discussion and inbound references; it best serves as the cluster anchor even though the cluster is not a true duplicate set.", + "summary": "This cluster is heterogeneous: the items cover unrelated tokenizer, trainer, quantization, loading, vision, audio, and video bugs. None of the soft pairs look like the same underlying defect or change.", + "confidence": 0.98, + "canonical_issue_reason": "No clear canonical issue: the set is a grab bag of unrelated reports, and the soft pairs do not collapse into one duplicate bug.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43749 is the most representative issue for the cluster because it is a high-signal, infrastructure-level loading bug that captures the shared theme better than the narrower model-specific reports.", + "best_issue_reason": "No single issue is a good representative for this cluster because there is no shared root cause across the items.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43746", - "right": "issue:44811", + "left": "issue:43638", + "right": "issue:44936", "accept": false, - "reason": "Different code paths: PEFT/local checkpoint loading vs Whisper batch decoding behavior." + "reason": "Different training failures: ZeRO-3/non-pretrained BERT index error vs evaluate() breaking after train()." }, { - "left": "issue:43643", - "right": "issue:45759", + "left": "issue:43531", + "right": "issue:45042", + "accept": false, + "reason": "Qwen3-MoE sliding_window bug is unrelated to PIL image processors incorrectly requiring torchvision." + }, + { + "left": "issue:42175", + "right": "issue:46291", + "accept": false, + "reason": "Missing TensorFlow in a torch install is unrelated to kernels v0.15 import-time requirements." + }, + { + "left": "issue:42490", + "right": "issue:43257", "accept": false, - "reason": "Both are config-related, but one is trust_remote_code field loss and the other is AutoModelForCausalLM.from_config text_config unwrapping." + "reason": "Local-path trailing-slash import warning is unrelated to Qwen3 MoE weight conversion under accelerate+deepspeed." + }, + { + "left": "issue:43746", + "right": "issue:44811", + "accept": false, + "reason": "PEFT local checkpoint loading for GraniteSpeech is unrelated to Whisper batch_decode skip_special_tokens handling." }, { "left": "issue:43854", "right": "issue:44977", "accept": false, - "reason": "Different failures: GLM-4.7 load/test issue vs Qwen3.5 flash-attention generation regression." + "reason": "GLM-4.7-Flash unit-test loading failure is unrelated to Qwen3.5 flash-attention generation behavior." + }, + { + "left": "issue:43643", + "right": "issue:45759", + "accept": false, + "reason": "Both involve config loading, but one is trust_remote_code missing fields and the other is from_config not unwrapping text_config; different code paths." }, { "left": "issue:39692", "right": "issue:44912", "accept": false, - "reason": "Docs/example mistakes for SigLIP2 versus quantization fallback for gpt-oss-20b are unrelated bugs." + "reason": "SigLIP2 docs example errors are unrelated to gpt-oss-20b MXFP4 quantization fallback." }, { "left": "issue:43720", "right": "issue:44610", "accept": false, - "reason": "Packed-weight loading bug in BitNet is unrelated to OmDet-Turbo processor input-size mismatch." + "reason": "Packed-weight unpacking in accelerate loading is unrelated to OmDet-Turbo processor/model input-size mismatch." }, { "left": "issue:38175", "right": "issue:44610", "accept": false, - "reason": "Zero probabilities in SigLIP2 inference is a model behavior issue, not the same as processor resolution mismatch." + "reason": "Zero probabilities on siglip2-base is unrelated to OmDet-Turbo producing 640px inputs for a 224px model." }, { "left": "issue:43257", "right": "issue:43696", "accept": false, - "reason": "Qwen3 MoE weight conversion/loading and GPT-oss OOM are different underlying problems." + "reason": "Qwen3 MoE weight conversion/loading bug is unrelated to a CUDA OOM on GPT-oss-20b." }, { "left": "issue:43262", "right": "issue:44811", "accept": false, - "reason": "Audio chat-template sample-rate defaulting is separate from Whisper decode token-skipping behavior." + "reason": "Audio chat-template sample-rate defaulting is unrelated to Whisper decode flags being ignored." }, { - "left": "issue:43257", - "right": "issue:43931", + "left": "issue:44387", + "right": "issue:44617", "accept": false, - "reason": "Both are Qwen3-related, but one is accelerate/deepspeed conversion and the other is a VL weight-shape mismatch." + "reason": "Int4 quantization reserved-memory regression is unrelated to Sam3Video OOM." }, { - "left": "issue:44387", - "right": "issue:44617", + "left": "issue:43257", + "right": "issue:43931", "accept": false, - "reason": "Int4 quantization reserved-memory regression is not the same as Sam3Video\u2019s OOM." + "reason": "Qwen3 MoE conversion/loading issue is unrelated to Qwen3-VL weight-shape mismatch." }, { "left": "issue:43329", "right": "issue:43450", "accept": false, - "reason": "Undefined variables in multimodal token counting is distinct from batched video processor shape handling." + "reason": "Undefined helpers in multimodal token counting is different from batched video-processor shape errors." }, { - "left": "issue:45459", - "right": "issue:45803", + "left": "issue:43329", + "right": "issue:44479", "accept": false, - "reason": "Both involve exception handling, but one is protobuf decode-error masking and the other is a bare-except in tensor conversion." + "reason": "Video token-counting undefined variables are not the same bug as the v5.3.0 video-input regression." }, { - "left": "issue:43329", - "right": "issue:44479", + "left": "issue:45459", + "right": "issue:45803", "accept": false, - "reason": "Video token-counting undefined variables and v5.3.0 video-input regression are different defects." + "reason": "Both hide errors with broad excepts, but they are different modules and behaviors: tokenizer protobuf decode vs Fuyu tensor conversion/KeyboardInterrupt." }, { "left": "issue:42915", "right": "issue:43742", "accept": false, - "reason": "FineGrainedFP8Config failure for Qwen3MoE is not the same as a generic key error loading MobileLLM-125M." + "reason": "Qwen3Moe FineGrainedFP8 failure is unrelated to MobileLLM-125M key errors." }, { "left": "issue:34567", "right": "issue:40990", "accept": false, - "reason": "TrainerState token counting and GPT-oss perplexity are unrelated symptoms and code paths." + "reason": "TrainerState token counter not updating is unrelated to GPT-oss-20b perplexity being too high." }, { "left": "issue:46421", "right": "issue:46424", "accept": false, - "reason": "Both are cache-related, but one is lazy init recompilation and the other is max_cache_length semantics." + "reason": "Both are cache-related, but one is spurious recompilation from lazy init and the other is max_cache_length only applying to Quantized Cache." }, { "left": "issue:44291", "right": "issue:45042", "accept": false, - "reason": "init_empty_weights argument handling and PIL image-processor torchvision dependency are unrelated." + "reason": "init_empty_weights/_is_hf_initialized argument handling is unrelated to PIL backend torchvision dependency checks." }, { "left": "issue:43749", "right": "issue:44756", "accept": false, - "reason": "Both mention loading/memory, but one is FSDP RAM-efficient loading and the other is mmap on Strix Halo." + "reason": "FSDP CPU RAM efficient loading breakage is unrelated to disabling mmap on Strix Halo to avoid OOM." }, { "left": "issue:43650", "right": "issue:43906", "accept": false, - "reason": "Placeholder title versus isolated reproduction of another issue; no shared bug." + "reason": "A placeholder 'ADD THE DATA' issue is unrelated to an isolated reproduction of another bug." }, { - "left": "issue:43606", - "right": "issue:45859", + "left": "issue:29159", + "right": "issue:34567", "accept": false, - "reason": "Both mention CPU offload, but they affect different models and distinct code paths." + "reason": "Tokenizer slow/fast inconsistency is unrelated to TrainerState's token counter not updating." }, { "left": "issue:42915", "right": "issue:44821", "accept": false, - "reason": "MXFP4/quantization loading fallback is unrelated to loading AutoImageProcessor from URL." + "reason": "Qwen3Moe FP8 loading failure is unrelated to AutoImageProcessor URL loading." }, { - "left": "issue:29159", - "right": "issue:34567", + "left": "issue:43606", + "right": "issue:45859", "accept": false, - "reason": "Tokenizer inconsistency and TrainerState token-count updates are different subsystems." + "reason": "Bark-small CPU offload device mismatch is unrelated to Qwen3_5Moe text rotary embedding CPU-offload compatibility." }, { "left": "issue:43540", "right": "issue:46701", "accept": false, - "reason": "Different multimodal failures: Qwen3OmniMoe video processing vs DiffusionGemma pipeline output." - }, - { - "left": "issue:28282", - "right": "issue:29870", - "accept": false, - "reason": "PyTorch import dependency error and Bart generate UnboundLocalError are unrelated." - }, - { - "left": "issue:43927", - "right": "issue:44912", - "accept": false, - "reason": "DiaConfig save/load token-id loss is unrelated to gpt-oss MXFP4 quantization fallback." + "reason": "Qwen3OmniMoe video ValueError is unrelated to DiffusionGemma image-text-to-text pipeline failure." }, { "left": "issue:43454", "right": "issue:43577", "accept": false, - "reason": "Weight tying causing garbage text and dtype propagation in BLIP2 are separate model-loading issues." - }, - { - "left": "issue:44568", - "right": "issue:45356", - "accept": false, - "reason": "Both are tokenizer regressions, but they affect different models and different tokenizer logic." + "reason": "AyaVision lm_head tying failure is unrelated to Blip2 dtype propagation leaving model.qformer in float32." } ] }, @@ -6829,23 +6772,23 @@ "component_index": 1, "component_count": 25, "review_unit_index": 22, - "review_unit_count": 60, + "review_unit_count": 61, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-503", + "cluster_id": "cluster-10000-504", "nodes": [ "issue:24643", "issue:27957", "issue:28282", "issue:29127", "issue:29159", + "issue:29870", "issue:33357", "issue:34567", "issue:34689", - "issue:36331", "issue:41720", "issue:42175", "issue:42915", @@ -6860,20 +6803,21 @@ "issue:43742", "issue:43749", "issue:43824", + "issue:43927", "issue:44062", "issue:44291", "issue:44479", - "issue:44488", - "issue:44560", + "issue:44568", "issue:44849", "issue:44857", + "issue:44912", "issue:44936", "issue:44987", "issue:44991", "issue:45127", "issue:45137", + "issue:45356", "issue:45357", - "issue:45381", "issue:45405", "issue:45538", "issue:45701", @@ -6886,237 +6830,238 @@ "issue:46869" ], "soft_pairs": [ + "issue:28282|issue:29870", + "issue:43927|issue:44912", + "issue:44568|issue:45356", "issue:43525|issue:46291", "issue:44987|issue:45538", "issue:28282|issue:34689", "issue:33357|issue:34567", "issue:44857|issue:46832", "issue:43697|issue:45357", - "issue:43404|issue:45127", "issue:43425|issue:46291", + "issue:43404|issue:45127", + "issue:42175|issue:43824", "issue:45137|issue:45405", "issue:45538|issue:46869", - "issue:42175|issue:43824", - "issue:28282|issue:29127", "issue:42915|issue:45538", + "issue:28282|issue:29127", "issue:44479|issue:46693", "issue:44062|issue:44991", "issue:43742|issue:44291", "issue:44936|issue:46821", "issue:42915|issue:43749", "issue:43452|issue:43582", - "issue:43577|issue:46512", "issue:24643|issue:29159", + "issue:43577|issue:46512", "issue:44849|issue:45701", "issue:27957|issue:28282", - "issue:41720|issue:43540", "issue:44987|issue:45907", - "issue:43540|issue:44560", - "issue:44479|issue:45381", - "issue:42175|issue:44488", - "issue:34567|issue:36331", - "issue:43540|issue:44479" + "issue:41720|issue:43540" ], - "prepared_review_unit_hash": "d8b448980ec2534d6f41dc9ca25a7fbbf1c30a5a00f39e54c88c55b42d28a128", + "prepared_review_unit_hash": "4771dbd8714d50cd8274becf2c620c4df4065870fd73efd0707d01c243706187", "component_budget": { - "node_count": 503, - "item_count": 503, - "soft_pair_count": 1852, - "serialized_chars": 960429, - "estimated_input_tokens": 240108, - "estimated_eval_tokens": 480472 + "node_count": 504, + "item_count": 504, + "soft_pair_count": 1853, + "serialized_chars": 961383, + "estimated_input_tokens": 240346, + "estimated_eval_tokens": 480948 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 30, - "serialized_chars": 35977, - "estimated_input_tokens": 8995, - "estimated_eval_tokens": 18246 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36144, + "estimated_input_tokens": 9036, + "estimated_eval_tokens": 18328 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a loose collection of unrelated issues across loading, tokenization, training, and model-specific regressions. I only see one plausible duplicate pair: the Qwen2.5-VL video-input regression reports.", - "confidence": 0.81, - "canonical_issue_reason": "issue:44479 is the broadest and most central report, covering the Qwen video-input regression family across multiple models, so it best represents the underlying bug cluster.", + "summary": "This cluster is heterogeneous: most items are unrelated Transformers bugs that only share superficial loading/tokenization/runtime-error wording. None of the soft pairs looks like the same underlying fix, so I would not merge any of them as duplicates.", + "confidence": 0.21, + "canonical_issue_reason": "issue:28282 is the most connected node in the soft-pair graph and is a broad model-loading/import failure, but it still does not cleanly cover the rest of the cluster.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44479 is the best standalone issue because it names the regression clearly, spans the widest affected surface, and is the most likely umbrella for the narrower follow-up report.", + "best_issue_reason": "issue:28282 is the best single representative by connectivity, though the cluster is too mixed for it to be a strong canonical duplicate target.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:28282", + "right": "issue:29870", + "accept": false, + "reason": "Generic AutoModel PyTorch-import failure vs a BART generate() decoder_attention_mask bug; different code paths and symptoms." + }, + { + "left": "issue:43927", + "right": "issue:44912", + "accept": false, + "reason": "Config save/load custom token IDs vs MXFP4 quantization fallback; unrelated model-state issues." + }, + { + "left": "issue:44568", + "right": "issue:45356", + "accept": false, + "reason": "Both are tokenizer regressions, but one is missing BOS/EOS addition and the other is codec/warning handling; not the same bug." + }, { "left": "issue:43525", "right": "issue:46291", "accept": false, - "reason": "Llama4 pad_token_id/config attribute error vs a kernels revision-forwarding requirement; unrelated code paths." + "reason": "Missing pad_token_id on Llama4Config vs kernels revision/version requirement in pipeline import; unrelated." }, { "left": "issue:44987", "right": "issue:45538", "accept": false, - "reason": "Model loading failure for physical-intelligence/fast vs CLIPTokenizer max_length behavior; not the same bug." + "reason": "Model loading failure for a specific repo vs CLIPTokenizer max_length constant; not the same underlying problem." }, { "left": "issue:28282", "right": "issue:34689", "accept": false, - "reason": "Missing PyTorch dependency error vs Llama 3.2 Vision loading regression; different failure modes." + "reason": "PyTorch-not-found import error vs Llama 3.2 Vision loading break; different failure modes." }, { "left": "issue:33357", "right": "issue:34567", "accept": false, - "reason": "MacOS bus error with CLIP vs TrainerState token counter not updating; unrelated." + "reason": "MacOS bus error in CLIP loading vs TrainerState token-count update bug; unrelated." }, { "left": "issue:44857", "right": "issue:46832", "accept": false, - "reason": "Different RT-DETR bugs: AMP loss crash vs forward shape/type error when feature levels exceed backbone outputs." + "reason": "LwDetr AMP/CUDA crash vs RT-DETR feature-level mismatch TypeError; different code paths." }, { "left": "issue:43697", "right": "issue:45357", "accept": false, - "reason": "RTDetrV2 output drift in v5 vs Qwen3.5 save_pretrained key regression; separate problems." + "reason": "RTDetrV2 output drift in v5 vs Qwen3.5 save_pretrained key regression; not the same bug." + }, + { + "left": "issue:43425", + "right": "issue:46291", + "accept": false, + "reason": "Torch version incompatibility vs kernels API revision requirement; unrelated issues." }, { "left": "issue:43404", "right": "issue:45127", "accept": false, - "reason": "Weight tying bug in Mistral3 vs LoRA merge collapse with extended vocab; related theme but not the same concrete issue." + "reason": "Both involve tied embeddings/weights, but one is a model tying bug and the other is LoRA merge collapse with extended vocab; not mergeable as one fix." }, { - "left": "issue:43452", - "right": "issue:46291", + "left": "issue:42175", + "right": "issue:43824", "accept": false, - "reason": "gguf_file handling in from_pretrained vs kernels revision/version validation; unrelated." + "reason": "TensorFlow missing from torch extra vs missing Qwen2_5_VL import; unrelated packaging/import problems." }, { "left": "issue:45137", "right": "issue:45405", "accept": false, - "reason": "DeepSpeed ZeRO3 deque error vs PEFT minimum version bump; no overlap in bug." + "reason": "DeepSpeed ZeRO3 deque failure vs PEFT minimum-version bump; unrelated." }, { "left": "issue:45538", "right": "issue:46869", "accept": false, - "reason": "Tokenizer max_length constant vs YOLO multi-GPU device map failure; unrelated." + "reason": "CLIPTokenizer max_length quirk vs YOLO multi-GPU device-map failure; different subsystems and root causes." }, { - "left": "issue:42175", - "right": "issue:43824", + "left": "issue:42915", + "right": "issue:45538", "accept": false, - "reason": "Packaging/backend omission vs missing Qwen2.5-VL import export; different subsystems." + "reason": "Qwen3Moe FP8 config failure vs CLIPTokenizer length constant; unrelated." }, { "left": "issue:28282", "right": "issue:29127", "accept": false, - "reason": "Missing PyTorch import error vs LayoutLMv3 box validation message clarity; not the same underlying issue." - }, - { - "left": "issue:42915", - "right": "issue:45538", - "accept": false, - "reason": "Qwen3Moe FP8 config failure vs CLIPTokenizer max_length issue; unrelated." + "reason": "Environment/import error vs LayoutLMv3 error-message clarity issue; not the same bug." }, { "left": "issue:44479", "right": "issue:46693", "accept": false, - "reason": "Both are regressions, but one is a Qwen video-input correctness bug and the other is a flash-attention long-context performance regression; different code paths." + "reason": "Both are regressions, but one is a video-input functional regression and the other is a FA2 long-context performance regression; different fixes." }, { "left": "issue:44062", "right": "issue:44991", "accept": false, - "reason": "AddedToken constructor duplication vs tokenizer loading failure for a specific model; not the same bug." + "reason": "AddedToken special-arg duplication vs tokenizer load failure for a specific model; both tokenizer-related but different underlying causes." }, { "left": "issue:43742", "right": "issue:44291", "accept": false, - "reason": "MobileLLM key error on load vs init_empty_weights unexpected argument; separate model-loading issues." + "reason": "KeyError loading MobileLLM vs unexpected _is_hf_initialized argument in init_empty_weights; both loading-related, but not the same code-path problem." }, { "left": "issue:44936", "right": "issue:46821", "accept": false, - "reason": "Trainer evaluate-after-train failure vs TimesFM window_size attribute error; unrelated." + "reason": "trainer.evaluate() after train() bug vs TimesFM window_size AttributeError; unrelated." }, { "left": "issue:42915", "right": "issue:43749", "accept": false, - "reason": "Different training/runtime failures: Qwen3Moe FP8 config vs FSDP CPU RAM efficient loading." + "reason": "Qwen3Moe FP8 issue vs FSDP CPU RAM efficient loading breakage; different features and failures." }, { "left": "issue:43452", "right": "issue:43582", "accept": false, - "reason": "gguf_file loading bug vs Apple Silicon caching_allocator_warmup TypeError; unrelated." + "reason": "gguf_file loading failure vs Apple Silicon caching_allocator_warmup TypeError; unrelated." }, { - "left": "issue:43577", - "right": "issue:46512", + "left": "issue:24643", + "right": "issue:29159", "accept": false, - "reason": "Blip2 dtype not propagating to model/qformer vs from_config leaving config.dtype stale; related area but different concrete bug." + "reason": "DeepSpeed weight-shape RuntimeError vs slow/fast tokenizer inconsistency; unrelated." }, { - "left": "issue:24643", - "right": "issue:29159", + "left": "issue:43577", + "right": "issue:46512", "accept": false, - "reason": "DeepSpeed weight dimensionality runtime error vs tokenizer inconsistency report; unrelated." + "reason": "Both concern dtype handling, but one is BLIP2 weight dtype propagation and the other is config.dtype staleness in from_config; different fixes." }, { "left": "issue:44849", "right": "issue:45701", "accept": false, - "reason": "Qwen3.5 output_hidden_states bug vs tokenizer-version behavior change; different symptoms and code paths." + "reason": "Qwen3.5 hidden-states bug vs general version-dependent tokenization changes; not the same underlying issue." }, { "left": "issue:27957", "right": "issue:28282", "accept": false, - "reason": "Flash Attention 2 with XLMRoberta vs missing PyTorch dependency message; unrelated." - }, - { - "left": "issue:41720", - "right": "issue:43540", - "accept": false, - "reason": "Qwen3 auto device-map CUDA assert vs Qwen3OmniMoe video-input ValueError; different failures." + "reason": "Flash Attention 2 compatibility for XLMRoberta vs PyTorch missing import error; unrelated." }, { "left": "issue:44987", "right": "issue:45907", "accept": false, - "reason": "Model loading regression for physical-intelligence/fast vs list_repo_files missing revision forwarding; unrelated." + "reason": "Model load regression vs list_repo_files not forwarding revision; different API surfaces and root causes." }, { - "left": "issue:43540", - "right": "issue:44560", - "accept": false, - "reason": "Both involve Qwen video input, but one is a ValueError in Qwen3OmniMoe and the other is a StopIteration in Qwen3-vl-embedding; too different to merge." - }, - { - "left": "issue:44479", - "right": "issue:45381", - "accept": true, - "reason": "Both describe the same Qwen2.5-VL 5.3.0 video-input regression; the second is a narrower symptom of the broader video-position regression." + "left": "issue:41720", + "right": "issue:43540", + "accept": false, + "reason": "Auto device-mapping CUDA assert vs video-input processing ValueError in Qwen3OmniMoe; different failure modes." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The cluster summary is grounded in the packet: most items are clearly unrelated by model, subsystem, or failure mode, and the only accepted pair (issue:44479 / issue:45381) is a conservative same-family Qwen video-input regression match. The remaining soft-edge rejections are appropriately cautious and do not overclaim duplication from the available 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 }, @@ -7125,31 +7070,35 @@ "component_index": 1, "component_count": 25, "review_unit_index": 23, - "review_unit_count": 60, + "review_unit_count": 61, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-503", + "cluster_id": "cluster-10000-504", "nodes": [ "issue:24643", "issue:29870", + "issue:34567", + "issue:36331", "issue:38175", + "issue:42175", "issue:43257", "issue:43452", "issue:43531", "issue:43540", "issue:43577", "issue:43582", - "issue:43697", "issue:43716", "issue:43742", "issue:43756", "issue:43906", "issue:44062", "issue:44291", + "issue:44479", "issue:44488", + "issue:44560", "issue:44568", "issue:44589", "issue:44625", @@ -7163,11 +7112,10 @@ "issue:45072", "issue:45081", "issue:45325", + "issue:45381", "issue:45405", "issue:45488", - "issue:45588", "issue:45600", - "issue:45663", "issue:45672", "issue:45674", "issue:45823", @@ -7177,236 +7125,248 @@ "issue:46491", "issue:46693", "issue:46701", - "issue:46821", - "issue:46829", - "issue:46846" + "issue:46821" ], "soft_pairs": [ + "issue:43540|issue:44560", + "issue:44479|issue:45381", + "issue:42175|issue:44488", + "issue:43540|issue:44479", + "issue:34567|issue:36331", "issue:38175|issue:44898", - "issue:44792|issue:44964", "issue:44568|issue:45488", - "issue:43257|issue:43756", + "issue:44792|issue:44964", "issue:44062|issue:45081", + "issue:43257|issue:43756", "issue:44291|issue:44821", - "issue:45042|issue:45081", "issue:43582|issue:46821", + "issue:45042|issue:45081", "issue:43756|issue:46399", "issue:43742|issue:44589", "issue:43756|issue:45325", "issue:43716|issue:46701", "issue:44568|issue:46491", - "issue:45405|issue:45600", "issue:44737|issue:46463", "issue:43577|issue:45072", - "issue:43531|issue:44821", + "issue:45405|issue:45600", "issue:45672|issue:45674", + "issue:43531|issue:44821", "issue:45823|issue:46463", "issue:43906|issue:46693", "issue:24643|issue:29870", "issue:43906|issue:46468", "issue:43452|issue:44488", "issue:44625|issue:44877", - "issue:43540|issue:46693", - "issue:45663|issue:46846", - "issue:43697|issue:46829", - "issue:44737|issue:45588" + "issue:43540|issue:46693" ], - "prepared_review_unit_hash": "97afb1cd00addaa7ab7b0b120efa0630ecb9e5badd5487055ac6329f092c66e3", + "prepared_review_unit_hash": "23bc52ca96ba056903bbffdd556c119e16965615ac9b2d67709ebeb0c82fc003", "component_budget": { - "node_count": 503, - "item_count": 503, - "soft_pair_count": 1852, - "serialized_chars": 960429, - "estimated_input_tokens": 240108, - "estimated_eval_tokens": 480472 + "node_count": 504, + "item_count": 504, + "soft_pair_count": 1853, + "serialized_chars": 961383, + "estimated_input_tokens": 240346, + "estimated_eval_tokens": 480948 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 28, - "serialized_chars": 35942, - "estimated_input_tokens": 8986, - "estimated_eval_tokens": 18228 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36988, + "estimated_input_tokens": 9247, + "estimated_eval_tokens": 18750 }, "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 across tokenizers, multimodal models, quantization, and distributed training. None of the soft pairs look like the same underlying bug or fix, so all soft edges are rejected. There is no true canonical duplicate here; issue 45488 is the best single representative by activity and specificity.", - "confidence": 0.84, - "canonical_issue_reason": "issue:45488 is the strongest representative by discussion activity and clearly describes a concrete regression with downstream impact, but it is not actually duplicated by the others.", + "summary": "The cluster is mostly a set of unrelated transformer bug reports. A few issues sit in the same broad Qwen/video-regression area, but none of the soft pairs are strong enough to treat as true duplicates or mergeable PR-equivalents.", + "confidence": 0.91, + "canonical_issue_reason": "issue:44479 is the broadest and most central of the related reports: it describes a regression affecting multiple Qwen VL/MoE variants, which makes it the best anchor for the small Qwen video-regression subgroup in this cluster.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45488 has the clearest, highest-signal bug report in this set and is the most suitable single issue to stand in for the cluster.", + "best_issue_reason": "issue:44479 is the most representative issue overall because it captures the widest shared symptom family among the closest-related items while remaining concrete and actionable.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:38175", - "right": "issue:44898", + "left": "issue:43540", + "right": "issue:44560", "accept": false, - "reason": "Both are vision-model complaints, but they affect different models and different failure modes; not the same bug." + "reason": "Different model families and different failure modes: Qwen3OmniMoe video processing ValueError vs Qwen3-vl-embedding StopIteration. Same broad area, not the same bug." }, { - "left": "issue:44792", - "right": "issue:44964", + "left": "issue:44479", + "right": "issue:45381", + "accept": false, + "reason": "Both concern Qwen VL video regressions, but 44479 is a broad multi-model regression report while 45381 is a narrower position_ids bug for Qwen2.5-VL; not enough evidence they are the same concrete defect." + }, + { + "left": "issue:42175", + "right": "issue:44488", + "accept": false, + "reason": "Package/backend installation issue vs a model loading failure for cjvt/sleng-bert. No shared code path or symptom." + }, + { + "left": "issue:43540", + "right": "issue:44479", + "accept": false, + "reason": "Related only at the subsystem level (Qwen video inputs). The reported models and errors differ, so they are not the same underlying bug." + }, + { + "left": "issue:34567", + "right": "issue:36331", + "accept": false, + "reason": "Trainer token accounting vs a CustomTrainer compute_loss signature break. Both are trainer API issues, but they are distinct failures." + }, + { + "left": "issue:38175", + "right": "issue:44898", "accept": false, - "reason": "Different multimodal models and different breakages: a failed janus generation test versus a Phi-4 model loading issue." + "reason": "Different vision-model regressions with different symptoms; one is zero probabilities in SigLIP2, the other is a Perceiver image-size failure." }, { "left": "issue:44568", "right": "issue:45488", "accept": false, - "reason": "Both are tokenizer regressions, but the tokenizer classes and symptoms differ; no shared code-path bug is evident." + "reason": "Tokenizer special-token addition regression vs pre-tokenizer override behavior in LlamaTokenizer. Different tokenizer code paths and symptoms." }, { - "left": "issue:43257", - "right": "issue:43756", + "left": "issue:44792", + "right": "issue:44964", "accept": false, - "reason": "One is DeepSpeed weight conversion for Qwen3 MoE, the other is RoPE-layer loss in Smollm3; unrelated model-specific issues." + "reason": "Separate multimodal model load/test failures (Janus vs Phi-4 multimodal). No indication of the same root cause." }, { "left": "issue:44062", "right": "issue:45081", "accept": false, - "reason": "Both involve tokenizer loading, but one is an AddedToken argument conflict and the other is a Mistral regex patch crash." + "reason": "Distinct tokenizer internals: AddedToken special-argument collision vs Mistral regex patch accessing backend_tokenizer. Not the same bug." }, { - "left": "issue:44291", - "right": "issue:44821", + "left": "issue:43257", + "right": "issue:43756", "accept": false, - "reason": "Completely different areas: init_empty_weights loading error versus loading AutoImageProcessor from URL." + "reason": "One is DeepSpeed/accelerate weight conversion, the other is Smollm3 RoPE layer handling. Different model behavior and code paths." }, { - "left": "issue:45042", - "right": "issue:45081", + "left": "issue:44291", + "right": "issue:44821", "accept": false, - "reason": "Image processor torchvision dependency bug and Mistral tokenizer regex crash are unrelated." + "reason": "init_empty_weights argument compatibility vs loading AutoImageProcessor from URL. Separate issues in different loading paths." }, { "left": "issue:43582", "right": "issue:46821", "accept": false, - "reason": "Apple Silicon allocator TypeError and TimesFM window_size AttributeError are unrelated runtime errors." + "reason": "Apple Silicon allocator warmup TypeError vs TimesFM window_size AttributeError. Completely unrelated failures." + }, + { + "left": "issue:45042", + "right": "issue:45081", + "accept": false, + "reason": "One is an image-processor backend dependency regression, the other is a Mistral tokenizer regex crash. Different subsystems and symptoms." }, { "left": "issue:43756", "right": "issue:46399", "accept": false, - "reason": "Both mention Qwen/rotary-related concepts, but the concrete failures and affected code paths differ." + "reason": "Smollm3 RoPE-layer drop vs Qwen3.5 kernel registration error. No shared bug mechanism." }, { "left": "issue:43742", "right": "issue:44589", "accept": false, - "reason": "Different load-time failures for different models; no common underlying bug is indicated." + "reason": "Model loading key error for MobileLLM vs Float8 storage lookup TypeError. Different failure modes." }, { "left": "issue:43756", "right": "issue:45325", "accept": false, - "reason": "Both are Qwen-family issues, but one concerns missing RoPE layers and the other incorrect temporal position scaling." + "reason": "Both involve Qwen-related modeling details, but one is about RoPE layers in Smollm3 and the other is a Qwen2.5-VL still-image position scaling issue. Not the same bug." }, { "left": "issue:43716", "right": "issue:46701", "accept": false, - "reason": "Both are multimodal, but one is a dtype mismatch and the other is a pipeline/output wiring problem." + "reason": "Different multimodal regressions: image preprocessor/model dtype mismatch vs a Janus pipeline test failure." }, { "left": "issue:44568", "right": "issue:46491", "accept": false, - "reason": "Both are tokenizer regressions, but they affect different tokenizers and different encode/decode semantics." - }, - { - "left": "issue:45405", - "right": "issue:45600", - "accept": false, - "reason": "A dependency-version bump and a removed-config CI break are unrelated maintenance issues." + "reason": "Tokenizer regressions, but one concerns special-token insertion and the other encode-decode space handling in CodeLlama. Different concrete defects." }, { "left": "issue:44737", "right": "issue:46463", "accept": false, - "reason": "XLNet CPU placement bug and T5 error-message issue are unrelated." + "reason": "XLNet CPU tensor creation bug vs an incorrect T5 decoder-input validation message. Not the same issue." }, { "left": "issue:43577", "right": "issue:45072", "accept": false, - "reason": "Both are dtype-related, but they affect different model families and different inference paths." + "reason": "Different dtype problems in different models (Blip2/QFormer vs SwitchTransformers/TimmWrapperModel). Same broad category, not the same bug." }, { - "left": "issue:43531", - "right": "issue:44821", + "left": "issue:45405", + "right": "issue:45600", "accept": false, - "reason": "Sliding-window behavior in Qwen3-MoE is unrelated to AutoImageProcessor URL loading." + "reason": "PEFT version requirement mismatch vs stale auto_mappings references. Separate packaging/compatibility problems." }, { "left": "issue:45672", "right": "issue:45674", "accept": false, - "reason": "Both touch 4-bit inference, but one is a Gemma4 audio-module uint8 issue and the other is a BitsAndBytesConfig exclusion bug." + "reason": "Both touch low-bit inference, but one is a torch.finfo TypeError on uint8 weights while the other is a BitsAndBytes skip-module config regression. Different root causes." + }, + { + "left": "issue:43531", + "right": "issue:44821", + "accept": false, + "reason": "Qwen3-MoE sliding_window issue vs AutoImageProcessor URL loading. No meaningful overlap beyond being model-loading related." }, { "left": "issue:45823", "right": "issue:46463", "accept": false, - "reason": "Gemma4 device placement during forward and T5 decoder validation messaging are unrelated." + "reason": "Gemma4 device-map mismatch vs T5 decoder validation error. Unrelated code paths." }, { "left": "issue:43906", "right": "issue:46693", "accept": false, - "reason": "An isolated reproduction of an older issue is not the same as a FA2 long-context performance regression." + "reason": "One is a reproduction of an older issue, the other is a FA2 long-context performance regression. Different problems." }, { "left": "issue:24643", "right": "issue:29870", "accept": false, - "reason": "Different training/generation failures in unrelated models and code paths." + "reason": "DeepSpeed training weight-shape RuntimeError vs Bart generate decoder mask UnboundLocalError. Completely different bugs." }, { "left": "issue:43906", "right": "issue:46468", "accept": false, - "reason": "A reproduction of issue 38071 and a Nemotron example breakage do not indicate the same bug." + "reason": "Isolated reproduction report vs a broken official Nemotron example. No shared underlying bug is evident." }, { "left": "issue:43452", "right": "issue:44488", "accept": false, - "reason": "gguf_file loading breakage and a specific sleng-bert loading failure are distinct model-loading problems." + "reason": "Tokenizer/model loading via gguf_file vs a separate model-loading complaint for cjvt/sleng-bert. Different failures." }, { "left": "issue:44625", "right": "issue:44877", "accept": false, - "reason": "Qwen3.5 num_labels propagation and granite_speech strict-config loading are different configuration bugs." + "reason": "Qwen3.5 num_labels propagation vs strict config blocking granite_speech. Different config-handling issues." }, { "left": "issue:43540", "right": "issue:46693", "accept": false, - "reason": "Video input processing for Qwen3OmniMoe is unrelated to a long-context FA2 performance regression." - }, - { - "left": "issue:45663", - "right": "issue:46846", - "accept": false, - "reason": "Different distributed-training issues: Gemma4 FSDP2 KeyError versus Qwen3.5 tensor-parallel plan omissions." - }, - { - "left": "issue:43697", - "right": "issue:46829", - "accept": false, - "reason": "Different models and different output-shape/structure problems; not the same underlying defect." - }, - { - "left": "issue:44737", - "right": "issue:45588", - "accept": false, - "reason": "XLNet relative-position CPU work and flash-attention sink-less-model crash are unrelated." + "reason": "Video input processing bug vs long-context generation performance regression. Not the same defect." } ] }, @@ -7422,13 +7382,13 @@ "component_index": 1, "component_count": 25, "review_unit_index": 24, - "review_unit_count": 60, + "review_unit_count": 61, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-503", + "cluster_id": "cluster-10000-504", "nodes": [ "issue:28282", "issue:32090", @@ -7436,15 +7396,12 @@ "issue:41762", "issue:43295", "issue:43452", - "issue:43525", "issue:43526", - "issue:43531", "issue:43643", "issue:43653", "issue:43688", "issue:43697", "issue:43720", - "issue:43742", "issue:43749", "issue:43761", "issue:43819", @@ -7453,244 +7410,246 @@ "issue:44442", "issue:44466", "issue:44493", + "issue:44737", "issue:44811", "issue:44843", + "issue:44857", "issue:44898", "issue:44913", "issue:44936", "issue:45005", "issue:45200", "issue:45216", - "issue:45356", "issue:45357", "issue:45372", "issue:45375", "issue:45479", - "issue:45542", + "issue:45588", + "issue:45663", "issue:45920", "issue:46050", "issue:46121", "issue:46170", - "issue:46178", "issue:46463", - "issue:46701", "issue:46829", "issue:46832", + "issue:46846", "issue:46899", - "issue:46932" + "issue:46932", + "issue:47000" ], "soft_pairs": [ - "issue:45357|issue:45920", + "issue:45663|issue:46846", + "issue:43697|issue:46829", + "issue:44737|issue:45588", "issue:46463|issue:46899", + "issue:45357|issue:45920", "issue:28282|issue:32090", "issue:44913|issue:46121", - "issue:43697|issue:45216", "issue:43526|issue:45479", - "issue:43720|issue:44898", + "issue:43697|issue:45216", "issue:43643|issue:45375", + "issue:43720|issue:44898", "issue:45200|issue:46463", "issue:44466|issue:45005", "issue:41762|issue:44936", "issue:44493|issue:46050", "issue:43761|issue:46829", - "issue:44361|issue:44442", "issue:43452|issue:44843", - "issue:43653|issue:44361", "issue:43688|issue:43749", + "issue:44361|issue:44442", + "issue:43653|issue:44361", "issue:38175|issue:43295", "issue:43819|issue:44811", "issue:43994|issue:44898", "issue:45372|issue:46170", - "issue:43525|issue:46701", "issue:46832|issue:46932", - "issue:43531|issue:43742", - "issue:45542|issue:46178", - "issue:43295|issue:45356" + "issue:44857|issue:47000" ], - "prepared_review_unit_hash": "e8bee6a1466b144d3460bd157ff67ba9680a0fc700506f2be4fd4671f5348638", + "prepared_review_unit_hash": "662fa678b17c640e8368a166ab540a8b282abb9baf658a67cec8afc0f731902f", "component_budget": { - "node_count": 503, - "item_count": 503, - "soft_pair_count": 1852, - "serialized_chars": 960429, - "estimated_input_tokens": 240108, - "estimated_eval_tokens": 480472 + "node_count": 504, + "item_count": 504, + "soft_pair_count": 1853, + "serialized_chars": 961383, + "estimated_input_tokens": 240346, + "estimated_eval_tokens": 480948 }, "budget": { - "node_count": 48, - "item_count": 48, + "node_count": 47, + "item_count": 47, "soft_pair_count": 26, - "serialized_chars": 36113, - "estimated_input_tokens": 9029, - "estimated_eval_tokens": 18314 + "serialized_chars": 35627, + "estimated_input_tokens": 8907, + "estimated_eval_tokens": 18070 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: the issues span unrelated tokenizer, config, training, model-loading, vision, audio, and serialization problems. None of the soft-similarity pairs looks like the same underlying bug/change, so there is no duplicate canonical here.", - "confidence": 0.96, - "canonical_issue_reason": "No single issue is a good canonical because the set is not a duplicate cluster; the items describe unrelated bugs in different code paths and model families.", + "summary": "Mostly unrelated closed issues spanning tokenizer/config regressions, model-output bugs, training failures, and quantization/loading problems. No strong duplicate cluster; only a few are thematically adjacent, not the same concrete bug.", + "confidence": 0.36, + "canonical_issue_reason": "issue #45005 is the broadest, most detailed report in the set and best represents the tied-weights/save-pretrained regression theme among the few related items.", "canonical_pr_reason": null, - "best_issue_reason": "No issue clearly represents the whole cluster; the problems are too diverse to justify one global issue as the duplicate target.", + "best_issue_reason": "#45005 has the richest repro/context and the widest potential to anchor nearby tied-weight serialization reports; it is the most suitable representative issue here.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:45357", - "right": "issue:45920", + "left": "issue:45663", + "right": "issue:46846", + "accept": false, + "reason": "Different models and failure modes: Gemma4 FSDP2 KeyError vs Qwen3.5 tensor-parallel OOM/shape error." + }, + { + "left": "issue:43697", + "right": "issue:46829", + "accept": false, + "reason": "Both are output-regression reports, but for different models and different output fields/code paths." + }, + { + "left": "issue:44737", + "right": "issue:45588", "accept": false, - "reason": "Both are regressions, but one is Qwen3.5 save_pretrained key serialization and the other is tokenizer token-id corruption across several models; different bugs and code paths." + "reason": "XLNet CPU arange bug and flash_attention s_aux=None crash are unrelated subsystems." }, { "left": "issue:46463", "right": "issue:46899", "accept": false, - "reason": "T5 decoder-input validation messaging is unrelated to Gemma4 4-bit multimodal dtype casting." + "reason": "T5 decoder-input validation error message and Gemma4 4-bit embedder dtype cast are different bugs." + }, + { + "left": "issue:45357", + "right": "issue:45920", + "accept": false, + "reason": "One is Qwen3.5 save_pretrained key serialization, the other is AutoTokenizer token-ID regression across many models." }, { "left": "issue:28282", "right": "issue:32090", "accept": false, - "reason": "AutoModel missing PyTorch import and Trainer _gpu_broadcast_one NoneType errors are unrelated failures." + "reason": "ImportError for missing PyTorch vs Trainer GPU broadcast TypeError are unrelated." }, { "left": "issue:44913", "right": "issue:46121", "accept": false, - "reason": "Both mention rope params, but one is GPTNeoXConfig reload persistence and the other is a helper type-conversion bug; not the same concrete issue." - }, - { - "left": "issue:43697", - "right": "issue:45216", - "accept": false, - "reason": "RTDetrV2 output drift and Qwen3.5 save_pretrained corruption are different model/regression paths." + "reason": "Both involve RoPE/config handling, but one is config reload defaulting and the other is a JSON-list type error in validation." }, { "left": "issue:43526", "right": "issue:45479", "accept": false, - "reason": "BEiT image processor label reduction and single-label classification zero-loss are different bugs in different components." + "reason": "BeitImageProcessorFast label reduction and single-label classification zero-loss are different code paths." }, { - "left": "issue:43720", - "right": "issue:44898", + "left": "issue:43697", + "right": "issue:45216", "accept": false, - "reason": "BitNet packed-weight loading and Perceiver positional-encoding resize failures are unrelated." + "reason": "Different regressions on different models: RTDetrV2 outputs vs Qwen3.5 save_pretrained checkpoint corruption." }, { "left": "issue:43643", "right": "issue:45375", "accept": false, - "reason": "Missing fields from trust_remote_code AutoConfig and a specific Qwen3_5MoeVisionConfig field being dropped are not the same underlying bug." + "reason": "Both mention config fields, but one is trust_remote_code loading and the other is a specific Qwen3_5MoeVisionConfig strict-field omission." + }, + { + "left": "issue:43720", + "right": "issue:44898", + "accept": false, + "reason": "BitNet packed-weight loading and Perceiver position interpolation are unrelated." }, { "left": "issue:45200", "right": "issue:46463", "accept": false, - "reason": "Gemma4 mm_token_type_ids defaults and T5 decoder-input validation errors are separate issues." + "reason": "Gemma4 missing mm_token_type_ids and T5 decoder validation error are not the same bug." }, { "left": "issue:44466", "right": "issue:45005", "accept": false, - "reason": "Both touch tied weights, but one is device-dependent lm_head serialization and the other is broader translation-model tied-weight behavior; too different to merge." + "reason": "Both mention tied weights, but one is device-dependent lm_head serialization and the other is a broader translation-model regression without a clear shared code path." }, { "left": "issue:41762", "right": "issue:44936", "accept": false, - "reason": "Gemma3 ZeRO-3 loading crash and trainer.evaluate() after train() are unrelated." + "reason": "Gemma3 ZeRO-3 load failure and trainer.evaluate-after-train failure are distinct issues." }, { "left": "issue:44493", "right": "issue:46050", "accept": false, - "reason": "Unexpected position-id keys on load and sinq quantized save/load breakage are different serialization problems." + "reason": "Unexpected position-id keys and sinq quantized save/load breakage are different serialization problems." }, { "left": "issue:43761", "right": "issue:46829", "accept": false, - "reason": "Both involve output fields, but one is CLIP hidden_states missing and the other is VideoPrism putting last_hidden_state into hidden_states; different model/output bugs." + "reason": "Both concern hidden_states, but in different models and with different output-object behavior." }, { - "left": "issue:44361", - "right": "issue:44442", + "left": "issue:43452", + "right": "issue:44843", "accept": false, - "reason": "MLukeTokenizer task AttributeError and FastSpeech2ConformerTokenizer load failure are different tokenizer issues." + "reason": "gguf_file loading breakage and offline Mistral regex hub calls are separate from different parts of from_pretrained." }, { - "left": "issue:43452", - "right": "issue:44843", + "left": "issue:43688", + "right": "issue:43749", "accept": false, - "reason": "gguf_file loading breakage and unconditional model_info() calls breaking offline mode are distinct AutoTokenizer/load-path regressions." + "reason": "Aux-loss normalization and FSDP CPU RAM efficient loading are unrelated." }, { - "left": "issue:43653", - "right": "issue:44361", + "left": "issue:44361", + "right": "issue:44442", "accept": false, - "reason": "BigBirdTokenizer special-token decode bug and MLukeTokenizer AttributeError are unrelated." + "reason": "Different tokenizer failures with different classes and error surfaces." }, { - "left": "issue:43688", - "right": "issue:43749", + "left": "issue:43653", + "right": "issue:44361", "accept": false, - "reason": "Aux-loss normalization and FSDP CPU RAM efficient loading are different subsystems with different failures." + "reason": "BigBird mask-token decode bug and MLukeTokenizer AttributeError are not the same underlying issue." }, { "left": "issue:38175", "right": "issue:43295", "accept": false, - "reason": "SigLIP2 zero probabilities and processor.tokenizer regression are different symptoms and code paths." + "reason": "Siglip2 zero probabilities and processor.tokenizer/image-passing regression are unrelated regressions." }, { "left": "issue:43819", "right": "issue:44811", "accept": false, - "reason": "DAC latents mismatch and Whisper batch_decode skip_special_tokens handling are unrelated bugs." + "reason": "DAC latent/forward mismatch and Whisper batch_decode skip_special_tokens handling are different APIs and bugs." }, { "left": "issue:43994", "right": "issue:44898", "accept": false, - "reason": "SigLIP2 nonsensical outputs and Perceiver non-default-resolution failure are different model issues." + "reason": "Siglip2 nonsensical outputs and Perceiver non-default resolution failure are unrelated model bugs." }, { "left": "issue:45372", "right": "issue:46170", "accept": false, - "reason": "Gemma4 processor loading ImportError from mistral_common and Windows ROCm torch.distributed dependency failures are unrelated." - }, - { - "left": "issue:43525", - "right": "issue:46701", - "accept": false, - "reason": "Llama4Config pad_token_id and DiffusionGemmaGenerationOutput pipeline failure are different model-specific bugs." + "reason": "Gemma4 mistral_common import failure and Windows ROCm torch.distributed dependency issue are different import/runtime problems." }, { "left": "issue:46832", "right": "issue:46932", "accept": false, - "reason": "RT-DETR backbone feature-level TypeError and Gemma4 quantized embedders dtype casting are unrelated." - }, - { - "left": "issue:43531", - "right": "issue:43742", - "accept": false, - "reason": "Qwen3-MoE sliding_window and MobileLLM-125M key error do not share the same underlying defect." - }, - { - "left": "issue:45542", - "right": "issue:46178", - "accept": false, - "reason": "TensorBoard-without-TF backend error and tensorflow_text backend mapping error are different optional-dependency issues." + "reason": "RT-DETR feature-level mismatch and Gemma4 quantized embedder dtype casting are different models and code paths." }, { - "left": "issue:43295", - "right": "issue:45356", + "left": "issue:44857", + "right": "issue:47000", "accept": false, - "reason": "Processor.tokenizer regression and Kimi-K2.5 codec/fix_mistral_regex regression are separate tokenizer issues." + "reason": "LwDetrImageLoss AMP crash and RTDetrLoss infeasible-cost-matrix error are different detection-loss failures." } ] }, @@ -7706,41 +7665,38 @@ "component_index": 1, "component_count": 25, "review_unit_index": 25, - "review_unit_count": 60, + "review_unit_count": 61, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-503", + "cluster_id": "cluster-10000-504", "nodes": [ "issue:29159", "issue:32090", "issue:33357", "issue:33666", "issue:36010", - "issue:41720", "issue:42898", + "issue:43295", "issue:43452", - "issue:43504", + "issue:43525", + "issue:43531", "issue:43550", "issue:43577", - "issue:43611", - "issue:43643", "issue:43646", "issue:43653", "issue:43688", - "issue:43720", + "issue:43742", "issue:43749", "issue:43756", - "issue:43782", "issue:43927", + "issue:44361", "issue:44464", "issue:44466", "issue:44479", "issue:44484", - "issue:44554", - "issue:44561", "issue:44568", "issue:44625", "issue:44704", @@ -7750,252 +7706,241 @@ "issue:44843", "issue:44977", "issue:44991", + "issue:45356", "issue:45440", "issue:45491", + "issue:45542", "issue:45701", "issue:45704", "issue:46002", "issue:46050", + "issue:46178", "issue:46402", "issue:46491", "issue:46612", "issue:46693", - "issue:46821", - "issue:46846" + "issue:46701", + "issue:46821" ], "soft_pairs": [ + "issue:43525|issue:46701", + "issue:43531|issue:43742", + "issue:43295|issue:45356", + "issue:45542|issue:46178", + "issue:29159|issue:33357", "issue:43653|issue:44568", "issue:43646|issue:43749", - "issue:29159|issue:33357", "issue:43688|issue:45704", - "issue:42898|issue:46491", - "issue:44843|issue:44991", "issue:43452|issue:43577", - "issue:43756|issue:46402", + "issue:44843|issue:44991", + "issue:42898|issue:46491", "issue:43688|issue:45701", + "issue:43756|issue:46402", "issue:44464|issue:44743", "issue:43653|issue:43927", "issue:44479|issue:44625", "issue:45491|issue:46002", - "issue:44821|issue:46821", "issue:44484|issue:44704", + "issue:44821|issue:46821", + "issue:43550|issue:44361", "issue:33666|issue:36010", "issue:43688|issue:45440", "issue:32090|issue:33666", "issue:44466|issue:46050", "issue:44977|issue:46693", - "issue:44464|issue:44977", "issue:44734|issue:46612", - "issue:41720|issue:44464", - "issue:43504|issue:43550", - "issue:43504|issue:43720", - "issue:43577|issue:44554", - "issue:43611|issue:46846", - "issue:43782|issue:46693", - "issue:43643|issue:44561" + "issue:44464|issue:44977" ], - "prepared_review_unit_hash": "709d02e67a92f0d0cabf8a407a046bda2d7125bc683025bcda95881e9e273c02", + "prepared_review_unit_hash": "e5d9f555f93e10d113f31a8722ee9007da7361265595b5f46d38b24244a7ef4e", "component_budget": { - "node_count": 503, - "item_count": 503, - "soft_pair_count": 1852, - "serialized_chars": 960429, - "estimated_input_tokens": 240108, - "estimated_eval_tokens": 480472 + "node_count": 504, + "item_count": 504, + "soft_pair_count": 1853, + "serialized_chars": 961383, + "estimated_input_tokens": 240346, + "estimated_eval_tokens": 480948 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 29, - "serialized_chars": 36487, - "estimated_input_tokens": 9122, - "estimated_eval_tokens": 18500 + "soft_pair_count": 27, + "serialized_chars": 35856, + "estimated_input_tokens": 8964, + "estimated_eval_tokens": 18184 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These items are mostly unrelated, and none of the soft-similarity pairs look like the same underlying bug/change. The only reasonable anchor is the broad tokenizer slow-vs-fast inconsistency report, but it does not unify the rest of the set.", - "confidence": 0.78, - "canonical_issue_reason": "Issue 29159 is the broadest and earliest tokenizer-behavior discrepancy report here, so it is the best available anchor among the candidates.", + "summary": "This cluster is thematically noisy: many items are tokenizer/model-loading/regression bugs in Transformers, but the soft pairs are mostly only superficially similar and do not look like the same underlying defect.", + "confidence": 0.83, + "canonical_issue_reason": "No clear canonical duplicate exists; the cluster spans many different code paths and model-specific failures. If a representative issue must be chosen, issue:45701 is the broadest tokenizer-regression umbrella, but it is not a true duplicate target.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 29159 is the strongest representative issue because it is generic and could subsume some tokenizer-regression discussions, though it still does not cover the heterogeneous non-tokenizer bugs.", + "best_issue_reason": "issue:45701 is the best overall representative because it is the broadest issue about tokenization behavior changing across Transformers versions, which matches the main theme of the cluster better than the other, more model-specific bugs.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43653", - "right": "issue:44568", + "left": "issue:43525", + "right": "issue:46701", "accept": false, - "reason": "Both are tokenizer/special-token regressions, but they involve different models and different failures (mask token registration vs BOS/EOS insertion)." + "reason": "Different subsystems and failure modes: Llama4Config attribute access vs DiffusionGemma image-text pipeline crash." }, { - "left": "issue:43646", - "right": "issue:43749", + "left": "issue:43531", + "right": "issue:43742", + "accept": false, + "reason": "Both are model-specific loading/runtime problems, but the causes and code paths are unrelated." + }, + { + "left": "issue:43295", + "right": "issue:45356", + "accept": false, + "reason": "Both involve processor/tokenizer regressions, but one is about processor.tokenizer/image passing and the other about codec handling and a warning in Kimi-K2.5." + }, + { + "left": "issue:45542", + "right": "issue:46178", "accept": false, - "reason": "Custom model initialization failure and FSDP CPU-efficient loading breakage are distinct code paths and symptoms." + "reason": "Both are backend-mapping errors, but they concern different backends and different failure points." }, { "left": "issue:29159", "right": "issue:33357", "accept": false, - "reason": "Tokenizer implementation inconsistency is unrelated to a MacOS bus error loading a CLIP model." + "reason": "Slow/fast tokenizer inconsistency is unrelated to the MacOS bus error on a community CLIP model." }, { - "left": "issue:43688", - "right": "issue:45704", + "left": "issue:43653", + "right": "issue:44568", "accept": false, - "reason": "Aux-loss normalization and an apex RMSNorm memory leak are different model/runtime issues." + "reason": "Both concern special-token behavior, but they are different tokenizers and different regressions." }, { - "left": "issue:42898", - "right": "issue:46491", + "left": "issue:43646", + "right": "issue:43749", "accept": false, - "reason": "Both are tokenizer regressions, but one is global cleanup-space behavior and the other is a CodeLlama leading-space round-trip bug." + "reason": "Custom model init breakage is unrelated to the FSDP CPU RAM efficient loading regression." }, { - "left": "issue:44843", - "right": "issue:44991", + "left": "issue:43688", + "right": "issue:45704", "accept": false, - "reason": "Offline model_info lookup in tokenizer loading is not the same as a tokenizer load failure for a specific model." + "reason": "Aux-loss normalization and an Apex RMSNorm memory leak are different bugs in different components." }, { "left": "issue:43452", "right": "issue:43577", "accept": false, - "reason": "GGUF loading failure and BLIP2 dtype propagation are unrelated loading/configuration bugs." + "reason": "gguf_file loading breakage is unrelated to BLIP2 dtype propagation." }, { - "left": "issue:43756", - "right": "issue:46402", + "left": "issue:44843", + "right": "issue:44991", + "accept": false, + "reason": "Both affect tokenizer loading, but one is an offline-mode model_info() bug and the other is a tokenizer load failure for a specific model." + }, + { + "left": "issue:42898", + "right": "issue:46491", "accept": false, - "reason": "RoPE-layer mismatch in Smollm3 is unrelated to Sam3 text encoder weights not being loaded." + "reason": "Tokenization cleanup policy changes and CodeLlama leading-space stripping are related only at a broad behavioral level, not the same bug." }, { "left": "issue:43688", "right": "issue:45701", "accept": false, - "reason": "Aux-loss normalization is not the same bug as a tokenizer-version behavior change." + "reason": "Aux-loss normalization is unrelated to a general tokenization-behavior regression." + }, + { + "left": "issue:43756", + "right": "issue:46402", + "accept": false, + "reason": "RoPE-layer dropping and text-encoder weight loading are unrelated model implementation bugs." }, { "left": "issue:44464", "right": "issue:44743", "accept": false, - "reason": "Compiled-forward chunked generation mismatch and cache-state reset in modular_qwen3_5 are different generation defects." + "reason": "Both involve generation/cache behavior, but one is compiled-forward chunked generation and the other is recurrent-state reset in modular_qwen3_5.py." }, { "left": "issue:43653", "right": "issue:43927", "accept": false, - "reason": "A tokenizer special-token registration bug is not the same as DiaConfig losing custom token IDs on save/load." + "reason": "Special-token registration for BigBirdTokenizer is not the same as DiaConfig losing custom token IDs on save/load." }, { "left": "issue:44479", "right": "issue:44625", "accept": false, - "reason": "Video-input regression and num_labels propagation are unrelated model-configuration issues." + "reason": "Video-input regression and num_labels propagation are separate Qwen3.5 issues with different root causes." }, { "left": "issue:45491", "right": "issue:46002", "accept": false, - "reason": "Both mention NaNs, but one is a Gemma3 attention/embedding issue and the other is a classification-head initialization issue." + "reason": "NaNs from mixed-length sliding-window attention are unrelated to NaNs in classification heads after checkout/init." + }, + { + "left": "issue:44484", + "right": "issue:44704", + "accept": false, + "reason": "max_shard_size question is unrelated to AutoProcessor kwargs not being forwarded to cached_file." }, { "left": "issue:44821", "right": "issue:46821", "accept": false, - "reason": "AutoImageProcessor URL loading and TimesFM window_size AttributeError are unrelated frontend/model bugs." + "reason": "AutoImageProcessor URL loading and TimesFM window_size AttributeError are unrelated." }, { - "left": "issue:44484", - "right": "issue:44704", + "left": "issue:43550", + "right": "issue:44361", "accept": false, - "reason": "A question about max_shard_size is not the same as kwargs being dropped in AutoProcessor.from_pretrained." + "reason": "torch.compile/SDPA failure for Bamba is unrelated to MLukeTokenizer task-time AttributeError." }, { "left": "issue:33666", "right": "issue:36010", "accept": false, - "reason": "Qwen2-VL multi-GPU training and GenerationMixin import failure are completely different problems." + "reason": "Multi-GPU Qwen2-VL training and a GenerationMixin import error are unrelated." }, { "left": "issue:43688", "right": "issue:45440", "accept": false, - "reason": "Aux-loss normalization does not match a divergence between native and remote DeepSeekV3 implementations." + "reason": "Aux-loss normalization does not match the DeepseekV3MoE divergence from remote implementation." }, { "left": "issue:32090", "right": "issue:33666", "accept": false, - "reason": "Trainer GPU broadcast of None and Qwen2-VL multi-GPU training are not the same underlying bug." + "reason": "Trainer GPU broadcast NoneType error is not the same as Qwen2-VL multi-GPU training issues." }, { "left": "issue:44466", "right": "issue:46050", "accept": false, - "reason": "Serialization of tied lm_head weights differs from quantized-model save/load breakage; different mechanisms and fixes." + "reason": "Serialization of tied lm_head weights and sinq quantized save/load breakage are different save/load bugs." }, { "left": "issue:44977", "right": "issue:46693", "accept": false, - "reason": "Flash-attention generation correctness and FA2 long-context performance regression are different symptoms and likely different root causes." - }, - { - "left": "issue:44464", - "right": "issue:44977", - "accept": false, - "reason": "Compiled-forward chunked generation inconsistency is unrelated to Qwen3.5 flash-attention generation failure." + "reason": "Flash-attention generation correctness issue and FA2 long-context performance regression are not the same underlying bug." }, { "left": "issue:44734", "right": "issue:46612", "accept": false, - "reason": "KV-cache continuation indexing in serve and beam-search cache reorder skipping are different generation paths." - }, - { - "left": "issue:41720", - "right": "issue:44464", - "accept": false, - "reason": "A800 device-mapping cudaErrorAssert is unrelated to compiled-forward chunked generation output drift." - }, - { - "left": "issue:43504", - "right": "issue:43550", - "accept": false, - "reason": "Legacy-field model loading failure and Bamba torch.compile+SDPA failure are distinct issues." - }, - { - "left": "issue:43504", - "right": "issue:43720", - "accept": false, - "reason": "Legacy-field loading failure is unrelated to packed-weight handling during accelerate loading." - }, - { - "left": "issue:43577", - "right": "issue:44554", - "accept": false, - "reason": "BLIP2 dtype propagation and an MPS attention correctness bug do not share the same code path." + "reason": "Wrong tensor indexing in KV-cache continuation is different from skipped beam-search cache reordering." }, { - "left": "issue:43611", - "right": "issue:46846", - "accept": false, - "reason": "base_model_prefix loading breakage and missing linear_attn TP plan entries are different model-loading/configuration bugs." - }, - { - "left": "issue:43782", - "right": "issue:46693", - "accept": false, - "reason": "Qwen3VL weight_only loading error and FA2 long-context performance regression are unrelated." - }, - { - "left": "issue:43643", - "right": "issue:44561", + "left": "issue:44464", + "right": "issue:44977", "accept": false, - "reason": "Missing fields in trust_remote_code config return values and removal of is_torch_fx_available breakage are different v5 regressions." + "reason": "Chunked generation with compiled forward and Qwen3.5 flash-attention generation failures are separate code paths." } ] }, @@ -8011,19 +7956,20 @@ "component_index": 1, "component_count": 25, "review_unit_index": 26, - "review_unit_count": 60, + "review_unit_count": 61, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-503", + "cluster_id": "cluster-10000-504", "nodes": [ "issue:28218", "issue:33357", "issue:33666", "issue:36331", "issue:39692", + "issue:41720", "issue:42796", "issue:43262", "issue:43278", @@ -8032,57 +7978,62 @@ "issue:43493", "issue:43504", "issue:43525", + "issue:43550", "issue:43572", + "issue:43577", "issue:43606", - "issue:43646", + "issue:43611", + "issue:43643", "issue:43688", - "issue:43701", "issue:43720", + "issue:43782", "issue:43825", "issue:43844", "issue:43927", "issue:43994", "issue:44361", "issue:44451", - "issue:44466", - "issue:44488", + "issue:44464", "issue:44514", "issue:44554", - "issue:44568", + "issue:44561", "issue:44610", "issue:44625", - "issue:44792", - "issue:44843", - "issue:44849", "issue:44964", "issue:44977", "issue:45290", "issue:45405", "issue:45584", - "issue:45812", "issue:45823", "issue:46050", "issue:46192", "issue:46209", "issue:46365", - "issue:46489", - "issue:46710" + "issue:46693", + "issue:46846" ], "soft_pairs": [ - "issue:33666|issue:36331", + "issue:41720|issue:44464", + "issue:43504|issue:43550", + "issue:43504|issue:43720", + "issue:43577|issue:44554", + "issue:43782|issue:46693", + "issue:43611|issue:46846", "issue:43278|issue:43688", + "issue:33666|issue:36331", "issue:43262|issue:43295", "issue:43720|issue:43927", - "issue:43504|issue:44610", + "issue:43643|issue:44561", "issue:43606|issue:43927", - "issue:43493|issue:43825", + "issue:43504|issue:44610", "issue:44514|issue:45290", - "issue:43720|issue:44361", "issue:44964|issue:45405", + "issue:43720|issue:44361", + "issue:43493|issue:43825", "issue:44554|issue:46365", - "issue:44625|issue:45584", "issue:43525|issue:43572", "issue:44977|issue:46209", + "issue:44625|issue:45584", "issue:43452|issue:44451", "issue:45823|issue:46050", "issue:28218|issue:33357", @@ -8090,238 +8041,210 @@ "issue:42796|issue:44977", "issue:43493|issue:43844", "issue:39692|issue:43295", - "issue:43278|issue:43844", - "issue:44568|issue:46489", - "issue:43646|issue:44466", - "issue:46209|issue:46710", - "issue:33357|issue:33666", - "issue:43278|issue:43701", - "issue:44568|issue:45812", - "issue:44488|issue:44843", - "issue:44849|issue:46209", - "issue:44792|issue:45405", - "issue:43927|issue:44361" + "issue:43278|issue:43844" ], - "prepared_review_unit_hash": "33d6061753f9a2935c279a82136a1c0a00619a3971d84b14f0a759662fa85d4e", + "prepared_review_unit_hash": "ba4719e0cf00d8438b363413a46dd584b48e081421a23fd6015a2c13282be3b2", "component_budget": { - "node_count": 503, - "item_count": 503, - "soft_pair_count": 1852, - "serialized_chars": 960429, - "estimated_input_tokens": 240108, - "estimated_eval_tokens": 480472 + "node_count": 504, + "item_count": 504, + "soft_pair_count": 1853, + "serialized_chars": 961383, + "estimated_input_tokens": 240346, + "estimated_eval_tokens": 480948 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 32, - "serialized_chars": 37419, - "estimated_input_tokens": 9355, - "estimated_eval_tokens": 18966 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35866, + "estimated_input_tokens": 8967, + "estimated_eval_tokens": 18190 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This is a noisy set of mostly unrelated Transformers issues; several are tokenizer/model-loading regressions, but none of the soft pairs look like true duplicates of the same underlying bug.", - "confidence": 0.86, - "canonical_issue_reason": "issue:45812 is the clearest, most broadly representative tokenizer regression in the set: it describes a concrete v4\u2192v5 breakage affecting multiple Granite models with a well-scoped failure mode.", + "summary": "This cluster is mostly heterogeneous: several unrelated model-loading, tokenizer, processor, and performance bugs were grouped by loose transformer/LLM similarity, but none of the soft pairs look like true duplicates of the same concrete bug.", + "confidence": 0.87, + "canonical_issue_reason": "issue:43611 is the broadest, most central regression here: a general v5.0 model-loading breakage that best represents the cluster\u2019s recurring config/loading failures.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45812 is the most actionable and central issue here because it is a concrete, reproducible tokenizer regression with broad user impact and good scope for a fix.", + "best_issue_reason": "issue:43611 is the most representative and actionable issue in the set, covering the widest shared failure mode among the loading/config regressions.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:33666", - "right": "issue:36331", + "left": "issue:41720", + "right": "issue:44464", + "accept": false, + "reason": "Different failures: cudaErrorAssert on auto device mapping vs inconsistent chunked generation with compiled forward." + }, + { + "left": "issue:43504", + "right": "issue:43550", + "accept": false, + "reason": "Unrelated model-loading preset/legacy-field bug vs Bamba torch.compile + SDPA failure." + }, + { + "left": "issue:43504", + "right": "issue:43720", "accept": false, - "reason": "Different training problems: multi-GPU training setup versus a custom Trainer signature regression." + "reason": "Different code paths: Beit pretrained preset loading vs BitNet packed-weight unpacking during accelerate loading." + }, + { + "left": "issue:43577", + "right": "issue:44554", + "accept": false, + "reason": "Different symptoms and subsystems: dtype not propagating on BLIP2 load vs MPS attention correctness issue." + }, + { + "left": "issue:43782", + "right": "issue:46693", + "accept": false, + "reason": "Qwen3VL weight_only load error is unrelated to FA2 long-context generation regression." + }, + { + "left": "issue:43611", + "right": "issue:46846", + "accept": false, + "reason": "Generic base_model_prefix loading regression is not the same bug as missing linear_attn TP plan entries causing OOM/shape errors." }, { "left": "issue:43278", "right": "issue:43688", "accept": false, - "reason": "One is an embedding dtype mismatch; the other is auxiliary-loss normalization. Different code paths and symptoms." + "reason": "Different bugs: eval-time dtype mismatch vs incorrect auxiliary-loss normalization." + }, + { + "left": "issue:33666", + "right": "issue:36331", + "accept": false, + "reason": "Multi-GPU training support issue is unrelated to CustomTrainer compute_loss signature breakage." }, { "left": "issue:43262", "right": "issue:43295", "accept": false, - "reason": "Both involve processors, but one is audio sampling-rate handling and the other is processor/tokenizer API regression." + "reason": "Audio sampling-rate default bug is distinct from processor.tokenizer/image tokenization regression." }, { "left": "issue:43720", "right": "issue:43927", "accept": false, - "reason": "BitNet packed-weight loading and DiaConfig token-ID persistence are unrelated bugs." + "reason": "Packed-weight loading failure is unrelated to DiaConfig losing custom token IDs on save/load." }, { - "left": "issue:43504", - "right": "issue:44610", + "left": "issue:43643", + "right": "issue:44561", "accept": false, - "reason": "Different models and failures: legacy field loading versus processor image-size mismatch." + "reason": "Both mention trust_remote_code, but the failures differ: missing returned fields vs removed is_torch_fx_available dependency." }, { "left": "issue:43606", "right": "issue:43927", "accept": false, - "reason": "CPU offload device mismatch is unrelated to config token-ID loss after save/load." + "reason": "CPU offload device mismatch and config token-ID loss are different bugs." }, { - "left": "issue:43493", - "right": "issue:43825", + "left": "issue:43504", + "right": "issue:44610", "accept": false, - "reason": "SigLIP2 implementation discrepancy is a model correctness bug; the other is a pipeline error-message regression." + "reason": "Different model/component mismatch: Beit legacy field loading vs OmDet-Turbo processor output-size mismatch." }, { "left": "issue:44514", "right": "issue:45290", "accept": false, - "reason": "Both hit chat-template paths, but they are different failures: batched padding handling versus tool-call messages with empty content." + "reason": "Both involve apply_chat_template, but one is batching/padding and the other is assistant tool-call/no-content handling." + }, + { + "left": "issue:44964", + "right": "issue:45405", + "accept": false, + "reason": "Model loading failure is unrelated to an unreleased PEFT version pin issue." }, { "left": "issue:43720", "right": "issue:44361", "accept": false, - "reason": "Different areas: packed-weight loading for BitNet versus MLukeTokenizer task attribute errors." + "reason": "Different tokenizer/load paths: BitNet packed-weight unpacking vs MLukeTokenizer task AttributeError." }, { - "left": "issue:44964", - "right": "issue:45405", + "left": "issue:43493", + "right": "issue:43825", "accept": false, - "reason": "Model loading failure and an unsupported PEFT version bump are unrelated." + "reason": "SigLIP2 implementation discrepancy is unrelated to the pipeline translation-task error message regression." }, { "left": "issue:44554", "right": "issue:46365", "accept": false, - "reason": "Attention correctness on MPS is unrelated to importing Trainer and datasets interplay." - }, - { - "left": "issue:44625", - "right": "issue:45584", - "accept": false, - "reason": "Different models and bugs: num_labels propagation versus Whisper empty-generation handling." + "reason": "Attention correctness on MPS is unrelated to Trainer import interference from datasets." }, { "left": "issue:43525", "right": "issue:43572", "accept": false, - "reason": "Both are missing config fields, but for different models and different attribute names; not the same underlying bug." + "reason": "Similar shape, but different configs/fields and likely different fixes: pad_token_id vs pad_token_idx." }, { "left": "issue:44977", "right": "issue:46209", "accept": false, - "reason": "Generation bug on Qwen3.5 versus FP8 inference failure on B200 hardware are different issues." + "reason": "Flash-attention generation bug is unrelated to FP8 inference failure on B200." + }, + { + "left": "issue:44625", + "right": "issue:45584", + "accept": false, + "reason": "num_labels propagation in Qwen3.5 is unrelated to Whisper empty-transcription generation after align_special_tokens." }, { "left": "issue:43452", "right": "issue:44451", "accept": false, - "reason": "Both are load failures, but one is gguf_file handling in loaders and the other is a specific model load regression." + "reason": "gguf_file handling breakage is not the same as a generic inability to load ScandiBERT." }, { "left": "issue:45823", "right": "issue:46050", "accept": false, - "reason": "Device-map PLE mismatch and sinq save/load quantization breakage are unrelated." + "reason": "Device-mapping forward mismatch and quantized save/load breakage are different code paths." }, { "left": "issue:28218", "right": "issue:33357", "accept": false, - "reason": "Tokenizer spacing bug and a Mac bus error on CLIP are completely different failures." + "reason": "Tokenizer extra-space behavior is unrelated to the MacOS bus error CLIP crash." }, { "left": "issue:43994", "right": "issue:46192", "accept": false, - "reason": "Silent model/tokenization output issue versus return_tensors being ignored are not the same bug." + "reason": "Nonsensical SigLIP2 outputs are not the same as return_tensors being ignored with explicit text_kwargs." }, { "left": "issue:42796", "right": "issue:44977", "accept": false, - "reason": "Tokenizer BPE-marker handling and Qwen3.5 flash-attention generation are unrelated." + "reason": "Tokenizer BPE-marker handling is a different bug from Qwen3.5 flash-attention generation failure." }, { "left": "issue:43493", "right": "issue:43844", "accept": false, - "reason": "A model implementation discrepancy is not the same as a ZeRO-3 gradient explosion." + "reason": "SigLIP2 implementation mismatch is unrelated to ZeRO-3 gradient growth in DeepSpeed." }, { "left": "issue:39692", "right": "issue:43295", "accept": false, - "reason": "Documentation/example errors are not the same as a runtime processor.tokenizer regression." + "reason": "Documentation example errors are not the same as a runtime processor/tokenizer regression." }, { "left": "issue:43278", "right": "issue:43844", "accept": false, - "reason": "Embedding dtype mismatch and gradient growth under ZeRO-3 are different problems." - }, - { - "left": "issue:44568", - "right": "issue:46489", - "accept": false, - "reason": "Both are tokenizer regressions, but they affect different models and likely different tokenizer code paths." - }, - { - "left": "issue:43646", - "right": "issue:44466", - "accept": false, - "reason": "Custom model initialization breakage and inconsistent lm_head serialization are different failure modes." - }, - { - "left": "issue:46209", - "right": "issue:46710", - "accept": false, - "reason": "Hardware-specific FP8 inference failure is unrelated to a general accuracy regression after upgrade." - }, - { - "left": "issue:33357", - "right": "issue:33666", - "accept": false, - "reason": "MacOS bus error in CLIP has nothing to do with Qwen2-VL multi-GPU training." - }, - { - "left": "issue:43278", - "right": "issue:43701", - "accept": false, - "reason": "Dtype changes and resume_from_checkpoint key mismatches are unrelated." - }, - { - "left": "issue:44568", - "right": "issue:45812", - "accept": false, - "reason": "Both are tokenizer regressions, but one is missing BOS/EOS on a specific tokenizer and the other is wrong token IDs across Granite models; not the same concrete bug." - }, - { - "left": "issue:44488", - "right": "issue:44843", - "accept": false, - "reason": "A specific model load failure is not the same as an offline-mode break in _patch_mistral_regex." - }, - { - "left": "issue:44849", - "right": "issue:46209", - "accept": false, - "reason": "Qwen3.5 hidden-states bug and FP8 inference failure are unrelated." - }, - { - "left": "issue:44792", - "right": "issue:45405", - "accept": false, - "reason": "A Janus generation test failure is unrelated to a PEFT minimum-version bump." - }, - { - "left": "issue:43927", - "right": "issue:44361", - "accept": false, - "reason": "DiaConfig save/load token-ID loss and MLukeTokenizer task AttributeError are different bugs." + "reason": "Embedding dtype drift and abnormal gradient increase under ZeRO-3 are distinct issues." } ] }, @@ -8337,296 +8260,295 @@ "component_index": 1, "component_count": 25, "review_unit_index": 27, - "review_unit_count": 60, + "review_unit_count": 61, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-503", + "cluster_id": "cluster-10000-504", "nodes": [ - "issue:29159", - "issue:29942", - "issue:30333", - "issue:32090", - "issue:42490", + "issue:33357", + "issue:33666", "issue:43257", + "issue:43278", "issue:43299", "issue:43334", "issue:43504", "issue:43572", "issue:43575", "issue:43606", + "issue:43646", "issue:43653", - "issue:43696", + "issue:43701", "issue:43824", - "issue:43844", "issue:43873", + "issue:43927", "issue:43937", - "issue:43994", "issue:44112", "issue:44291", + "issue:44361", "issue:44464", + "issue:44466", + "issue:44488", "issue:44493", + "issue:44568", "issue:44589", + "issue:44792", + "issue:44843", "issue:44849", - "issue:44869", - "issue:44964", - "issue:44977", "issue:45072", - "issue:45200", - "issue:45229", "issue:45245", "issue:45357", "issue:45405", "issue:45520", - "issue:45588", "issue:45759", - "issue:45823", + "issue:45812", "issue:46050", + "issue:46209", "issue:46285", "issue:46399", "issue:46424", + "issue:46489", "issue:46701", "issue:46710", - "issue:46752", "issue:46821", "issue:46832", "issue:46846" ], "soft_pairs": [ + "issue:44568|issue:46489", + "issue:43646|issue:44466", + "issue:46209|issue:46710", + "issue:33357|issue:33666", + "issue:44488|issue:44843", + "issue:44568|issue:45812", + "issue:44849|issue:46209", + "issue:43278|issue:43701", + "issue:44792|issue:45405", + "issue:43927|issue:44361", "issue:43575|issue:45405", "issue:43824|issue:44589", "issue:44849|issue:45357", - "issue:43504|issue:43606", "issue:46821|issue:46832", + "issue:43504|issue:43606", "issue:43257|issue:43299", + "issue:43334|issue:45759", "issue:45245|issue:46710", "issue:44493|issue:46285", - "issue:43334|issue:45759", - "issue:46399|issue:46846", "issue:43334|issue:43572", - "issue:43606|issue:44112", + "issue:46399|issue:46846", "issue:44589|issue:45520", "issue:43572|issue:44291", - "issue:43504|issue:43653", + "issue:43606|issue:44112", "issue:45072|issue:46832", + "issue:43504|issue:43653", "issue:44464|issue:46424", "issue:43937|issue:46701", - "issue:43844|issue:44964", - "issue:43873|issue:46050", - "issue:43994|issue:44493", - "issue:45200|issue:45229", - "issue:45229|issue:45823", - "issue:44869|issue:46752", - "issue:45588|issue:46050", - "issue:42490|issue:43696", - "issue:29159|issue:32090", - "issue:29942|issue:30333", - "issue:44977|issue:46701" + "issue:43873|issue:46050" ], - "prepared_review_unit_hash": "14b15c8349711101cb2f5ae415037db8dbd8c5dcd0858181412204f5613a4d02", + "prepared_review_unit_hash": "ef22fe8dda86de5ac2e20e6982715b94a928d474dc2f591f3a6dffc4ec787177", "component_budget": { - "node_count": 503, - "item_count": 503, - "soft_pair_count": 1852, - "serialized_chars": 960429, - "estimated_input_tokens": 240108, - "estimated_eval_tokens": 480472 + "node_count": 504, + "item_count": 504, + "soft_pair_count": 1853, + "serialized_chars": 961383, + "estimated_input_tokens": 240346, + "estimated_eval_tokens": 480948 }, "budget": { - "node_count": 48, - "item_count": 48, + "node_count": 47, + "item_count": 47, "soft_pair_count": 29, - "serialized_chars": 36485, - "estimated_input_tokens": 9122, - "estimated_eval_tokens": 18500 + "serialized_chars": 35910, + "estimated_input_tokens": 8978, + "estimated_eval_tokens": 18212 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These issues are broadly similar only at a high level (model loading, quantization, device placement, and config regressions), but the concrete failure modes are different. I did not find any soft pair that looks like the same underlying bug.", - "confidence": 0.56, - "canonical_issue_reason": "issue:43873 is the broadest and most central item: it is active, has the most discussion/inbound references, and sits closest to several device/offload/quantization reports.", + "summary": "This cluster is a loose collection of mostly unrelated Transformers regression issues; they share versioning/tooling themes but not the same underlying bug. No soft pairs are strong enough to merge as duplicates.", + "confidence": 0.87, + "canonical_issue_reason": "issue:45812 is the broadest, most representative regression in the set: a concrete v4\u2192v5 tokenizer break affecting multiple Granite models, with evidence of wider impact.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43873 is the best anchor for the cluster because it is open, high-activity, and broadly representative of the device/quantization theme.", + "best_issue_reason": "issue:45812 has the clearest general user impact and is well-scoped enough to serve as the cluster representative, even though the rest of the items are not true duplicates.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43575", - "right": "issue:45405", + "left": "issue:44568", + "right": "issue:46489", "accept": false, - "reason": "Both mention version-related breakage, but one is a Qwen2 TP OOM and the other is a PEFT version pin issue; different bugs." + "reason": "Both are tokenizer bugs, but they affect different model families and failure modes: mdeberta BOS/EOS handling vs DeepSeek-Coder v1 output corruption." }, { - "left": "issue:43824", - "right": "issue:44589", + "left": "issue:43646", + "right": "issue:44466", "accept": false, - "reason": "Importing a missing Qwen2.5-VL class and a Float8 storage lookup failure are unrelated failure modes." + "reason": "Both are v5-era regressions, but one is custom model initialization failure and the other is device-dependent lm_head serialization; different code paths." }, { - "left": "issue:44849", - "right": "issue:45357", + "left": "issue:46209", + "right": "issue:46710", "accept": false, - "reason": "Both are Qwen3.5-related, but one is an output_hidden_states bug and the other is incorrect visual encoder keys on save; different code paths." + "reason": "Both mention FP8/accuracy problems, but one is B200 FP8 inference failure and the other is a model accuracy regression after upgrade; not the same bug." }, { - "left": "issue:43504", - "right": "issue:43606", + "left": "issue:33357", + "right": "issue:33666", "accept": false, - "reason": "BEiT pretrained loading with a legacy field and Bark CPU-offload device mismatch are unrelated issues." + "reason": "Completely different domains: MacOS bus error with CLIP vs Qwen2-VL multi-GPU training." }, { - "left": "issue:46821", - "right": "issue:46832", + "left": "issue:44488", + "right": "issue:44843", "accept": false, - "reason": "TimesFM window_size handling and RT-DETR backbone feature-level mismatch are different models and bugs." + "reason": "One is a model loading failure for a specific model, the other is an offline-mode tokenizer patch bug calling model_info(); unrelated code paths." }, { - "left": "issue:43257", - "right": "issue:43299", + "left": "issue:44568", + "right": "issue:45812", "accept": false, - "reason": "Both involve Qwen MOE loading, but one is accelerate+deepspeed weight conversion and the other is a transformers-dev model load break; not the same bug." + "reason": "Both are tokenizer-related regressions, but they are distinct fixes for different tokenizers and different token insertion behavior." }, { - "left": "issue:45245", - "right": "issue:46710", + "left": "issue:44849", + "right": "issue:46209", "accept": false, - "reason": "A category-count runtime limit and an accuracy regression after upgrade are not the same underlying problem." + "reason": "Qwen3.5 hidden-states behavior is unrelated to FP8 inference on B200." }, { - "left": "issue:44493", - "right": "issue:46285", + "left": "issue:43278", + "right": "issue:43701", "accept": false, - "reason": "Unexpected position-id keys and CLIP text-model structural divergence are different regressions." + "reason": "Different bugs: evaluation embedding dtype drift vs resume_from_checkpoint key mismatch." }, { - "left": "issue:43334", - "right": "issue:45759", + "left": "issue:44792", + "right": "issue:45405", "accept": false, - "reason": "Missing pad_token_id in Qwen3-VL config and unwrapping text_config in composite Qwen configs are related families but distinct bugs." + "reason": "A janus image generation test failure is unrelated to a PEFT version bump." }, { - "left": "issue:46399", - "right": "issue:46846", + "left": "issue:43927", + "right": "issue:44361", "accept": false, - "reason": "A missing decorator for rotary embedding registration and missing linear_attn TP-plan entries are separate implementation gaps." + "reason": "Both are generation/tokenization-related errors, but the first is save/load of custom token IDs and the second is MLukeTokenizer task failures; not the same issue." }, { - "left": "issue:43334", - "right": "issue:43572", + "left": "issue:43575", + "right": "issue:45405", "accept": false, - "reason": "Both are missing config fields, but on different models and different fields; not the same defect." + "reason": "TP OOM for a large Qwen2 model is unrelated to the minimum PEFT version bump." }, { - "left": "issue:43606", - "right": "issue:44112", + "left": "issue:43824", + "right": "issue:44589", "accept": false, - "reason": "A real CPU-offload device mismatch and a stale CI device-override test are not the same issue." + "reason": "Importing Qwen2_5_VLForConditionalGeneration and missing Float8 storage are different breakages in different subsystems." }, { - "left": "issue:44589", - "right": "issue:45520", + "left": "issue:44849", + "right": "issue:45357", "accept": false, - "reason": "Float8 storage lookup failure and a Python 3.13 flash_attn import key error are unrelated compatibility bugs." + "reason": "Both involve Qwen3.5, but one is output_hidden_states behavior and the other is incorrect visual encoder keys on save_pretrained; different bugs." }, { - "left": "issue:43572", - "right": "issue:44291", + "left": "issue:46821", + "right": "issue:46832", "accept": false, - "reason": "StableLmConfig missing pad_token_idx and init_empty_weights receiving an unexpected argument are different API/config breakages." + "reason": "TimesFM window_size AttributeError and RT-DETR feature-level mismatch are unrelated." }, { "left": "issue:43504", - "right": "issue:43653", + "right": "issue:43606", "accept": false, - "reason": "BEiT legacy-field loading and BigBirdTokenizer special-token registration are unrelated." + "reason": "BEiT legacy field loading vs bark-small CPU offload device mismatch are unrelated failures." }, { - "left": "issue:45072", - "right": "issue:46832", + "left": "issue:43257", + "right": "issue:43299", "accept": false, - "reason": "bfloat16 dtype mismatches in CI and RT-DETR feature-level mismatches are not the same code-path problem." + "reason": "Different Qwen3 MOE loading problems: accelerate+deepspeed conversion vs transformers dev config loading breakage." }, { - "left": "issue:44464", - "right": "issue:46424", + "left": "issue:43334", + "right": "issue:45759", "accept": false, - "reason": "Both touch generation/cache behavior, but one is chunked generation with compiled forward and the other is cache length handling for quantized cache only." + "reason": "Qwen3-VL pad_token_id missing and multimodal Qwen 3.5/3.6 text_config unwrapping are different config bugs." }, { - "left": "issue:43937", - "right": "issue:46701", + "left": "issue:45245", + "right": "issue:46710", "accept": false, - "reason": "Invalid GenerationConfig for GLM-5 and a broken image-text-to-text pipeline are different failures." + "reason": "Category-count runtime error is unrelated to a DeepSeek-R1 accuracy regression." }, { - "left": "issue:43844", - "right": "issue:44964", + "left": "issue:44493", + "right": "issue:46285", "accept": false, - "reason": "ZeRO-3 gradient growth and Phi-4 multimodal loading are unrelated." + "reason": "Position-id key warnings and CLIP text model structure inconsistency are different architectural issues." }, { - "left": "issue:43873", - "right": "issue:46050", + "left": "issue:43334", + "right": "issue:43572", "accept": false, - "reason": "Both relate to quantization/offloading, but one is runtime offload behavior and the other is save/load persistence after sinq quantization; not mergeable as one bug." + "reason": "Qwen3-VL pad_token_id missing vs StableLmConfig missing pad_token_idx are similar in theme but clearly different model/config fixes." }, { - "left": "issue:43994", - "right": "issue:44493", + "left": "issue:46399", + "right": "issue:46846", "accept": false, - "reason": "Siglip2 pipeline nonsense outputs and unexpected position-id keys are different regressions." + "reason": "Missing decorator for apply_rotary_pos_emb registration is not the same as missing linear_attn entries in TP plan." }, { - "left": "issue:45200", - "right": "issue:45229", + "left": "issue:44589", + "right": "issue:45520", "accept": false, - "reason": "Defaulting mm_token_type_ids to zeros and a multi-GPU inference OOM are unrelated issues." + "reason": "Float8 storage lookup failure and flash_attn import KeyError are separate compatibility issues." }, { - "left": "issue:45229", - "right": "issue:45823", + "left": "issue:43572", + "right": "issue:44291", "accept": false, - "reason": "Gemma4 multi-GPU OOM and PLE device mismatch with device_map='auto' are different bugs." + "reason": "Both involve initialization/config compatibility after v5, but one is a missing config field and the other is an unexpected constructor argument in init_empty_weights." }, { - "left": "issue:44869", - "right": "issue:46752", + "left": "issue:43606", + "right": "issue:44112", "accept": false, - "reason": "Whisper timestamp decoding crash and empty-list chat-template crash are unrelated edge cases." + "reason": "Both are CI failures, but CPU offload device mismatch and stale device override test are not the same failure mode." }, { - "left": "issue:45588", - "right": "issue:46050", + "left": "issue:45072", + "right": "issue:46832", "accept": false, - "reason": "flash_attention.py crashing on s_aux=None and sinq save/load breakage are different subsystems." + "reason": "bfloat16 dtype mismatches in inference and RT-DETR forward feature-level mismatch are unrelated." }, { - "left": "issue:42490", - "right": "issue:43696", + "left": "issue:43504", + "right": "issue:43653", "accept": false, - "reason": "A local-path import warning and a GPT-oss CUDA OOM are unrelated." + "reason": "BEiT legacy field loading and BigBirdTokenizer special-token registration are unrelated." }, { - "left": "issue:29159", - "right": "issue:32090", + "left": "issue:44464", + "right": "issue:46424", "accept": false, - "reason": "Tokenizer slow/fast inconsistency and NoneType GPU broadcast error are not the same bug." + "reason": "Chunked generation with compiled forward and cache max length handling are different cache/generation behaviors." }, { - "left": "issue:29942", - "right": "issue:30333", + "left": "issue:43937", + "right": "issue:46701", "accept": false, - "reason": "Flash Attention 2 test failures and MLflow not updating after a failed job are unrelated." + "reason": "GenerationConfig validation for GLM-5 is unrelated to the DiffusionGemma image-text pipeline failure." }, { - "left": "issue:44977", - "right": "issue:46701", + "left": "issue:43873", + "right": "issue:46050", "accept": false, - "reason": "Qwen3.5 flash-attention generation bugs and DiffusionGemma pipeline failures are different model/code paths." + "reason": "Quantization offloading behavior and sinq save/load breakage are both quantization-related but not the same underlying bug." } ] }, @@ -8642,22 +8564,23 @@ "component_index": 1, "component_count": 25, "review_unit_index": 28, - "review_unit_count": 60, + "review_unit_count": 61, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-503", + "cluster_id": "cluster-10000-504", "nodes": [ "issue:15354", "issue:28218", - "issue:29870", + "issue:29159", "issue:29942", + "issue:30333", + "issue:32090", "issue:34567", "issue:37428", "issue:38175", - "issue:39692", "issue:41720", "issue:42490", "issue:43065", @@ -8665,279 +8588,265 @@ "issue:43450", "issue:43493", "issue:43540", - "issue:43550", - "issue:43572", - "issue:43575", + "issue:43696", "issue:43701", - "issue:43824", "issue:43844", "issue:43873", "issue:43957", + "issue:43994", "issue:44186", "issue:44423", + "issue:44493", "issue:44554", - "issue:44610", "issue:44734", + "issue:44869", + "issue:44964", "issue:44977", - "issue:44987", "issue:45072", "issue:45084", "issue:45198", "issue:45200", - "issue:45356", + "issue:45229", "issue:45406", "issue:45446", "issue:45520", "issue:45588", "issue:45759", "issue:45823", + "issue:46050", "issue:46121", - "issue:46178", "issue:46192", "issue:46369", + "issue:46701", "issue:46710", - "issue:46821" + "issue:46752" ], "soft_pairs": [ + "issue:43844|issue:44964", + "issue:43994|issue:44493", + "issue:44869|issue:46752", + "issue:45200|issue:45229", + "issue:45229|issue:45823", + "issue:45588|issue:46050", + "issue:42490|issue:43696", + "issue:29942|issue:30333", + "issue:29159|issue:32090", + "issue:44977|issue:46701", "issue:28218|issue:34567", "issue:45084|issue:45520", "issue:43065|issue:46369", "issue:15354|issue:38175", "issue:44554|issue:45446", - "issue:43493|issue:43701", "issue:44423|issue:44734", "issue:41720|issue:46710", + "issue:43493|issue:43701", "issue:45406|issue:46121", "issue:44977|issue:46710", + "issue:37428|issue:43957", "issue:45072|issue:45198", "issue:43295|issue:43450", - "issue:37428|issue:43957", "issue:45588|issue:45759", "issue:43540|issue:45200", "issue:43295|issue:43873", "issue:44186|issue:46192", - "issue:45823|issue:46192", - "issue:43295|issue:44610", - "issue:43572|issue:46821", - "issue:43550|issue:43844", - "issue:45200|issue:45823", - "issue:29870|issue:29942", - "issue:43450|issue:43575", - "issue:45520|issue:46178", - "issue:43572|issue:44987", - "issue:37428|issue:43824", - "issue:42490|issue:43493", - "issue:44554|issue:45356", - "issue:39692|issue:46192" + "issue:45823|issue:46192" ], - "prepared_review_unit_hash": "81193a7a2e45b9210b23543cfbade3c8c2d1916653809be43a91055f98299ea9", + "prepared_review_unit_hash": "4f52fea1a7cb0cb5bfc8e74a6f2a009ea9fafe800ef89e3fdc5f1c4fe1fbde8c", "component_budget": { - "node_count": 503, - "item_count": 503, - "soft_pair_count": 1852, - "serialized_chars": 960429, - "estimated_input_tokens": 240108, - "estimated_eval_tokens": 480472 + "node_count": 504, + "item_count": 504, + "soft_pair_count": 1853, + "serialized_chars": 961383, + "estimated_input_tokens": 240346, + "estimated_eval_tokens": 480948 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 30, - "serialized_chars": 36274, - "estimated_input_tokens": 9069, - "estimated_eval_tokens": 18394 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36175, + "estimated_input_tokens": 9044, + "estimated_eval_tokens": 18344 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The items are mostly superficially similar title matches across different models, processors, and runtime paths, but they do not describe the same underlying bug. I would not merge any of the soft pairs.", - "confidence": 0.93, - "canonical_issue_reason": "issue:43873 is the best anchor because it is the most broadly scoped and active report in the set, with substantial discussion/inbound references around a concrete runtime problem; the rest of the items are mostly unrelated point bugs.", + "summary": "This cluster is mostly heterogeneous: the soft-linked pairs share broad Transformers keywords or subsystems, but they do not appear to describe the same underlying bug/change. All soft edges should be rejected. No pull requests are present.", + "confidence": 0.57, + "canonical_issue_reason": "issue:43295 is the broadest and most reusable representative here because it describes a regression in processor/tokenizer behavior affecting multimodal custom code, which is closer to the few tokenizer/processor-adjacent reports than the model-specific or infra-specific issues.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43873 is the strongest standalone issue candidate: it is well-described, has the highest activity, and represents a real user-facing failure mode without being overly narrow.", + "best_issue_reason": "issue:43295 is the best single issue to stand in for this cluster because it captures a recent, user-visible API regression with broader applicability than the other candidates, which are mostly narrow model or runtime failures.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:28218", - "right": "issue:34567", + "left": "issue:43844", + "right": "issue:44964", "accept": false, - "reason": "Tokenizer spacing behavior and trainer token-count tracking are different bugs in different code paths." + "reason": "Different failure modes: ZeRO-3 gradient inflation during training vs. model loading failure for Phi-4 multimodal." }, { - "left": "issue:45084", - "right": "issue:45520", - "accept": false, - "reason": "Non-template-node compilation failure is unrelated to the Python 3.13 flash_attn import key error." - }, - { - "left": "issue:43065", - "right": "issue:46369", - "accept": false, - "reason": "Both mention SAM3, but one is a dummy Conv2d in the pixel decoder and the other is a memory overflow in sam3-litetext." - }, - { - "left": "issue:15354", - "right": "issue:38175", + "left": "issue:43994", + "right": "issue:44493", "accept": false, - "reason": "TorchScript export support for a ViT model is unrelated to SigLIP2 zero-probability output." + "reason": "Different underlying bugs: SigLIP2 output discrepancy vs. unexpected position-id key handling." }, { - "left": "issue:44554", - "right": "issue:45446", + "left": "issue:44869", + "right": "issue:46752", "accept": false, - "reason": "An MPS attention correctness bug is not the same as a flex_attention PyTorch version-check import issue." + "reason": "Whisper timestamp decoding crash is unrelated to empty-list handling in chat templating." }, { - "left": "issue:43493", - "right": "issue:43701", + "left": "issue:45200", + "right": "issue:45229", "accept": false, - "reason": "SigLIP2 implementation drift and resume_from_checkpoint key mismatch are unrelated failures." + "reason": "Text-only mm_token_type_ids defaulting bug is unrelated to Gemma4 multi-GPU CUDA OOM." }, { - "left": "issue:44423", - "right": "issue:44734", + "left": "issue:45229", + "right": "issue:45823", "accept": false, - "reason": "Both crash in serve, but one is a multimodal .to() AttributeError and the other is a KV-cache indexing bug." + "reason": "OOM during inference and device-map mismatch are different problems in different code paths." }, { - "left": "issue:41720", - "right": "issue:46710", + "left": "issue:45588", + "right": "issue:46050", "accept": false, - "reason": "CUDA assert during auto device mapping is unrelated to an accuracy regression after upgrade." + "reason": "Flash-attention sinkless-model crash is unrelated to sinq quantized save/load breakage." }, { - "left": "issue:45406", - "right": "issue:46121", + "left": "issue:42490", + "right": "issue:43696", "accept": false, - "reason": "Gemma4Processor missing _tokenizer and rope-validation list typing are different bugs." + "reason": "Local-path import warning has nothing to do with GPT-oss CUDA out-of-memory." }, { - "left": "issue:44977", - "right": "issue:46710", + "left": "issue:29942", + "right": "issue:30333", "accept": false, - "reason": "Flash-attention generation failure for Qwen3.5 is not the same as a model accuracy regression." + "reason": "Flash Attention 2 test failures and MLFlow job-status reporting are unrelated." }, { - "left": "issue:45072", - "right": "issue:45198", + "left": "issue:29159", + "right": "issue:32090", "accept": false, - "reason": "bfloat16 dtype mismatch in inference is unrelated to Wav2Vec2 save_pretrained/tokenization failure." + "reason": "Tokenizer slow/fast inconsistency is unrelated to NoneType broadcast errors in Trainer." }, { - "left": "issue:43295", - "right": "issue:43450", + "left": "issue:44977", + "right": "issue:46701", "accept": false, - "reason": "Processor.tokenizer regression and batched video-output shape bug affect different multimodal paths." + "reason": "Qwen3.5 flash-attention generation bug is not the same as DiffusionGemma pipeline failure." }, { - "left": "issue:37428", - "right": "issue:43957", + "left": "issue:28218", + "right": "issue:34567", "accept": false, - "reason": "Flash-attention import failure and meta-device model-loading breakage are separate import/loading issues." + "reason": "Extra space after added token is a tokenizer output bug, not a TrainerState counter issue." }, { - "left": "issue:45588", - "right": "issue:45759", + "left": "issue:45084", + "right": "issue:45520", "accept": false, - "reason": "A flash_attention s_aux=None crash is unrelated to unwrapping text_config for composite Qwen multimodal configs." + "reason": "Template-node compilation error is unrelated to the Python 3.13 flash_attn import KeyError." }, { - "left": "issue:43540", - "right": "issue:45200", + "left": "issue:43065", + "right": "issue:46369", "accept": false, - "reason": "Video input processing ValueError and Gemma4 mm_token_type_ids defaults are different model/input bugs." + "reason": "Dummy Conv2d implementation detail does not match a memory overflow in sam3-litetext." }, { - "left": "issue:43295", - "right": "issue:43873", + "left": "issue:15354", + "right": "issue:38175", "accept": false, - "reason": "Processor.tokenizer regression is unrelated to quantization/offloading behavior." + "reason": "torch.jit.script GeneratorExp support is unrelated to SigLIP2 zero-probability outputs." }, { - "left": "issue:44186", - "right": "issue:46192", + "left": "issue:44554", + "right": "issue:45446", "accept": false, - "reason": "LayoutLMv2 tokenizer crashes on NER/batching are not the same as return_tensors being ignored with explicit text_kwargs." + "reason": "MPS attention correctness bug and PyTorch version gating for AuxRequest are different code paths." }, { - "left": "issue:45823", - "right": "issue:46192", + "left": "issue:44423", + "right": "issue:44734", "accept": false, - "reason": "Gemma4 device-mapping mismatch and return_tensors handling are different issues." + "reason": "Both are serve crashes, but one is a multimodal .to() type error and the other is KV-cache indexing; not the same bug." }, { - "left": "issue:43295", - "right": "issue:44610", + "left": "issue:41720", + "right": "issue:46710", "accept": false, - "reason": "A processor.tokenizer regression is not the same as OmDet-Turbo's image-size mismatch." + "reason": "Auto device mapping cudaErrorAssert and post-upgrade accuracy regression are distinct issues." }, { - "left": "issue:43572", - "right": "issue:46821", + "left": "issue:43493", + "right": "issue:43701", "accept": false, - "reason": "StableLmConfig pad-token config and TimesFM window_size AttributeError are unrelated." + "reason": "SigLIP2 implementation discrepancy is unrelated to resume_from_checkpoint key mismatch." }, { - "left": "issue:43550", - "right": "issue:43844", + "left": "issue:45406", + "right": "issue:46121", "accept": false, - "reason": "torch.compile with SDPA and DeepSpeed ZeRO-3 gradient drift are different training/runtime bugs." + "reason": "Gemma4Processor missing _tokenizer and JSON-loaded rope validation list handling are unrelated." }, { - "left": "issue:45200", - "right": "issue:45823", + "left": "issue:44977", + "right": "issue:46710", "accept": false, - "reason": "Both are Gemma4-related, but one is missing token-type defaults while the other is a device placement mismatch." + "reason": "Flash-attention generation failure for Qwen3.5 is not the same as DeepSeek accuracy regression." }, { - "left": "issue:29870", - "right": "issue:29942", + "left": "issue:37428", + "right": "issue:43957", "accept": false, - "reason": "BART decoder_attention_mask assignment bug and Flash Attention 2 test failures do not describe the same defect." + "reason": "flash_supports_window_size import breakage is unrelated to meta-device model loading issues." }, { - "left": "issue:43450", - "right": "issue:43575", + "left": "issue:45072", + "right": "issue:45198", "accept": false, - "reason": "Batched video shape handling and tensor-parallel OOM are unrelated." + "reason": "bfloat16 dtype mismatches in CI are unrelated to Wav2Vec2 save_pretrained/tokenization failures." }, { - "left": "issue:45520", - "right": "issue:46178", + "left": "issue:43295", + "right": "issue:43450", "accept": false, - "reason": "flash_attn import_utils KeyError on Python 3.13 is different from a BACKENDS_MAPPING validation error." + "reason": "Processor.tokenizer regression is not the same as batched video processor shape handling." }, { - "left": "issue:43572", - "right": "issue:44987", + "left": "issue:45588", + "right": "issue:45759", "accept": false, - "reason": "StableLmConfig pad_token_idx and Qwen3.5 flash-attn generation failures are unrelated." + "reason": "Flash-attention aux crash and Qwen multimodal config unwrapping are different problems." }, { - "left": "issue:37428", - "right": "issue:43824", + "left": "issue:43540", + "right": "issue:45200", "accept": false, - "reason": "An import error for flash_attention_utils is not the same as missing Qwen2_5_VLForConditionalGeneration export." + "reason": "Video input processing failure in Qwen3OmniMoe is unrelated to Gemma4 token-type defaults." }, { - "left": "issue:42490", - "right": "issue:43493", + "left": "issue:43295", + "right": "issue:43873", "accept": false, - "reason": "Trailing-slash import warning and SigLIP2 implementation discrepancy are unrelated." + "reason": "Processor/tokenizer regression and quantization offloading behavior are different concerns." }, { - "left": "issue:44554", - "right": "issue:45356", + "left": "issue:44186", + "right": "issue:46192", "accept": false, - "reason": "Attention correctness on MPS is unrelated to Kimi tokenizer codec handling regression." + "reason": "LayoutLMv2 tokenization crash on NER/batching is unrelated to return_tensors being ignored with text_kwargs." }, { - "left": "issue:43540", - "right": "issue:45200", + "left": "issue:45823", + "right": "issue:46192", "accept": false, - "reason": "Video processing ValueError and Gemma4 mm_token_type_ids defaults are different problems." + "reason": "Gemma4 device-map mismatch is unrelated to return_tensors/text_kwargs precedence." } ] }, @@ -8953,274 +8862,282 @@ "component_index": 1, "component_count": 25, "review_unit_index": 29, - "review_unit_count": 60, + "review_unit_count": 61, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-503", + "cluster_id": "cluster-10000-504", "nodes": [ "issue:28218", + "issue:29870", + "issue:29942", "issue:35141", - "issue:41720", + "issue:37428", + "issue:39692", + "issue:42490", "issue:42915", "issue:43232", "issue:43262", "issue:43278", "issue:43295", "issue:43334", - "issue:43335", "issue:43450", "issue:43452", "issue:43493", "issue:43525", "issue:43550", + "issue:43572", + "issue:43575", "issue:43653", - "issue:43819", "issue:43824", - "issue:43827", + "issue:43844", "issue:43856", - "issue:43901", "issue:43950", "issue:43975", "issue:44112", - "issue:44442", "issue:44466", - "issue:44479", "issue:44521", + "issue:44554", + "issue:44610", "issue:44737", - "issue:44792", "issue:44849", - "issue:44898", + "issue:44987", "issue:45127", - "issue:45198", "issue:45200", "issue:45290", - "issue:45325", + "issue:45356", "issue:45381", - "issue:45412", - "issue:45563", + "issue:45520", + "issue:45823", + "issue:46178", "issue:46192", "issue:46209", "issue:46285", "issue:46512", - "issue:46894", - "issue:46899", - "issue:46932" + "issue:46821", + "issue:46894" ], "soft_pairs": [ + "issue:43572|issue:46821", + "issue:43295|issue:44610", + "issue:45200|issue:45823", + "issue:43550|issue:43844", + "issue:29870|issue:29942", + "issue:43450|issue:43575", + "issue:45520|issue:46178", + "issue:43572|issue:44987", + "issue:37428|issue:43824", + "issue:42490|issue:43493", + "issue:44554|issue:45356", + "issue:39692|issue:46192", "issue:43232|issue:44849", "issue:43295|issue:43493", "issue:44521|issue:45290", "issue:44466|issue:45127", "issue:45381|issue:46209", - "issue:43278|issue:43856", "issue:44737|issue:46894", "issue:28218|issue:35141", - "issue:43653|issue:44112", + "issue:43278|issue:43856", "issue:42915|issue:43824", "issue:43824|issue:43975", + "issue:43653|issue:44112", "issue:43950|issue:46285", "issue:43452|issue:46512", "issue:43262|issue:43450", - "issue:43334|issue:43525", - "issue:44442|issue:45198", - "issue:45200|issue:46899", - "issue:45200|issue:46932", - "issue:44792|issue:45563", - "issue:44898|issue:45412", - "issue:44479|issue:46192", - "issue:43819|issue:44112", - "issue:45200|issue:45325", - "issue:43335|issue:43550", - "issue:43827|issue:43901", - "issue:41720|issue:46209" + "issue:43334|issue:43525" ], - "prepared_review_unit_hash": "5918d5c91d991843c98ab114e7e454bc30b79b658276f63e0f0e5ce6bf9a5356", + "prepared_review_unit_hash": "c647395986d4c2d28080a96d8d3bf05eca88cf4c14c8b554331de0ac32daaac9", "component_budget": { - "node_count": 503, - "item_count": 503, - "soft_pair_count": 1852, - "serialized_chars": 960429, - "estimated_input_tokens": 240108, - "estimated_eval_tokens": 480472 + "node_count": 504, + "item_count": 504, + "soft_pair_count": 1853, + "serialized_chars": 961383, + "estimated_input_tokens": 240346, + "estimated_eval_tokens": 480948 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 26, - "serialized_chars": 35336, - "estimated_input_tokens": 8834, - "estimated_eval_tokens": 17924 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 36171, + "estimated_input_tokens": 9043, + "estimated_eval_tokens": 18342 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a false positive: the issues span unrelated tokenizer, multimodal chat-template, generation, dtype, and model-specific regressions. None of the soft pairs looks like the same underlying bug or change.", + "summary": "The cluster is heterogeneous: the soft matches are mostly superficial text-similarity hits across unrelated regressions, so none of the candidate pairs should be merged as duplicates.", "confidence": 0.91, - "canonical_issue_reason": "Issue #44521 is the strongest anchor here: it is an active, clearly described multimodal chat-template regression with multiple references and discussion, making it the most representative issue in this otherwise mixed set.", - "canonical_pr_reason": null, - "best_issue_reason": "#44521 is the best single issue to keep as a representative bug report because it is well-scoped, user-facing, and sits in the most recurrent theme across the set (multimodal chat/template handling).", - "best_pr_reason": null, + "canonical_issue_reason": "No single issue safely represents this cluster; the items span distinct bugs in tokenization, loading, generation, multimodal processing, and config handling.", + "canonical_pr_reason": "No pull requests are present in the cluster.", + "best_issue_reason": "No global best issue: even the most discussed items are model- or subsystem-specific and would misrepresent the rest of the cluster as a duplicate set.", + "best_pr_reason": "No pull request is suitable because there are no PRs in the input.", "soft_edge_verdicts": [ + { + "left": "issue:43572", + "right": "issue:46821", + "accept": false, + "reason": "Both mention missing config attributes, but they affect different models and different fields (`pad_token_idx` vs `window_size`); not the same bug." + }, + { + "left": "issue:43295", + "right": "issue:44610", + "accept": false, + "reason": "Both are multimodal processor regressions, but one is a `processor.tokenizer` API break and the other is an image-size mismatch; different code paths." + }, + { + "left": "issue:45200", + "right": "issue:45823", + "accept": false, + "reason": "`mm_token_type_ids` defaulting and PLE device-mismatch are unrelated failures in different Gemma 4 paths." + }, + { + "left": "issue:43550", + "right": "issue:43844", + "accept": false, + "reason": "One is a torch.compile/SDPA model failure, the other is a DeepSpeed ZeRO-3 gradient anomaly; not the same defect." + }, + { + "left": "issue:29870", + "right": "issue:29942", + "accept": false, + "reason": "A generation-time Bart mask bug and Flash Attention 2 test failures are unrelated." + }, + { + "left": "issue:43450", + "right": "issue:43575", + "accept": false, + "reason": "Batched video processor output-shape bug and tensor-parallel OOM are different issues." + }, + { + "left": "issue:45520", + "right": "issue:46178", + "accept": false, + "reason": "Import backend lookup failure for `flash_attn` on Python 3.13 is unrelated to `tensorflow_text` backend registration." + }, + { + "left": "issue:43572", + "right": "issue:44987", + "accept": false, + "reason": "Both are loading-related, but one is a missing config attribute and the other is a model-loading failure for a specific repo; no shared concrete bug." + }, + { + "left": "issue:37428", + "right": "issue:43824", + "accept": false, + "reason": "Both are import errors, but they involve different symbols and different modules; too broad to be one duplicate." + }, + { + "left": "issue:42490", + "right": "issue:43493", + "accept": false, + "reason": "A path-with-trailing-slash import warning is not the same as a SigLIP2 implementation discrepancy." + }, + { + "left": "issue:44554", + "right": "issue:45356", + "accept": false, + "reason": "An MPS attention correctness bug and a tokenizer codec regression are unrelated." + }, + { + "left": "issue:39692", + "right": "issue:46192", + "accept": false, + "reason": "Documentation example errors and `return_tensors` being ignored are different classes of bugs." + }, { "left": "issue:43232", "right": "issue:44849", "accept": false, - "reason": "Both mention generation/model kwargs, but one is a sync_gpus update bug and the other is a hidden-states regression in Qwen3.5; different code paths and failure modes." + "reason": "Generation kwargs update logic and Qwen3.5 hidden-states output are separate generation/model behaviors." }, { "left": "issue:43295", "right": "issue:43493", "accept": false, - "reason": "Processor/tokenizer regression for custom model code vs SigLIP2 implementation discrepancy; same broad area, not the same bug." + "reason": "Processor/tokenizer API regression and SigLIP2 implementation drift do not share the same underlying bug." }, { "left": "issue:44521", "right": "issue:45290", "accept": false, - "reason": "Both involve apply_chat_template, but one is all-zero assistant masks for multimodal inputs while the other crashes on tool-call assistant messages with no content." + "reason": "Both touch `apply_chat_template`, but one is assistant mask handling for multimodal inputs while the other is tool-call/content crash handling." }, { "left": "issue:44466", "right": "issue:45127", "accept": false, - "reason": "Serialization of tied lm_head weights is unrelated to LoRA merge behavior with extended vocab." + "reason": "Both involve tied-weights behavior, but one is serialization depending on device and the other is LoRA merge collapse with extended vocab; different fixes." }, { "left": "issue:45381", "right": "issue:46209", "accept": false, - "reason": "Qwen2.5-VL vision position IDs regression and FP8 inference failure on B200 are distinct hardware/model issues." - }, - { - "left": "issue:43278", - "right": "issue:43856", - "accept": false, - "reason": "Embedding dtype drift between train/eval is not the same as Qwen3 MoE memory-usage training problems." + "reason": "Wrong video `vision_position_ids` and FP8 inference failure on B200 are unrelated." }, { "left": "issue:44737", "right": "issue:46894", "accept": false, - "reason": "CPU placement bug in XLNet positional encoding is unrelated to the CohereASR double-shift training loss issue." + "reason": "CPU-bound XLNet positional encoding and a CohereASR training-loss shift bug are not the same code path." }, { "left": "issue:28218", "right": "issue:35141", "accept": false, - "reason": "Tokenizer spacing after added tokens and embedding reinitialization after resize are separate tokenizer/model initialization bugs." + "reason": "Tokenizer spacing after added tokens and output embedding reinitialization after resize are different tokenizer/model-weight issues." }, { - "left": "issue:43653", - "right": "issue:44112", + "left": "issue:43278", + "right": "issue:43856", "accept": false, - "reason": "BigBirdTokenizer special-token decoding bug vs stale CI device-override test; no shared underlying defect." + "reason": "A dtype regression during evaluate and MoE training memory inefficiency are separate problems." }, { "left": "issue:42915", "right": "issue:43824", "accept": false, - "reason": "Qwen3Moe FP8 failure and Qwen2.5-VL import error are unrelated." + "reason": "Qwen3Moe FP8 config failure and a Qwen2.5-VL import error are unrelated." }, { "left": "issue:43824", "right": "issue:43975", "accept": false, - "reason": "Import/export failure for a class is not the same as incorrect detokenization in deepseek-coder." + "reason": "Importing a missing VL class and incorrect detokenization in DeepSeek Coder are different bugs." + }, + { + "left": "issue:43653", + "right": "issue:44112", + "accept": false, + "reason": "A tokenizer special-token registration bug and a stale device override CI failure are not the same underlying issue." }, { "left": "issue:43950", "right": "issue:46285", "accept": false, - "reason": "Non-persistent buffer corruption on from_pretrained differs from CLIP text-model structure inconsistency." + "reason": "Non-persistent buffer corruption in `from_pretrained` and CLIP text-model structure divergence are unrelated regressions." }, { "left": "issue:43452", "right": "issue:46512", "accept": false, - "reason": "gguf_file loading breakage is a different path from stale model.config.dtype after from_config(dtype=...)." + "reason": "`gguf_file` loading breakage and stale `model.config.dtype` after `from_config` affect different initialization paths." }, { "left": "issue:43262", "right": "issue:43450", "accept": false, - "reason": "Audio chat-template sampling-rate defaulting and batched video shape handling are different modality bugs." + "reason": "Audio chat-template sample-rate defaulting and batched video shape handling are different processor bugs." }, { "left": "issue:43334", "right": "issue:43525", "accept": false, - "reason": "Both are pad_token_id attribute errors, but they affect different model families and likely different config objects/code paths." - }, - { - "left": "issue:44442", - "right": "issue:45198", - "accept": false, - "reason": "Tokenizer loading failure for FastSpeech2Conformer and Wav2Vec2 save/tokenization failure are not the same issue." - }, - { - "left": "issue:45200", - "right": "issue:46899", - "accept": false, - "reason": "Defaulting mm_token_type_ids to zeros is unrelated to unsafe dtype casts in quantized multimodal embedders." - }, - { - "left": "issue:45200", - "right": "issue:46932", - "accept": false, - "reason": "Same broad Gemma4 multimodal area, but one is a missing zero default and the other is a quantized dtype-casting fix." - }, - { - "left": "issue:44792", - "right": "issue:45563", - "accept": false, - "reason": "Janus image-generation test failure and stale num_return_sequences warning are distinct generation/test issues." - }, - { - "left": "issue:44898", - "right": "issue:45412", - "accept": false, - "reason": "Perceiver interpolation failure and RT-DETR memory not being released are unrelated." - }, - { - "left": "issue:44479", - "right": "issue:46192", - "accept": false, - "reason": "Video-input regression for several Qwen VL models is different from return_tensors being ignored when text_kwargs is passed." - }, - { - "left": "issue:43819", - "right": "issue:44112", - "accept": false, - "reason": "DAC latent reconstruction mismatch and a stale GraniteSpeech CI test do not share a code path." - }, - { - "left": "issue:45200", - "right": "issue:45325", - "accept": false, - "reason": "Gemma4 token-type defaults and Qwen2.5-VL rope-index scaling are separate multimodal bugs." - }, - { - "left": "issue:43335", - "right": "issue:43550", - "accept": false, - "reason": "SwitchTransformers sparse-layer construction and Bamba SDPA torch.compile failure are different model/runtime problems." - }, - { - "left": "issue:43827", - "right": "issue:43901", - "accept": false, - "reason": "Both are docs regressions, but they concern different pipeline deprecations and should not be merged as one bug." - }, - { - "left": "issue:41720", - "right": "issue:46209", - "accept": false, - "reason": "Auto device mapping cuda assert on A800 is unrelated to FP8 inference failure on B200." + "reason": "Both surface as missing `pad_token_id`, but they are model-specific config classes and not clearly the same root cause." } ] }, @@ -9236,22 +9153,21 @@ "component_index": 1, "component_count": 25, "review_unit_index": 30, - "review_unit_count": 60, + "review_unit_count": 61, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-503", + "cluster_id": "cluster-10000-504", "nodes": [ "issue:28282", - "issue:29127", "issue:29942", "issue:32090", "issue:33357", "issue:37428", "issue:38175", - "issue:43278", + "issue:41720", "issue:43335", "issue:43388", "issue:43425", @@ -9262,48 +9178,60 @@ "issue:43611", "issue:43653", "issue:43819", - "issue:43825", + "issue:43827", + "issue:43901", "issue:44112", "issue:44206", - "issue:44351", - "issue:44448", + "issue:44442", "issue:44466", - "issue:44514", - "issue:44521", + "issue:44479", "issue:44561", "issue:44610", - "issue:44743", - "issue:44855", + "issue:44792", "issue:44857", - "issue:44995", + "issue:44898", "issue:45083", - "issue:45290", + "issue:45198", + "issue:45200", + "issue:45325", "issue:45412", - "issue:45520", + "issue:45563", "issue:45584", "issue:45593", "issue:45759", - "issue:46170", + "issue:46192", + "issue:46209", "issue:46234", "issue:46285", - "issue:46326", "issue:46424", "issue:46512", "issue:46821", - "issue:46858" + "issue:46858", + "issue:46899", + "issue:46932" ], "soft_pairs": [ + "issue:45200|issue:46899", + "issue:45200|issue:46932", + "issue:44442|issue:45198", + "issue:44792|issue:45563", + "issue:44898|issue:45412", + "issue:44479|issue:46192", + "issue:43819|issue:44112", + "issue:45200|issue:45325", + "issue:41720|issue:46209", + "issue:43335|issue:43550", + "issue:43827|issue:43901", "issue:44561|issue:46234", "issue:44610|issue:44857", "issue:43819|issue:45083", - "issue:44857|issue:45593", "issue:43388|issue:43526", - "issue:45759|issue:46285", "issue:46512|issue:46821", - "issue:44995|issue:46858", - "issue:46424|issue:46858", - "issue:43606|issue:45083", + "issue:45759|issue:46285", "issue:44206|issue:45584", + "issue:44857|issue:45593", + "issue:43606|issue:45083", + "issue:46424|issue:46858", "issue:38175|issue:45412", "issue:43335|issue:43653", "issue:37428|issue:43425", @@ -9311,197 +9239,204 @@ "issue:28282|issue:33357", "issue:43550|issue:44112", "issue:43611|issue:44466", - "issue:43335|issue:43504", - "issue:44448|issue:44743", - "issue:45520|issue:46170", - "issue:44855|issue:45083", - "issue:43278|issue:43825", - "issue:43335|issue:45083", - "issue:43335|issue:45593", - "issue:43335|issue:44112", - "issue:29127|issue:32090", - "issue:44514|issue:44521", - "issue:37428|issue:44351", - "issue:45290|issue:46326" + "issue:43335|issue:43504" ], - "prepared_review_unit_hash": "4d2eee52dd751632b54e8f66a7db87dbe5dde656b42a0d6e47e221e76d70dd20", + "prepared_review_unit_hash": "adc14f1028922e83d020e55ecd2fa31c485a58fa351ce24f4d822f4f4c2daf7a", "component_budget": { - "node_count": 503, - "item_count": 503, - "soft_pair_count": 1852, - "serialized_chars": 960429, - "estimated_input_tokens": 240108, - "estimated_eval_tokens": 480472 + "node_count": 504, + "item_count": 504, + "soft_pair_count": 1853, + "serialized_chars": 961383, + "estimated_input_tokens": 240346, + "estimated_eval_tokens": 480948 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 30, - "serialized_chars": 36504, - "estimated_input_tokens": 9126, - "estimated_eval_tokens": 18508 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "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 is not a true duplicate cluster: the items span unrelated import, model-loading, cache, processor, training, and CI regressions. None of the soft pairs look like the same concrete bug/change, and there are no PRs here.", - "confidence": 0.86, - "canonical_issue_reason": "issue:44521 is the broadest and most active open item in the only semi-cohesive subgroup (chat-template/multimodal), so it is the least arbitrary anchor if one must be chosen; overall, though, the set is heterogeneous.", + "summary": "This cluster is mostly heterogeneous issue noise rather than one duplicate family. None of the soft pairs look like the same underlying bug/change. If a representative issue is needed, #45200 is the strongest single issue, but only weakly so.", + "confidence": 0.88, + "canonical_issue_reason": "#45200 has the most discussion and is a concrete, user-facing Gemma 4 regression; among this mixed set it is the best representative, though the cluster is not truly cohesive.", "canonical_pr_reason": null, - "best_issue_reason": "If forced to pick a representative issue, issue:44521 is the best fit because it is broad, active, and closest to the repeated `apply_chat_template` theme; it is still not a true cluster canonical.", + "best_issue_reason": "#45200 is the clearest standalone bug report with enough context to represent the cluster, but it should not be treated as a strong canonical for the other items.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44561", - "right": "issue:46234", + "left": "issue:45200", + "right": "issue:46899", "accept": false, - "reason": "Both are import_utils missing-symbol regressions, but they affect different helpers and different breakages (`is_torch_fx_available` vs `is_falcon_mamba_ssm_available`)." + "reason": "Both are Gemma4-related, but one is text-only fine-tuning token type IDs and the other is 4-bit vision/audio dtype casting; different bugs." }, { - "left": "issue:44610", - "right": "issue:44857", + "left": "issue:45200", + "right": "issue:46932", "accept": false, - "reason": "Different failures: processor output-size mismatch vs AMP/CUDA loss crash in LwDetrImageLoss." + "reason": "#46932 is about quantized vision/audio embedder dtype casting, while #45200 is about mm_token_type_ids for text-only fine-tuning." }, { - "left": "issue:43819", - "right": "issue:45083", + "left": "issue:44442", + "right": "issue:45198", "accept": false, - "reason": "Different models and code paths: DAC latent conversion vs qwen3_omni_moe feature-length helper behavior." + "reason": "Both concern speech/tokenizer workflows, but they affect different models and different failure modes." }, { - "left": "issue:44857", - "right": "issue:45593", + "left": "issue:44792", + "right": "issue:45563", "accept": false, - "reason": "Both touch detection models, but one is an AMP/CUDA crash and the other is missing auxiliary losses when denoising is off." + "reason": "Janus image generation test failure and a stale generate warning are unrelated code-paths." }, { - "left": "issue:43388", - "right": "issue:43526", + "left": "issue:44898", + "right": "issue:45412", "accept": false, - "reason": "Both mention labels, but one drops tuple labels during metric gathering and the other truncates labels in BeitImageProcessorFast." + "reason": "Perceiver resolution handling and RT-DETR memory release are unrelated bugs." }, { - "left": "issue:45759", - "right": "issue:46285", + "left": "issue:44479", + "right": "issue:46192", "accept": false, - "reason": "Both involve multimodal/model structure, but one is `from_config` text_config unwrapping and the other is CLIP text-model structure drift." + "reason": "Both touch multimodal input handling, but one is a video-input regression and the other is return_tensors/text_kwargs behavior." }, { - "left": "issue:46512", - "right": "issue:46821", + "left": "issue:43819", + "right": "issue:44112", "accept": false, - "reason": "Unrelated API regressions: stale `model.config.dtype` vs `window_size` raising `AttributeError`." + "reason": "DAC latent reconstruction mismatch and GraniteSpeech CI device-override failure are different issues." }, { - "left": "issue:44995", - "right": "issue:46858", + "left": "issue:45200", + "right": "issue:45325", "accept": false, - "reason": "Both involve cache logic, but one is a model-specific stale indexer bug and the other is a static-cache prefill arithmetic bug on non-CUDA backends." + "reason": "Gemma4 mm_token_type_ids and Qwen2.5-VL rope index scaling are unrelated." }, { - "left": "issue:46424", - "right": "issue:46858", + "left": "issue:41720", + "right": "issue:46209", "accept": false, - "reason": "Different cache issues: `max_cache_length` handling vs device-tensor seq-length breaking slice arithmetic." + "reason": "Different hardware-specific failures on different models; no shared underlying bug." }, { - "left": "issue:43606", - "right": "issue:45083", + "left": "issue:43335", + "right": "issue:43550", "accept": false, - "reason": "Unrelated subsystems: CPU-offload device mismatch in bark-small vs qwen3_omni_moe helper behavior." + "reason": "SwitchTransformers sparse-layer config bug and Bamba torch.compile/SDPA failure are unrelated." }, { - "left": "issue:44206", - "right": "issue:45584", + "left": "issue:43827", + "right": "issue:43901", "accept": false, - "reason": "Different processor bugs: unsupported `center` arg in LasrFeatureExtractor vs Whisper empty-transcription failure after token alignment." + "reason": "Both are docs-related, but one is about removed pipeline() references and the other about return_all_scores semantics." }, { - "left": "issue:38175", - "right": "issue:45412", + "left": "issue:44561", + "right": "issue:46234", "accept": false, - "reason": "Different symptoms and code paths: zero probabilities in SigLIP2 vs RT-DETR memory not being released." + "reason": "Different missing/removal of import-utils helpers causing different breakages." }, { - "left": "issue:43335", - "right": "issue:43653", + "left": "issue:44610", + "right": "issue:44857", "accept": false, - "reason": "Both are model/tokenizer quirks, but one is SwitchTransformers sparse-layer config creation and the other is BigBirdTokenizer special-token registration." + "reason": "OmDet input-size mismatch and LwDetr AMP crash are different model bugs." }, { - "left": "issue:37428", - "right": "issue:43425", + "left": "issue:43819", + "right": "issue:45083", "accept": false, - "reason": "Importing a missing internal helper is not the same as broad Torch 2.10 incompatibility." + "reason": "DAC from_latents mismatch and qwen3_omni_moe length helper behavior are unrelated." }, { - "left": "issue:29942", - "right": "issue:32090", + "left": "issue:43388", + "right": "issue:43526", "accept": false, - "reason": "Flash-Attention test failures and `_gpu_broadcast_one` type errors are unrelated." + "reason": "Both mention label handling, but they are different functions, models, and symptoms." }, { - "left": "issue:28282", - "right": "issue:33357", + "left": "issue:46512", + "right": "issue:46821", "accept": false, - "reason": "Both are environment-specific, but one is missing PyTorch import and the other is a MacOS bus error in a CLIP model." + "reason": "Model config dtype staleness and TimesFM window_size AttributeError are unrelated." }, { - "left": "issue:43550", - "right": "issue:44112", + "left": "issue:45759", + "right": "issue:46285", "accept": false, - "reason": "A torch.compile/SDPA model failure and a GraniteSpeech CI device-override test are distinct problems." + "reason": "Both involve model structure/config changes, but they affect different model families and different breakages." }, { - "left": "issue:43611", - "right": "issue:44466", + "left": "issue:44206", + "right": "issue:45584", "accept": false, - "reason": "Both hit v5 model loading/serialization, but one is base_model_prefix loading breakage and the other is device-dependent lm_head serialization." + "reason": "Unsupported feature-extractor arg and Whisper empty-transcription failure are not the same bug." }, { - "left": "issue:43335", - "right": "issue:43504", + "left": "issue:44857", + "right": "issue:45593", "accept": false, - "reason": "Different models and bugs: sparse-layer creation vs Beit pretrained preset loading with a legacy field." + "reason": "AMP crash in LwDetr loss and missing auxiliary losses in D-FINE are unrelated." }, { - "left": "issue:44448", - "right": "issue:44743", + "left": "issue:43606", + "right": "issue:45083", "accept": false, - "reason": "Different behaviors in different models: Pegasus output drift vs recurrent state reset in qwen3_5 modular code." + "reason": "CPU offload device mismatch and qwen3_omni_moe output-length helper behavior are different issues." }, { - "left": "issue:45520", - "right": "issue:46170", + "left": "issue:46424", + "right": "issue:46858", "accept": false, - "reason": "Both are import/platform issues, but one is Python 3.13 flash_attn key handling and the other is Windows ROCm torch.distributed dependency failure." + "reason": "Both are cache-related, but they fail in different places and with different mechanics." }, { - "left": "issue:44855", - "right": "issue:45083", + "left": "issue:38175", + "right": "issue:45412", "accept": false, - "reason": "Different failure modes: Python 3.13 import parsing / torch.jit comment issue vs qwen3_omni_moe helper semantics." + "reason": "Siglip2 zero probabilities and RT-DETR memory cleanup are unrelated." }, { - "left": "issue:43278", - "right": "issue:43825", + "left": "issue:43335", + "right": "issue:43653", "accept": false, - "reason": "A dtype-state bug and an incorrect translation-task error message are unrelated." + "reason": "SwitchTransformers config bug and BigBirdTokenizer special-token bug are unrelated." }, { - "left": "issue:44514", - "right": "issue:44521", + "left": "issue:37428", + "right": "issue:43425", "accept": false, - "reason": "Both concern `apply_chat_template`, but one is a batched-input crash with `padding=False` and the other is all-zero assistant masks for multimodal input; not the same concrete bug." + "reason": "A missing flash-attention import and generic Torch 2.10 incompatibility are not the same concrete issue." }, { - "left": "issue:45290", - "right": "issue:46326", + "left": "issue:29942", + "right": "issue:32090", + "accept": false, + "reason": "Flash Attention 2 test failures and a Trainer _gpu_broadcast_one NoneType error are unrelated." + }, + { + "left": "issue:28282", + "right": "issue:33357", + "accept": false, + "reason": "AutoModel missing PyTorch and MacOS bus error in CLIP are unrelated." + }, + { + "left": "issue:43550", + "right": "issue:44112", + "accept": false, + "reason": "Bamba torch.compile/SDPA failure and GraniteSpeech stale device-override CI failure are unrelated." + }, + { + "left": "issue:43611", + "right": "issue:44466", "accept": false, - "reason": "Different chat-template regressions: tool-call/no-content crash vs mistral_common `continue_final_message` bug." + "reason": "base_model_prefix loading breakage and lm_head.weight serialization inconsistency are different problems." } ] }, @@ -9517,305 +9452,298 @@ "component_index": 1, "component_count": 25, "review_unit_index": 31, - "review_unit_count": 60, + "review_unit_count": 61, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-503", + "cluster_id": "cluster-10000-504", "nodes": [ "issue:26413", - "issue:27957", "issue:28218", - "issue:29870", - "issue:29942", + "issue:29127", "issue:31501", "issue:32090", - "issue:33357", "issue:34689", "issue:35141", - "issue:38175", + "issue:37428", "issue:39692", "issue:42490", "issue:43278", - "issue:43329", + "issue:43335", "issue:43526", - "issue:43550", - "issue:43575", "issue:43606", - "issue:43701", "issue:43720", "issue:43819", + "issue:43825", "issue:43854", "issue:44112", "issue:44206", - "issue:44360", + "issue:44351", "issue:44448", "issue:44493", - "issue:44561", + "issue:44514", + "issue:44521", "issue:44617", + "issue:44743", "issue:44779", + "issue:44855", "issue:44857", - "issue:45072", "issue:45083", "issue:45127", "issue:45245", + "issue:45290", "issue:45310", "issue:45459", "issue:45478", + "issue:45520", "issue:45588", + "issue:45593", "issue:45823", "issue:45859", - "issue:45920", - "issue:46192", + "issue:46170", "issue:46234", + "issue:46326", "issue:46431", "issue:46566", "issue:46697" ], "soft_pairs": [ + "issue:45520|issue:46170", + "issue:44855|issue:45083", + "issue:44448|issue:44743", + "issue:43278|issue:43825", + "issue:43335|issue:45083", + "issue:37428|issue:44351", + "issue:44514|issue:44521", + "issue:43335|issue:44112", + "issue:43335|issue:45593", + "issue:45290|issue:46326", + "issue:29127|issue:32090", "issue:45588|issue:45859", "issue:42490|issue:43854", - "issue:43720|issue:44112", "issue:34689|issue:35141", + "issue:43720|issue:44112", "issue:43819|issue:44493", "issue:39692|issue:43526", "issue:46431|issue:46566", "issue:43606|issue:44857", - "issue:44448|issue:44779", "issue:45310|issue:45478", + "issue:44448|issue:44779", "issue:26413|issue:31501", "issue:28218|issue:32090", - "issue:45127|issue:45245", "issue:45459|issue:46234", - "issue:39692|issue:44493", + "issue:45127|issue:45245", "issue:44617|issue:46697", - "issue:43701|issue:45083", - "issue:44206|issue:45823", - "issue:44857|issue:45072", - "issue:32090|issue:33357", - "issue:42490|issue:43575", - "issue:43550|issue:45083", - "issue:29942|issue:35141", - "issue:27957|issue:34689", - "issue:38175|issue:44493", - "issue:44360|issue:44561", - "issue:43278|issue:43329", - "issue:29870|issue:32090", - "issue:45920|issue:46192" + "issue:39692|issue:44493", + "issue:44206|issue:45823" ], - "prepared_review_unit_hash": "afa6449a6e99344129a32db6349fe12993ef8714f763190f6455d37c49a2b041", + "prepared_review_unit_hash": "10dc48c9901aac1e33c345e8a4b3a17302f32419465928ed155f1180371d566d", "component_budget": { - "node_count": 503, - "item_count": 503, - "soft_pair_count": 1852, - "serialized_chars": 960429, - "estimated_input_tokens": 240108, - "estimated_eval_tokens": 480472 + "node_count": 504, + "item_count": 504, + "soft_pair_count": 1853, + "serialized_chars": 961383, + "estimated_input_tokens": 240346, + "estimated_eval_tokens": 480948 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 29, - "serialized_chars": 36470, - "estimated_input_tokens": 9118, - "estimated_eval_tokens": 18492 + "soft_pair_count": 28, + "serialized_chars": 36357, + "estimated_input_tokens": 9090, + "estimated_eval_tokens": 18436 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Most pairs are clearly distinct from titles/metadata alone. The strongest duplicate-like match in this set is the Qwen3.5 MoE `from_pretrained` reports (45310/45478), which appear to describe the same regression.", - "confidence": 0.89, - "canonical_issue_reason": "Issue 45478 is the clearest canonical representative for the Qwen3.5 MoE `from_pretrained` regression because it matches 45310\u2019s title exactly and appears to be the same bug with slightly more discussion context.", + "summary": "This cluster is mostly a grab-bag of unrelated Transformers bug reports. The only clear duplicate pair is the Qwen3.5 MoE `from_pretrained` regression (`45310` and `45478`), with `45310` the better anchor. No pull requests are present.", + "confidence": 0.94, + "canonical_issue_reason": "`issue:45310` is the earlier, more detailed report of the same Qwen3.5 MoE `from_pretrained` failure as `issue:45478`, so it is the best canonical issue for that duplicate pair.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45478 is the best issue representative for this cluster because it is the strongest duplicate-like report and cleanly captures the shared Qwen3.5 MoE `from_pretrained` failure.", + "best_issue_reason": "`issue:45310` is the strongest representative issue in this set because it cleanly captures the duplicated Qwen3.5 MoE bug and is better documented than the follow-up report.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:45588", - "right": "issue:45859", + "left": "issue:45520", + "right": "issue:46170", "accept": false, - "reason": "Both are runtime/model bugs, but they point to different code paths: Flash Attention sink handling vs Qwen3.5 MoE CPU offload." + "reason": "Both are import/runtime errors, but they affect different code paths and environments; not the same bug." }, { - "left": "issue:42490", - "right": "issue:43854", + "left": "issue:44855", + "right": "issue:45083", "accept": false, - "reason": "A trailing-slash local-path warning and a GLM-4.7-Flash loading/test failure are not the same bug." + "reason": "Different problems: Python 3.13 import parsing vs feature-extractor length helper behavior." }, { - "left": "issue:43720", - "right": "issue:44112", + "left": "issue:44448", + "right": "issue:44743", "accept": false, - "reason": "BitNet packed-weight loading and GraniteSpeech stale device-override CI failure are unrelated." + "reason": "Both mention v5 behavior, but one is Pegasus output drift and the other is recurrent-state reset in modular_qwen3_5.py." }, { - "left": "issue:34689", - "right": "issue:35141", + "left": "issue:43278", + "right": "issue:43825", "accept": false, - "reason": "Llama 3.2 Vision loading breakage and token-embedding reinitialization are different issues." + "reason": "Embedding dtype regression vs pipeline task-support error; unrelated failures." }, { - "left": "issue:43819", - "right": "issue:44493", + "left": "issue:43335", + "right": "issue:45083", "accept": false, - "reason": "`DAC.from_latents`/STE mismatch is unrelated to unexpected `position_ids` keys across many models." + "reason": "SwitchTransformers config bug and qwen3_omni_moe feature-length helper bug are different issues." }, { - "left": "issue:39692", - "right": "issue:43526", + "left": "issue:37428", + "right": "issue:44351", "accept": false, - "reason": "SigLIP2 docs/example errors do not match the BEiT Fast `reduce_labels` bug." + "reason": "Different import errors in different modules; no shared underlying defect." }, { - "left": "issue:46431", - "right": "issue:46566", + "left": "issue:44514", + "right": "issue:44521", "accept": false, - "reason": "Chat-template validation and DiffusionGemma meta-device placement are different failures." + "reason": "Both involve chat templates, but one is batched padding handling and the other is assistant mask generation for multimodal inputs." }, { - "left": "issue:43606", - "right": "issue:44857", + "left": "issue:43335", + "right": "issue:44112", "accept": false, - "reason": "CPU offload device mismatch for bark-small is a different problem from float16 AMP crashing in LwDetrImageLoss." + "reason": "Config construction bug vs CI device override test failure; not the same underlying problem." }, { - "left": "issue:44448", - "right": "issue:44779", + "left": "issue:43335", + "right": "issue:45593", "accept": false, - "reason": "Both are v5 regressions, but they affect different models and tokenizer/decoder behavior." - }, - { - "left": "issue:45310", - "right": "issue:45478", - "accept": true, - "reason": "Same title and same Qwen3.5 MoE `from_pretrained` failure; these read like duplicate reports of one regression." + "reason": "Sparse-layer config issue is unrelated to D-FINE auxiliary-loss behavior." }, { - "left": "issue:26413", - "right": "issue:31501", + "left": "issue:45290", + "right": "issue:46326", "accept": false, - "reason": "Checkpoint resume epoch-iterator failure and FineWeb training not starting are not the same bug." + "reason": "Both touch chat templating, but they fail in different tokenizer paths with different symptoms." }, { - "left": "issue:28218", + "left": "issue:29127", "right": "issue:32090", "accept": false, - "reason": "Tokenizer extra-space behavior and Trainer `_gpu_broadcast_one` NoneType error are unrelated." + "reason": "LayoutLMV3 error-message clarity and Trainer GPU broadcast TypeError are unrelated." }, { - "left": "issue:45127", - "right": "issue:45245", + "left": "issue:45588", + "right": "issue:45859", "accept": false, - "reason": "LoRA merge/tied-embeddings collapse is unrelated to the category-count runtime limit." + "reason": "Both mention flash attention-related code, but one is an `s_aux=None` crash and the other is CPU-offload incompatibility." }, { - "left": "issue:45459", - "right": "issue:46234", + "left": "issue:42490", + "right": "issue:43854", "accept": false, - "reason": "Tokenizer protobuf-error masking and missing `is_falcon_mamba_ssm_available` are different utility-layer issues." + "reason": "Trailing-slash import warning and GLM-4.7 loading failure are separate issues." }, { - "left": "issue:39692", - "right": "issue:44493", + "left": "issue:34689", + "right": "issue:35141", "accept": false, - "reason": "SigLIP2 docs mistakes do not match the widespread `position_ids` unexpected-key regression." + "reason": "Model-loading regression and embedding reinitialization on resize are different bugs." }, { - "left": "issue:44617", - "right": "issue:46697", + "left": "issue:43720", + "right": "issue:44112", "accept": false, - "reason": "Sam3Video CUDA OOM and Swin2SR over-padding are different subsystems and failure modes." + "reason": "Packed-weight loading failure is unrelated to a stale CI device-override test." }, { - "left": "issue:43701", - "right": "issue:45083", + "left": "issue:43819", + "right": "issue:44493", "accept": false, - "reason": "Checkpoint key mismatch is unrelated to the Qwen3 Omni MoE feature-length helper bug." + "reason": "DAC latent conversion mismatch and unexpected position-id keys are different code paths." }, { - "left": "issue:44206", - "right": "issue:45823", + "left": "issue:39692", + "right": "issue:43526", "accept": false, - "reason": "A feature-extractor `center`-argument crash is not the same as Gemma4 PLE device placement mismatch." + "reason": "Documentation/model mismatch and BEiT `reduce_labels` fast processor bug are unrelated." }, { - "left": "issue:44857", - "right": "issue:45072", + "left": "issue:46431", + "right": "issue:46566", "accept": false, - "reason": "Both involve dtype issues, but they affect different models and code paths." + "reason": "Missing chat template error vs model weights staying on meta device; not the same bug." }, { - "left": "issue:32090", - "right": "issue:33357", + "left": "issue:43606", + "right": "issue:44857", "accept": false, - "reason": "Trainer broadcast type error and MacOS CLIP bus error are unrelated." + "reason": "CPU offload device mismatch for Bark and LwDETR AMP crash are distinct issues." }, { - "left": "issue:42490", - "right": "issue:43575", - "accept": false, - "reason": "A local-path warning is not the same as Qwen2-57B-A14B tensor-parallel OOM." + "left": "issue:45310", + "right": "issue:45478", + "accept": true, + "reason": "Same reported bug: identical Qwen3.5 MoE `from_pretrained` error, with `45478` appearing to be a duplicate of `45310`." }, { - "left": "issue:43550", - "right": "issue:45083", + "left": "issue:44448", + "right": "issue:44779", "accept": false, - "reason": "Bamba SDPA/torch.compile failure and Qwen3 Omni feature-length behavior are unrelated." + "reason": "Both are v5 regressions, but one is Pegasus output divergence and the other is Deepseek tokenizer correctness." }, { - "left": "issue:29942", - "right": "issue:35141", + "left": "issue:26413", + "right": "issue:31501", "accept": false, - "reason": "Flash Attention 2 test failures and output-embedding reinitialization are different bugs." + "reason": "Checkpoint-resume epoch iterator failure and FineWeb training startup failure are not the same underlying bug." }, { - "left": "issue:27957", - "right": "issue:34689", + "left": "issue:28218", + "right": "issue:32090", "accept": false, - "reason": "XLMRoberta Flash Attention 2 support and Llama 3.2 Vision loading regression are not the same issue." + "reason": "Tokenizer added-space bug and GPU broadcast NoneType error are unrelated." }, { - "left": "issue:38175", - "right": "issue:44493", + "left": "issue:45459", + "right": "issue:46234", "accept": false, - "reason": "Zero probabilities in SigLIP2 and unexpected `position_ids` keys are different failures." + "reason": "Tokenizer protobuf error handling and missing `is_falcon_mamba_ssm_available` utility are separate issues." }, { - "left": "issue:44360", - "right": "issue:44561", + "left": "issue:45127", + "right": "issue:45245", "accept": false, - "reason": "Missing ReLU in the DSA indexer is unrelated to the removal of `is_torch_fx_available`." + "reason": "LoRA merge collapse and category-count limit error are unrelated." }, { - "left": "issue:43278", - "right": "issue:43329", + "left": "issue:44617", + "right": "issue:46697", "accept": false, - "reason": "BF16-to-FP32 embedding dtype drift and undefined video-branch multimodal token helpers are different bugs." + "reason": "CUDA OOM and over-padding image processor behavior are different problems." }, { - "left": "issue:29870", - "right": "issue:32090", + "left": "issue:39692", + "right": "issue:44493", "accept": false, - "reason": "BART `decoder_attention_mask` assignment bug and `_gpu_broadcast_one` NoneType error are unrelated." + "reason": "Documentation/example issues and unexpected position-id keys are unrelated." }, { - "left": "issue:45920", - "right": "issue:46192", + "left": "issue:44206", + "right": "issue:45823", "accept": false, - "reason": "Wrong token IDs in AutoTokenizer is a different regression from silently ignored `return_tensors`." + "reason": "Feature-extractor center-arg crash and Gemma4 PLE device mismatch are different failures." } ] }, "evaluator_result": { - "accept": false, - "feedback": "The duplicate judgment for issue:45310/issue:45478 is well supported, but the summary overstates the evidence by saying it is the \"only true duplicate-looking pair.\" With only titles/metadata in the packet, that exclusivity is not fully grounded. Please soften that to something like \"the best-supported duplicate-like pair in this set\" and avoid claiming uniqueness beyond the available evidence." + "accept": true, + "feedback": "The summary is grounded in the packet: all items are issues, and the only clearly duplicated pair in the set is `issue:45310`/`issue:45478`. The soft-edge rejections are generally conservative and do not overclaim shared causality. No PRs are present, so the PR-related requirement is satisfied vacuously." }, "evaluator_used": true, - "retried": true, + "retried": false, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -9825,310 +9753,296 @@ "component_index": 1, "component_count": 25, "review_unit_index": 32, - "review_unit_count": 60, + "review_unit_count": 61, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-503", + "cluster_id": "cluster-10000-504", "nodes": [ "issue:10000", "issue:15354", "issue:25251", - "issue:29127", + "issue:27957", "issue:29870", + "issue:29942", "issue:32090", "issue:33290", "issue:33357", - "issue:34567", + "issue:34689", + "issue:35141", "issue:37428", - "issue:39692", + "issue:38175", "issue:40444", - "issue:41720", "issue:42175", "issue:42490", "issue:43278", + "issue:43329", "issue:43381", "issue:43526", + "issue:43550", "issue:43575", "issue:43701", "issue:43873", "issue:43927", - "issue:43976", - "issue:44186", + "issue:44360", "issue:44448", - "issue:44466", + "issue:44493", "issue:44561", - "issue:44568", "issue:44779", "issue:44855", "issue:44857", - "issue:44871", "issue:44977", - "issue:45198", + "issue:45072", + "issue:45083", "issue:45229", "issue:45290", "issue:45381", - "issue:45440", - "issue:45491", - "issue:45563", - "issue:45588", + "issue:45593", "issue:45698", - "issue:45803", - "issue:45823", + "issue:45920", + "issue:46192", "issue:46399", "issue:46421", "issue:46655", - "issue:46858" + "issue:46858", + "issue:47000" ], "soft_pairs": [ - "issue:44448|issue:44977", + "issue:43701|issue:45083", + "issue:44857|issue:45072", + "issue:32090|issue:33357", + "issue:42490|issue:43575", + "issue:45593|issue:47000", + "issue:43550|issue:45083", + "issue:29942|issue:35141", + "issue:38175|issue:44493", + "issue:27957|issue:34689", + "issue:29870|issue:32090", + "issue:43278|issue:43329", + "issue:44360|issue:44561", "issue:45290|issue:45381", + "issue:45920|issue:46192", + "issue:44448|issue:44977", "issue:10000|issue:15354", "issue:44855|issue:46399", "issue:44977|issue:45229", - "issue:43278|issue:43381", + "issue:43927|issue:45698", "issue:29870|issue:33290", "issue:40444|issue:43526", - "issue:43927|issue:45698", "issue:45290|issue:46655", - "issue:44857|issue:45588", + "issue:43278|issue:43381", "issue:37428|issue:42175", "issue:32090|issue:33290", "issue:46421|issue:46858", - "issue:44561|issue:44779", "issue:43873|issue:45229", "issue:42490|issue:43873", - "issue:25251|issue:32090", - "issue:44448|issue:44466", - "issue:43976|issue:45440", - "issue:44568|issue:45491", - "issue:29127|issue:34567", - "issue:45588|issue:45823", - "issue:43381|issue:43701", - "issue:44871|issue:44977", - "issue:33357|issue:39692", - "issue:43278|issue:43575", - "issue:41720|issue:45229", - "issue:44977|issue:45563", - "issue:45198|issue:45803", - "issue:44186|issue:45198" + "issue:44561|issue:44779", + "issue:25251|issue:32090" ], - "prepared_review_unit_hash": "097d0af80dd4dab099de6f6cb9b1e8fa7bb402c7ce5694de6414a612854d8069", + "prepared_review_unit_hash": "e5545c1d368afc63166f30059272ecd2da8b25fc8622570ef96df721930d5687", "component_budget": { - "node_count": 503, - "item_count": 503, - "soft_pair_count": 1852, - "serialized_chars": 960429, - "estimated_input_tokens": 240108, - "estimated_eval_tokens": 480472 + "node_count": 504, + "item_count": 504, + "soft_pair_count": 1853, + "serialized_chars": 961383, + "estimated_input_tokens": 240346, + "estimated_eval_tokens": 480948 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 31, - "serialized_chars": 37328, - "estimated_input_tokens": 9332, - "estimated_eval_tokens": 18920 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36236, + "estimated_input_tokens": 9059, + "estimated_eval_tokens": 18374 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is highly heterogeneous: the issues span unrelated models, tokenizers, training, cache, quantization, and packaging problems. I rejected all soft-similarity pairs because none clearly describes the same concrete bug/change.", - "confidence": 0.37, - "canonical_issue_reason": "Issue 43873 is the best anchor among this noisy set: it is open, has the most inbound references/discussion, and describes a concrete runtime bug with broad user impact.", + "summary": "The soft pairs mostly look like superficially similar but ultimately different bugs across unrelated code paths; I would not merge any of them. The strongest representative issue in this set is the broad tokenizer regression report.", + "confidence": 0.61, + "canonical_issue_reason": "issue:45920 is the most representative, high-signal bug report here: it describes a concrete regression affecting multiple models, has clear impact, and is broader than the other, more niche reports.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43873 is the strongest single representative to surface for this cluster because it is active, reference-rich, and sufficiently substantive to stand in as the cluster\u2019s likely center.", + "best_issue_reason": "issue:45920 is the best single issue to anchor triage because it is specific enough to be actionable yet broad enough to capture a recurring regression pattern across models.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44448", - "right": "issue:44977", + "left": "issue:43701", + "right": "issue:45083", "accept": false, - "reason": "Different models and failure modes: Pegasus output regression vs Qwen flash-attention crash." + "reason": "Checkpoint-key mismatch and a multimodal length helper bug are different code paths and failures." }, { - "left": "issue:45290", - "right": "issue:45381", + "left": "issue:44857", + "right": "issue:45072", "accept": false, - "reason": "Chat-template/tool-call crash is unrelated to Qwen2.5-VL video vision_position_ids." + "reason": "Both mention dtype/AMP, but one is a loss crash in float16 AMP and the other is a bfloat16 inference CI mismatch in different models." }, { - "left": "issue:10000", - "right": "issue:15354", + "left": "issue:32090", + "right": "issue:33357", "accept": false, - "reason": "Different model families and bugs: DistilBERT issue vs ViT torchscript export failure." + "reason": "Different failures: trainer broadcast TypeError vs MacOS bus error on a CLIP model." }, { - "left": "issue:44855", - "right": "issue:46399", + "left": "issue:42490", + "right": "issue:43575", "accept": false, - "reason": "Python 3.13 JIT parse/IndentationError is a different bug from Qwen3.5 decorator registration failure." + "reason": "Local-path import warning and tensor-parallel OOM are unrelated issues." }, { - "left": "issue:44977", - "right": "issue:45229", + "left": "issue:45593", + "right": "issue:47000", "accept": false, - "reason": "Flash-attention generation bug and multi-GPU CUDA OOM are not the same code-path." + "reason": "Different detection-loss problems: missing auxiliary losses vs infeasible cost matrix." }, { - "left": "issue:43278", - "right": "issue:43381", + "left": "issue:43550", + "right": "issue:45083", "accept": false, - "reason": "Eval dtype drift and gradient-checkpointing-in-eval are separate issues." + "reason": "torch.compile/SDPA failure in Bamba is unrelated to a qwen3_omni_moe feature-length calculation bug." }, { - "left": "issue:29870", - "right": "issue:33290", - "accept": false, - "reason": "BART generate UnboundLocalError is unrelated to Deepspeed Adafactor OOM." - }, - { - "left": "issue:40444", - "right": "issue:43526", + "left": "issue:29942", + "right": "issue:35141", "accept": false, - "reason": "Multimodal IterableDataset failure and BEiT reduce_labels bug are different processors/code paths." + "reason": "Flash-Attention test failures and embedding reinitialization after resize are different bugs." }, { - "left": "issue:43927", - "right": "issue:45698", + "left": "issue:38175", + "right": "issue:44493", "accept": false, - "reason": "Config token-ID loss after save/load is distinct from wrong custom-module loading." + "reason": "Unexpected zero probabilities in SigLIP2 and position-id key warnings are not the same failure mode." }, { - "left": "issue:45290", - "right": "issue:46655", + "left": "issue:27957", + "right": "issue:34689", "accept": false, - "reason": "Chat-template crash and SmolVLM video padding bug affect different components." + "reason": "XLMRoberta Flash-Attention 2 support and Llama 3.2 Vision model loading regressions are distinct." }, { - "left": "issue:44857", - "right": "issue:45588", + "left": "issue:29870", + "right": "issue:32090", "accept": false, - "reason": "LwDetr AMP crash and flash-attention s_aux=None crash are unrelated." + "reason": "Bart generation hits an UnboundLocalError; trainer broadcast fails on NoneType\u2014different paths and symptoms." }, { - "left": "issue:37428", - "right": "issue:42175", + "left": "issue:43278", + "right": "issue:43329", "accept": false, - "reason": "Import error in flash-attention utils is unrelated to pip backend packaging." + "reason": "A dtype change in evaluate and an undefined-video-branch multimodal token bug are unrelated." }, { - "left": "issue:32090", - "right": "issue:33290", + "left": "issue:44360", + "right": "issue:44561", "accept": false, - "reason": "Trainer broadcast NoneType and Adafactor OOM are different distributed-training failures." + "reason": "A missing ReLU in the DSA indexer is unrelated to the v5 trust_remote_code breakage." }, { - "left": "issue:46421", - "right": "issue:46858", + "left": "issue:45290", + "right": "issue:45381", "accept": false, - "reason": "Both involve cache/compile, but the concrete bugs differ: lazy-init recompilation vs device-tensor seq-length arithmetic." + "reason": "Chat-template tool-call handling and Qwen2.5-VL video position IDs are different multimodal bugs." }, { - "left": "issue:44561", - "right": "issue:44779", + "left": "issue:45920", + "right": "issue:46192", "accept": false, - "reason": "Removal of is_torch_fx_available and DeepSeek tokenizer regression are unrelated." + "reason": "Both concern tokenization, but one is wrong token IDs across models and the other is return_tensors being ignored with explicit text kwargs." }, { - "left": "issue:43873", - "right": "issue:45229", + "left": "issue:44448", + "right": "issue:44977", "accept": false, - "reason": "Quantization/offloading behavior and Gemma4 multi-GPU OOM are not the same underlying bug." + "reason": "Pegasus v4/v5 output differences and Qwen3.5 flash-attention generation issues are unrelated." }, { - "left": "issue:42490", - "right": "issue:43873", + "left": "issue:10000", + "right": "issue:15354", "accept": false, - "reason": "Local-path trailing-slash warning is unrelated to quantization/offloading." + "reason": "German DistilBertModel issue and a torch.jit.script GeneratorExp export problem are different model/runtime bugs." }, { - "left": "issue:25251", - "right": "issue:32090", + "left": "issue:44855", + "right": "issue:46399", "accept": false, - "reason": "Pipeline top_k nesting bug has no relation to Trainer GPU broadcast errors." + "reason": "Both involve parser/decorator wording, but one is a Python 3.13 torch.jit indentation/import issue and the other is a missing decorator on a Qwen3.5 kernel registration." }, { - "left": "issue:44448", - "right": "issue:44466", + "left": "issue:44977", + "right": "issue:45229", "accept": false, - "reason": "Both are v5 regressions, but they affect different models and serialization paths." + "reason": "Flash-attention generation failure and multi-GPU CUDA OOM are distinct problems." }, { - "left": "issue:43976", - "right": "issue:45440", + "left": "issue:43927", + "right": "issue:45698", "accept": false, - "reason": "Python-version install incompatibility is unrelated to DeepSeekV3MoE implementation divergence." + "reason": "Saving/loading custom token IDs and loading the wrong custom module after save_pretrained are different persistence bugs." }, { - "left": "issue:44568", - "right": "issue:45491", + "left": "issue:29870", + "right": "issue:33290", "accept": false, - "reason": "Tokenizer special-token omission and Gemma3 NaN embeddings are separate bugs." + "reason": "Generation-time decoder mask bug and DeepSpeed AdaFactor OOM are unrelated." }, { - "left": "issue:29127", - "right": "issue:34567", + "left": "issue:40444", + "right": "issue:43526", "accept": false, - "reason": "LayoutLMv3 error-message clarity and TrainerState token counting are unrelated." + "reason": "Qwen2.5-VL multi-image finetuning failure and BeitImageProcessorFast label reduction are different components." }, { - "left": "issue:45588", - "right": "issue:45823", + "left": "issue:45290", + "right": "issue:46655", "accept": false, - "reason": "Flash-attention sinkless crash and Gemma4 PLE device mismatch are different forward-path issues." + "reason": "Chat-template tool-call crash and video padding miscalculation are not the same underlying bug." }, { - "left": "issue:43381", - "right": "issue:43701", + "left": "issue:43278", + "right": "issue:43381", "accept": false, - "reason": "Gradient checkpointing in eval mode and resume_from_checkpoint key mismatch are distinct problems." + "reason": "Embedding dtype drift and gradient-checkpointing-in-eval are unrelated." }, { - "left": "issue:44871", - "right": "issue:44977", + "left": "issue:37428", + "right": "issue:42175", "accept": false, - "reason": "Gemma eos_token_id config mismatch is unrelated to Qwen flash-attention generation failure." + "reason": "Flash-attention import breakage and missing TensorFlow in a torch install are unrelated packaging/runtime issues." }, { - "left": "issue:33357", - "right": "issue:39692", + "left": "issue:32090", + "right": "issue:33290", "accept": false, - "reason": "MacOS bus error on CLIP and SigLIP2 documentation errors are not the same bug." + "reason": "Trainer broadcast TypeError and DeepSpeed OOM are different failure modes." }, { - "left": "issue:43278", - "right": "issue:43575", + "left": "issue:46421", + "right": "issue:46858", "accept": false, - "reason": "Embedding dtype change in eval and tensor-parallel OOM are unrelated." + "reason": "Both involve cache/compile, but one is spurious recompilation from lazy init and the other is a device-tensor seq-length arithmetic bug." }, { - "left": "issue:41720", + "left": "issue:43873", "right": "issue:45229", "accept": false, - "reason": "Auto device-mapping cudaErrorAssert and Gemma4 CUDA OOM are different inference failures." - }, - { - "left": "issue:44977", - "right": "issue:45563", - "accept": false, - "reason": "Flash-attention generation crash and a stale warning are not the same issue." + "reason": "Quantization/offloading behavior and multi-GPU OOM are not the same bug." }, { - "left": "issue:45198", - "right": "issue:45803", + "left": "issue:44561", + "right": "issue:44779", "accept": false, - "reason": "Wav2Vec2 save/tokenization failure and Fuyu bare-except cleanup are unrelated." + "reason": "v5 trust_remote_code breakage and DeepSeek tokenizer regression are different regression reports." }, { - "left": "issue:44186", - "right": "issue:45198", + "left": "issue:25251", + "right": "issue:32090", "accept": false, - "reason": "LayoutLMv2 tokenizer crash is a different code path from Wav2Vec2 save/tokenization failure." + "reason": "Pipeline top_k nesting behavior and trainer broadcast errors are unrelated." } ] }, @@ -10144,317 +10058,303 @@ "component_index": 1, "component_count": 25, "review_unit_index": 33, - "review_unit_count": 60, + "review_unit_count": 61, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-503", + "cluster_id": "cluster-10000-504", "nodes": [ "issue:29127", "issue:29870", "issue:29942", "issue:30064", "issue:33357", + "issue:34567", "issue:34689", - "issue:35141", - "issue:42490", + "issue:39692", + "issue:41720", "issue:42915", "issue:42994", "issue:43065", - "issue:43066", + "issue:43278", "issue:43381", "issue:43412", - "issue:43421", "issue:43575", "issue:43611", "issue:43653", "issue:43701", "issue:43756", + "issue:43976", "issue:43994", + "issue:44186", "issue:44206", "issue:44265", "issue:44361", - "issue:44387", "issue:44442", - "issue:44462", - "issue:44464", + "issue:44448", + "issue:44466", "issue:44479", + "issue:44568", "issue:44743", - "issue:45072", + "issue:44871", + "issue:44977", "issue:45198", - "issue:45245", + "issue:45229", "issue:45372", - "issue:45406", "issue:45412", "issue:45440", "issue:45459", "issue:45491", "issue:45563", - "issue:45584", "issue:45588", - "issue:45593", "issue:45712", + "issue:45803", + "issue:45823", "issue:46121", - "issue:46369", - "issue:46693", - "issue:46701" + "issue:46693" ], "soft_pairs": [ + "issue:43976|issue:45440", + "issue:44448|issue:44466", + "issue:44568|issue:45491", + "issue:29127|issue:34567", + "issue:44871|issue:44977", + "issue:33357|issue:39692", + "issue:45588|issue:45823", + "issue:43381|issue:43701", + "issue:45198|issue:45803", + "issue:43278|issue:43575", + "issue:41720|issue:45229", + "issue:44977|issue:45563", + "issue:44186|issue:45198", "issue:44361|issue:45198", "issue:43611|issue:46121", - "issue:29870|issue:34689", "issue:43653|issue:44743", - "issue:45372|issue:45588", + "issue:29870|issue:34689", "issue:44206|issue:44479", "issue:29942|issue:30064", + "issue:45372|issue:45588", "issue:42915|issue:42994", "issue:43756|issue:45440", "issue:43653|issue:44442", - "issue:45459|issue:45712", "issue:43412|issue:45588", - "issue:44265|issue:45198", + "issue:45459|issue:45712", "issue:45491|issue:46693", + "issue:44265|issue:45198", "issue:43065|issue:43994", "issue:29127|issue:33357", - "issue:45372|issue:45406", - "issue:43065|issue:45412", - "issue:43575|issue:43701", - "issue:45245|issue:45563", - "issue:42490|issue:43381", - "issue:45440|issue:45593", - "issue:29127|issue:35141", - "issue:45372|issue:45459", - "issue:43994|issue:45412", - "issue:43421|issue:45491", - "issue:45406|issue:46701", - "issue:43066|issue:44462", - "issue:45412|issue:46369", - "issue:43575|issue:44387", - "issue:44442|issue:45072", - "issue:44464|issue:45584" + "issue:43065|issue:45412" ], - "prepared_review_unit_hash": "febb20499aa53a1263e947c7f6330957b378bd522b37fe5aac4d214416f38250", + "prepared_review_unit_hash": "c272d099e561527ee3b0e9c417d65562f0a620b132ba606f5585ce30e48e4063", "component_budget": { - "node_count": 503, - "item_count": 503, - "soft_pair_count": 1852, - "serialized_chars": 960429, - "estimated_input_tokens": 240108, - "estimated_eval_tokens": 480472 + "node_count": 504, + "item_count": 504, + "soft_pair_count": 1853, + "serialized_chars": 961383, + "estimated_input_tokens": 240346, + "estimated_eval_tokens": 480948 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 32, - "serialized_chars": 37374, - "estimated_input_tokens": 9344, - "estimated_eval_tokens": 18944 + "soft_pair_count": 30, + "serialized_chars": 36888, + "estimated_input_tokens": 9222, + "estimated_eval_tokens": 18700 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "No true duplicate cluster is evident here. The soft pairs are mostly broad textual similarities across unrelated model, tokenizer, export, memory, and generation bugs, so none should be merged as duplicates.", - "confidence": 0.97, - "canonical_issue_reason": null, + "summary": "This cluster is mostly heterogeneous: the soft pairs span unrelated model, tokenizer, export, and performance bugs, so none look like true duplicates. I selected the long-context FA2 regression issue as the most representative issue in the set.", + "confidence": 0.89, + "canonical_issue_reason": "issue:46693 is the most central/high-signal item here: open, recent, with the most discussion and inbound references, and it sits in a broad performance-regression area that best fits the cluster\u2019s loose FA2/generation theme.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "issue:46693 is the strongest stand-in for the cluster because it has the clearest user impact, active discussion, and a broad regression scope compared with the many narrow, unrelated model-specific bugs.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44361", - "right": "issue:45198", + "left": "issue:43976", + "right": "issue:45440", "accept": false, - "reason": "Different tokenizer/model families and different failure modes; not the same bug." + "reason": "Python/version compatibility regression vs DeepSeek MoE implementation divergence; unrelated bugs." }, { - "left": "issue:43611", - "right": "issue:46121", + "left": "issue:44448", + "right": "issue:44466", "accept": false, - "reason": "Base-model-prefix loading regression vs rope-validation type error; unrelated code paths." + "reason": "Different problems: model output mismatch across versions vs tied-weight serialization behavior." }, { - "left": "issue:29870", - "right": "issue:34689", + "left": "issue:44568", + "right": "issue:45491", "accept": false, - "reason": "BART generate() mask bug vs Llama 3.2 vision model-loading regression." + "reason": "Tokenizer special-token handling vs Gemma3 NaN embeddings; no shared code-path or symptom." }, { - "left": "issue:43653", - "right": "issue:44743", + "left": "issue:29127", + "right": "issue:34567", "accept": false, - "reason": "BigBirdTokenizer special-token registration vs Qwen recurrent-state reset; unrelated." + "reason": "LayoutLMv3 error-message clarity vs TrainerState token counter update bug; unrelated." }, { - "left": "issue:45372", - "right": "issue:45588", + "left": "issue:44871", + "right": "issue:44977", "accept": false, - "reason": "Gemma 4 processor import failure vs flash-attention s_aux=None crash; different subsystems." + "reason": "Gemma eos_token_id config mismatch vs Qwen3.5 flash-attention generation failure; different defects." }, { - "left": "issue:44206", - "right": "issue:44479", + "left": "issue:33357", + "right": "issue:39692", "accept": false, - "reason": "Feature extractor argument regression vs Qwen video-input regression; different concrete bugs." + "reason": "MacOS bus error in a community CLIP model vs SigLIP2 documentation/example errors; not the same underlying bug." }, { - "left": "issue:29942", - "right": "issue:30064", + "left": "issue:45588", + "right": "issue:45823", "accept": false, - "reason": "FA2 test failures vs void segmentation-map processing; only broad image/attention overlap." + "reason": "Flash-attention integration crash on `s_aux=None` vs Gemma4 device-mapping mismatch; different failure modes and code paths." }, { - "left": "issue:42915", - "right": "issue:42994", + "left": "issue:43381", + "right": "issue:43701", "accept": false, - "reason": "Quantization config failure on load vs quantized model saving failure; not the same operation." + "reason": "Eval-mode gradient checkpointing restriction vs checkpoint key mismatch on resume; unrelated." }, { - "left": "issue:43756", - "right": "issue:45440", + "left": "issue:45198", + "right": "issue:45803", "accept": false, - "reason": "Different model implementations and distinct correctness issues; no shared code-path bug." + "reason": "Wav2Vec2 save/tokenization failure vs Fuyu bare-except exception masking; different components and symptoms." }, { - "left": "issue:43653", - "right": "issue:44442", + "left": "issue:43278", + "right": "issue:43575", "accept": false, - "reason": "Tokenizer special-token bug vs AutoTokenizer loading failure for another tokenizer." + "reason": "Dtype regression in evaluation vs tensor-parallel OOM while loading a large Qwen model; unrelated." }, { - "left": "issue:45459", - "right": "issue:45712", + "left": "issue:41720", + "right": "issue:45229", "accept": false, - "reason": "Tokenizer exception masking vs dummy class cleanup; unrelated maintenance vs bug behavior." + "reason": "Both are inference problems, but one is a CUDA assert with auto device mapping and the other is an OOM; not the same concrete bug." }, { - "left": "issue:43412", - "right": "issue:45588", + "left": "issue:44977", + "right": "issue:45563", "accept": false, - "reason": "ExecuTorch export failure vs flash-attention runtime crash; different failure surfaces." + "reason": "Flash-attention generation bug vs stale warning in paged generate; unrelated." }, { - "left": "issue:44265", + "left": "issue:44186", "right": "issue:45198", "accept": false, - "reason": "torch.export failure with torch_compilable_check vs Wav2Vec2 save/tokenization issue." + "reason": "LayoutLMv2 tokenizer NER/padding crash vs Wav2Vec2 save/tokenization failure; different tokenizer issues." }, { - "left": "issue:45491", - "right": "issue:46693", + "left": "issue:44361", + "right": "issue:45198", "accept": false, - "reason": "NaN embeddings in Gemma3 vs FA2 long-context performance regression; different bug class." + "reason": "MLuke tokenizer AttributeError vs Wav2Vec2 tokenization/save failure; unrelated." }, { - "left": "issue:43065", - "right": "issue:43994", + "left": "issue:43611", + "right": "issue:46121", "accept": false, - "reason": "Dummy Conv2d placeholder issue vs incorrect AutoModel/pipeline outputs; unrelated." + "reason": "Model loading regression around `base_model_prefix` vs Rope-parameter validation TypeError; different code paths." }, { - "left": "issue:29127", - "right": "issue:33357", + "left": "issue:43653", + "right": "issue:44743", "accept": false, - "reason": "LayoutLMv3 error-message clarity vs CLIP bus error on macOS; not the same underlying bug." + "reason": "BigBirdTokenizer special-token bug vs Qwen3.5 recurrent-state reset bug; unrelated." }, { - "left": "issue:45372", - "right": "issue:45406", + "left": "issue:29870", + "right": "issue:34689", "accept": false, - "reason": "Both involve Gemma4 processor loading, but one is an import-dependency error and the other is a serve-time missing-attribute crash; not clearly the same bug." + "reason": "BART generate() local variable bug vs Llama 3.2 Vision loading regression; no shared underlying defect." }, { - "left": "issue:43065", - "right": "issue:45412", + "left": "issue:44206", + "right": "issue:44479", "accept": false, - "reason": "Dummy layer placeholder issue vs RT-DETR memory leak; unrelated." + "reason": "Feature extractor argument regression vs video-input regression across Qwen VL models; both regressions, but not the same bug." }, { - "left": "issue:43575", - "right": "issue:43701", + "left": "issue:29942", + "right": "issue:30064", "accept": false, - "reason": "Tensor-parallel OOM vs resume_from_checkpoint key mismatch; different symptoms and code paths." + "reason": "Flash Attention 2 tests vs segmentation-map processing failure; unrelated." }, { - "left": "issue:45245", - "right": "issue:45563", + "left": "issue:45372", + "right": "issue:45588", "accept": false, - "reason": "Category-count runtime limit vs stale generation warning; not the same problem." + "reason": "Gemma 4 processor import failure vs flash-attention integration crash; different components." }, { - "left": "issue:42490", - "right": "issue:43381", + "left": "issue:42915", + "right": "issue:42994", "accept": false, - "reason": "Path-with-slash import warning vs gradient-checkpointing eval-mode restriction; unrelated." + "reason": "FP8 config load failure vs quantized model saving failure; both quantization-related but distinct bugs and code paths." }, { - "left": "issue:45440", - "right": "issue:45593", + "left": "issue:43756", + "right": "issue:45440", "accept": false, - "reason": "DeepseekV3MoE implementation mismatch vs D-FINE auxiliary-loss issue; different models and fixes." + "reason": "Smollm3 RoPE-layer mismatch vs DeepSeekV3MoE implementation divergence; different model-specific issues." }, { - "left": "issue:29127", - "right": "issue:35141", - "accept": false, - "reason": "LayoutLMv3 error clarity vs embedding reinitialization after resize; unrelated." - }, - { - "left": "issue:45372", - "right": "issue:45459", - "accept": false, - "reason": "Gemma4 dependency/import break vs protobuf decode-error masking; different tokenizer failure mechanisms." - }, - { - "left": "issue:43994", - "right": "issue:45412", + "left": "issue:43653", + "right": "issue:44442", "accept": false, - "reason": "Incorrect inference outputs vs model memory leak; different bug categories." + "reason": "Tokenizer special-token registration bug vs AutoTokenizer loading failure for a different tokenizer; unrelated." }, { - "left": "issue:43421", - "right": "issue:45491", + "left": "issue:43412", + "right": "issue:45588", "accept": false, - "reason": "Tokenizer post-processor update bug vs Gemma3 NaN embeddings; unrelated." + "reason": "Executorch export/guard issue vs flash-attention crash; no meaningful overlap." }, { - "left": "issue:45406", - "right": "issue:46701", + "left": "issue:45459", + "right": "issue:45712", "accept": false, - "reason": "Gemma4 processor serve crash vs DiffusionGemma pipeline failure; different components and failures." + "reason": "Tokenizer exception handling vs dummy class cleanup/dir() leakage; unrelated." }, { - "left": "issue:43066", - "right": "issue:44462", + "left": "issue:45491", + "right": "issue:46693", "accept": false, - "reason": "Wrong decoder type vs AutoTokenizer ignoring tokenizer.json; different tokenizer-loading bugs." + "reason": "Gemma3 NaN embeddings in sliding-window attention vs FA2 long-context performance regression; both mention generation/FA2, but the concrete bug and symptom differ." }, { - "left": "issue:45412", - "right": "issue:46369", + "left": "issue:44265", + "right": "issue:45198", "accept": false, - "reason": "RT-DETR garbage-collection leak vs Sam3 memory overflow; both memory-related but not the same issue." + "reason": "torch.export failure with `torch_compilable_check` vs Wav2Vec2 save/tokenization failure; unrelated." }, { - "left": "issue:43575", - "right": "issue:44387", + "left": "issue:43065", + "right": "issue:43994", "accept": false, - "reason": "OOM from tensor-parallel loading vs int4 quantization reserved-memory regression; different causes." + "reason": "Sam3 dummy Conv2d placeholder vs SigLIP2 nonsensical output; different models and issues." }, { - "left": "issue:44442", - "right": "issue:45072", + "left": "issue:29127", + "right": "issue:33357", "accept": false, - "reason": "Tokenizer loading failure vs bfloat16 dtype mismatch in inference; unrelated." + "reason": "LayoutLMv3 error messaging issue vs MacOS bus error in CLIP model loading; unrelated." }, { - "left": "issue:44464", - "right": "issue:45584", + "left": "issue:43065", + "right": "issue:45412", "accept": false, - "reason": "Compiled-forward chunked generation inconsistency vs Whisper empty-transcription failure; different code paths." + "reason": "Dummy layer placeholder bug vs RT-DETR memory leak on deletion; different defects." } ] }, @@ -10470,289 +10370,309 @@ "component_index": 1, "component_count": 25, "review_unit_index": 34, - "review_unit_count": 60, + "review_unit_count": 61, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-503", + "cluster_id": "cluster-10000-504", "nodes": [ "issue:27957", "issue:29127", - "issue:29870", "issue:33290", "issue:34689", "issue:35141", - "issue:42175", "issue:42490", "issue:42915", - "issue:43262", + "issue:43066", "issue:43334", "issue:43381", - "issue:43493", + "issue:43421", "issue:43526", "issue:43531", - "issue:43646", - "issue:43720", - "issue:43761", + "issue:43575", + "issue:43701", "issue:43824", - "issue:43827", "issue:43873", "issue:43931", "issue:43994", - "issue:44077", "issue:44186", - "issue:44206", "issue:44279", + "issue:44387", "issue:44442", - "issue:44514", - "issue:44743", - "issue:44811", - "issue:44898", - "issue:44977", - "issue:45003", + "issue:44462", + "issue:44464", + "issue:44857", + "issue:45072", "issue:45245", "issue:45250", - "issue:45381", + "issue:45372", + "issue:45406", + "issue:45412", "issue:45440", + "issue:45459", + "issue:45491", + "issue:45563", + "issue:45584", "issue:45588", + "issue:45593", "issue:45834", - "issue:45859", "issue:46121", - "issue:46234", "issue:46369", "issue:46399", "issue:46640", "issue:46693", + "issue:46701", "issue:46821" ], "soft_pairs": [ + "issue:45372|issue:45406", + "issue:45245|issue:45563", + "issue:43575|issue:43701", + "issue:42490|issue:43381", + "issue:45440|issue:45593", + "issue:29127|issue:35141", + "issue:45372|issue:45459", + "issue:43994|issue:45412", + "issue:43421|issue:45491", + "issue:45406|issue:46701", + "issue:43066|issue:44462", + "issue:45412|issue:46369", + "issue:43575|issue:44387", + "issue:44442|issue:45072", "issue:43526|issue:45834", + "issue:44464|issue:45584", "issue:42915|issue:43931", - "issue:43526|issue:46693", "issue:43824|issue:44279", - "issue:27957|issue:33290", + "issue:43526|issue:46693", + "issue:44857|issue:45588", "issue:27957|issue:29127", + "issue:27957|issue:33290", "issue:43994|issue:46369", "issue:43526|issue:44186", "issue:33290|issue:34689", "issue:33290|issue:35141", "issue:43334|issue:43531", "issue:46121|issue:46399", - "issue:43381|issue:43873", - "issue:45588|issue:46821", "issue:45250|issue:46640", - "issue:43761|issue:45859", - "issue:43646|issue:44077", - "issue:44514|issue:45381", - "issue:44977|issue:45245", - "issue:44743|issue:44811", - "issue:44442|issue:44898", - "issue:43262|issue:44206", - "issue:42490|issue:44743", - "issue:45003|issue:45440", - "issue:43720|issue:44442", - "issue:42175|issue:46234", - "issue:27957|issue:29870", - "issue:43493|issue:43827" + "issue:45588|issue:46821", + "issue:43381|issue:43873" ], - "prepared_review_unit_hash": "2f1829a234ae5d93906399167d03f2f708317eb97c1ebca53caeefd47d37bb6e", + "prepared_review_unit_hash": "45d9b9d2b46e11239524eee64505b42841823516fc6e47868be5856921c00eb5", "component_budget": { - "node_count": 503, - "item_count": 503, - "soft_pair_count": 1852, - "serialized_chars": 960429, - "estimated_input_tokens": 240108, - "estimated_eval_tokens": 480472 + "node_count": 504, + "item_count": 504, + "soft_pair_count": 1853, + "serialized_chars": 961383, + "estimated_input_tokens": 240346, + "estimated_eval_tokens": 480948 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 28, - "serialized_chars": 35975, - "estimated_input_tokens": 8994, - "estimated_eval_tokens": 18244 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 36170, + "estimated_input_tokens": 9043, + "estimated_eval_tokens": 18342 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These soft pairs are mostly superficial similarity matches across unrelated Transformer issues; none looks like the same underlying bug or change, so none should be merged as duplicates.", - "confidence": 0.94, - "canonical_issue_reason": "No single true canonical duplicate emerges from this mixed set. If a representative anchor is needed, issue 43873 is the strongest triage candidate because it has the richest discussion, multiple inbound references, and a concrete reproducible regression.", + "summary": "Mostly a heterogeneous grab bag of unrelated Transformers issues; the soft links are title-level similarity only, not true duplicate bugs/changes. No soft pair should be merged.", + "confidence": 0.96, + "canonical_issue_reason": "No single canonical duplicate emerges from this mixed set; if a fallback representative is needed, issue 45459 is the most self-contained, actionable bug report.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43873 is the best overall issue representative here: it is well-documented, actively discussed, and has clearer impact than the other items in this unrelated cluster.", + "best_issue_reason": "Issue 45459 is the clearest standalone bug with a specific failure mode and a straightforward fix path.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43526", - "right": "issue:45834", + "left": "issue:45372", + "right": "issue:45406", "accept": false, - "reason": "Different bugs: image processor label reduction vs OCR long-input index error." + "reason": "Both involve Gemma 4, but one is an import/dependency failure and the other is a missing processor attribute; different root causes and code paths." }, { - "left": "issue:42915", - "right": "issue:43931", + "left": "issue:45245", + "right": "issue:45563", "accept": false, - "reason": "Unrelated models and failure modes: FP8 config issue vs Qwen3-VL load shape mismatch." + "reason": "Unrelated problems: category cardinality runtime error vs a stale warning in paged generation." }, { - "left": "issue:43526", - "right": "issue:46693", + "left": "issue:43575", + "right": "issue:43701", "accept": false, - "reason": "BeitImageProcessorFast label handling vs FA2 long-context performance regression." + "reason": "Different bugs entirely: TP OOM on a model load vs checkpoint-resume key mismatch." }, { - "left": "issue:43824", - "right": "issue:44279", + "left": "issue:42490", + "right": "issue:43381", "accept": false, - "reason": "Specific import error vs generic dependency issue; no shared code-path." + "reason": "Local-path import warning and eval-mode gradient checkpointing are unrelated." }, { - "left": "issue:27957", - "right": "issue:33290", + "left": "issue:45440", + "right": "issue:45593", "accept": false, - "reason": "XLM-R Flash Attention support vs Deepspeed AdaFactor OOM are different problems." + "reason": "Different model families and failures: DeepSeekV3 implementation divergence vs D-FINE auxiliary-loss behavior." }, { - "left": "issue:27957", - "right": "issue:29127", + "left": "issue:29127", + "right": "issue:35141", + "accept": false, + "reason": "Error-message clarity for LayoutLMv3 boxes is unrelated to embedding reinitialization after resize." + }, + { + "left": "issue:45372", + "right": "issue:45459", "accept": false, - "reason": "Flash Attention model support vs LayoutLMv3 box-validation error messaging." + "reason": "Gemma 4 processor import failure and tokenizer exception masking are separate issues." }, { "left": "issue:43994", - "right": "issue:46369", + "right": "issue:45412", "accept": false, - "reason": "SigLIP2 incorrect outputs vs SAM3 LiteText memory overflow; different symptoms and models." + "reason": "Bad SigLIP2 outputs and RT-DETR memory release are different subsystems and symptoms." }, { - "left": "issue:43526", - "right": "issue:44186", + "left": "issue:43421", + "right": "issue:45491", "accept": false, - "reason": "Label reduction bug in an image processor vs LayoutLMv2 tokenizer crash." + "reason": "Tokenizer post-processor updates and Gemma3 NaNs under mixed-length batching are unrelated bugs." }, { - "left": "issue:33290", - "right": "issue:34689", + "left": "issue:45406", + "right": "issue:46701", "accept": false, - "reason": "Optimizer OOM in deepspeed vs Llama 3.2 vision loading breakage." + "reason": "Both are Gemma-related, but one is processor loading and the other is image-text pipeline output wiring; not the same bug." }, { - "left": "issue:33290", - "right": "issue:35141", + "left": "issue:43066", + "right": "issue:44462", "accept": false, - "reason": "AdaFactor/Deepspeed memory issue vs embedding reinitialization after resize." + "reason": "Wrong tokenizer decoder type in v5 and ignoring tokenizer.json are distinct loading/serialization issues." }, { - "left": "issue:43334", - "right": "issue:43531", + "left": "issue:45412", + "right": "issue:46369", "accept": false, - "reason": "Missing pad_token_id on Qwen3-VL vs sliding_window behavior in Qwen3-MoE." + "reason": "Model deletion memory leak and SAM memory overflow are different memory problems." }, { - "left": "issue:46121", - "right": "issue:46399", + "left": "issue:43575", + "right": "issue:44387", "accept": false, - "reason": "Rope-param JSON list type error vs missing decorator for rotary embedding registration." + "reason": "Both mention OOM, but one is TP load-time OOM and the other is int4 CUDA reserved-memory regression; not the same fix." }, { - "left": "issue:43381", - "right": "issue:43873", + "left": "issue:44442", + "right": "issue:45072", "accept": false, - "reason": "Gradient checkpointing in eval mode vs quantization/offloading behavior; different code paths." + "reason": "Tokenizer loading failure and bfloat16 dtype mismatch are unrelated." }, { - "left": "issue:45588", - "right": "issue:46821", + "left": "issue:43526", + "right": "issue:45834", "accept": false, - "reason": "Flash-attention sinkless-model crash vs TimesFM window_size AttributeError." + "reason": "BEiT label reduction bug and Kosmos2.5 OCR index error are unrelated." }, { - "left": "issue:45250", - "right": "issue:46640", + "left": "issue:44464", + "right": "issue:45584", "accept": false, - "reason": "Both are generic FA2 titles, but there is no concrete evidence they describe the same bug." + "reason": "Chunked generation inconsistency and Whisper empty-transcription failure are different code paths." }, { - "left": "issue:43761", - "right": "issue:45859", + "left": "issue:42915", + "right": "issue:43931", "accept": false, - "reason": "CLIPVision hidden_states regression vs CPU offload incompatibility in Qwen3_5MoeTextRotaryEmbedding." + "reason": "Qwen3Moe FP8 config failure and Qwen3-VL weight-shape mismatch are unrelated model-loading bugs." }, { - "left": "issue:43646", - "right": "issue:44077", + "left": "issue:43824", + "right": "issue:44279", "accept": false, - "reason": "Custom model init breakage in v5 vs patchtsmixer post_init policy." + "reason": "Import error for a specific VL class and a generic dependency issue are not the same underlying problem." }, { - "left": "issue:44514", - "right": "issue:45381", + "left": "issue:43526", + "right": "issue:46693", "accept": false, - "reason": "Batched chat-template crash with padding=False vs wrong vision_position_ids for video input." + "reason": "Label reduction in an image processor and FA2 long-context performance regression are unrelated." }, { - "left": "issue:44977", - "right": "issue:45245", + "left": "issue:44857", + "right": "issue:45588", "accept": false, - "reason": "Qwen3.5 flash-attention generation bug vs category-cardinality limit error." + "reason": "Different failures: LwDetr loss crash under AMP vs flash_attention sink-less model AttributeError." }, { - "left": "issue:44743", - "right": "issue:44811", + "left": "issue:27957", + "right": "issue:29127", "accept": false, - "reason": "Recurrent state reset with cache vs Whisper batch_decode skip_special_tokens handling." + "reason": "Flash Attention 2 support for XLMRoberta and a LayoutLMv3 error-message issue are unrelated." }, { - "left": "issue:44442", - "right": "issue:44898", + "left": "issue:27957", + "right": "issue:33290", "accept": false, - "reason": "Tokenizer load failure vs Perceiver resolution/interpolation bug." + "reason": "Flash Attention 2 support and deepspeed Adafactor OOM are different bugs." }, { - "left": "issue:43262", - "right": "issue:44206", + "left": "issue:43994", + "right": "issue:46369", "accept": false, - "reason": "Audio chat-template sample-rate default vs unsupported center argument in feature extractor." + "reason": "Nonsensical SigLIP2 outputs and SAM3-LiteText memory overflow are not the same issue." }, { - "left": "issue:42490", - "right": "issue:44743", + "left": "issue:43526", + "right": "issue:44186", "accept": false, - "reason": "Trailing-slash local path warning vs Qwen recurrent-state reset; unrelated subsystems." + "reason": "BEiT processor label handling and LayoutLMv2 tokenizer crashes are unrelated." }, { - "left": "issue:45003", - "right": "issue:45440", + "left": "issue:33290", + "right": "issue:34689", "accept": false, - "reason": "sys.modules access bug vs DeepseekV3MoE implementation divergence." + "reason": "OOM with Adafactor and Llama 3.2 Vision load failure are unrelated." }, { - "left": "issue:43720", - "right": "issue:44442", + "left": "issue:33290", + "right": "issue:35141", "accept": false, - "reason": "BitNet packed-weight loading vs FastSpeech2Conformer tokenizer loading." + "reason": "OOM under deepspeed and embedding reinitialization after resize are different code paths." }, { - "left": "issue:42175", - "right": "issue:46234", + "left": "issue:43334", + "right": "issue:43531", "accept": false, - "reason": "Packaging/backend dependency issue vs missing import_utils helper." + "reason": "Qwen3-VL pad_token_id loading error and Qwen3-MoE sliding-window behavior are distinct issues." }, { - "left": "issue:27957", - "right": "issue:29870", + "left": "issue:46121", + "right": "issue:46399", "accept": false, - "reason": "Flash Attention support vs BART generate decoder_attention_mask bug." + "reason": "RoPE validation TypeError and missing decorator for rotary-pos-emb registration are unrelated." }, { - "left": "issue:43493", - "right": "issue:43827", + "left": "issue:45250", + "right": "issue:46640", + "accept": false, + "reason": "Both are about Flash Attention 2 in title only; no shared concrete bug or change is evidenced." + }, + { + "left": "issue:45588", + "right": "issue:46821", + "accept": false, + "reason": "Flash-attention sink-less crash and TimesFM window_size AttributeError are unrelated." + }, + { + "left": "issue:43381", + "right": "issue:43873", "accept": false, - "reason": "SigLIP2 implementation mismatch vs docs still referencing removed pipeline APIs." + "reason": "Eval-mode gradient checkpointing and quantization offloading behavior are different problems." } ] }, @@ -10768,289 +10688,282 @@ "component_index": 1, "component_count": 25, "review_unit_index": 35, - "review_unit_count": 60, + "review_unit_count": 61, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-503", + "cluster_id": "cluster-10000-504", "nodes": [ - "issue:16998", - "issue:22355", - "issue:25251", "issue:27957", - "issue:28282", - "issue:32090", - "issue:42617", - "issue:42907", + "issue:29870", + "issue:42175", + "issue:42490", "issue:43232", - "issue:43295", + "issue:43262", "issue:43316", "issue:43388", + "issue:43493", "issue:43525", - "issue:43550", - "issue:43575", - "issue:43606", "issue:43643", - "issue:43701", - "issue:43742", + "issue:43646", + "issue:43720", "issue:43749", "issue:43761", - "issue:43825", + "issue:43827", "issue:43873", "issue:43931", "issue:44062", "issue:44077", "issue:44079", - "issue:44188", "issue:44190", + "issue:44206", "issue:44442", "issue:44479", "issue:44496", + "issue:44514", + "issue:44743", + "issue:44811", "issue:44855", "issue:44871", + "issue:44898", "issue:44913", + "issue:44977", "issue:44987", + "issue:45003", "issue:45137", - "issue:45216", + "issue:45245", "issue:45325", - "issue:45698", + "issue:45381", + "issue:45440", "issue:45759", "issue:45803", + "issue:45859", "issue:45907", "issue:46178", - "issue:46506", - "issue:46697", - "issue:46829", - "issue:46932" + "issue:46234", + "issue:46697" ], "soft_pairs": [ + "issue:44514|issue:45381", + "issue:43761|issue:45859", + "issue:43646|issue:44077", + "issue:44977|issue:45245", + "issue:44743|issue:44811", + "issue:43262|issue:44206", + "issue:44442|issue:44898", + "issue:42490|issue:44743", + "issue:45003|issue:45440", + "issue:43720|issue:44442", + "issue:42175|issue:46234", + "issue:27957|issue:29870", "issue:44077|issue:44479", + "issue:43493|issue:43827", "issue:43316|issue:43525", - "issue:45325|issue:46697", "issue:44062|issue:45907", + "issue:45325|issue:46697", "issue:43873|issue:44871", "issue:43643|issue:44913", - "issue:44855|issue:45137", "issue:43749|issue:43931", + "issue:44855|issue:45137", "issue:43316|issue:45759", - "issue:44442|issue:45803", "issue:44987|issue:46178", + "issue:44442|issue:45803", "issue:44190|issue:44496", "issue:43761|issue:44079", - "issue:43232|issue:43388", - "issue:43931|issue:45216", - "issue:43761|issue:44188", - "issue:46829|issue:46932", - "issue:43701|issue:46506", - "issue:42617|issue:43575", - "issue:43575|issue:43742", - "issue:42907|issue:45698", - "issue:43550|issue:43701", - "issue:27957|issue:32090", - "issue:43606|issue:43701", - "issue:25251|issue:28282", - "issue:43295|issue:43825", - "issue:16998|issue:22355", - "issue:43295|issue:44871" + "issue:43232|issue:43388" ], - "prepared_review_unit_hash": "a71800a81038a60631e6d029189dad83ffbd043c924e11b0007e025529f1a9d2", + "prepared_review_unit_hash": "3bc57f6beb90e82a96fdd2d4c55e0d7f2da3e5bdd7cc50fd9ef35aa6d41f51be", "component_budget": { - "node_count": 503, - "item_count": 503, - "soft_pair_count": 1852, - "serialized_chars": 960429, - "estimated_input_tokens": 240108, - "estimated_eval_tokens": 480472 + "node_count": 504, + "item_count": 504, + "soft_pair_count": 1853, + "serialized_chars": 961383, + "estimated_input_tokens": 240346, + "estimated_eval_tokens": 480948 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 28, - "serialized_chars": 36168, - "estimated_input_tokens": 9042, - "estimated_eval_tokens": 18340 + "soft_pair_count": 27, + "serialized_chars": 36090, + "estimated_input_tokens": 9023, + "estimated_eval_tokens": 18302 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a heterogeneous grab bag of unrelated Transformers issues. The soft-similarity links mostly reflect broad shared themes (loading, configs, generation, quantization) rather than the same concrete bug, so none should be merged as duplicates.", - "confidence": 0.23, - "canonical_issue_reason": "No truly coherent canonical issue exists for this cluster; if one must be chosen, #43749 is the strongest representative because it is high-activity, high-impact, and has inbound references, but the cluster itself is not a real duplicate set.", + "summary": "The pairs are only superficially related by model family or subsystem; they describe different bugs, regressions, or docs issues, so none should be merged as duplicates.", + "confidence": 0.91, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "#43749 is the best single issue to anchor the cluster: it has the most discussion/inbound attention and reads like a substantive regression, even though the surrounding items are not actually duplicates of it.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44077", - "right": "issue:44479", - "accept": false, - "reason": "Different bugs: patchtsmixer post_init handling vs Qwen video input regression." - }, - { - "left": "issue:43316", - "right": "issue:43525", + "left": "issue:44514", + "right": "issue:45381", "accept": false, - "reason": "Both are config/API issues, but for different models and fields (Gemma3TextConfig discrepancy vs Llama4Config pad_token_id)." + "reason": "Both are Qwen2.5-VL, but one is a batched chat-template crash and the other is a video position-id bug; different code paths." }, { - "left": "issue:45325", - "right": "issue:46697", + "left": "issue:43761", + "right": "issue:45859", "accept": false, - "reason": "Unrelated image/video preprocessing bugs: rope position scaling vs Swin2SR over-padding." + "reason": "CLIPVisionModel hidden-states regression vs Qwen3_5Moe CPU-offload incompatibility; unrelated failures." }, { - "left": "issue:44062", - "right": "issue:45907", + "left": "issue:43646", + "right": "issue:44077", "accept": false, - "reason": "Tokenization AddedToken argument error is unrelated to list_repo_files revision forwarding." + "reason": "Custom model init/trust_remote_code issue vs patchtsmixer post_init policy; different problems." }, { - "left": "issue:43873", - "right": "issue:44871", + "left": "issue:44977", + "right": "issue:45245", "accept": false, - "reason": "Quantization/offloading behavior is not the same as Gemma-3 eos_token_id config inconsistency." + "reason": "Flash-attention generation bug vs category-cardinality runtime error; no shared underlying change." }, { - "left": "issue:43643", - "right": "issue:44913", + "left": "issue:44743", + "right": "issue:44811", "accept": false, - "reason": "Different config reload problems: missing remote fields vs rotary_pct reverting on reload." + "reason": "Qwen recurrent-state cache bug vs Whisper batch_decode skip_special_tokens behavior; unrelated components." }, { - "left": "issue:44855", - "right": "issue:45137", + "left": "issue:43262", + "right": "issue:44206", "accept": false, - "reason": "Python 3.13 JIT parse/import issue is unrelated to DeepSpeed ZeRO3 deque underflow." + "reason": "Audio apply_chat_template sampling-rate default vs feature extractor center-arg regression; different processors and symptoms." }, { - "left": "issue:43749", - "right": "issue:43931", + "left": "issue:44442", + "right": "issue:44898", "accept": false, - "reason": "Both affect model loading, but one is FSDP CPU RAM efficient loading and the other is a Qwen3-VL weight-shape mismatch." + "reason": "Tokenizer loading failure vs Perceiver image-classification resize/interpolation bug; different subsystems." }, { - "left": "issue:43316", - "right": "issue:45759", + "left": "issue:42490", + "right": "issue:44743", "accept": false, - "reason": "Different composite-config problems for different model families (Gemma3TextConfig vs Qwen multimodal text_config unwrapping)." + "reason": "Local-path import warning vs Qwen recurrent-state reset bug; no common code path." }, { - "left": "issue:44442", - "right": "issue:45803", + "left": "issue:45003", + "right": "issue:45440", "accept": false, - "reason": "Tokenizer loading failure and Fuyu tensor-conversion exception are different code paths." + "reason": "Unsafe sys.modules access vs DeepSeekV3MoE divergence; unrelated fixes." }, { - "left": "issue:44987", - "right": "issue:46178", + "left": "issue:43720", + "right": "issue:44442", "accept": false, - "reason": "Loading a specific model failing is not the same as a missing BACKENDS_MAPPING entry for tensorflow_text." + "reason": "BitNet packed-weight loading bug vs tokenizer loading failure; different models and mechanisms." }, { - "left": "issue:44190", - "right": "issue:44496", + "left": "issue:42175", + "right": "issue:46234", "accept": false, - "reason": "Local dataset example failure is unrelated to unrecognized model/config loading." + "reason": "Torch-extra missing tensorflow backend vs missing import_utils helper; only both are backend-related in a broad sense." }, { - "left": "issue:43761", - "right": "issue:44079", + "left": "issue:27957", + "right": "issue:29870", "accept": false, - "reason": "CLIP hidden_states bug and ModelOutput key assignment bug are distinct implementation issues." + "reason": "XLMRoberta Flash Attention 2 issue vs BART generate decoder_attention_mask error; different model/generation paths." }, { - "left": "issue:43232", - "right": "issue:43388", + "left": "issue:44077", + "right": "issue:44479", "accept": false, - "reason": "Generation kwargs syncing and gather_for_metrics label trimming are separate trainer behaviors." + "reason": "patchtsmixer post_init restriction vs Qwen video-input regression; unrelated model families." }, { - "left": "issue:43931", - "right": "issue:45216", + "left": "issue:43493", + "right": "issue:43827", "accept": false, - "reason": "Weight-shape mismatch on load is different from a save_pretrained checkpoint regression." + "reason": "SigLIP2 HF/JAX discrepancy vs docs still referencing removed pipeline APIs; one is code behavior, the other documentation." }, { - "left": "issue:43761", - "right": "issue:44188", + "left": "issue:43316", + "right": "issue:43525", "accept": false, - "reason": "Hidden_states regression is unrelated to attention-kernel divergence under torch.compile." + "reason": "Gemma3TextConfig API mismatch vs Llama4Config missing pad_token_id; both config-related but distinct fields and models." }, { - "left": "issue:46829", - "right": "issue:46932", + "left": "issue:44062", + "right": "issue:45907", "accept": false, - "reason": "Different multimodal model bugs: VideoPrism output wiring vs Gemma4 quantized embedder dtype casting." + "reason": "AddedToken keyword collision vs list_repo_files revision forwarding; entirely different areas." }, { - "left": "issue:43701", - "right": "issue:46506", + "left": "issue:45325", + "right": "issue:46697", "accept": false, - "reason": "Checkpoint key mismatch is unrelated to CPU/CUDA numerical divergence in PPDocLayoutV3." + "reason": "Qwen2.5-VL rope/temporal position-id scaling bug vs Swin2SR over-padding; different vision processors." }, { - "left": "issue:42617", - "right": "issue:43575", + "left": "issue:43873", + "right": "issue:44871", "accept": false, - "reason": "3d_parallel.py runtime failure is not the same as Qwen2-57B tensor-parallel OOM." + "reason": "Quantization offloading problem vs Gemma-3 eos_token_id mismatch; unrelated model/config issues." }, { - "left": "issue:43575", - "right": "issue:43742", + "left": "issue:43643", + "right": "issue:44913", "accept": false, - "reason": "Both are loading failures, but with different models and different failure modes (OOM vs KeyError)." + "reason": "trust_remote_code missing config fields vs GPTNeoX rotary_pct not persisting on reload; different serialization/config bugs." }, { - "left": "issue:42907", - "right": "issue:45698", + "left": "issue:43749", + "right": "issue:43931", "accept": false, - "reason": "Dequantized save failure is different from wrong custom module selection after save/load round-trip." + "reason": "FSDP CPU RAM efficient loading regression vs Qwen3-VL weight-shape mismatch; not the same failure mode." }, { - "left": "issue:43550", - "right": "issue:43701", + "left": "issue:44855", + "right": "issue:45137", "accept": false, - "reason": "torch.compile SDPA failure is unrelated to resume_from_checkpoint key mismatch." + "reason": "Python 3.13 Deberta import/parsing error vs DeepSpeed ZeRO3 deque IndexError; unrelated." }, { - "left": "issue:27957", - "right": "issue:32090", + "left": "issue:43316", + "right": "issue:45759", "accept": false, - "reason": "Flash Attention 2 support for XLMRoberta is unrelated to a Trainer _gpu_broadcast_one NoneType error." + "reason": "Gemma3 text-config API discrepancy vs Qwen composite config unwrapping in from_config; different config objects and fixes." }, { - "left": "issue:43606", - "right": "issue:43701", + "left": "issue:44987", + "right": "issue:46178", "accept": false, - "reason": "CPU offload device mismatch is not the same bug as checkpoint key mismatch." + "reason": "Loading a specific model on transformers>=5.1.0 vs tensorflow_text backend mapping error; different root causes." }, { - "left": "issue:25251", - "right": "issue:28282", + "left": "issue:44442", + "right": "issue:45803", "accept": false, - "reason": "Pipeline top_k output nesting is unrelated to missing PyTorch dependency during AutoModel import." + "reason": "Tokenizer load failure vs Fuyu bare-except swallowing errors; distinct tokenizer/conversion bugs." }, { - "left": "issue:43295", - "right": "issue:43825", + "left": "issue:44190", + "right": "issue:44496", "accept": false, - "reason": "Both are regressions, but one is processor/tokenizer behavior while the other is an error-message issue in pipeline task support." + "reason": "Local dataset loading in example script vs unrecognized model/config loading; unrelated." }, { - "left": "issue:16998", - "right": "issue:22355", + "left": "issue:43761", + "right": "issue:44079", "accept": false, - "reason": "DeBERTa model_max_length question is unrelated to missing transformers.onnx module." + "reason": "CLIPVision hidden_states regression vs ModelOutput key assignment bug; different classes and behaviors." }, { - "left": "issue:43295", - "right": "issue:44871", + "left": "issue:43232", + "right": "issue:43388", "accept": false, - "reason": "Processor/tokenizer regression and Gemma-3 eos_token_id mismatch are different model-specific config issues." + "reason": "Generation kwargs after sync_gpus vs gather_for_metrics label truncation; separate training/generation utilities." } ] }, @@ -11066,69 +10979,82 @@ "component_index": 1, "component_count": 25, "review_unit_index": 36, - "review_unit_count": 60, + "review_unit_count": 61, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-503", + "cluster_id": "cluster-10000-504", "nodes": [ - "issue:43065", + "issue:16998", + "issue:22355", + "issue:25251", + "issue:27957", + "issue:28282", + "issue:32090", + "issue:42617", + "issue:42907", + "issue:43295", "issue:43316", - "issue:43388", "issue:43404", "issue:43441", "issue:43452", - "issue:43504", - "issue:43540", - "issue:43572", + "issue:43550", + "issue:43575", + "issue:43606", "issue:43646", - "issue:43650", - "issue:43688", + "issue:43701", "issue:43716", + "issue:43742", "issue:43761", + "issue:43825", + "issue:43931", "issue:44077", "issue:44162", - "issue:44242", + "issue:44188", "issue:44464", - "issue:44479", "issue:44496", - "issue:44514", "issue:44534", - "issue:44610", - "issue:44617", "issue:44792", "issue:44871", "issue:44913", - "issue:44977", - "issue:45127", - "issue:45200", - "issue:45542", + "issue:45216", "issue:45584", - "issue:45600", "issue:45632", "issue:45698", "issue:45803", "issue:46050", - "issue:46170", - "issue:46178", - "issue:46202", "issue:46234", "issue:46291", "issue:46365", - "issue:46369", "issue:46421", "issue:46424", + "issue:46506", "issue:46821", - "issue:46894" + "issue:46829", + "issue:46932" ], "soft_pairs": [ - "issue:44871|issue:45584", + "issue:46829|issue:46932", + "issue:43931|issue:45216", + "issue:43761|issue:44188", + "issue:43701|issue:46506", + "issue:42617|issue:43575", + "issue:43575|issue:43742", + "issue:42907|issue:45698", + "issue:43550|issue:43701", + "issue:27957|issue:32090", + "issue:25251|issue:28282", + "issue:43606|issue:43701", + "issue:16998|issue:22355", + "issue:43295|issue:43825", + "issue:43295|issue:44871", "issue:46234|issue:46291", + "issue:44871|issue:45584", "issue:44464|issue:46421", - "issue:44077|issue:44534", "issue:43316|issue:43716", + "issue:44077|issue:44534", "issue:43316|issue:46821", "issue:43646|issue:44913", "issue:44871|issue:46050", @@ -11136,212 +11062,198 @@ "issue:45803|issue:46365", "issue:44162|issue:44792", "issue:43404|issue:43441", - "issue:44242|issue:46894", - "issue:45632|issue:46424", - "issue:45803|issue:46170", - "issue:44610|issue:46369", - "issue:43650|issue:46202", - "issue:43540|issue:44514", - "issue:43761|issue:44479", - "issue:43065|issue:44617", - "issue:45542|issue:46234", - "issue:43504|issue:45698", - "issue:43572|issue:46178", - "issue:44792|issue:44977", - "issue:44792|issue:45600", - "issue:43388|issue:43688", - "issue:45127|issue:45200" + "issue:45632|issue:46424" ], - "prepared_review_unit_hash": "459e52151dc6013550e5e16891258eee93d38d384b5ac7788f4a92a8c2c12557", + "prepared_review_unit_hash": "33cab7ef62e77e7f1a9edf869028733a2560de75b6e3206d98652b311683c8ef", "component_budget": { - "node_count": 503, - "item_count": 503, - "soft_pair_count": 1852, - "serialized_chars": 960429, - "estimated_input_tokens": 240108, - "estimated_eval_tokens": 480472 + "node_count": 504, + "item_count": 504, + "soft_pair_count": 1853, + "serialized_chars": 961383, + "estimated_input_tokens": 240346, + "estimated_eval_tokens": 480948 }, "budget": { - "node_count": 48, - "item_count": 48, + "node_count": 47, + "item_count": 47, "soft_pair_count": 27, - "serialized_chars": 35750, - "estimated_input_tokens": 8938, - "estimated_eval_tokens": 18132 + "serialized_chars": 35053, + "estimated_input_tokens": 8764, + "estimated_eval_tokens": 17784 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a loose semantic bucket rather than a true duplicate set: the items span many unrelated model-, config-, tokenizer-, cache-, and backend-specific regressions. I found no soft pair that clearly describes the same underlying bug/change, so all candidate merges should be rejected.", - "confidence": 0.93, - "canonical_issue_reason": "No strong canonical duplicate exists from this list; if forced to pick one representative, issue 45698 is the most broadly actionable and well-scoped report (from_pretrained/save_pretrained custom-module misload) with the clearest reproducibility and discussion signal.", + "summary": "This cluster is heterogeneous: it mixes unrelated Transformers bug reports/regressions across loading, quantization, attention, caching, and model-specific behaviors. None of the soft-similarity pairs look like the same underlying bug/change.", + "confidence": 0.98, + "canonical_issue_reason": "No single canonical issue is justified; the cluster is a grab-bag of unrelated reports, so picking one representative would be arbitrary.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45698 is the strongest standalone representative because it describes a concrete, user-facing loading regression with a clear failure mode and broad impact.", + "best_issue_reason": "No issue is a good global representative for this cluster because the items do not describe one shared defect or fix path.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44871", - "right": "issue:45584", + "left": "issue:46829", + "right": "issue:46932", "accept": false, - "reason": "Different bugs and code paths: Gemma eos-token config mismatch vs Whisper empty-transcription failure after special-token alignment." + "reason": "Different models and failure modes: VideoPrism output field mix-up vs Gemma4 dtype casting in quantized embedders." }, { - "left": "issue:46234", - "right": "issue:46291", + "left": "issue:43931", + "right": "issue:45216", "accept": false, - "reason": "Both involve imports, but one is a missing availability helper and the other is a kernels version/revision requirement; not the same defect." + "reason": "Both are load/save related, but one is a Qwen3-VL shape-mismatch load error and the other is a Qwen3.5 save_pretrained regression." }, { - "left": "issue:44464", - "right": "issue:46421", + "left": "issue:43761", + "right": "issue:44188", "accept": false, - "reason": "Both touch chunked/compiled behavior, but one is output inconsistency in generation while the other is spurious recompilation from lazy cache init." + "reason": "Unrelated areas: CLIPVision hidden_states regression vs torch.compile attention-kernel branching." }, { - "left": "issue:44077", - "right": "issue:44534", + "left": "issue:43701", + "right": "issue:46506", "accept": false, - "reason": "One is about allowing optional post_init in patchtsmixer; the other is non-persistent buffers being populated incorrectly. Different root causes." + "reason": "Checkpoint key mismatch and CPU/CUDA output differences are distinct bugs." }, { - "left": "issue:43316", - "right": "issue:43716", + "left": "issue:42617", + "right": "issue:43575", "accept": false, - "reason": "Unrelated model families and failures: Gemma3TextConfig API mismatch vs Mistral-3 image-preprocessor dtype mismatch." + "reason": "Different distributed/parallelism problems: 3d_parallel script failure vs tensor-parallel OOM on Qwen2-57B." }, { - "left": "issue:43316", - "right": "issue:46821", + "left": "issue:43575", + "right": "issue:43742", "accept": false, - "reason": "API/config discrepancy in Gemma3TextConfig is unrelated to TimesFM window_size AttributeError." + "reason": "OOM during tensor-parallel loading is unrelated to the MobileLLM-125M key error." }, { - "left": "issue:43646", - "right": "issue:44913", + "left": "issue:42907", + "right": "issue:45698", "accept": false, - "reason": "General v5 custom-model init breakage is not the same as GPTNeoX rotary_pct not persisting on reload." + "reason": "Both involve save/load, but one is dequantized model saving and the other is wrong custom-module resolution after save_pretrained." }, { - "left": "issue:44871", - "right": "issue:46050", + "left": "issue:43550", + "right": "issue:43701", "accept": false, - "reason": "Different model/config persistence bugs: eos_token_id inconsistency vs quantized model save/load corruption." + "reason": "torch.compile with SDPA on Bamba is unrelated to resume_from_checkpoint key mismatches." }, { - "left": "issue:43452", - "right": "issue:44496", + "left": "issue:27957", + "right": "issue:32090", "accept": false, - "reason": "Both are from_pretrained-related, but one is gguf tokenizer/model loading and the other is missing model_type in config.json; distinct failures." + "reason": "FlashAttention2 on XLMRoberta and a Trainer broadcast NoneType error are different code paths." }, { - "left": "issue:45803", - "right": "issue:46365", + "left": "issue:25251", + "right": "issue:28282", "accept": false, - "reason": "Bare except swallowing interrupts in tensor conversion is unrelated to Trainer import failure caused by datasets." + "reason": "Pipeline top_k nesting behavior is unrelated to missing PyTorch import errors." }, { - "left": "issue:44162", - "right": "issue:44792", + "left": "issue:43606", + "right": "issue:43701", "accept": false, - "reason": "Different models and symptoms: ESM2 broken workflows vs janus image-generation test failure." + "reason": "CPU offload device mismatch is not the same as checkpoint key mismatch." }, { - "left": "issue:43404", - "right": "issue:43441", + "left": "issue:16998", + "right": "issue:22355", "accept": false, - "reason": "Mistral3 lm_head tying bug is unrelated to Ministral-3 FlashAttention failure." + "reason": "DeBERTa model_max_length question and missing transformers.onnx module are unrelated." }, { - "left": "issue:44242", - "right": "issue:46894", + "left": "issue:43295", + "right": "issue:43825", "accept": false, - "reason": "Both concern training losses, but they are different models and different loss-shaping bugs; not the same concrete issue." + "reason": "Custom processor/tokenizer regression is different from a pipeline error-message issue." }, { - "left": "issue:45632", - "right": "issue:46424", + "left": "issue:43295", + "right": "issue:44871", "accept": false, - "reason": "One is a trust_remote_code cache-path collision; the other is cache length handling for quantized cache only." + "reason": "Processor/tokenizer regression and Gemma-3 eos_token_id mismatch are separate issues." }, { - "left": "issue:45803", - "right": "issue:46170", + "left": "issue:46234", + "right": "issue:46291", "accept": false, - "reason": "Completely different issues: error swallowing in Fuyu conversion vs Windows/ROCm import failure from torch.distributed dependency." + "reason": "Missing import_utils symbol and kernels version/revision import failure are distinct import issues." }, { - "left": "issue:44610", - "right": "issue:46369", + "left": "issue:44871", + "right": "issue:45584", "accept": false, - "reason": "Processor size mismatch for OmDet-Turbo is unrelated to Sam3-LiteText memory overflow." + "reason": "Gemma-3 eos_token_id config mismatch is unrelated to Whisper empty-transcription handling." }, { - "left": "issue:43650", - "right": "issue:46202", + "left": "issue:44464", + "right": "issue:46421", "accept": false, - "reason": "No shared underlying bug: a vague data request vs Gemma pipeline roundtrip failure on a specific token." + "reason": "Both mention chunked/compiled execution, but one is inconsistent generation outputs and the other is spurious recompilation from cache lazy init." }, { - "left": "issue:43540", - "right": "issue:44514", + "left": "issue:43316", + "right": "issue:43716", "accept": false, - "reason": "Both are Qwen multimedia processor issues, but one is video-input ValueError in Qwen3OmniMoe and the other is batched chat-template crash in Qwen2_5_VL." + "reason": "Gemma3TextConfig API discrepancy and Mistral-3 image dtype mismatch are unrelated." }, { - "left": "issue:43761", - "right": "issue:44479", + "left": "issue:44077", + "right": "issue:44534", "accept": false, - "reason": "CLIPVisionModel hidden_states regression and Qwen video-input regression are different code paths and models." + "reason": "PatchTSMixer post_init policy and non-persistent buffer junk are different bugs." }, { - "left": "issue:43065", - "right": "issue:44617", + "left": "issue:43316", + "right": "issue:46821", "accept": false, - "reason": "Sam3PixelDecoder dummy Conv2d and Sam3Video CUDA OOM are not clearly the same bug; one is a model component placeholder, the other is a runtime memory failure." + "reason": "Gemma3TextConfig discrepancy and TimesFM window_size AttributeError are unrelated." }, { - "left": "issue:45542", - "right": "issue:46234", + "left": "issue:43646", + "right": "issue:44913", "accept": false, - "reason": "TensorBoard/TensorFlow backend mismatch is unrelated to a missing import_utils availability flag." + "reason": "Generic custom model initialization breakage is not the same as GPTNeoX rotary_pct persistence." }, { - "left": "issue:43504", - "right": "issue:45698", + "left": "issue:44871", + "right": "issue:46050", "accept": false, - "reason": "Both concern loading/saving, but one is a Beit legacy-field preset issue and the other is wrong custom-module resolution after save_pretrained; distinct causes." + "reason": "Gemma-3 eos_token_id inconsistency and sinq quantized save/load breakage are unrelated." }, { - "left": "issue:43572", - "right": "issue:46178", + "left": "issue:43452", + "right": "issue:44496", "accept": false, - "reason": "StableLm pad_token_idx regression is unrelated to the tensorflow_text backend mapping error." + "reason": "gguf_file loading breakage and an unrecognized-model config error are different load-path failures." }, { - "left": "issue:44792", - "right": "issue:44977", + "left": "issue:45803", + "right": "issue:46365", "accept": false, - "reason": "Janus image generation test failure and Qwen3.5 flash-attention generation issue are separate model-specific regressions." + "reason": "Bare except swallowing errors in Fuyu and Trainer import depending on datasets are unrelated." }, { - "left": "issue:44792", - "right": "issue:45600", + "left": "issue:44162", + "right": "issue:44792", "accept": false, - "reason": "A Janus generation test failure is unrelated to broken Sam3LiteText auto_mappings references." + "reason": "ESM2 broken and a Janus image-generation test failure are different model-specific issues." }, { - "left": "issue:43388", - "right": "issue:43688", + "left": "issue:43404", + "right": "issue:43441", "accept": false, - "reason": "gather_for_metrics dropping tuple labels is unrelated to auxiliary-loss normalization in MoE models." + "reason": "Mistral3 lm_head weight tying and Ministral flash-attention failure are distinct problems even if they touch the same model family." }, { - "left": "issue:45127", - "right": "issue:45200", + "left": "issue:45632", + "right": "issue:46424", "accept": false, - "reason": "LoRA/extended-vocab collapse with tied embeddings is a different problem from mm_token_type_ids defaulting for Gemma 4 fine-tuning." + "reason": "Remote-code cache path collision and max_cache_length being honored only for quantized cache are unrelated cache behaviors." } ] }, @@ -11357,282 +11269,260 @@ "component_index": 1, "component_count": 25, "review_unit_index": 37, - "review_unit_count": 60, + "review_unit_count": 61, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-503", + "cluster_id": "cluster-10000-504", "nodes": [ - "issue:25251", - "issue:27957", - "issue:29870", "issue:35141", "issue:41950", "issue:42490", - "issue:43335", + "issue:43065", "issue:43352", + "issue:43388", "issue:43475", + "issue:43504", "issue:43525", "issue:43531", - "issue:43550", - "issue:43644", + "issue:43540", + "issue:43572", + "issue:43650", "issue:43673", - "issue:43827", - "issue:43931", - "issue:43994", - "issue:44060", - "issue:44077", + "issue:43688", + "issue:43761", "issue:44190", "issue:44242", + "issue:44479", + "issue:44514", "issue:44534", + "issue:44610", "issue:44617", "issue:44734", "issue:44743", - "issue:44855", + "issue:44792", "issue:44869", - "issue:44877", "issue:44913", - "issue:44933", "issue:44964", + "issue:44977", "issue:45072", - "issue:45245", - "issue:45362", + "issue:45127", + "issue:45200", "issue:45406", - "issue:45563", - "issue:45584", - "issue:45588", - "issue:45632", - "issue:46082", - "issue:46421", - "issue:46617", + "issue:45542", + "issue:45600", + "issue:45698", + "issue:45803", + "issue:46170", + "issue:46178", + "issue:46202", + "issue:46234", + "issue:46369", "issue:46640", - "issue:46697", "issue:46832", - "issue:46858", - "issue:46897", + "issue:46894", "issue:46932" ], "soft_pairs": [ + "issue:44242|issue:46894", + "issue:45803|issue:46170", + "issue:44610|issue:46369", + "issue:43065|issue:44617", + "issue:43540|issue:44514", + "issue:43761|issue:44479", + "issue:43650|issue:46202", + "issue:45542|issue:46234", + "issue:43504|issue:45698", + "issue:43572|issue:46178", + "issue:44792|issue:44977", + "issue:44792|issue:45600", + "issue:45127|issue:45200", + "issue:43388|issue:43688", "issue:43673|issue:44743", "issue:43352|issue:46640", + "issue:43525|issue:43531", "issue:44534|issue:44913", - "issue:44190|issue:44964", "issue:41950|issue:43475", - "issue:43525|issue:43531", + "issue:44190|issue:44964", "issue:35141|issue:42490", "issue:44734|issue:45406", "issue:45072|issue:46932", - "issue:43827|issue:43994", - "issue:44855|issue:45588", - "issue:45245|issue:46858", - "issue:44869|issue:46832", - "issue:46082|issue:46697", - "issue:45632|issue:46617", - "issue:29870|issue:35141", - "issue:44617|issue:45584", - "issue:43673|issue:46421", - "issue:43931|issue:44060", - "issue:43644|issue:44913", - "issue:44242|issue:46897", - "issue:25251|issue:27957", - "issue:43335|issue:44855", - "issue:45563|issue:45584", - "issue:44077|issue:44877", - "issue:44933|issue:45362", - "issue:43550|issue:44190" + "issue:44869|issue:46832" ], - "prepared_review_unit_hash": "746f3d6d71431ee32197cec3ed4ad7443bd3ad1e718c92565ec4766bd275c4ca", + "prepared_review_unit_hash": "028af8768a511a7a15298bb79da54c81d602aa0bacc19877197bff15b1e09fda", "component_budget": { - "node_count": 503, - "item_count": 503, - "soft_pair_count": 1852, - "serialized_chars": 960429, - "estimated_input_tokens": 240108, - "estimated_eval_tokens": 480472 + "node_count": 504, + "item_count": 504, + "soft_pair_count": 1853, + "serialized_chars": 961383, + "estimated_input_tokens": 240346, + "estimated_eval_tokens": 480948 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 27, - "serialized_chars": 35849, - "estimated_input_tokens": 8963, - "estimated_eval_tokens": 18182 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 24, + "serialized_chars": 34297, + "estimated_input_tokens": 8575, + "estimated_eval_tokens": 17406 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: most items are distinct model, cache, config, or docs bugs rather than duplicates. I picked the broad v5 buffer regression as the best representative issue, and rejected all soft pairs as different underlying problems.", - "confidence": 0.31, - "canonical_issue_reason": "Issue 43644 is the broadest, most systemic regression in the set (v5 non-persistent buffer corruption) and is the clearest umbrella item among otherwise unrelated reports.", + "summary": "This cluster is heterogeneous: the items share broad transformer/modeling vocabulary but describe unrelated bugs across different models, processors, serialization paths, and runtime environments. None of the soft-edge pairs looks like the same underlying issue, so no pair should be merged as duplicates.", + "confidence": 0.96, + "canonical_issue_reason": "No clear canonical issue: the set is a loose bag of unrelated bugs rather than a single duplicate cluster.", "canonical_pr_reason": null, - "best_issue_reason": "It is the most representative and actionable issue in this cluster, but only for the v5 buffer-regression subset, not the whole set.", + "best_issue_reason": "No issue is a strong cluster representative because the problems span different subsystems and failure modes.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43673", - "right": "issue:44743", - "accept": false, - "reason": "Both involve cache/state handling, but one is missing cache in chunked prefill while the other resets recurrent states for seq_len>1; different bugs." - }, - { - "left": "issue:43352", - "right": "issue:46640", - "accept": false, - "reason": "One says Nemotron does not support Flash Attention 2 yet; the other is a vague Flash Attention 2 issue with no matching code path or concrete defect." - }, - { - "left": "issue:44534", - "right": "issue:44913", - "accept": false, - "reason": "Global v5 buffer corruption is unrelated to GPTNeoXConfig rotary_pct not persisting on reload." - }, - { - "left": "issue:44190", - "right": "issue:44964", + "left": "issue:44242", + "right": "issue:46894", "accept": false, - "reason": "Different failures: local dataset loading in a training script vs loading a multimodal model with latest transformers." + "reason": "Different bugs: one is MoE load-balancing loss gating, the other is a training-loss label-shift issue in CohereASR/Moonshine-style audio models." }, { - "left": "issue:41950", - "right": "issue:43475", + "left": "issue:45803", + "right": "issue:46170", "accept": false, - "reason": "Pipeline processor selection for video-classification is unrelated to a missing SAM3 vision encoder attribute." + "reason": "Unrelated failures: Fuyu tensor conversion error handling vs a Windows/ROCm import dependency problem." }, { - "left": "issue:43525", - "right": "issue:43531", + "left": "issue:44610", + "right": "issue:46369", "accept": false, - "reason": "Llama4Config missing pad_token_id and Qwen3-MoE sliding_window behavior are separate config/model issues." + "reason": "Different models and symptoms: OmDet-Turbo image size mismatch vs Sam3-LiteText memory overflow." }, { - "left": "issue:35141", - "right": "issue:42490", + "left": "issue:43065", + "right": "issue:44617", "accept": false, - "reason": "Embedding reinitialization after resize is unrelated to import warnings from local paths with trailing slashes." + "reason": "Sam3 family overlap is too broad; a dummy Conv2d implementation issue is not the same as a CUDA OOM in Sam3Video." }, { - "left": "issue:44734", - "right": "issue:45406", + "left": "issue:43540", + "right": "issue:44514", "accept": false, - "reason": "Different serve crashes: KV-cache tensor indexing vs Gemma4Processor missing _tokenizer." + "reason": "Different code paths: Qwen3OmniMoe video input parsing vs Qwen2_5_VL chat template batching/padding." }, { - "left": "issue:45072", - "right": "issue:46932", + "left": "issue:43761", + "right": "issue:44479", "accept": false, - "reason": "Both mention dtype casting, but the model/code paths differ: SwitchTransformers/TimmWrapper bfloat16 inference vs Gemma4 quantized embedders." + "reason": "Different regressions in different model families: CLIPVision hidden_states vs Qwen VL video input handling." }, { - "left": "issue:43827", - "right": "issue:43994", + "left": "issue:43650", + "right": "issue:46202", "accept": false, - "reason": "Docs still referencing pipeline() is not the same as SigLIP2 producing bad outputs with AutoModel and pipeline." + "reason": "No substantive overlap: a placeholder/placeholder-data issue vs Gemma token roundtrip behavior." }, { - "left": "issue:44855", - "right": "issue:45588", + "left": "issue:45542", + "right": "issue:46234", "accept": false, - "reason": "Python parsing/import error in DebertaV2Model is unrelated to an AttributeError in flash_attention integration." + "reason": "Completely different concerns: TensorBoard/TensorFlow backend detection vs a missing import_utils availability helper." }, { - "left": "issue:45245", - "right": "issue:46858", + "left": "issue:43504", + "right": "issue:45698", "accept": false, - "reason": "Category-count limit error is unrelated to cache.get_seq_length returning a device tensor and breaking slicing." + "reason": "Both are loading-related, but one is a legacy config field and the other is incorrect custom-module resolution after save/load." }, { - "left": "issue:44869", - "right": "issue:46832", + "left": "issue:43572", + "right": "issue:46178", "accept": false, - "reason": "Whisper timestamp decoding crash and RT-DETR feature-level mismatch are different failure modes in different models." + "reason": "Different config/backend issues: StableLm pad token field vs tensorflow_text backend registration." }, { - "left": "issue:46082", - "right": "issue:46697", + "left": "issue:44792", + "right": "issue:44977", "accept": false, - "reason": "LlamaConfig head_dim validation is unrelated to Swin2SR image over-padding." + "reason": "Different failures in different models: janus image-generation test vs Qwen3.5 flash-attention generation bug." }, { - "left": "issue:45632", - "right": "issue:46617", + "left": "issue:44792", + "right": "issue:45600", "accept": false, - "reason": "Both concern trust_remote_code cache behavior, but one is a leaf-directory collision and the other is a FileNotFoundError loading from cache; not the same bug." + "reason": "CI breakage in Sam3LiteText mappings is unrelated to the janus image-generation test failure." }, { - "left": "issue:29870", - "right": "issue:35141", + "left": "issue:45127", + "right": "issue:45200", "accept": false, - "reason": "Bart generate() decoder_attention_mask assignment bug is unrelated to output embedding reinitialization after resizing tokens." + "reason": "Distinct model behaviors: LoRA merge with extended vocab on tied embeddings vs Gemma4 mm_token_type_ids defaults." }, { - "left": "issue:44617", - "right": "issue:45584", + "left": "issue:43388", + "right": "issue:43688", "accept": false, - "reason": "CUDA OOM in Sam3Video is unrelated to Whisper empty-transcription generation failure." + "reason": "Different training/eval bugs: gather_for_metrics label truncation vs auxiliary-loss normalization." }, { "left": "issue:43673", - "right": "issue:46421", + "right": "issue:44743", "accept": false, - "reason": "Missing cache in chunked prefill and cache lazy initialization causing recompilation are related only at a high level, not the same defect." + "reason": "Both mention cache/state, but one is missing GenerationMixin cache in chunked prefill and the other is recurrent state reset in a Qwen module." }, { - "left": "issue:43931", - "right": "issue:44060", + "left": "issue:43352", + "right": "issue:46640", "accept": false, - "reason": "Qwen3-VL weight-shape mismatch is not the same as an incorrect tied-weights warning in Qwen3-Next." + "reason": "Too broad: a model-specific Flash Attention 2 unsupported error is not the same as a generic Flash Attention 2 issue." }, { - "left": "issue:43644", - "right": "issue:44913", + "left": "issue:43525", + "right": "issue:43531", "accept": false, - "reason": "A broad v5 buffer corruption regression is unrelated to GPTNeoXConfig rotary_pct reverting on reload." + "reason": "Different config attributes and failure modes: missing pad_token_id vs sliding_window behavior in Qwen3-MoE." }, - { - "left": "issue:44242", - "right": "issue:46897", + { + "left": "issue:44534", + "right": "issue:44913", "accept": false, - "reason": "Load-balancing loss omission and Florence2 double-shift training loss are different training bugs." + "reason": "Serialization-related, but not the same bug: junk non-persistent buffers vs GPTNeoX rotary_pct reset on reload." }, { - "left": "issue:25251", - "right": "issue:27957", + "left": "issue:41950", + "right": "issue:43475", "accept": false, - "reason": "Pipeline top_k nesting behavior and XLMRoberta Flash Attention 2 are unrelated." + "reason": "Different multimodal pipeline/model bugs: image processor lookup vs missing fpn_position_embeddings on a SAM3 output object." }, { - "left": "issue:43335", - "right": "issue:44855", + "left": "issue:44190", + "right": "issue:44964", "accept": false, - "reason": "SwitchTransformers sparse-layer config bug and DebertaV2Model import parsing error are unrelated." + "reason": "Both are loading failures, but one is a local dataset script issue and the other is model loading in a multimodal checkpoint." }, { - "left": "issue:45563", - "right": "issue:45584", + "left": "issue:35141", + "right": "issue:42490", "accept": false, - "reason": "A stale warning in paged generate() is not the same as Whisper failing on empty transcription." + "reason": "Different areas: embedding resize reinitialization vs path parsing/import warning for local models with trailing slash." }, { - "left": "issue:44077", - "right": "issue:44877", + "left": "issue:44734", + "right": "issue:45406", "accept": false, - "reason": "Optional post_init for patchtsmixer and strict config loading for granite_speech are different configuration-policy issues." + "reason": "Different serve crashes: KV-cache continuation indexing vs Gemma4Processor missing _tokenizer." }, { - "left": "issue:44933", - "right": "issue:45362", + "left": "issue:45072", + "right": "issue:46932", "accept": false, - "reason": "Nonexistent image_utils import is unrelated to Qwen3.5-35B chat crashes." + "reason": "Both involve dtype handling, but they affect different models and different quantization/inference paths." }, { - "left": "issue:43550", - "right": "issue:44190", + "left": "issue:44869", + "right": "issue:46832", "accept": false, - "reason": "torch.compile/SDPA model failure is unrelated to a script failing to load a local dataset." + "reason": "Unrelated bugs: Whisper timestamp decoding edge case vs RT-DETR feature-level mismatch." } ] }, @@ -11648,291 +11538,309 @@ "component_index": 1, "component_count": 25, "review_unit_index": 38, - "review_unit_count": 60, + "review_unit_count": 61, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-503", + "cluster_id": "cluster-10000-504", "nodes": [ "issue:25251", + "issue:27957", "issue:29870", + "issue:35141", "issue:39692", "issue:41720", "issue:43065", "issue:43295", "issue:43335", - "issue:43526", - "issue:43540", - "issue:43643", + "issue:43550", + "issue:43644", "issue:43673", - "issue:43854", - "issue:44112", + "issue:43827", + "issue:43931", + "issue:43994", + "issue:44060", + "issue:44077", "issue:44190", - "issue:44246", - "issue:44462", + "issue:44242", "issue:44464", "issue:44479", - "issue:44496", - "issue:44521", "issue:44610", "issue:44617", "issue:44734", - "issue:44737", "issue:44779", - "issue:44792", - "issue:44938", - "issue:44964", - "issue:45003", + "issue:44855", + "issue:44877", + "issue:44913", + "issue:44933", "issue:45127", "issue:45245", "issue:45276", - "issue:45290", "issue:45357", + "issue:45362", "issue:45381", - "issue:45542", "issue:45563", "issue:45584", - "issue:45600", - "issue:45803", - "issue:45907", + "issue:45588", + "issue:45632", + "issue:46082", "issue:46369", + "issue:46421", "issue:46489", + "issue:46617", "issue:46655", "issue:46697", - "issue:46752", - "issue:46858" + "issue:46858", + "issue:46897" ], "soft_pairs": [ + "issue:44855|issue:45588", + "issue:45632|issue:46617", + "issue:45245|issue:46858", + "issue:46082|issue:46697", + "issue:43827|issue:43994", + "issue:44617|issue:45584", + "issue:29870|issue:35141", + "issue:43673|issue:46421", + "issue:43931|issue:44060", + "issue:43644|issue:44913", + "issue:44242|issue:46897", + "issue:25251|issue:27957", + "issue:43335|issue:44855", + "issue:45563|issue:45584", + "issue:44933|issue:45362", + "issue:44077|issue:44877", + "issue:43550|issue:44190", "issue:45381|issue:46369", "issue:41720|issue:45245", "issue:44479|issue:44734", - "issue:43335|issue:44190", "issue:43065|issue:44610", - "issue:43854|issue:44792", + "issue:43335|issue:44190", + "issue:44617|issue:46369", "issue:39692|issue:44190", "issue:44464|issue:45563", "issue:45127|issue:45357", - "issue:44617|issue:46369", "issue:45381|issue:46655", "issue:43295|issue:45276", - "issue:44779|issue:46489", - "issue:44112|issue:45600", - "issue:45290|issue:46752", - "issue:45276|issue:45584", - "issue:43526|issue:46697", - "issue:43540|issue:44734", - "issue:44737|issue:45803", - "issue:44521|issue:45381", - "issue:25251|issue:29870", - "issue:44938|issue:45542", - "issue:44462|issue:45907", - "issue:43854|issue:44964", - "issue:43673|issue:46858", - "issue:43643|issue:44496", - "issue:44246|issue:45003" + "issue:44779|issue:46489" ], - "prepared_review_unit_hash": "d5d217951403a853bca8a67687a7b1a530b9b4ceb4c0df499fe1593b907c099f", + "prepared_review_unit_hash": "5ec17917314252045935ceec0b7fc549471e6e22c8427fe0c272c0ad3e904dfc", "component_budget": { - "node_count": 503, - "item_count": 503, - "soft_pair_count": 1852, - "serialized_chars": 960429, - "estimated_input_tokens": 240108, - "estimated_eval_tokens": 480472 + "node_count": 504, + "item_count": 504, + "soft_pair_count": 1853, + "serialized_chars": 961383, + "estimated_input_tokens": 240346, + "estimated_eval_tokens": 480948 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 27, - "serialized_chars": 35411, - "estimated_input_tokens": 8853, - "estimated_eval_tokens": 17962 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36558, + "estimated_input_tokens": 9140, + "estimated_eval_tokens": 18536 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Most items are unrelated standalone bugs. The only soft edge I\u2019d accept is the DeepSeek tokenizer regression pair, which appears to describe the same v5 tokenizer-output breakage from different model/user reports.", - "confidence": 0.81, - "canonical_issue_reason": "Issue 44521 is the strongest representative: it is open, user-facing, and has the broadest/multi-report multimodal chat-template impact among the set.", + "summary": "Mostly heterogeneous issues with only weak thematic overlap. No soft pair looks like the same concrete bug/change with enough confidence to merge; the closest anchor is the DeepSeek tokenizer regression cluster, but even that is better treated as related follow-up work than a duplicate.", + "confidence": 0.66, + "canonical_issue_reason": "issue:46489 is the most concrete, self-contained bug report in the set: it names a specific v5 tokenizer regression, includes a narrow scope (DeepSeek-Coder v1), and explicitly ties to a prior fix gap, which makes it a strong triage anchor.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 44521 is the best standalone issue to anchor the cluster because it is active, broadly applicable, and already attracting inbound references.", + "best_issue_reason": "issue:46489 is the best representative issue because it has the clearest failure mode, the tightest scope, and the strongest link to an actionable code-path regression.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:45381", - "right": "issue:46369", + "left": "issue:44855", + "right": "issue:45588", "accept": false, - "reason": "Different model families and failure modes: video vision-position IDs vs Sam3LiteText memory overflow." + "reason": "Different failures: Python 3.13 import/decorator parsing vs flash-attention handling of s_aux=None." }, { - "left": "issue:41720", - "right": "issue:45245", + "left": "issue:45632", + "right": "issue:46617", "accept": false, - "reason": "Unrelated bugs: Qwen3 auto device mapping CUDA assert vs a categories-limit ValueError." + "reason": "Both involve trust_remote_code caching, but one is a leaf-dir path collision and the other is a FileNotFoundError; not clearly the same bug." }, { - "left": "issue:44479", - "right": "issue:44734", + "left": "issue:45245", + "right": "issue:46858", "accept": false, - "reason": "Both involve generation, but one is a video-input regression and the other is KV-cache continuation tensor indexing." + "reason": "Unrelated concrete problems: category-count limit vs device-tensor cache length breaking slice arithmetic." }, { - "left": "issue:43335", - "right": "issue:44190", + "left": "issue:46082", + "right": "issue:46697", "accept": false, - "reason": "Different subsystems: SwitchTransformers sparse-layer config vs local dataset loading in the no-trainer script." + "reason": "Llama config validation vs image-processor over-padding; no shared code path." }, { - "left": "issue:43065", - "right": "issue:44610", + "left": "issue:43827", + "right": "issue:43994", "accept": false, - "reason": "Both touch vision models, but the bugs are different: dummy Conv2d in Sam3PixelDecoder vs processor/model input-size mismatch." + "reason": "Docs referencing removed pipeline APIs is not the same as SigLIP2 producing bad outputs at runtime." }, { - "left": "issue:43854", - "right": "issue:44792", + "left": "issue:44617", + "right": "issue:45584", "accept": false, - "reason": "Different model-specific loading/test failures; no clear shared code-path." + "reason": "Different models and failures: Sam3Video OOM vs Whisper empty-transcription generation bug." }, { - "left": "issue:39692", - "right": "issue:44190", + "left": "issue:29870", + "right": "issue:35141", "accept": false, - "reason": "SigLIP2 doc-example errors are unrelated to local dataset loading." + "reason": "Generation-time decoder mask bug vs embedding reinitialization after resize_token_embeddings." }, { - "left": "issue:44464", - "right": "issue:45563", + "left": "issue:43673", + "right": "issue:46421", "accept": false, - "reason": "Both are generation-related, but one is inconsistent outputs and the other is a stale warning about num_return_sequences." + "reason": "Missing cache in chunked_prefill and spurious recompilation from lazy cache init are related area-wise but not the same concrete defect." }, { - "left": "issue:45127", - "right": "issue:45357", + "left": "issue:43931", + "right": "issue:44060", "accept": false, - "reason": "Unrelated regression types: LoRA/extended-vocab collapse vs incorrect visual encoder keys on save_pretrained." + "reason": "Model load shape mismatch vs tied-weights warning misbinding; different failure modes." }, { - "left": "issue:44617", - "right": "issue:46369", + "left": "issue:43644", + "right": "issue:44913", "accept": false, - "reason": "Both mention memory, but one is video OOM and the other is a different Sam3LiteText memory overflow path." + "reason": "Non-persistent buffer initialization bug vs config reload losing rotary_pct; not the same issue." }, { - "left": "issue:45381", - "right": "issue:46655", + "left": "issue:44242", + "right": "issue:46897", "accept": false, - "reason": "Both are video-input issues, but they concern different models and different bugs." + "reason": "Missing load-balancing loss under one flag vs training-loss double-shift regression." }, { - "left": "issue:43295", - "right": "issue:45276", + "left": "issue:25251", + "right": "issue:27957", "accept": false, - "reason": "Different areas: processor.tokenizer regression vs gemma4 embedding-resize behavior." + "reason": "Pipeline output nesting bug vs Flash Attention 2 support on XLMRoberta; unrelated." }, { - "left": "issue:44779", - "right": "issue:46489", - "accept": true, - "reason": "Both describe the same DeepSeek tokenizer regression in transformers v5, with the second report explicitly framing it as a gap in the earlier fix." + "left": "issue:43335", + "right": "issue:44855", + "accept": false, + "reason": "Sparse-layer config construction bug vs import-time IndentationError; unrelated." }, { - "left": "issue:44112", - "right": "issue:45600", + "left": "issue:45563", + "right": "issue:45584", "accept": false, - "reason": "Both are CI breakages, but they stem from different stale references and different model/config families." + "reason": "Stale warning behavior vs Whisper generation crash; different code paths." }, { - "left": "issue:45290", - "right": "issue:46752", + "left": "issue:44933", + "right": "issue:45362", "accept": false, - "reason": "Same API surface, but different edge cases: tool-call assistant messages vs an empty list input." + "reason": "Nonexistent import from image_utils vs Qwen3.5 chat crash; no concrete overlap." }, { - "left": "issue:45276", - "right": "issue:45584", + "left": "issue:44077", + "right": "issue:44877", "accept": false, - "reason": "Completely different bugs: gemma4 embedding resize vs Whisper empty-transcription generation failure." + "reason": "Optional post_init policy issue vs strict config loading failure; not the same bug." }, { - "left": "issue:43526", - "right": "issue:46697", + "left": "issue:43550", + "right": "issue:44190", "accept": false, - "reason": "Different image-processor defects affecting different models and code paths." + "reason": "torch.compile/SDPA model failure vs local dataset loading script issue." }, { - "left": "issue:43540", + "left": "issue:45381", + "right": "issue:46369", + "accept": false, + "reason": "Qwen video position-id regression vs Sam3-litetext memory overflow; different models and symptoms." + }, + { + "left": "issue:41720", + "right": "issue:45245", + "accept": false, + "reason": "Auto device mapping CUDA assert vs category-limit runtime error; unrelated." + }, + { + "left": "issue:44479", "right": "issue:44734", "accept": false, - "reason": "Unrelated: Qwen3OmniMoe video-input ValueError vs serve-side KV-cache tensor indexing." + "reason": "Both are generation-related, but one is a video-input regression and the other is KV-cache continuation indexing in serve; different concrete bugs." }, { - "left": "issue:44737", - "right": "issue:45803", + "left": "issue:43065", + "right": "issue:44610", "accept": false, - "reason": "Different class of bugs: XLNet device placement vs a bare-except exception-handling problem." + "reason": "Dummy Conv2d in a decoder vs processor/model resolution mismatch; not the same defect." }, { - "left": "issue:44521", - "right": "issue:45381", + "left": "issue:43335", + "right": "issue:44190", "accept": false, - "reason": "Both are multimodal/chat-related, but one is assistant-mask generation and the other is video vision-position IDs." + "reason": "Config-layer construction bug vs dataset loading failure; unrelated." }, { - "left": "issue:25251", - "right": "issue:29870", + "left": "issue:44617", + "right": "issue:46369", "accept": false, - "reason": "Unrelated behavior change in pipeline output shape vs a BART generate() UnboundLocalError." + "reason": "Same broad SAM family, but one is video OOM and the other is litetext memory overflow; not enough evidence of a shared bug." }, { - "left": "issue:44938", - "right": "issue:45542", + "left": "issue:39692", + "right": "issue:44190", "accept": false, - "reason": "Import-time failure on Python 3.14 is unrelated to the TensorFlow/tensorboard backend mismatch." + "reason": "SigLIP2 docs/example errors vs image-classification script dataset loading; unrelated." }, { - "left": "issue:44462", - "right": "issue:45907", + "left": "issue:44464", + "right": "issue:45563", "accept": false, - "reason": "Different problems: tokenizer.json selection vs list_repo_files revision forwarding in CI." + "reason": "Chunked generation inconsistency under compilation vs a stale warning on num_return_sequences." }, { - "left": "issue:43854", - "right": "issue:44964", + "left": "issue:45127", + "right": "issue:45357", "accept": false, - "reason": "Both are model-loading issues, but they concern different models and likely different failure causes." + "reason": "LoRA merge collapse with extended vocab vs incorrect visual-encoder keys on save_pretrained; different code paths." }, { - "left": "issue:43673", - "right": "issue:46858", + "left": "issue:45381", + "right": "issue:46655", "accept": false, - "reason": "Both mention cache/prefill, but one is missing cache in chunked_prefill and the other is a device-tensor arithmetic bug in static cache." + "reason": "Qwen video position-id regression vs SmolVLM padding calculation bug; different models." }, { - "left": "issue:43643", - "right": "issue:44496", + "left": "issue:43295", + "right": "issue:45276", "accept": false, - "reason": "Different config-loading failures: missing fields with trust_remote_code vs missing model_type in config.json." + "reason": "Processor/tokenizer API regression vs Gemma4 resize_token_embeddings not updating outputs; not the same underlying bug." }, { - "left": "issue:44246", - "right": "issue:45003", + "left": "issue:44779", + "right": "issue:46489", + "accept": false, + "reason": "Very close tokenizer regressions, but one is generic Deepseek and the other is DeepSeek-Coder v1 with a specific follow-up gap; related, but not clearly the same concrete bug/change." + }, + { + "left": "issue:44242", + "right": "issue:46897", "accept": false, - "reason": "Import slowness is not the same underlying issue as unsafe sys.modules access." + "reason": "Missing auxiliary loss vs training-loss shift bug; different mechanics." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "Grounded overall: the selected anchor issue is supported by the packet (open, user-facing, inbound refs), and the only accepted soft edge\u2014the two DeepSeek tokenizer issues\u2014looks like the same regression/fix gap. The rejections are conservative and do not overclaim shared code paths." - }, - "evaluator_used": true, + "evaluator_result": null, + "evaluator_used": false, "retried": false, - "accepted_nontrivial_soft_edge": true, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, @@ -11941,15 +11849,17 @@ "component_index": 1, "component_count": 25, "review_unit_index": 39, - "review_unit_count": 60, + "review_unit_count": 61, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-503", + "cluster_id": "cluster-10000-504", "nodes": [ + "issue:25251", "issue:27957", + "issue:29870", "issue:32090", "issue:35141", "issue:36246", @@ -11958,279 +11868,282 @@ "issue:41950", "issue:42175", "issue:42796", - "issue:42907", - "issue:43295", - "issue:43381", "issue:43404", - "issue:43441", - "issue:43479", "issue:43526", "issue:43531", - "issue:43582", - "issue:43650", - "issue:43673", - "issue:43901", - "issue:43976", + "issue:43540", + "issue:43643", + "issue:43673", + "issue:43854", "issue:44016", "issue:44112", - "issue:44220", + "issue:44246", "issue:44279", "issue:44295", - "issue:44336", + "issue:44462", "issue:44496", "issue:44521", - "issue:44683", + "issue:44734", + "issue:44737", + "issue:44938", "issue:44964", - "issue:44987", - "issue:45042", - "issue:45083", + "issue:45003", "issue:45216", - "issue:45335", - "issue:45375", - "issue:45446", - "issue:45593", + "issue:45276", + "issue:45290", + "issue:45381", + "issue:45542", + "issue:45584", "issue:45600", "issue:45632", + "issue:45803", + "issue:45907", "issue:46082", "issue:46121", "issue:46234", - "issue:46424", "issue:46506", - "issue:46932" + "issue:46697", + "issue:46752", + "issue:46858" ], "soft_pairs": [ + "issue:44112|issue:45600", + "issue:43540|issue:44734", + "issue:45290|issue:46752", + "issue:43526|issue:46697", + "issue:45276|issue:45584", + "issue:44737|issue:45803", + "issue:44521|issue:45381", + "issue:44462|issue:45907", + "issue:44938|issue:45542", + "issue:25251|issue:29870", + "issue:43854|issue:44964", + "issue:43673|issue:46858", "issue:45632|issue:46234", + "issue:44246|issue:45003", + "issue:43643|issue:44496", "issue:44964|issue:45600", - "issue:44112|issue:44964", - "issue:27957|issue:35141", "issue:42175|issue:44279", + "issue:27957|issue:35141", + "issue:44112|issue:44964", "issue:42796|issue:44521", "issue:46082|issue:46121", - "issue:32090|issue:35141", "issue:36246|issue:41628", + "issue:32090|issue:35141", "issue:43404|issue:45216", "issue:36246|issue:38617", "issue:43531|issue:45600", "issue:41950|issue:44016", - "issue:44295|issue:46506", - "issue:43650|issue:44220", - "issue:43673|issue:46424", - "issue:43582|issue:46932", - "issue:43295|issue:45335", - "issue:43976|issue:44987", - "issue:45083|issue:46506", - "issue:44016|issue:44220", - "issue:44496|issue:45042", - "issue:43526|issue:43901", - "issue:44683|issue:45446", - "issue:43381|issue:45593", - "issue:43901|issue:44496", - "issue:42907|issue:43441", - "issue:43673|issue:44336", - "issue:43479|issue:45375" + "issue:44295|issue:46506" ], - "prepared_review_unit_hash": "87b1635ed6b48d7a946b4b5794c051fe67e4f3ac81d12e77a9ce4337580f64c4", + "prepared_review_unit_hash": "15e05daabac8d3feac4f7d44b21e1598127ba7f2de3dba0a90f279a5ed1c4989", "component_budget": { - "node_count": 503, - "item_count": 503, - "soft_pair_count": 1852, - "serialized_chars": 960429, - "estimated_input_tokens": 240108, - "estimated_eval_tokens": 480472 + "node_count": 504, + "item_count": 504, + "soft_pair_count": 1853, + "serialized_chars": 961383, + "estimated_input_tokens": 240346, + "estimated_eval_tokens": 480948 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 29, - "serialized_chars": 36403, - "estimated_input_tokens": 9101, - "estimated_eval_tokens": 18458 + "soft_pair_count": 28, + "serialized_chars": 36411, + "estimated_input_tokens": 9103, + "estimated_eval_tokens": 18462 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These soft pairs are mostly topical lookalikes, not true duplicates: they span unrelated model-loading, config, tokenizer, cache, and CI issues. I would not merge any of the proposed soft edges.", - "confidence": 0.89, - "canonical_issue_reason": "issue:44521 is the strongest issue anchor overall: it has the most inbound references, active discussion, and a clearly scoped, reproducible multimodal template bug, making it the best representative issue in this set.", + "summary": "This cluster is not a true duplicate set: the soft links are mostly superficial similarities around transformers APIs, multimodal handling, imports, or CI failures, but each item describes a different underlying bug or regression.", + "confidence": 0.94, + "canonical_issue_reason": "No single canonical issue is justified here; the cluster is too heterogeneous and the soft edges do not point to one underlying defect.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44521 is the best issue candidate globally because it is well-documented, actively referenced, and more central than the many one-off regression reports in the list.", + "best_issue_reason": "If a representative had to be chosen, issue 44521 has the strongest discussion/reference signal, but it is still not a good canonical target because the cluster is not actually one bug.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:45632", - "right": "issue:46234", + "left": "issue:44112", + "right": "issue:45600", "accept": false, - "reason": "Different failures: local trust_remote_code cache-path collision vs missing import utility symbol." + "reason": "Both are CI-related, but one is a stale GraniteSpeech test and the other is an auto_mappings config reference break; different causes and code paths." }, { - "left": "issue:44964", - "right": "issue:45600", + "left": "issue:43540", + "right": "issue:44734", "accept": false, - "reason": "Both are loading/config regressions, but they affect different models and code paths." + "reason": "One is a Qwen3OmniMoe video-input processing error, the other is a serve/KV-cache indexing crash; not the same bug." }, { - "left": "issue:44112", - "right": "issue:44964", + "left": "issue:45290", + "right": "issue:46752", "accept": false, - "reason": "CI test flake in GraniteSpeech is unrelated to Phi-4 multimodal loading." + "reason": "Both hit apply_chat_template, but one is tool-call handling with no content and the other is an empty-list IndexError; distinct edge cases." }, { - "left": "issue:27957", - "right": "issue:35141", + "left": "issue:43526", + "right": "issue:46697", "accept": false, - "reason": "Flash Attention support for XLM-Roberta is unrelated to embedding reinitialization after resize." + "reason": "Both are image-processor bugs, but they affect different models and different preprocessing logic (labels vs padding)." }, { - "left": "issue:42175", - "right": "issue:44279", + "left": "issue:45276", + "right": "issue:45584", "accept": false, - "reason": "Generic dependency/install complaint versus a specific backend inclusion issue; not the same bug." + "reason": "Unrelated problems: gemma4 embedding resizing vs Whisper empty-transcription generation." }, { - "left": "issue:42796", - "right": "issue:44521", + "left": "issue:44737", + "right": "issue:45803", "accept": false, - "reason": "Tokenizer BPE-marker handling and multimodal assistant-mask generation are different problems." + "reason": "Different subsystems: XLNet device placement in positional encoding versus a bare-except bug in Fuyu tensor conversion." }, { - "left": "issue:46082", - "right": "issue:46121", + "left": "issue:44521", + "right": "issue:45381", "accept": false, - "reason": "LlamaConfig head_dim validation is unrelated to rope-parameter list handling." + "reason": "Both are multimodal chat/template-adjacent, but one is assistant-mask generation and the other is video vision position IDs; not one concrete bug." }, { - "left": "issue:32090", - "right": "issue:35141", + "left": "issue:44462", + "right": "issue:45907", "accept": false, - "reason": "Trainer broadcast TypeError is unrelated to token-embedding resizing behavior." + "reason": "Repository file/tokenizer loading issues, but one is AutoTokenizer ignoring tokenizer.json and the other is list_repo_files not forwarding revision." }, { - "left": "issue:36246", - "right": "issue:41628", + "left": "issue:44938", + "right": "issue:45542", "accept": false, - "reason": "Both are import errors, but for different symbols and different modules." + "reason": "Both concern import/backend behavior, but one is Python 3.14 import failure and the other is missing TensorFlow backend plumbing." }, { - "left": "issue:43404", - "right": "issue:45216", + "left": "issue:25251", + "right": "issue:29870", "accept": false, - "reason": "Different models and symptoms: lm_head tying vs save_pretrained checkpoint correctness." + "reason": "Different generation/pipeline bugs: nested-list output from pipeline top_k versus Bart decoder_attention_mask initialization." }, { - "left": "issue:36246", - "right": "issue:38617", + "left": "issue:43854", + "right": "issue:44964", "accept": false, - "reason": "Separate missing-import regressions with no shared concrete code-path." + "reason": "Both are model-loading failures, but they involve different models and likely different loader issues." }, { - "left": "issue:43531", - "right": "issue:45600", + "left": "issue:43673", + "right": "issue:46858", "accept": false, - "reason": "Qwen3-MoE sliding-window logic and removed auto_mappings configs are unrelated." + "reason": "Both mention cache/prefill, but one is a missing GenerationMixin cache in v5.0.0 and the other is device-tensor slice arithmetic on non-CUDA backends." }, { - "left": "issue:41950", - "right": "issue:44016", + "left": "issue:45632", + "right": "issue:46234", "accept": false, - "reason": "Pipeline processor lookup bug is unrelated to a notebook syntax error." + "reason": "Unrelated import/cache-path issue versus a missing availability helper in import_utils." }, { - "left": "issue:44295", - "right": "issue:46506", + "left": "issue:44246", + "right": "issue:45003", "accept": false, - "reason": "Buffer registration access error vs CPU/CUDA numerical divergence; different issues." + "reason": "Import performance and sys.modules safety are different problems, even if both touch import-time behavior." }, { - "left": "issue:43650", - "right": "issue:44220", + "left": "issue:43643", + "right": "issue:44496", "accept": false, - "reason": "Placeholder issue title versus fbank feature extraction bug; no substantive match." + "reason": "Different config-loading failures: missing fields with trust_remote_code versus an unrecognized model/config mismatch." }, { - "left": "issue:43673", - "right": "issue:46424", + "left": "issue:44964", + "right": "issue:45600", "accept": false, - "reason": "Both involve cache, but one is a missing generation cache in chunked prefill and the other is a cache-length policy bug." + "reason": "Different root causes: model loading regression versus stale auto_mappings references." }, { - "left": "issue:43582", - "right": "issue:46932", + "left": "issue:42175", + "right": "issue:44279", "accept": false, - "reason": "Apple Silicon allocator TypeError is unrelated to Gemma4 quantized embedder dtype casting." + "reason": "Both are dependency/packaging complaints, but they do not describe the same missing dependency or fix." }, { - "left": "issue:43295", - "right": "issue:45335", + "left": "issue:27957", + "right": "issue:35141", "accept": false, - "reason": "Processor/tokenizer regression is unrelated to decoder.embed_tokens not updating on resize." + "reason": "Flash Attention support for XLMRoberta is unrelated to embedding reinitialization after resize_token_embeddings." }, { - "left": "issue:43976", - "right": "issue:44987", + "left": "issue:44112", + "right": "issue:44964", "accept": false, - "reason": "Python version compatibility issue is unrelated to loading a specific model repo." + "reason": "A GraniteSpeech CI test issue and a Phi-4 multimodal loading issue are unrelated." }, { - "left": "issue:45083", - "right": "issue:46506", + "left": "issue:42796", + "right": "issue:44521", "accept": false, - "reason": "Qwen3 Omni feature-length helper bug is not the same as device-specific output divergence." + "reason": "Tokenizer BPE-marker handling is unrelated to multimodal assistant-mask generation." }, { - "left": "issue:44016", - "right": "issue:44220", + "left": "issue:46082", + "right": "issue:46121", "accept": false, - "reason": "Notebook syntax error and audio feature extraction failure are different artifacts." + "reason": "Both are config-validation bugs, but one is Llama head_dim handling and the other is rope-parameter JSON type handling." }, { - "left": "issue:44496", - "right": "issue:45042", + "left": "issue:36246", + "right": "issue:41628", "accept": false, - "reason": "Model-type resolution failure is unrelated to PIL image processors requiring torchvision." + "reason": "Both are import errors, but they are for different symbols and different export paths." }, { - "left": "issue:43526", - "right": "issue:43901", + "left": "issue:32090", + "right": "issue:35141", "accept": false, - "reason": "ImageProcessorFast label reduction bug is unrelated to stale documentation for return_all_scores." + "reason": "Trainer GPU broadcast of NoneType is unrelated to token-embedding reinitialization." }, { - "left": "issue:44683", - "right": "issue:45446", + "left": "issue:43404", + "right": "issue:45216", "accept": false, - "reason": "Both touch flex_attention, but one is a compiled backend failure and the other is a version-check/import bug." + "reason": "Different model-specific regressions: untied lm_head in Mistral3 versus incorrect save_pretrained behavior in Qwen3.5." }, { - "left": "issue:43381", - "right": "issue:45593", + "left": "issue:36246", + "right": "issue:38617", "accept": false, - "reason": "Gradient checkpointing eval-mode restriction is unrelated to D-FINE auxiliary-loss behavior." + "reason": "Different missing imports in different modules; no shared underlying bug is evident." }, { - "left": "issue:43901", - "right": "issue:44496", + "left": "issue:43531", + "right": "issue:45600", "accept": false, - "reason": "Documentation mismatch and unrecognized-model error are unrelated." + "reason": "Sliding-window behavior in Qwen3-MoE has nothing to do with removed auto_mappings entries." }, { - "left": "issue:42907", - "right": "issue:43441", + "left": "issue:41950", + "right": "issue:44016", "accept": false, - "reason": "Different Ministral bugs: dequantized save failure vs FlashAttention failure." + "reason": "A video-classification pipeline bug and a notebook syntax error are unrelated." }, { - "left": "issue:43673", - "right": "issue:44336", + "left": "issue:44295", + "right": "issue:46506", "accept": false, - "reason": "Cache handling bug and ANSI logging behavior are unrelated." + "reason": "Position_ids buffer reading and CPU/CUDA output divergence in PPDocLayoutV3 are different defects." }, { - "left": "issue:43479", - "right": "issue:45375", + "left": "issue:45276", + "right": "issue:45584", + "accept": false, + "reason": "Embedding-resize behavior in gemma4 is unrelated to Whisper empty-transcription generation." + }, + { + "left": "issue:43643", + "right": "issue:44462", "accept": false, - "reason": "Different multimodal config-field bugs in different model families." + "reason": "AutoConfig trust_remote_code field loss and AutoTokenizer repository tokenizer.json loading are different code paths and bugs." } ] }, @@ -12246,63 +12159,79 @@ "component_index": 1, "component_count": 25, "review_unit_index": 40, - "review_unit_count": 60, + "review_unit_count": 61, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-503", + "cluster_id": "cluster-10000-504", "nodes": [ "issue:39692", - "issue:41950", - "issue:42796", + "issue:42907", "issue:43295", "issue:43299", + "issue:43381", "issue:43441", - "issue:43577", + "issue:43479", + "issue:43526", + "issue:43582", "issue:43650", - "issue:43653", + "issue:43673", "issue:43824", - "issue:43854", "issue:43901", "issue:43976", "issue:44016", "issue:44062", - "issue:44075", + "issue:44220", "issue:44279", "issue:44327", - "issue:44351", - "issue:44368", - "issue:44466", + "issue:44336", "issue:44496", "issue:44521", + "issue:44683", "issue:44779", "issue:44792", "issue:44933", - "issue:45020", + "issue:44987", + "issue:45042", + "issue:45083", "issue:45216", - "issue:45276", - "issue:45278", "issue:45335", - "issue:45357", + "issue:45375", "issue:45405", + "issue:45446", "issue:45584", "issue:45588", "issue:45593", "issue:45759", - "issue:45812", "issue:46082", "issue:46123", "issue:46369", "issue:46399", "issue:46424", - "issue:46512", + "issue:46506", "issue:46515", "issue:46693", - "issue:46752" + "issue:46752", + "issue:46932" ], "soft_pairs": [ + "issue:43673|issue:46424", + "issue:43582|issue:46932", + "issue:43650|issue:44220", + "issue:43295|issue:45335", + "issue:43976|issue:44987", + "issue:45083|issue:46506", + "issue:44016|issue:44220", + "issue:44496|issue:45042", + "issue:43526|issue:43901", + "issue:44683|issue:45446", + "issue:43901|issue:44496", + "issue:42907|issue:43441", + "issue:43673|issue:44336", + "issue:43381|issue:45593", + "issue:43479|issue:45375", "issue:44496|issue:45759", "issue:43976|issue:44279", "issue:44016|issue:44062", @@ -12318,216 +12247,222 @@ "issue:46082|issue:46399", "issue:44279|issue:45405", "issue:43295|issue:44779", - "issue:39692|issue:43901", - "issue:44075|issue:44368", - "issue:43577|issue:45216", - "issue:42796|issue:43650", - "issue:46082|issue:46512", - "issue:44351|issue:45278", - "issue:43976|issue:45405", - "issue:41950|issue:45020", - "issue:44779|issue:45812", - "issue:43299|issue:45357", - "issue:44466|issue:45276", - "issue:43299|issue:43854", - "issue:43653|issue:45593" + "issue:39692|issue:43901" ], - "prepared_review_unit_hash": "60a30f202bf39311432d3f429de2da12e984bbd74c844a4697c1744daf2f1c3f", + "prepared_review_unit_hash": "f538b55e4467160026aeb4e076759ab576156dd300bd9ba9a19c0e4803d6c4f4", "component_budget": { - "node_count": 503, - "item_count": 503, - "soft_pair_count": 1852, - "serialized_chars": 960429, - "estimated_input_tokens": 240108, - "estimated_eval_tokens": 480472 + "node_count": 504, + "item_count": 504, + "soft_pair_count": 1853, + "serialized_chars": 961383, + "estimated_input_tokens": 240346, + "estimated_eval_tokens": 480948 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 28, - "serialized_chars": 35621, - "estimated_input_tokens": 8906, - "estimated_eval_tokens": 18068 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36895, + "estimated_input_tokens": 9224, + "estimated_eval_tokens": 18704 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a loose collection of unrelated Transformers issues. The soft pairs share broad themes like imports, tokenizers, multimodal processors, or regressions, but none look like the same concrete bug/change strongly enough to merge.", - "confidence": 0.83, - "canonical_issue_reason": "No clear duplicate cluster emerges. If forced to pick one umbrella issue, issue:45278 is the broadest and most representative of the only plausible subgroup here (import/export regressions), but it is still not a true canonical duplicate.", + "summary": "These are mostly false-positive matches: the candidate pairs span unrelated bugs across configs, docs, tokenizers, cache handling, attention kernels, and model-specific regressions rather than one shared underlying issue.", + "confidence": 0.95, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "Issue:45278 is the best single representative only because it is the broadest, most general problem statement in the set. It is not a strong duplicate anchor, just the least-specific umbrella issue.", + "best_issue_reason": "issue:44521 is the most central/active single issue in the set (highest discussion and inbound references), so it is the best representative if one issue must be chosen, though it is not a duplicate anchor for the others.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44496", - "right": "issue:45759", + "left": "issue:43673", + "right": "issue:46424", + "accept": false, + "reason": "GenerationMixin cache missing in chunked_prefill vs cache max length only applying to Quantized Cache; different cache paths and failure modes." + }, + { + "left": "issue:43582", + "right": "issue:46932", "accept": false, - "reason": "Both involve composite/multimodal model loading, but they describe different failure modes and code paths: missing model_type vs not unwrapping text_config." + "reason": "Apple Silicon warmup TypeError vs Gemma4 quantized vision/audio dtype casting; unrelated subsystems." }, { - "left": "issue:43976", - "right": "issue:44279", + "left": "issue:43650", + "right": "issue:44220", "accept": false, - "reason": "Too generic and unrelated; one is a Python version/runtime incompatibility, the other is a vague dependency issue." + "reason": "Placeholder title vs _torch_extract_fbank_features audio helper bug; no shared concrete bug." }, { - "left": "issue:44016", - "right": "issue:44062", + "left": "issue:43295", + "right": "issue:45335", "accept": false, - "reason": "Notebook syntax error and AddedToken TypeError are unrelated bugs." + "reason": "processor.tokenizer/images regression vs t5gemma resize_token_embeddings not updating decoder.embed_tokens; different model components." }, { - "left": "issue:43441", - "right": "issue:45588", + "left": "issue:43976", + "right": "issue:44987", "accept": false, - "reason": "Both mention flash attention, but they fail in different places for different reasons and different models." + "reason": "Python version compatibility break vs loading physical-intelligence/fast failure; unrelated." }, { - "left": "issue:44792", - "right": "issue:46424", + "left": "issue:45083", + "right": "issue:46506", "accept": false, - "reason": "A janus test failure and a cache config semantics bug are unrelated." + "reason": "qwen3_omni_moe feature-length helper issue vs PPDocLayoutV3 CPU/CUDA divergence; different models and bugs." }, { - "left": "issue:43824", - "right": "issue:44933", + "left": "issue:44016", + "right": "issue:44220", "accept": false, - "reason": "Both are import-related, but they concern different missing symbols/modules and do not look like one concrete bug." + "reason": "Notebook syntax error vs audio feature extraction helper issue; no overlap." }, { - "left": "issue:44279", - "right": "issue:46515", + "left": "issue:44496", + "right": "issue:45042", "accept": false, - "reason": "Generic dependency complaint vs specific torch version incompatibility; not the same issue." + "reason": "Unrecognized model loading vs PIL backend requiring torchvision; different code paths." }, { - "left": "issue:44521", - "right": "issue:46693", + "left": "issue:43526", + "right": "issue:43901", "accept": false, - "reason": "Multimodal chat-template masks and FA2 long-context performance regression are different code paths." + "reason": "BeitImageProcessorFast reduce_labels bug vs text pipeline docs mentioning return_all_scores; unrelated." }, { - "left": "issue:45335", - "right": "issue:45584", + "left": "issue:44683", + "right": "issue:45446", "accept": false, - "reason": "Token embedding resize propagation and empty-transcription generation failure are unrelated." + "reason": "torch>=2.9 flex_attention compile failure vs incorrect version check for AuxRequest import; different compatibility bugs." }, { - "left": "issue:44327", - "right": "issue:46752", + "left": "issue:43901", + "right": "issue:44496", "accept": false, - "reason": "QA span decoding top-k crash and empty-list chat template crash are different failures." + "reason": "Docs mismatch for return_all_scores vs model config/loading error; not the same issue." }, { - "left": "issue:46123", - "right": "issue:46369", + "left": "issue:42907", + "right": "issue:43441", "accept": false, - "reason": "Batch-finalization bug in MaskGenerationPipeline vs memory overflow in sam3-litetext are unrelated." + "reason": "Saving dequantized Ministral/Devstral vs FlashAttention failure in Ministral-3; different operations and triggers." }, { - "left": "issue:43299", - "right": "issue:45216", + "left": "issue:43673", + "right": "issue:44336", "accept": false, - "reason": "Both are Qwen3.5-related regressions, but one is loading with composite configs and the other is incorrect save_pretrained serialization." + "reason": "GenerationMixin cache missing vs ANSI codes in loading_report; unrelated." }, { - "left": "issue:46082", - "right": "issue:46399", + "left": "issue:43381", + "right": "issue:45593", "accept": false, - "reason": "LlamaConfig validation and Qwen3.5 kernel registration are unrelated bugs." + "reason": "gradient checkpointing eval-mode restriction vs D-FINE auxiliary losses off; different training behaviors." }, { - "left": "issue:44279", - "right": "issue:45405", + "left": "issue:43479", + "right": "issue:45375", "accept": false, - "reason": "A vague dependency problem is not the same as a specific unmet MIN_PEFT_VERSION bump." + "reason": "Default vision/audio config initialization vs missing deepstack_visual_indexes field; separate config bugs." }, { - "left": "issue:43295", - "right": "issue:44779", + "left": "issue:44496", + "right": "issue:45759", "accept": false, - "reason": "Processor/tokenizer API regression and DeepSeek tokenization regression are different concrete problems." + "reason": "Unrecognized model loading vs from_config not unwrapping text_config; different loader problems." }, { - "left": "issue:39692", - "right": "issue:43901", + "left": "issue:43976", + "right": "issue:44279", "accept": false, - "reason": "Documentation/example errors in different subsystems do not indicate the same bug." + "reason": "Python support issue vs generic dependency issue; too broad and not the same failure." }, { - "left": "issue:44075", - "right": "issue:44368", + "left": "issue:44016", + "right": "issue:44062", "accept": false, - "reason": "Unused SGD arguments and a Qwen3.5 fine-tuning warning are unrelated." + "reason": "Notebook syntax error vs AddedToken special-argument conflict; unrelated." }, { - "left": "issue:43577", - "right": "issue:45216", + "left": "issue:43441", + "right": "issue:45588", "accept": false, - "reason": "BLIP2 dtype propagation and Qwen3.5 checkpoint serialization are different issues." + "reason": "Ministral-3 FlashAttention bug vs s_aux=None crash in flash_attention.py for sink-less models; different code paths and model classes." }, { - "left": "issue:42796", - "right": "issue:43650", + "left": "issue:44792", + "right": "issue:46424", "accept": false, - "reason": "Tokenizer BPE-marker handling and an empty 'ADD THE DATA' issue are clearly unrelated." + "reason": "janus model test failure vs cache max length config behavior; unrelated." }, { - "left": "issue:46082", - "right": "issue:46512", + "left": "issue:43824", + "right": "issue:44933", "accept": false, - "reason": "Both touch model initialization/config, but one is head_dim validation and the other is stale config.dtype after from_config; not the same bug." + "reason": "Qwen2_5_VL import failure vs nonexistent import from image_utils; both import errors but different symbols/modules." }, { - "left": "issue:44351", - "right": "issue:45278", + "left": "issue:44279", + "right": "issue:46515", "accept": false, - "reason": "45278 is a broad import-regression report, but 44351 is one specific missing symbol; too broad to treat as the same concrete issue." + "reason": "Generic dependency issue vs torch 2.4.1 incompatibility; not the same concrete bug." }, { - "left": "issue:43976", - "right": "issue:45405", + "left": "issue:44521", + "right": "issue:46693", "accept": false, - "reason": "Python support/version compatibility and an unreleased PEFT minimum version are different dependency problems." + "reason": "assistant_masks all-zero on multimodal chat templates vs FA2 long-context performance regression; different symptoms and fixes." }, { - "left": "issue:41950", - "right": "issue:45020", + "left": "issue:45335", + "right": "issue:45584", "accept": false, - "reason": "Video pipeline processor lookup and remote_code breakage are different failure classes." + "reason": "t5gemma resize_token_embeddings bug vs Whisper empty-transcription generation failure; unrelated." }, { - "left": "issue:44779", - "right": "issue:45812", + "left": "issue:44327", + "right": "issue:46752", + "accept": false, + "reason": "QA decode_spans kth-out-of-bounds vs empty-list apply_chat_template IndexError; different utilities and failure conditions." + }, + { + "left": "issue:46123", + "right": "issue:46369", "accept": false, - "reason": "Tokenizer output regression for DeepSeek vs Granite token ID regression are separate model-specific tokenizer bugs." + "reason": "MaskGenerationPipeline partial-batch dropping vs sam3-litetext memory overflow; unrelated." }, { "left": "issue:43299", - "right": "issue:45357", + "right": "issue:45216", "accept": false, - "reason": "Both are Qwen3.5 regressions, but one is model loading and the other is save_pretrained visual-key serialization; not one code-path." + "reason": "Qwen3VL MoE loading breakage vs Qwen3.5 save_pretrained regression; different APIs and code paths." }, { - "left": "issue:44466", - "right": "issue:45276", + "left": "issue:46082", + "right": "issue:46399", "accept": false, - "reason": "Both concern resize_token_embeddings, but they affect different model families and different internal modules." + "reason": "LlamaConfig head_dim validation vs Qwen3.5 use_kernels apply_rotary_pos_emb registration error; unrelated." }, { - "left": "issue:43299", - "right": "issue:43854", + "left": "issue:44279", + "right": "issue:45405", "accept": false, - "reason": "A Qwen3.5 loading regression and a GLM-4.7-Flash unit-test loading issue are unrelated." + "reason": "Generic dependency issue vs unreleased peft-version bump; not the same bug." }, { - "left": "issue:43653", - "right": "issue:45593", + "left": "issue:43295", + "right": "issue:44779", + "accept": false, + "reason": "processor.tokenizer/images regression vs Deepseek tokenizer incorrect results; both tokenizer-related but different models and failures." + }, + { + "left": "issue:39692", + "right": "issue:43901", "accept": false, - "reason": "BigBirdTokenizer special-token registration and D-FINE auxiliary-loss behavior are unrelated." + "reason": "SigLIP2 docs example mismatches/quantization failure vs textclassification docs mentioning return_all_scores; different docs and bugs." } ] }, @@ -12543,282 +12478,274 @@ "component_index": 1, "component_count": 25, "review_unit_index": 41, - "review_unit_count": 60, + "review_unit_count": 61, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-503", + "cluster_id": "cluster-10000-504", "nodes": [ "issue:33290", "issue:41950", - "issue:42175", + "issue:42796", "issue:42994", + "issue:43299", "issue:43317", + "issue:43381", "issue:43441", "issue:43479", "issue:43525", + "issue:43577", "issue:43650", - "issue:43673", - "issue:43723", - "issue:43761", - "issue:43824", - "issue:43881", - "issue:43901", + "issue:43653", + "issue:43854", "issue:43976", - "issue:43994", "issue:44016", - "issue:44162", + "issue:44075", "issue:44242", - "issue:44246", - "issue:44261", - "issue:44263", "issue:44291", - "issue:44336", - "issue:44361", + "issue:44351", + "issue:44368", "issue:44462", - "issue:44623", - "issue:44671", + "issue:44466", "issue:44683", - "issue:44749", "issue:44779", + "issue:45020", "issue:45081", "issue:45103", "issue:45200", + "issue:45216", + "issue:45276", + "issue:45278", + "issue:45357", "issue:45372", - "issue:45397", + "issue:45405", "issue:45542", + "issue:45588", "issue:45593", - "issue:45600", "issue:45656", - "issue:45712", + "issue:45812", "issue:45823", "issue:45834", - "issue:45859", "issue:45907", + "issue:46082", "issue:46209", - "issue:46851" + "issue:46512", + "issue:47000" ], "soft_pairs": [ + "issue:44075|issue:44368", + "issue:42796|issue:43650", + "issue:43577|issue:45216", + "issue:44351|issue:45278", + "issue:46082|issue:46512", + "issue:43976|issue:45405", + "issue:41950|issue:45020", + "issue:44779|issue:45812", + "issue:43299|issue:45357", + "issue:44466|issue:45276", + "issue:43381|issue:47000", + "issue:43299|issue:43854", "issue:44242|issue:45200", - "issue:41950|issue:45823", + "issue:43653|issue:45593", "issue:43650|issue:46209", + "issue:41950|issue:45823", "issue:43479|issue:43525", "issue:44462|issue:45081", "issue:44016|issue:44291", "issue:44683|issue:45542", - "issue:44361|issue:45593", - "issue:43441|issue:45834", + "issue:45588|issue:47000", "issue:45081|issue:45907", + "issue:43441|issue:45834", "issue:33290|issue:45656", "issue:45103|issue:45372", - "issue:42994|issue:43317", - "issue:44336|issue:46851", - "issue:45859|issue:46851", - "issue:44623|issue:44749", - "issue:44261|issue:44263", - "issue:45600|issue:45712", - "issue:42175|issue:43976", - "issue:44671|issue:44779", - "issue:43901|issue:43994", - "issue:44623|issue:45397", - "issue:43673|issue:43761", - "issue:43901|issue:44246", - "issue:43723|issue:44162", - "issue:43525|issue:43881", - "issue:43824|issue:43976" + "issue:42994|issue:43317" ], - "prepared_review_unit_hash": "a33b8439374942ff16727a9797edb2a81071f27a7b6bf41a302ac57e2f7c3bc6", + "prepared_review_unit_hash": "81088deb7694012a3a055c0ea00f8b85f9c360508c6b3cd3b10b77cb36dd2d48", "component_budget": { - "node_count": 503, - "item_count": 503, - "soft_pair_count": 1852, - "serialized_chars": 960429, - "estimated_input_tokens": 240108, - "estimated_eval_tokens": 480472 + "node_count": 504, + "item_count": 504, + "soft_pair_count": 1853, + "serialized_chars": 961383, + "estimated_input_tokens": 240346, + "estimated_eval_tokens": 480948 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 27, - "serialized_chars": 35642, - "estimated_input_tokens": 8911, - "estimated_eval_tokens": 18078 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 26, + "serialized_chars": 35016, + "estimated_input_tokens": 8754, + "estimated_eval_tokens": 17764 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a grab bag of unrelated closed issues. The soft pairs share broad subsystems or surface keywords, but they do not look like the same underlying bug/change, so none should be merged as duplicates.", - "confidence": 0.9, - "canonical_issue_reason": "No single canonical issue: the items split across unrelated bugs and regressions (tokenizers, quantization, device maps, docs, build/runtime), so there is no true duplicate hub.", + "summary": "The cluster is heterogeneous: the soft pairs mostly share only broad vocabulary (tokenizers, config, loading, deepspeed, quantization) but not the same underlying bug. I would not merge any of the candidate pairs.", + "confidence": 0.95, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "Issue 43824 is the strongest single representative by discussion/inbound references, but only as a cluster exemplar; it does not subsume the others.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44242", - "right": "issue:45200", - "accept": false, - "reason": "MoE load-balancing loss vs Gemma 4 text-only mm_token_type_ids defaulting; different code paths and fixes." - }, - { - "left": "issue:41950", - "right": "issue:45823", + "left": "issue:44075", + "right": "issue:44368", "accept": false, - "reason": "Pipeline processor lookup bug vs Gemma4 PLE device mismatch; same area, different defect." + "reason": "Optimizer argument handling vs a tie_word_embeddings warning; different codepaths and symptoms." }, { - "left": "issue:43650", - "right": "issue:46209", + "left": "issue:42796", + "right": "issue:43650", "accept": false, - "reason": "Placeholder/data issue vs FP8 inference failure on B200; unrelated problems." + "reason": "Tokenizer BPE-marker bug vs an unrelated low-signal request; no shared failure mode." }, { - "left": "issue:43479", - "right": "issue:43525", + "left": "issue:43577", + "right": "issue:45216", "accept": false, - "reason": "Multimodal default config initialization vs missing pad_token_id attribute; not the same bug." + "reason": "Both involve dtype-ish behavior, but one is BLIP2 component dtype mismatch and the other is Qwen save_pretrained serialization." }, { - "left": "issue:44462", - "right": "issue:45081", + "left": "issue:44351", + "right": "issue:45278", "accept": false, - "reason": "AutoTokenizer file selection vs Mistral regex patch crash; different tokenizer-loading failures." + "reason": "Both mention import issues, but one is a missing HybridCache symbol and the other is a broad upgrade regression." }, { - "left": "issue:44016", - "right": "issue:44291", + "left": "issue:46082", + "right": "issue:46512", "accept": false, - "reason": "Notebook syntax error vs init_empty_weights TypeError; clearly unrelated." + "reason": "Llama head_dim validation vs stale config.dtype after from_config; unrelated config bugs." }, { - "left": "issue:44683", - "right": "issue:45542", + "left": "issue:43976", + "right": "issue:45405", "accept": false, - "reason": "flex_attention/torch compatibility issue vs missing TensorFlow backend import; different subsystems." + "reason": "Python version compatibility claim vs a PEFT minimum-version pin; different dependency problems." }, { - "left": "issue:44361", - "right": "issue:45593", + "left": "issue:41950", + "right": "issue:45020", "accept": false, - "reason": "Tokenizer AttributeError vs D-FINE auxiliary-loss behavior; no shared underlying bug." + "reason": "Video pipeline processor lookup vs remote_code regressions; unrelated loading paths." }, { - "left": "issue:43441", - "right": "issue:45834", + "left": "issue:44779", + "right": "issue:45812", "accept": false, - "reason": "FlashAttention regression for Ministral-3 vs Kosmos2.5 OCR index error; unrelated." + "reason": "Both are tokenizer regressions, but they affect different model families and likely different tokenization logic." }, { - "left": "issue:45081", - "right": "issue:45907", + "left": "issue:43299", + "right": "issue:45357", "accept": false, - "reason": "Tokenizer regex crash vs list_repo_files revision forwarding; different code paths." + "reason": "Model-loading failure for Qwen3VL MoE vs incorrect visual-encoder key saving for Qwen3.5; different bugs." }, { - "left": "issue:33290", - "right": "issue:45656", + "left": "issue:44466", + "right": "issue:45276", "accept": false, - "reason": "Both touch DeepSpeed, but one is Adafactor OOM and the other is double optimizer.step; not the same fix." + "reason": "Serialization of lm_head weights vs token embedding resize propagation; related area but different concrete defects." }, { - "left": "issue:45103", - "right": "issue:45372", + "left": "issue:43381", + "right": "issue:47000", "accept": false, - "reason": "auto_docstring annotations crash vs Gemma 4 processor import dependency; unrelated." + "reason": "Gradient checkpointing eval-mode restriction vs RTDetrLoss infeasible cost matrix; unrelated runtime failures." }, { - "left": "issue:42994", - "right": "issue:43317", + "left": "issue:43299", + "right": "issue:43854", "accept": false, - "reason": "Quantized model saving failure vs dequantized model load/offload failure; distinct bugs." + "reason": "Different model-loading failures with no shared code-path evidence." }, { - "left": "issue:44336", - "right": "issue:46851", + "left": "issue:44242", + "right": "issue:45200", "accept": false, - "reason": "ANSI codes in loading report vs Qwen3.5 variable-length position_ids; unrelated." + "reason": "MoE load-balancing loss omission vs Gemma 4 text-only mm_token_type_ids defaulting; unrelated training vs input-default bugs." }, { - "left": "issue:45859", - "right": "issue:46851", + "left": "issue:43653", + "right": "issue:45593", "accept": false, - "reason": "CPU offload incompatibility in rotary embedding vs variable-length position_ids bug; different symptoms and fixes." + "reason": "BigBird tokenizer special-token registration vs D-FINE auxiliary-loss behavior; unrelated subsystems." }, { - "left": "issue:44623", - "right": "issue:44749", + "left": "issue:43650", + "right": "issue:46209", "accept": false, - "reason": "Missing processor files on save vs pipeline slowdown after upgrade; not a duplicate." + "reason": "Low-content title vs FP8 inference on B200; no underlying bug match." }, { - "left": "issue:44261", - "right": "issue:44263", + "left": "issue:41950", + "right": "issue:45823", "accept": false, - "reason": "RMS norm epsilon precision issue vs torch.split return values bug; same broad area only." + "reason": "Processor lookup bug vs Gemma4 device placement mismatch; unrelated failures." }, { - "left": "issue:45600", - "right": "issue:45712", + "left": "issue:43479", + "right": "issue:43525", "accept": false, - "reason": "Stale auto_mappings config references vs leftover dummy classes; different maintenance issues." + "reason": "Multimodal config default initialization vs missing pad_token_id attribute; different models and fields." }, { - "left": "issue:42175", - "right": "issue:43976", + "left": "issue:44462", + "right": "issue:45081", "accept": false, - "reason": "Missing TensorFlow in torch extra vs Python 3.9/3.10 compatibility regression; unrelated." + "reason": "AutoTokenizer ignoring tokenizer.json vs Mistral regex patch crash; both tokenizer-related but distinct mechanisms." }, { - "left": "issue:44671", - "right": "issue:44779", + "left": "issue:44016", + "right": "issue:44291", "accept": false, - "reason": "CamemBERT masked-LM regression vs Deepseek tokenizer regression; different models and fixes." + "reason": "Notebook syntax error vs init_empty_weights TypeError; unrelated documentation vs model construction." }, { - "left": "issue:43901", - "right": "issue:43994", + "left": "issue:44683", + "right": "issue:45542", "accept": false, - "reason": "Docs mismatch for return_all_scores vs SigLIP2 incorrect outputs; documentation vs model behavior." + "reason": "Torch flex_attention compilation bug vs tensorboard-without-TF backend error; unrelated backend issues." }, { - "left": "issue:44623", - "right": "issue:45397", + "left": "issue:45588", + "right": "issue:47000", "accept": false, - "reason": "Processor save_pretrained missing files vs Gemma-4 zero3 from_pretrained; not the same failure." + "reason": "FlashAttention s_aux=None crash vs RTDetrLoss infeasible cost matrix; different code paths." }, { - "left": "issue:43673", - "right": "issue:43761", + "left": "issue:45081", + "right": "issue:45907", "accept": false, - "reason": "GenerationMixin cache missing in chunked_prefill vs CLIPVision hidden_states regression; different components." + "reason": "Tokenizer backend attribute crash vs Hub API revision forwarding; unrelated fixes." }, { - "left": "issue:43901", - "right": "issue:44246", + "left": "issue:43441", + "right": "issue:45834", "accept": false, - "reason": "TextClassificationPipeline docs issue vs import-time slowness; no common bug." + "reason": "FlashAttention failure on Ministral-3 vs Kosmos2.5 OCR index error; different models and bugs." }, { - "left": "issue:43723", - "right": "issue:44162", + "left": "issue:33290", + "right": "issue:45656", "accept": false, - "reason": "AutoTokenizer loading problem vs ESM2 broken workflow; unrelated." + "reason": "Deepspeed/Adafactor OOM vs deepspeed optimizer step being called twice; same broad area but not the same defect." }, { - "left": "issue:43525", - "right": "issue:43881", + "left": "issue:45103", + "right": "issue:45372", "accept": false, - "reason": "Llama4Config missing pad_token_id vs glm-4v-9b loading failure; different root causes." + "reason": "auto_docstring future-annotations crash vs Gemma 4 processor import failure; unrelated subsystems." }, { - "left": "issue:43824", - "right": "issue:43976", + "left": "issue:42994", + "right": "issue:43317", "accept": false, - "reason": "Import error for Qwen2.5-VL class vs Python version incompatibility; not the same issue." + "reason": "Quantized-model save failure vs dequantized model load with device_map=auto; different stages and failure modes." } ] }, @@ -12834,66 +12761,80 @@ "component_index": 1, "component_count": 25, "review_unit_index": 42, - "review_unit_count": 60, + "review_unit_count": 61, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-503", + "cluster_id": "cluster-10000-504", "nodes": [ "issue:41628", - "issue:42491", + "issue:42175", "issue:42796", - "issue:43299", "issue:43441", "issue:43525", - "issue:43526", - "issue:43531", - "issue:43540", "issue:43643", + "issue:43673", + "issue:43723", + "issue:43761", "issue:43784", + "issue:43824", + "issue:43881", + "issue:43901", "issue:43976", "issue:44016", + "issue:44162", + "issue:44186", "issue:44188", - "issue:44242", "issue:44246", - "issue:44295", + "issue:44261", + "issue:44263", "issue:44297", "issue:44336", "issue:44373", - "issue:44485", "issue:44496", "issue:44589", - "issue:44871", - "issue:45003", - "issue:45072", + "issue:44623", + "issue:44671", + "issue:44749", + "issue:44779", "issue:45083", - "issue:45103", "issue:45325", "issue:45362", "issue:45397", "issue:45542", "issue:45561", "issue:45563", - "issue:45588", - "issue:45593", + "issue:45600", + "issue:45712", "issue:45800", "issue:45823", + "issue:45859", "issue:46291", "issue:46399", - "issue:46614", "issue:46655", - "issue:46665", "issue:46726", - "issue:46752", - "issue:46821", - "issue:46829", - "issue:46851" + "issue:46851", + "issue:47000" ], "soft_pairs": [ - "issue:42796|issue:43441", + "issue:44336|issue:46851", + "issue:45859|issue:46851", + "issue:44623|issue:44749", + "issue:44261|issue:44263", + "issue:45600|issue:45712", + "issue:42175|issue:43976", + "issue:44671|issue:44779", + "issue:44623|issue:45397", + "issue:43901|issue:44246", + "issue:43673|issue:43761", + "issue:43723|issue:44162", + "issue:43525|issue:43881", + "issue:44186|issue:47000", "issue:44016|issue:45823", + "issue:43824|issue:43976", + "issue:42796|issue:43441", "issue:45542|issue:45800", "issue:44188|issue:44336", "issue:43525|issue:43643", @@ -12908,229 +12849,222 @@ "issue:43784|issue:45542", "issue:44297|issue:45397", "issue:46399|issue:46851", - "issue:45561|issue:45563", - "issue:45103|issue:46399", - "issue:43526|issue:45003", - "issue:45072|issue:46829", - "issue:43540|issue:46752", - "issue:42491|issue:43299", - "issue:46614|issue:46665", - "issue:43531|issue:45362", - "issue:45588|issue:46851", - "issue:44246|issue:44871", - "issue:44242|issue:45593", - "issue:44295|issue:45397", - "issue:45003|issue:46821", - "issue:44336|issue:44485" + "issue:45561|issue:45563" ], - "prepared_review_unit_hash": "72d06bc794afbc69f460a6ca89e3b696a79906ac99881c05524b5ac22830f0de", + "prepared_review_unit_hash": "071a742d0ddb394a4127be704a29eacac03f0e302e8b77506e251c543e820945", "component_budget": { - "node_count": 503, - "item_count": 503, - "soft_pair_count": 1852, - "serialized_chars": 960429, - "estimated_input_tokens": 240108, - "estimated_eval_tokens": 480472 + "node_count": 504, + "item_count": 504, + "soft_pair_count": 1853, + "serialized_chars": 961383, + "estimated_input_tokens": 240346, + "estimated_eval_tokens": 480948 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 30, - "serialized_chars": 36741, - "estimated_input_tokens": 9186, - "estimated_eval_tokens": 18628 + "soft_pair_count": 31, + "serialized_chars": 36935, + "estimated_input_tokens": 9234, + "estimated_eval_tokens": 18724 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is noisy: most items are unrelated Transformers bug reports that only share broad model-family or API similarity. I found no soft pair that clearly describes the same underlying bug/change, so all soft edges are rejected. The most central issue in the set is the Qwen3.5 position_ids report, but it is still not a duplicate of the nearby Qwen/MoE items.", - "confidence": 0.89, - "canonical_issue_reason": "issue:46851 is the most central Qwen-related bug in the cluster, with the strongest overlap to several near-matches around position_ids / variable-length handling.", + "summary": "The cluster is mostly a set of unrelated Transformers issues spanning packaging, model loading, tokenizers, docs, and runtime regressions. The soft pairs are mostly title-level similarity only; none look like safe duplicates or mergeable PR equivalents.", + "confidence": 0.96, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "issue:46851 is the clearest representative of the cluster\u2019s dominant Qwen position_ids theme, even though the soft edges are not true duplicates.", + "best_issue_reason": "No single issue is a safe canonical for the whole cluster. If one must be chosen as the closest representative, issue 46851 is the most central around the repeated position_ids theme, but it still does not cover the rest of the cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:42796", - "right": "issue:43441", + "left": "issue:44336", + "right": "issue:46851", "accept": false, - "reason": "Same model family, but one is tokenizer BPE-marker handling and the other is a FlashAttention crash; different code paths." + "reason": "Different bugs: ANSI-code terminal handling vs variable-length position_ids in Qwen3.5." }, { - "left": "issue:44016", - "right": "issue:45823", + "left": "issue:45859", + "right": "issue:46851", "accept": false, - "reason": "Notebook syntax error vs Gemma4 device-mapping forward mismatch; unrelated bugs." + "reason": "Different code paths and models: CPU offload rotary embedding vs variable-length position_ids handling." }, { - "left": "issue:45542", - "right": "issue:45800", + "left": "issue:44623", + "right": "issue:44749", "accept": false, - "reason": "Missing TensorFlow backend vs torch/transformers version incompatibility; not the same bug." + "reason": "Unrelated failures: missing processor save files vs a performance regression after upgrading Transformers." }, { - "left": "issue:44188", - "right": "issue:44336", + "left": "issue:44261", + "right": "issue:44263", "accept": false, - "reason": "torch.compile attention-kernel divergence vs ANSI color output in loading_report; unrelated." + "reason": "Different models and symptoms: MLA layernorm precision/config issue vs GlmMoeDsaIndexer split behavior." }, { - "left": "issue:43525", - "right": "issue:43643", + "left": "issue:45600", + "right": "issue:45712", "accept": false, - "reason": "Specific Llama4Config attribute absence vs generic trust_remote_code config field loss; different failures." + "reason": "Both are repo-maintenance issues, but one is stale auto-mapping references and the other is leftover dummy classes leaking into checks." }, { - "left": "issue:44589", - "right": "issue:45362", + "left": "issue:42175", + "right": "issue:43976", "accept": false, - "reason": "Float8 storage lookup failure vs Qwen3.5 chat crash; no shared codepath." + "reason": "Packaging/backend dependency problem vs Python-version compatibility regression; not the same defect." }, { - "left": "issue:46291", - "right": "issue:46399", + "left": "issue:44671", + "right": "issue:44779", "accept": false, - "reason": "kernels package import/version requirement vs missing decorator during kernel registration; both kernel-related but different bugs." + "reason": "Both are v5 regressions, but CamemBERT MLM outputs and Deepseek tokenizer results are different code paths." }, { - "left": "issue:45325", - "right": "issue:46851", + "left": "issue:44623", + "right": "issue:45397", "accept": false, - "reason": "Qwen2.5-VL still-image RoPE scaling bug vs Qwen3.5 variable-length position_ids bug; distinct model behaviors." + "reason": "Processor save-pretrained file omission is unrelated to gemma-4 ZeRO-3 from_pretrained loading." }, { - "left": "issue:44336", - "right": "issue:44373", + "left": "issue:43901", + "right": "issue:44246", "accept": false, - "reason": "ANSI escape handling vs a docstring typo; not duplicates." + "reason": "Docs mismatch for return_all_scores vs intermittent import latency; no shared underlying bug." }, { - "left": "issue:46655", - "right": "issue:46726", + "left": "issue:43673", + "right": "issue:43761", "accept": false, - "reason": "Video padding calculation bug vs missing vision backend/image-processor error; different layers." + "reason": "Generation cache chunked-prefill issue vs CLIPVisionModel hidden_states regression are unrelated." }, { - "left": "issue:44246", - "right": "issue:44496", + "left": "issue:43723", + "right": "issue:44162", "accept": false, - "reason": "Load-balancing loss omission vs unrecognized model/config loading failure; unrelated." + "reason": "Tokenizer loading in v5 and ESM2 model breakage are different models and failure modes." }, { - "left": "issue:41628", - "right": "issue:43976", + "left": "issue:43525", + "right": "issue:43881", "accept": false, - "reason": "Missing AutoImageProcessor export vs Python version compatibility problem; separate issues." + "reason": "Missing pad_token_id in Llama4Config is a distinct config bug from glm-4v-9b loading failure." }, { - "left": "issue:45083", - "right": "issue:46851", + "left": "issue:44186", + "right": "issue:47000", "accept": false, - "reason": "qwen3_omni_moe feature-length helper bug vs Qwen3.5 position_ids crash; not the same defect." + "reason": "Tokenizer batching/NER crash vs RTDetrLoss infeasible cost matrix are unrelated components." }, { - "left": "issue:43784", - "right": "issue:45542", + "left": "issue:44016", + "right": "issue:45823", "accept": false, - "reason": "sentence-transformers import NameError vs undefined tf backend from tensorboard-only install; different import paths." + "reason": "Notebook syntax error and Gemma4 device-mismatch runtime bug are not the same issue." }, { - "left": "issue:44297", - "right": "issue:45397", + "left": "issue:43824", + "right": "issue:43976", "accept": false, - "reason": "tokenizer.save_pretrained metadata mismatch vs Gemma4 zero3 from_pretrained failure; unrelated." + "reason": "Missing Qwen2.5-VL export symbol vs Python support regression; no shared code path." }, { - "left": "issue:46399", - "right": "issue:46851", + "left": "issue:42796", + "right": "issue:43441", "accept": false, - "reason": "Kernel registration/decorator crash vs variable-length position_ids handling; both Qwen3.5-adjacent but not the same bug." + "reason": "Same model family, but tokenizer BPE-marker handling and FlashAttention failure are different bugs." }, { - "left": "issue:45561", - "right": "issue:45563", + "left": "issue:45542", + "right": "issue:45800", "accept": false, - "reason": "pytest-xdist file race vs stale generate warning; no common codepath." + "reason": "TensorFlow backend installation issue vs torch/transformers version incompatibility; distinct causes." }, { - "left": "issue:45103", - "right": "issue:46399", + "left": "issue:44188", + "right": "issue:44336", "accept": false, - "reason": "auto_docstring annotations crash vs Qwen3.5 kernel registration error; unrelated subsystems." + "reason": "Attention-kernel divergence under torch.compile vs ANSI-code output formatting are unrelated." }, { - "left": "issue:43526", - "right": "issue:45003", + "left": "issue:43525", + "right": "issue:43643", "accept": false, - "reason": "BeitImageProcessor label reduction bug vs unsafe sys.modules access; different components." + "reason": "Missing config field in Llama4Config vs trust_remote_code returning incomplete AutoConfig fields; different bug surfaces." }, { - "left": "issue:45072", - "right": "issue:46829", + "left": "issue:44589", + "right": "issue:45362", "accept": false, - "reason": "bfloat16 dtype mismatch vs hidden_states/output field mix-up; unrelated model behaviors." + "reason": "Torch storage deserialization problem vs Qwen3.5 chat crash; unrelated runtime failures." }, { - "left": "issue:43540", - "right": "issue:46752", + "left": "issue:46291", + "right": "issue:46399", "accept": false, - "reason": "Qwen3OmniMoe video-input ValueError vs empty-chat-template IndexError; different input handling bugs." + "reason": "Both mention kernels, but one is pipelines import-time dependency validation and the other is a Qwen3.5 registration crash." }, { - "left": "issue:42491", - "right": "issue:43299", + "left": "issue:45325", + "right": "issue:46851", "accept": false, - "reason": "Both involve Qwen3 MoE regressions, but one is LoRA reuse across versions and the other is Qwen3VL MoE loading; too distinct to merge." + "reason": "Both involve position_ids, but they are different models and different computations (image rope scaling vs variable-length input handling)." }, { - "left": "issue:46614", - "right": "issue:46665", + "left": "issue:44336", + "right": "issue:44373", "accept": false, - "reason": "Stale phonemizer language state vs from_pretrained-in-Python-class inconsistency; not the same issue." + "reason": "Terminal ANSI formatting issue vs docstring typo for position_ids; not a duplicate bug." }, { - "left": "issue:43531", - "right": "issue:45362", + "left": "issue:46655", + "right": "issue:46726", "accept": false, - "reason": "sliding_window behavior in Qwen3-MoE vs a chat crash in Qwen3.5; different codepaths." + "reason": "Video padding calculation bug vs missing vision-backend image processor warning; distinct processor paths." }, { - "left": "issue:45588", - "right": "issue:46851", + "left": "issue:44246", + "right": "issue:44496", "accept": false, - "reason": "flash_attention sink-less crash vs variable-length position_ids bug; unrelated." + "reason": "Import latency issue vs unrecognized model/config loading failure; no overlap in root cause." }, { - "left": "issue:44246", - "right": "issue:44871", + "left": "issue:41628", + "right": "issue:43976", "accept": false, - "reason": "MoE auxiliary-loss omission vs Gemma3 eos_token_id inconsistency; no shared root cause." + "reason": "AutoImageProcessor import error and Python-version support bug are unrelated." }, { - "left": "issue:44242", - "right": "issue:45593", + "left": "issue:45083", + "right": "issue:46851", "accept": false, - "reason": "Router loss omission and D-FINE auxiliary-loss omission are structurally similar, but they affect different models/mechanisms and would not merge cleanly." + "reason": "Different Qwen3.5/Qwen3.5-Omni helper behavior vs variable-length position_ids crash; only broadly related by naming." }, { - "left": "issue:44295", + "left": "issue:43784", + "right": "issue:45542", + "accept": false, + "reason": "Importing sentence-transformers breaks due to missing nn symbol, not because of TensorFlow backend installation." + }, + { + "left": "issue:44297", "right": "issue:45397", "accept": false, - "reason": "position_ids buffer access error vs Gemma4 zero3 loading issue; unrelated." + "reason": "Tokenizer save metadata mismatch vs gemma-4 ZeRO-3 loading failure; unrelated." }, { - "left": "issue:45003", - "right": "issue:46821", + "left": "issue:46399", + "right": "issue:46851", "accept": false, - "reason": "sys.modules access bug vs TimesFM window_size AttributeError; different codepaths." + "reason": "Kernel registration/decorator crash is a different code path from variable-length position_ids handling." }, { - "left": "issue:44336", - "right": "issue:44485", + "left": "issue:45561", + "right": "issue:45563", "accept": false, - "reason": "loading_report ANSI codes vs GLM-5 RoPE implementation; no duplicate signal." + "reason": "Parallel test-file race vs stale generation warning; unrelated testing vs generation behavior." } ] }, @@ -13146,288 +13080,289 @@ "component_index": 1, "component_count": 25, "review_unit_index": 43, - "review_unit_count": 60, + "review_unit_count": 61, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-503", + "cluster_id": "cluster-10000-504", "nodes": [ "issue:36246", "issue:41950", + "issue:42491", "issue:42757", "issue:42886", "issue:43257", "issue:43262", - "issue:43295", - "issue:43475", + "issue:43299", "issue:43526", + "issue:43531", "issue:43540", "issue:43550", - "issue:43596", "issue:43901", "issue:44162", "issue:44220", "issue:44242", "issue:44246", "issue:44295", + "issue:44336", "issue:44351", "issue:44451", - "issue:44466", - "issue:44479", + "issue:44485", "issue:44496", - "issue:44623", - "issue:44749", "issue:44779", - "issue:44857", - "issue:44877", + "issue:44871", "issue:45003", + "issue:45072", + "issue:45103", "issue:45137", "issue:45200", "issue:45292", - "issue:45335", + "issue:45362", "issue:45375", + "issue:45397", "issue:45561", - "issue:45584", - "issue:45600", + "issue:45588", + "issue:45593", "issue:45759", - "issue:45859", "issue:46132", - "issue:46369", "issue:46399", "issue:46506", + "issue:46614", "issue:46655", - "issue:46726", + "issue:46665", "issue:46752", - "issue:46897" + "issue:46821", + "issue:46829", + "issue:46851" ], "soft_pairs": [ + "issue:45103|issue:46399", + "issue:43526|issue:45003", + "issue:45072|issue:46829", + "issue:43540|issue:46752", + "issue:42491|issue:43299", + "issue:46614|issue:46665", + "issue:43531|issue:45362", + "issue:45588|issue:46851", + "issue:44246|issue:44871", + "issue:44295|issue:45397", + "issue:44242|issue:45593", + "issue:45003|issue:46821", + "issue:44336|issue:44485", "issue:42886|issue:46132", "issue:43550|issue:46506", "issue:44451|issue:46752", "issue:44779|issue:45292", "issue:36246|issue:42757", - "issue:43901|issue:45003", "issue:36246|issue:44351", + "issue:43901|issue:45003", "issue:43257|issue:45137", "issue:41950|issue:44220", - "issue:44496|issue:45003", "issue:43540|issue:46655", + "issue:44496|issue:45003", "issue:45003|issue:45561", "issue:43262|issue:44246", "issue:45375|issue:45759", - "issue:44162|issue:45200", - "issue:44479|issue:46655", - "issue:45859|issue:46399", - "issue:44295|issue:44749", - "issue:45137|issue:45600", - "issue:43475|issue:46369", - "issue:43295|issue:45292", - "issue:45292|issue:45584", - "issue:44466|issue:45335", - "issue:44877|issue:45375", - "issue:36246|issue:43596", - "issue:44242|issue:44857", - "issue:44623|issue:46726", - "issue:43526|issue:46897" + "issue:44162|issue:45200" ], - "prepared_review_unit_hash": "118356f1a39bb37467f1caf17dc20a411154f7e813397743651018456af1bb6b", + "prepared_review_unit_hash": "3e37269397fd86dc364fd9e08c54e1ad115f72adb33226cee380585d8879ea03", "component_budget": { - "node_count": 503, - "item_count": 503, - "soft_pair_count": 1852, - "serialized_chars": 960429, - "estimated_input_tokens": 240108, - "estimated_eval_tokens": 480472 + "node_count": 504, + "item_count": 504, + "soft_pair_count": 1853, + "serialized_chars": 961383, + "estimated_input_tokens": 240346, + "estimated_eval_tokens": 480948 }, "budget": { - "node_count": 47, - "item_count": 47, + "node_count": 48, + "item_count": 48, "soft_pair_count": 28, - "serialized_chars": 35601, - "estimated_input_tokens": 8901, - "estimated_eval_tokens": 18058 + "serialized_chars": 36114, + "estimated_input_tokens": 9029, + "estimated_eval_tokens": 18314 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is mostly a noisy mix of unrelated import/config/pipeline regressions with a few recurring multimodal/video and Qwen-family themes. I would anchor it on the broad v5.3.0 video-input regression report for Qwen models.", + "summary": "No soft edge looks like a true duplicate; most pairs are only superficially similar (same subsystem, same model family, or same symptom class) but describe different bugs or changes.", "confidence": 0.84, - "canonical_issue_reason": "issue:44479 is the broadest representative: it describes a v5.3.0 video-input regression spanning multiple Qwen video model families, which matches the dominant multimodal/video theme in the cluster.", + "canonical_issue_reason": "Issue 45003 is the most central broad infrastructure bug in this set and is the only node that recurs across multiple weak similarity links, making it the best placeholder canonical issue despite the lack of real duplicates.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44479 best summarizes the shared underlying pattern across the cluster without being overly narrow to one model or one symptom.", + "best_issue_reason": "Issue 45003 has the broadest scope among the candidates and the highest apparent connectivity, so it is the most reasonable single issue to anchor the cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:42886", - "right": "issue:46132", + "left": "issue:45103", + "right": "issue:46399", "accept": false, - "reason": "Different failures: offline cache/tokenizer loading vs AttentionInterface.register behavior change." + "reason": "Different subsystems and failures: docstring processing with future annotations vs Qwen3.5 kernel registration/decorator error." }, { - "left": "issue:43550", - "right": "issue:46506", + "left": "issue:43526", + "right": "issue:45003", "accept": false, - "reason": "Unrelated bugs in different models/subsystems: SDPA+torch.compile vs CPU/CUDA output differences." + "reason": "BeitImageProcessorFast label reduction bug is unrelated to modeling_utils' sys.modules access bug." }, { - "left": "issue:44451", - "right": "issue:46752", + "left": "issue:45072", + "right": "issue:46829", "accept": false, - "reason": "Different model-loading error vs empty-list chat-template crash." + "reason": "One is a dtype mismatch in inference; the other is a hidden_states/output field mix-up in VideoPrism. Different code paths." }, { - "left": "issue:44779", - "right": "issue:45292", + "left": "issue:43540", + "right": "issue:46752", "accept": false, - "reason": "Tokenizer correctness regression vs resize_token_embeddings not updating output embeddings." + "reason": "Qwen3OmniMoe video-input validation failure is unrelated to empty-list handling in apply_chat_template()." }, { - "left": "issue:36246", - "right": "issue:42757", + "left": "issue:42491", + "right": "issue:43299", "accept": false, - "reason": "Both are import errors, but for different symbols and different packages; not the same bug." + "reason": "Both involve Qwen3 MoE family loading, but one is a LoRA/accelerate/deepspeed conversion problem and the other is a Qwen3VL MoE loading regression. Not the same bug." }, { - "left": "issue:43901", - "right": "issue:45003", + "left": "issue:46614", + "right": "issue:46665", "accept": false, - "reason": "Docs mismatch for a pipeline option vs unsafe sys.modules access in modeling_utils." + "reason": "Stale phonemizer language state is unrelated to from_pretrained behavior inside Python classes." }, { - "left": "issue:36246", - "right": "issue:44351", + "left": "issue:43531", + "right": "issue:45362", "accept": false, - "reason": "Separate missing-import issues for different exported names." + "reason": "Qwen3-MoE sliding_window handling and Qwen3.5 chat crashes are different failures." }, { - "left": "issue:43257", - "right": "issue:45137", + "left": "issue:45588", + "right": "issue:46851", "accept": false, - "reason": "Both involve DeepSpeed, but one is Qwen weight conversion and the other is a ZeRO3 deque/index error." + "reason": "Flash-attention sinkless-model s_aux crash and variable-length position_ids failure are distinct issues." }, { - "left": "issue:41950", - "right": "issue:44220", + "left": "issue:44246", + "right": "issue:44871", "accept": false, - "reason": "Video-classification pipeline bug vs a feature-extraction helper issue; different code paths." + "reason": "Missing load-balancing loss and inconsistent eos_token_id configuration are unrelated." }, { - "left": "issue:44496", - "right": "issue:45003", + "left": "issue:44295", + "right": "issue:45397", "accept": false, - "reason": "Model auto-loading/config resolution vs unrelated sys.modules access bug." + "reason": "A position_ids buffer access error is unrelated to Gemma-4 ZeRO3 from_pretrained failures." }, { - "left": "issue:43540", - "right": "issue:46655", + "left": "issue:44242", + "right": "issue:45593", "accept": false, - "reason": "Different video-processing failures in different models; not enough evidence of one shared defect." + "reason": "Both concern missing auxiliary losses, but they are different models, flags, and implementations; not the same concrete bug." }, { "left": "issue:45003", - "right": "issue:45561", + "right": "issue:46821", "accept": false, - "reason": "Modeling import safety bug vs xdist testing-utils race condition." + "reason": "modeling_utils sys.modules access and TimesFM window_size AttributeError are unrelated." }, { - "left": "issue:43262", - "right": "issue:44246", + "left": "issue:44336", + "right": "issue:44485", "accept": false, - "reason": "Audio chat-template sampling-rate bug vs import-time slowness; unrelated." + "reason": "ANSI code leakage in loading_report has nothing to do with GLM-5 RoPE implementation." }, { - "left": "issue:45375", - "right": "issue:45759", + "left": "issue:42886", + "right": "issue:46132", "accept": false, - "reason": "Related Qwen multimodal area, but different config/loader bugs and different symptoms." + "reason": "Offline cache loading and AttentionInterface.register changing callback behavior are different bugs." }, { - "left": "issue:44162", - "right": "issue:45200", + "left": "issue:43550", + "right": "issue:46506", "accept": false, - "reason": "ESM2 breakage vs Gemma multimodal token-type defaulting; unrelated." + "reason": "torch.compile/SDPA failure in Bamba is unrelated to CPU/CUDA output differences in PPDocLayoutV3." }, { - "left": "issue:44479", - "right": "issue:46655", + "left": "issue:44451", + "right": "issue:46752", "accept": false, - "reason": "Both are video regressions, but they target different model families and specific failure modes." + "reason": "Model loading regression and empty-list chat template crash are unrelated." }, { - "left": "issue:45859", - "right": "issue:46399", + "left": "issue:44779", + "right": "issue:45292", "accept": false, - "reason": "Both are Qwen3.5-related, but CPU offload compatibility and kernel-registration crashes are distinct bugs." + "reason": "Deepseek tokenizer correctness regression and resize_token_embeddings/output_embeddings mismatch are different issues." }, { - "left": "issue:44295", - "right": "issue:44749", + "left": "issue:36246", + "right": "issue:42757", "accept": false, - "reason": "Buffer access error vs a performance regression after upgrade; unrelated." + "reason": "Both are import errors, but they involve different packages and symbols, so they are not the same underlying bug." }, { - "left": "issue:45137", - "right": "issue:45600", + "left": "issue:36246", + "right": "issue:44351", "accept": false, - "reason": "DeepSpeed ZeRO3 runtime error vs broken auto-mapping references; different problems." + "reason": "Missing Qwen2_5_VLImageProcessor export and missing HybridCache export are separate import regressions." }, { - "left": "issue:43475", - "right": "issue:46369", + "left": "issue:43901", + "right": "issue:45003", "accept": false, - "reason": "Same SAM family, but missing encoder output attribute vs memory overflow are different issues." + "reason": "Docs mismatch for return_all_scores is unrelated to sys.modules access in modeling_utils." }, { - "left": "issue:43295", - "right": "issue:45292", + "left": "issue:43257", + "right": "issue:45137", "accept": false, - "reason": "Processor/tokenizer API regression vs embedding resize not propagating." + "reason": "Qwen3 MOE weight conversion with accelerate+deepspeed and DeepSpeed ZeRO3 deque underflow are distinct failures." }, { - "left": "issue:45292", - "right": "issue:45584", + "left": "issue:41950", + "right": "issue:44220", "accept": false, - "reason": "Embedding resize bug vs Whisper empty-transcription generation crash." + "reason": "Video-classification pipeline processor lookup and _torch_extract_fbank_features() are unrelated." }, { - "left": "issue:44466", - "right": "issue:45335", + "left": "issue:43540", + "right": "issue:46655", "accept": false, - "reason": "Different resize/serialization bugs in different model families." + "reason": "Both mention video processing, but Qwen3OmniMoe input validation and SmolVLM padding calculation are different bugs." }, { - "left": "issue:44877", - "right": "issue:45375", + "left": "issue:44496", + "right": "issue:45003", "accept": false, - "reason": "Both touch config strictness, but one blocks loading while the other silently drops a field; not the same concrete bug." + "reason": "Unrecognized model/config loading for a specific repo is unrelated to unsafe sys.modules access." }, { - "left": "issue:36246", - "right": "issue:43596", + "left": "issue:45003", + "right": "issue:45561", "accept": false, - "reason": "ImportError for a missing transformer export vs DeepSpeed/BertModel index error." + "reason": "Core import-path bug and pytest-xdist captured_info.txt race are unrelated." }, { - "left": "issue:44242", - "right": "issue:44857", + "left": "issue:43262", + "right": "issue:44246", "accept": false, - "reason": "MoE router/load-balancing loss bug vs AMP float16 crash in an image loss; different code paths." + "reason": "Audio chat template sampling-rate defaulting and import-time performance are unrelated." }, { - "left": "issue:44623", - "right": "issue:46726", + "left": "issue:45375", + "right": "issue:45759", "accept": false, - "reason": "Saving processor artifacts missing files vs loading AutoProcessor without a vision backend." + "reason": "Qwen multimodal config field dropping and text_config unwrapping are related in broad area but are different concrete config-loading bugs." }, { - "left": "issue:43526", - "right": "issue:46897", + "left": "issue:44162", + "right": "issue:45200", "accept": false, - "reason": "Different vision-label handling and training-loss bugs; no clear shared underlying defect." + "reason": "ESM2 breakage and Gemma-4 mm_token_type_ids defaults are unrelated model-specific issues." } ] }, @@ -13443,64 +13378,77 @@ "component_index": 1, "component_count": 25, "review_unit_index": 44, - "review_unit_count": 60, + "review_unit_count": 61, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-503", + "cluster_id": "cluster-10000-504", "nodes": [ "issue:29870", "issue:30333", + "issue:36246", "issue:42199", "issue:42886", - "issue:43065", + "issue:43295", "issue:43352", - "issue:43408", "issue:43475", "issue:43526", - "issue:43540", + "issue:43596", "issue:43653", - "issue:43723", - "issue:43906", - "issue:43931", "issue:44038", "issue:44060", "issue:44077", "issue:44162", - "issue:44188", + "issue:44242", + "issue:44295", "issue:44368", + "issue:44466", "issue:44479", - "issue:44483", + "issue:44623", + "issue:44749", + "issue:44857", "issue:44877", "issue:44977", "issue:44987", - "issue:44995", - "issue:45200", + "issue:45137", "issue:45229", "issue:45250", - "issue:45397", + "issue:45292", + "issue:45335", + "issue:45375", "issue:45412", "issue:45459", - "issue:45563", - "issue:45588", - "issue:45656", - "issue:45685", - "issue:45987", - "issue:46082", + "issue:45600", + "issue:45859", "issue:46123", "issue:46170", - "issue:46202", - "issue:46421", - "issue:46431", + "issue:46369", + "issue:46399", "issue:46506", - "issue:46710", + "issue:46655", + "issue:46726", "issue:46832", "issue:46851", - "issue:46894" + "issue:46894", + "issue:46897", + "issue:47000" ], "soft_pairs": [ + "issue:44479|issue:46655", + "issue:45859|issue:46399", + "issue:45292|issue:47000", + "issue:44295|issue:44749", + "issue:45137|issue:45600", + "issue:43475|issue:46369", + "issue:43295|issue:45292", + "issue:44466|issue:45335", + "issue:44877|issue:45375", + "issue:36246|issue:43596", + "issue:44242|issue:44857", + "issue:44623|issue:46726", + "issue:43526|issue:46897", "issue:44987|issue:45459", "issue:44038|issue:46506", "issue:29870|issue:30333", @@ -13509,223 +13457,203 @@ "issue:44060|issue:44077", "issue:43526|issue:46894", "issue:44368|issue:44977", - "issue:45412|issue:46123", "issue:43653|issue:44162", + "issue:45412|issue:46123", "issue:43352|issue:45250", "issue:42886|issue:45229", - "issue:44877|issue:46170", - "issue:43475|issue:43540", "issue:46170|issue:46832", - "issue:45397|issue:45656", - "issue:43065|issue:43408", - "issue:43723|issue:46710", - "issue:44368|issue:45563", - "issue:44995|issue:45200", - "issue:43931|issue:44368", - "issue:45987|issue:46082", - "issue:44188|issue:46202", - "issue:43906|issue:46202", - "issue:44483|issue:46202", - "issue:44995|issue:45588", - "issue:44188|issue:46421", - "issue:45685|issue:46431" + "issue:44877|issue:46170" ], - "prepared_review_unit_hash": "5fbf4d1346e20f7315a1b1232b7eb2476709e013faa380ab25e53726f0fc01bf", + "prepared_review_unit_hash": "11d556a76cd4f602a98ac4c0cd6443ac6bf9e00a58f1ee44a5931ff978c4633a", "component_budget": { - "node_count": 503, - "item_count": 503, - "soft_pair_count": 1852, - "serialized_chars": 960429, - "estimated_input_tokens": 240108, - "estimated_eval_tokens": 480472 + "node_count": 504, + "item_count": 504, + "soft_pair_count": 1853, + "serialized_chars": 961383, + "estimated_input_tokens": 240346, + "estimated_eval_tokens": 480948 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 28, - "serialized_chars": 36112, - "estimated_input_tokens": 9028, - "estimated_eval_tokens": 18312 + "soft_pair_count": 27, + "serialized_chars": 36054, + "estimated_input_tokens": 9014, + "estimated_eval_tokens": 18284 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The set is mostly a grab-bag of unrelated closed issues; none of the soft pairs look like true duplicates of the same bug/change. I would triage these independently rather than merge them into one cluster.", - "confidence": 0.94, - "canonical_issue_reason": "If a single anchor is needed, issue 45229 is the strongest standalone report here: it is specific, high-traffic, and has the most discussion around a concrete Gemma4 multi-GPU failure.", + "summary": "The cluster is highly heterogeneous; the soft pairs mostly share only broad subsystem keywords, not the same underlying bug. I would not merge any of the proposed soft edges.", + "confidence": 0.78, + "canonical_issue_reason": "No clear canonical duplicate set emerges. If one issue must represent the cluster, issue 44479 is the best anchor because it describes a concrete regression with the broadest user impact across multiple Qwen video variants.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45229 is the best representative issue in this set because it is detailed, impactful, and clearly scoped to one reproducible problem.", + "best_issue_reason": "Issue 44479 is the strongest representative title-wise: specific failure, clear regression framing, and broad applicability compared with the more narrow or one-off reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44987", - "right": "issue:45459", - "accept": false, - "reason": "Both involve tokenizer/loading failures, but one is a model-specific Transformers>=5.1 regression and the other is a protobuf-guard masking tokenizer errors; different root causes." - }, - { - "left": "issue:44038", - "right": "issue:46506", + "left": "issue:44479", + "right": "issue:46655", "accept": false, - "reason": "Qwen3-VL-Moe loading/regression vs CPU/CUDA output differences in PPDocLayoutV3; unrelated bugs and code paths." + "reason": "Both are video-related, but one is a multi-model Qwen video regression and the other is a SmolVLM padding bug; different code paths and fixes." }, { - "left": "issue:29870", - "right": "issue:30333", + "left": "issue:45859", + "right": "issue:46399", "accept": false, - "reason": "Bart generate() UnboundLocalError and MLflow reporting after failed training are unrelated subsystems." + "reason": "Both involve Qwen3.5, but one is CPU-offload compatibility in rotary embedding and the other is a kernel registration/decorator crash; not the same bug." }, - { - "left": "issue:42199", - "right": "issue:46851", + { + "left": "issue:45292", + "right": "issue:47000", "accept": false, - "reason": "DETR cardinality/background-class logic and Qwen3.5 variable-length position_ids are different model families and failures." + "reason": "Unrelated issues: embedding resize behavior versus RT-DETR loss infeasibility." }, { - "left": "issue:44479", - "right": "issue:46170", + "left": "issue:44295", + "right": "issue:44749", "accept": false, - "reason": "A video-input regression in Qwen VL models is unrelated to a Windows ROCm/torch.distributed import issue." + "reason": "One is a position_ids buffer access error; the other is a performance regression report after upgrading Transformers. Different problems." }, { - "left": "issue:44060", - "right": "issue:44077", + "left": "issue:45137", + "right": "issue:45600", "accept": false, - "reason": "Qwen3-Next tied-weights warning and patchtsmixer post_init policy are separate configuration/model-definition issues." + "reason": "DeepSpeed ZeRO3 deque failure and removed Sam3LiteText config references are unrelated." }, { - "left": "issue:43526", - "right": "issue:46894", + "left": "issue:43475", + "right": "issue:46369", "accept": false, - "reason": "BeitImageProcessorFast label reduction bug is unrelated to CohereASR training-loss shifting." + "reason": "Both touch SAM 3, but one is an output-field attribute error and the other is a memory overflow on a different model path." }, { - "left": "issue:44368", - "right": "issue:44977", + "left": "issue:43295", + "right": "issue:45292", "accept": false, - "reason": "One is a tied-embeddings warning during Qwen3.5 LoRA fine-tuning; the other is a flash-attention generation failure." + "reason": "Processor/tokenizer regression is unrelated to resize_token_embeddings not updating output embeddings." }, { - "left": "issue:45412", - "right": "issue:46123", + "left": "issue:44466", + "right": "issue:45335", "accept": false, - "reason": "RT-DETR memory-release behavior and MaskGenerationPipeline batch-finalization are unrelated." + "reason": "Both mention tied embeddings, but the first is device-dependent serialization of lm_head.weight and the second is a T5Gemma resize bug; not mergeable." }, { - "left": "issue:43653", - "right": "issue:44162", + "left": "issue:44877", + "right": "issue:45375", "accept": false, - "reason": "BigBirdTokenizer special-token registration and ESM2 breakage are not the same bug." + "reason": "Both concern strict config handling, but they are different symptoms on different models/config fields." }, { - "left": "issue:43352", - "right": "issue:45250", + "left": "issue:36246", + "right": "issue:43596", "accept": false, - "reason": "Issue 45250 is a generic Flash Attention 2.0 topic; 43352 is a specific unsupported-model error for NemotronHForCausalLM." + "reason": "ImportError for a missing Qwen image processor is unrelated to a DeepSpeed/BertModel IndexError." }, { - "left": "issue:42886", - "right": "issue:45229", + "left": "issue:44242", + "right": "issue:44857", "accept": false, - "reason": "Offline tokenizer cache loading and Gemma4 multi-GPU OOM are completely different failure modes." + "reason": "Load-balancing loss omission and mixed-precision RT-DETR loss crashing are different failures." }, { - "left": "issue:44877", - "right": "issue:46170", + "left": "issue:44623", + "right": "issue:46726", "accept": false, - "reason": "Strict config rejection for granite_speech is unrelated to the Windows ROCm import/dependency error." + "reason": "One is missing files in save_pretrained; the other is an AutoProcessor error when a vision backend is missing. Different bugs." }, { - "left": "issue:43475", - "right": "issue:43540", + "left": "issue:43526", + "right": "issue:46897", "accept": false, - "reason": "SAM 3 video encoder output attribute error and Qwen3OmniMoe video input ValueError are different model-specific problems." + "reason": "BeitImageProcessorFast label reduction is unrelated to the Florence2 training-loss double-shift bug." }, { - "left": "issue:46170", - "right": "issue:46832", + "left": "issue:44987", + "right": "issue:45459", "accept": false, - "reason": "Import/dependency issues on Windows are unrelated to RTDetrModel.forward feature-level mismatch." + "reason": "Model loading failure on transformers>=5.1.0 is not the same as protobuf-related tokenizer error masking." }, { - "left": "issue:45397", - "right": "issue:45656", + "left": "issue:44038", + "right": "issue:46506", "accept": false, - "reason": "A Gemma-4 ZeRO-3 from_pretrained bug and a double optimizer-step issue under deepspeed are not the same code path." + "reason": "Qwen3-VL-Moe on transformers 5.0 is unrelated to PPDocLayoutV3 CPU/CUDA result differences." }, { - "left": "issue:43065", - "right": "issue:43408", + "left": "issue:29870", + "right": "issue:30333", "accept": false, - "reason": "Dummy Conv2d in Sam3PixelDecoder and sam3_video/sam3_tracker config mismatch are different SAM 3 issues." + "reason": "Bart generate() UnboundLocalError and MLflow job-state reporting are unrelated." }, { - "left": "issue:43723", - "right": "issue:46710", + "left": "issue:42199", + "right": "issue:46851", "accept": false, - "reason": "Tokenizer loading in v5 and an accuracy regression after upgrading Transformers are not the same concrete defect." + "reason": "DETR cardinality handling and Qwen3.5 variable-length position_ids are different code paths and different models." }, { - "left": "issue:44368", - "right": "issue:45563", + "left": "issue:44479", + "right": "issue:46170", "accept": false, - "reason": "A Qwen3.5 tied-embeddings warning and a stale num_return_sequences warning in paged generate() are unrelated." + "reason": "Video-input regression in Qwen variants is unrelated to a Windows/ROCm torch.distributed import problem." }, { - "left": "issue:44995", - "right": "issue:45200", + "left": "issue:44060", + "right": "issue:44077", "accept": false, - "reason": "GlmMoeDsa stale indexer cache and Gemma4 mm_token_type_ids defaults are different bugs." + "reason": "Tied-weights warning in Qwen3-Next and patchtsmixer post_init policy are not the same bug." }, { - "left": "issue:43931", - "right": "issue:44368", + "left": "issue:43526", + "right": "issue:46894", "accept": false, - "reason": "Qwen3-VL-30B-A3B-Instruct shape mismatch and Qwen3.5 tied-embeddings warning are separate issues." + "reason": "Different models, different failures: label reduction versus ASR training-loss double shift." }, { - "left": "issue:45987", - "right": "issue:46082", + "left": "issue:44368", + "right": "issue:44977", "accept": false, - "reason": "StaticCache return-type contract and LlamaConfig head_dim validation are unrelated API/validation problems." + "reason": "Both mention Qwen3.5, but one is a tied-embeddings warning and the other is a flash-attention generation crash; not the same underlying issue." }, { - "left": "issue:44188", - "right": "issue:46202", + "left": "issue:43653", + "right": "issue:44162", "accept": false, - "reason": "torch.compile attention-kernel divergence and Gemma pipeline roundtrip failure on \u2581 are different failure modes." + "reason": "Tokenizer special-token registration bug and ESM2 breakage are unrelated." }, { - "left": "issue:43906", - "right": "issue:46202", + "left": "issue:45412", + "right": "issue:46123", "accept": false, - "reason": "An isolated reproduction of a prior issue is not enough to equate it with the Gemma \u2581 roundtrip failure; no clear shared root cause here." + "reason": "Memory reclamation for RT-DETR models and a final-partial-batch flag bug in MaskGenerationPipeline are unrelated." }, { - "left": "issue:44483", - "right": "issue:46202", + "left": "issue:43352", + "right": "issue:45250", "accept": false, - "reason": "Chat/completions API request rejection is unrelated to Gemma token roundtrip behavior." + "reason": "A specific model lacking Flash Attention 2.0 support is not the same as a general Flash Attention 2.0 topic." }, { - "left": "issue:44995", - "right": "issue:45588", + "left": "issue:42886", + "right": "issue:45229", "accept": false, - "reason": "Stale indexer cache in GlmMoeDsa and flash_attention.py crashing on s_aux=None are different code paths." + "reason": "Offline tokenizer cache loading and Gemma4 multi-GPU CUDA OOM are unrelated." }, { - "left": "issue:44188", - "right": "issue:46421", + "left": "issue:46170", + "right": "issue:46832", "accept": false, - "reason": "Attention-kernel divergence under torch.compile is unrelated to chunked-prefill recompilation from lazy cache init." + "reason": "Windows/ROCm dependency import issues are unrelated to RTDetrModel forward crashing when num_feature_levels exceeds backbone outputs." }, { - "left": "issue:45685", - "right": "issue:46431", + "left": "issue:44877", + "right": "issue:46170", "accept": false, - "reason": "MPS histogram on Int and missing chat template errors are unrelated." + "reason": "Strict config loading for granite_speech and Windows/ROCm torch.distributed import failure are unrelated." } ] }, @@ -13741,63 +13669,78 @@ "component_index": 1, "component_count": 25, "review_unit_index": 45, - "review_unit_count": 60, + "review_unit_count": 61, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-503", + "cluster_id": "cluster-10000-504", "nodes": [ "issue:28282", "issue:30990", - "issue:39692", - "issue:41628", "issue:42994", "issue:43065", - "issue:43232", + "issue:43408", "issue:43441", "issue:43475", "issue:43482", - "issue:43525", + "issue:43540", "issue:43643", "issue:43646", - "issue:43673", "issue:43701", - "issue:43986", + "issue:43723", + "issue:43906", + "issue:43931", "issue:43994", - "issue:44038", "issue:44162", "issue:44188", "issue:44297", "issue:44361", - "issue:44373", + "issue:44368", + "issue:44483", "issue:44623", "issue:44749", - "issue:44869", "issue:44871", - "issue:44933", - "issue:44964", + "issue:44995", "issue:45103", - "issue:45137", - "issue:45230", - "issue:45310", - "issue:45356", + "issue:45200", "issue:45375", "issue:45397", "issue:45478", + "issue:45563", + "issue:45588", "issue:45656", + "issue:45685", + "issue:45987", + "issue:46082", "issue:46123", "issue:46132", - "issue:46463", + "issue:46202", + "issue:46421", + "issue:46431", + "issue:46710", "issue:46726", "issue:46752", "issue:46821", "issue:46851", - "issue:46858", - "issue:46877" + "issue:46858" ], "soft_pairs": [ + "issue:43475|issue:43540", + "issue:45397|issue:45656", + "issue:43065|issue:43408", + "issue:43723|issue:46710", + "issue:44368|issue:45563", + "issue:44995|issue:45200", + "issue:43931|issue:44368", + "issue:45987|issue:46082", + "issue:44188|issue:46202", + "issue:43906|issue:46202", + "issue:44483|issue:46202", + "issue:44995|issue:45588", + "issue:44188|issue:46421", + "issue:45685|issue:46431", "issue:45103|issue:46858", "issue:44361|issue:44749", "issue:43065|issue:46123", @@ -13814,238 +13757,229 @@ "issue:45375|issue:45478", "issue:43475|issue:46821", "issue:28282|issue:30990", - "issue:44964|issue:45137", - "issue:44188|issue:46851", - "issue:43232|issue:43673", - "issue:39692|issue:46726", - "issue:46463|issue:46877", - "issue:45310|issue:45375", - "issue:41628|issue:44933", - "issue:44869|issue:45356", - "issue:43986|issue:46726", - "issue:44373|issue:46851", - "issue:45230|issue:45397", - "issue:44038|issue:44623", - "issue:42994|issue:43525" + "issue:44188|issue:46851" ], - "prepared_review_unit_hash": "79ca52077188c6c093a75a386fdb77c960f054e28ca6fbff8bbf27f887ee2ea4", + "prepared_review_unit_hash": "efe69e82a39e49c18ac601499f146d9ac62e34f975858d72265e4c9c920a8254", "component_budget": { - "node_count": 503, - "item_count": 503, - "soft_pair_count": 1852, - "serialized_chars": 960429, - "estimated_input_tokens": 240108, - "estimated_eval_tokens": 480472 + "node_count": 504, + "item_count": 504, + "soft_pair_count": 1853, + "serialized_chars": 961383, + "estimated_input_tokens": 240346, + "estimated_eval_tokens": 480948 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 29, - "serialized_chars": 35587, - "estimated_input_tokens": 8897, - "estimated_eval_tokens": 18050 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37037, + "estimated_input_tokens": 9260, + "estimated_eval_tokens": 18776 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly unrelated issues, with one small Qwen3.5-MoE cluster around the same from_pretrained/config-field failure. The rest look like distinct bugs in different models, features, or error paths.", - "confidence": 0.78, - "canonical_issue_reason": "issue:45375 is the most actionable/root-cause report: it names the missing deepstack_visual_indexes field that plausibly explains the paired Qwen3.5-MoE from_pretrained failures.", + "summary": "This cluster is mostly a heterogeneous collection of model-specific and API-regression issues around Transformers v5, not true duplicates. None of the proposed soft pairs look like the same concrete bug/change, so they should stay separate.", + "confidence": 0.81, + "canonical_issue_reason": "Issue 43646 is the broadest, most general regression in the set: a Transformers v5 initialization break that can explain multiple downstream failures better than the narrower model-specific tickets.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45375 best represents the duplicate cluster because it pinpoints the concrete config omission rather than only the downstream from_pretrained symptom.", + "best_issue_reason": "43646 is the best representative issue because it targets the underlying v5 API/init regression rather than a single model or narrow symptom.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:45103", - "right": "issue:46858", + "left": "issue:43475", + "right": "issue:43540", "accept": false, - "reason": "Different bugs: auto_docstring/future-annotations crash vs prefill cache slice arithmetic on non-CUDA backends." + "reason": "Different model families and different failures: missing SAM3 video output attribute vs Qwen3OmniMoe video-processing ValueError." }, { - "left": "issue:44361", - "right": "issue:44749", + "left": "issue:45397", + "right": "issue:45656", "accept": false, - "reason": "Tokenizer AttributeError and a data-filtering slowdown are unrelated." + "reason": "One is a Gemma-4 ZeRO3 from_pretrained failure; the other is a Deepspeed double optimizer-step bug." }, { "left": "issue:43065", - "right": "issue:46123", + "right": "issue:43408", "accept": false, - "reason": "SAM 3 pixel-decoder dummy conv vs mask pipeline final-partial-batch dropping results are different code paths." + "reason": "Both are SAM3-related, but one is a dummy Conv2d implementation issue and the other is a model-type/config mismatch warning." }, { - "left": "issue:44297", - "right": "issue:44623", + "left": "issue:43723", + "right": "issue:46710", "accept": false, - "reason": "Tokenizer save metadata mismatch vs processor.save_pretrained missing files." + "reason": "Tokenizer loading in v5 and an accuracy regression after upgrade are different failure modes and code paths." }, { - "left": "issue:43994", - "right": "issue:46726", + "left": "issue:44368", + "right": "issue:45563", "accept": false, - "reason": "SigLIP2 wrong outputs vs AutoProcessor missing-vision-backend error are not the same concrete bug." + "reason": "These are unrelated warnings in different subsystems: LoRA/tie_word_embeddings vs paged generation num_return_sequences." }, { - "left": "issue:44749", - "right": "issue:45656", + "left": "issue:44995", + "right": "issue:45200", "accept": false, - "reason": "Performance regression from filtering data vs optimizer.step being called twice are different failures." + "reason": "GlmMoeDsa stale cache crash and Gemma 4 mm_token_type_ids handling are unrelated bugs." }, { - "left": "issue:43701", - "right": "issue:44749", + "left": "issue:43931", + "right": "issue:44368", "accept": false, - "reason": "Checkpoint key mismatch vs filtering performance regression are unrelated." + "reason": "Qwen3-VL weight-shape mismatch and a Qwen3.5 warning about tie_word_embeddings are not the same issue." }, { - "left": "issue:43646", - "right": "issue:44162", + "left": "issue:45987", + "right": "issue:46082", "accept": false, - "reason": "trust_remote_code missing-fields issue vs ESM2 breakage are unrelated." + "reason": "StaticCache return-type contract bug and LlamaConfig head_dim validation are separate problems." }, { - "left": "issue:44623", - "right": "issue:45656", + "left": "issue:44188", + "right": "issue:46202", "accept": false, - "reason": "processor.save_pretrained file emission vs deepspeed optimizer-step duplication are different bugs." + "reason": "Attention-kernel divergence under torch.compile is unrelated to Gemma pipeline roundtrip behavior." }, { - "left": "issue:44871", - "right": "issue:46132", + "left": "issue:43906", + "right": "issue:46202", "accept": false, - "reason": "Gemma eos_token_id config mismatch vs AttentionInterface.register behavior change." + "reason": "An isolated reproduction of another issue is not the same as the Gemma pipeline roundtrip failure." }, { - "left": "issue:43441", - "right": "issue:46752", + "left": "issue:44483", + "right": "issue:46202", "accept": false, - "reason": "FlashAttention regression in Ministral-3 vs empty-list chat template crash." + "reason": "Chat/completions request validation and Gemma pipeline token roundtrip are different endpoints and bugs." }, { - "left": "issue:43475", - "right": "issue:43643", + "left": "issue:44995", + "right": "issue:45588", "accept": false, - "reason": "Missing Sam3VisionEncoderOutput attribute vs AutoConfig trust_remote_code missing fields are different issues." + "reason": "A second-forward cache crash is not the same as an s_aux=None flash-attention AttributeError." }, { - "left": "issue:42994", - "right": "issue:43482", + "left": "issue:44188", + "right": "issue:46421", "accept": false, - "reason": "Quantized model saving failure vs GGUF loading failure are different code paths." + "reason": "Both mention compile/cache behavior, but one is kernel divergence and the other is spurious recompilation from lazy cache init." }, { - "left": "issue:45375", - "right": "issue:45478", - "accept": true, - "reason": "Both point to the same Qwen3.5-MoE config/from_pretrained failure; the missing field report likely explains the generic error." + "left": "issue:45685", + "right": "issue:46431", + "accept": false, + "reason": "MPS histogram support and missing chat template support are unrelated." }, { - "left": "issue:43475", - "right": "issue:46821", + "left": "issue:45103", + "right": "issue:46858", "accept": false, - "reason": "Different AttributeError sources on different models (Sam3 vs TimesFM)." + "reason": "auto_docstring annotations handling and cache.get_seq_length device-tensor arithmetic are different code paths." }, { - "left": "issue:28282", - "right": "issue:30990", + "left": "issue:44361", + "right": "issue:44749", "accept": false, - "reason": "Missing PyTorch import error vs sentence-transformers loading hang are not the same bug." + "reason": "Tokenizer AttributeError and a data-filtering slowdown after upgrade are not the same bug." }, { - "left": "issue:44964", - "right": "issue:45137", + "left": "issue:43065", + "right": "issue:46123", "accept": false, - "reason": "Phi-4 multimodal loading failure vs DeepSpeed ZeRO3 deque pop error." + "reason": "SAM3 PixelDecoder dummy layer and MaskGenerationPipeline final-batch handling are unrelated." }, { - "left": "issue:44188", - "right": "issue:46851", + "left": "issue:44297", + "right": "issue:44623", "accept": false, - "reason": "torch.compile attention-kernel divergence vs Qwen3.5 variable-length position_ids bug." + "reason": "Both are save_pretrained-related, but one is tokenizer_class metadata mismatch and the other is missing processor files; too different to merge." }, { - "left": "issue:43232", - "right": "issue:43673", + "left": "issue:43994", + "right": "issue:46726", "accept": false, - "reason": "Generation kwargs after sync_gpus vs missing GenerationMixin cache in chunked_prefill." + "reason": "Nonsensical model outputs and missing vision-backend processor errors are distinct symptoms and layers." }, { - "left": "issue:39692", - "right": "issue:46726", + "left": "issue:44749", + "right": "issue:45656", "accept": false, - "reason": "Documentation example errors vs runtime missing-vision-backend processor error." + "reason": "Performance regression in filtering and Deepspeed double stepping are unrelated." }, { - "left": "issue:46463", - "right": "issue:46877", + "left": "issue:43701", + "right": "issue:44749", + "accept": false, + "reason": "Checkpoint key mismatch and slower filtering after upgrade are different concerns." + }, + { + "left": "issue:43646", + "right": "issue:44162", "accept": false, - "reason": "T5 decoder-input validation message vs auto_docstring stdout diagnostics." + "reason": "General custom-model initialization break and a specific ESM2 failure are related only at a very high level, not as the same concrete bug." }, { - "left": "issue:45310", - "right": "issue:45375", - "accept": true, - "reason": "Same Qwen3.5-MoE from_pretrained/config path; the specific missing field report matches the generic failure." + "left": "issue:44623", + "right": "issue:45656", + "accept": false, + "reason": "Processor save_pretrained missing files and Deepspeed optimizer-step duplication do not share the same code path." }, { - "left": "issue:41628", - "right": "issue:44933", + "left": "issue:44871", + "right": "issue:46132", "accept": false, - "reason": "AutoImageProcessor import error vs a separate missing import from image_utils." + "reason": "Gemma eos_token_id config inconsistency and AttentionInterface.register behavior change are separate issues." }, { - "left": "issue:44869", - "right": "issue:45356", + "left": "issue:43441", + "right": "issue:46752", "accept": false, - "reason": "Whisper timestamp decoding crash vs Kimi tokenizer codec regression." + "reason": "FlashAttention failure for Ministral-3 and empty-list apply_chat_template crash are unrelated." }, { - "left": "issue:43986", - "right": "issue:46726", + "left": "issue:43475", + "right": "issue:43643", "accept": false, - "reason": "Both involve AutoProcessor and missing vision deps, but one is a video-model torchvision crash and the other is an image-processor backend error; not enough to call the same bug." + "reason": "SAM3 video attribute error and AutoConfig trust_remote_code missing fields are not the same bug." }, { - "left": "issue:44373", - "right": "issue:46851", + "left": "issue:42994", + "right": "issue:43482", "accept": false, - "reason": "Wrong docstring for position_ids vs a runtime variable-length input bug." + "reason": "Quantized model saving and Qwen2.5-GGUF loading are both serialization-related but not the same failure." }, { - "left": "issue:45230", - "right": "issue:45397", + "left": "issue:45375", + "right": "issue:45478", "accept": false, - "reason": "Generic bug report vs gemma-4 zero3 from_pretrained failure." + "reason": "Both involve Qwen3.5 MoE/Vision, but one is a missing config field dropped by strict serialization and the other is a from_pretrained loading error." }, { - "left": "issue:44038", - "right": "issue:44623", + "left": "issue:43475", + "right": "issue:46821", "accept": false, - "reason": "Qwen3-VL-Moe bug vs processor.save_pretrained missing files are unrelated." + "reason": "SAM3 video output attribute error and TimesFM window_size AttributeError are unrelated." }, { - "left": "issue:42994", - "right": "issue:43525", + "left": "issue:28282", + "right": "issue:30990", "accept": false, - "reason": "Quantized-model saving failure vs Llama4Config pad_token_id attribute error." + "reason": "PyTorch missing ImportError and Sentence Transformers loading hang are different issues." }, { - "left": "issue:45310", - "right": "issue:45478", - "accept": true, - "reason": "Exact same Qwen3.5-MoE from_pretrained error title and model family; clear duplicate." + "left": "issue:44188", + "right": "issue:46851", + "accept": false, + "reason": "torch.compile attention-kernel divergence and Qwen3.5 variable-length position_ids handling are distinct bugs." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The summary stays grounded in the packet and the soft-edge calls are mostly conservative. The only plausible duplicate cluster is the Qwen3.5-MoE/from_pretrained group, and the rest are reasonably treated as distinct bugs based on their 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 }, @@ -14054,305 +13988,324 @@ "component_index": 1, "component_count": 25, "review_unit_index": 46, - "review_unit_count": 60, + "review_unit_count": 61, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-503", + "cluster_id": "cluster-10000-504", "nodes": [ - "issue:30333", - "issue:30990", - "issue:33290", - "issue:35141", "issue:36010", + "issue:39692", "issue:41628", - "issue:42175", "issue:42371", "issue:42673", "issue:42831", - "issue:42898", "issue:42994", "issue:43232", - "issue:43278", - "issue:43504", + "issue:43525", + "issue:43673", "issue:43704", "issue:43723", "issue:43784", "issue:43824", "issue:43873", - "issue:43976", + "issue:43986", "issue:44038", "issue:44222", "issue:44351", - "issue:44496", - "issue:44568", + "issue:44373", + "issue:44623", "issue:44792", "issue:44857", + "issue:44869", "issue:44933", "issue:44945", + "issue:44964", "issue:45081", "issue:45092", "issue:45103", "issue:45137", + "issue:45230", "issue:45310", - "issue:45405", + "issue:45356", + "issue:45375", + "issue:45397", "issue:45406", - "issue:45561", "issue:45593", - "issue:45600", - "issue:45712", "issue:45753", "issue:46202", "issue:46326", "issue:46399", + "issue:46463", "issue:46701", - "issue:46877" + "issue:46726", + "issue:46851", + "issue:46877", + "issue:47000" ], "soft_pairs": [ + "issue:44964|issue:45137", + "issue:43232|issue:43673", + "issue:45310|issue:45375", + "issue:41628|issue:44933", + "issue:46877|issue:47000", + "issue:46463|issue:46877", + "issue:39692|issue:46726", + "issue:44869|issue:45356", + "issue:43986|issue:46726", + "issue:44373|issue:46851", + "issue:45230|issue:45397", + "issue:44038|issue:44623", + "issue:42994|issue:43525", "issue:43723|issue:46326", "issue:42371|issue:45092", "issue:43873|issue:44945", "issue:43784|issue:46399", "issue:45406|issue:46202", - "issue:44857|issue:46877", - "issue:44945|issue:45753", "issue:41628|issue:44351", - "issue:45593|issue:46877", + "issue:44945|issue:45753", "issue:45081|issue:45103", "issue:36010|issue:41628", + "issue:45137|issue:47000", + "issue:44857|issue:46877", "issue:46202|issue:46701", - "issue:43278|issue:45137", + "issue:45593|issue:46877", "issue:44038|issue:45310", "issue:42994|issue:43824", - "issue:42673|issue:43704", "issue:44222|issue:45310", + "issue:42673|issue:43704", "issue:42831|issue:44222", - "issue:43232|issue:44792", - "issue:43504|issue:45561", - "issue:45561|issue:45600", - "issue:44496|issue:45561", - "issue:42175|issue:44933", - "issue:45405|issue:46877", - "issue:30333|issue:33290", - "issue:43976|issue:44933", - "issue:30990|issue:35141", - "issue:42898|issue:44568", - "issue:42175|issue:45712" + "issue:43232|issue:44792" ], - "prepared_review_unit_hash": "4adb20ad59a79c618b2bffa45aa012ac1ab5b65d77552c91fe40992e2d8261c3", + "prepared_review_unit_hash": "585c5cd703c91f8b710b615fe1488a08bae152849c2549f545a7b840ff8bf68a", "component_budget": { - "node_count": 503, - "item_count": 503, - "soft_pair_count": 1852, - "serialized_chars": 960429, - "estimated_input_tokens": 240108, - "estimated_eval_tokens": 480472 + "node_count": 504, + "item_count": 504, + "soft_pair_count": 1853, + "serialized_chars": 961383, + "estimated_input_tokens": 240346, + "estimated_eval_tokens": 480948 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 29, - "serialized_chars": 35638, - "estimated_input_tokens": 8910, - "estimated_eval_tokens": 18076 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 36970, + "estimated_input_tokens": 9243, + "estimated_eval_tokens": 18742 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Most pairs are broad-topic matches rather than true duplicates. The only clear duplicate is the Qwen3ForCausalLM VRAM leak report, which appears twice with the same title and underlying issue.", - "confidence": 0.96, - "canonical_issue_reason": "issue:42673 is the best canonical issue because it is the earlier report of the same Qwen3ForCausalLM multi-dataloader-thread VRAM leak that is repeated in issue:43704.", + "summary": "This cluster is heterogeneous: it mixes unrelated import regressions, tokenizer/model-loading issues, quantization/saving bugs, and model-specific failures. No soft pair looks like the same underlying bug or change based on titles alone. Issue 41628 is the best canonical anchor because it is the clearest broad import regression among the set.", + "confidence": 0.33, + "canonical_issue_reason": "41628 is a concrete, user-facing import failure with a broad namespace/regression flavor, making it the most reasonable representative anchor in an otherwise mixed cluster.", "canonical_pr_reason": null, - "best_issue_reason": "issue:42673 is the strongest representative issue: it is specific, duplicated later by an almost identical report, and clearly captures the underlying bug.", + "best_issue_reason": "41628 is the strongest standalone issue for triage: specific, reproducible, and broadly scoped compared with the more model-specific or ambiguous reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43723", - "right": "issue:46326", + "left": "issue:44964", + "right": "issue:45137", "accept": false, - "reason": "Both involve tokenizers, but one is an AutoTokenizer import/loading regression and the other is mistral_common continue_final_message behavior; different bugs." + "reason": "Different failure modes and subsystems: model loading vs DeepSpeed deque underflow." }, { - "left": "issue:42371", - "right": "issue:45092", + "left": "issue:43232", + "right": "issue:43673", "accept": false, - "reason": "TF32 settings and InternVL2 meta-initialization compatibility are unrelated failure modes." + "reason": "Both involve generation internals, but one is a post-sync_gpus kwargs update bug and the other is a v5 chunked_prefill cache issue." }, { - "left": "issue:43873", - "right": "issue:44945", + "left": "issue:45310", + "right": "issue:45375", "accept": false, - "reason": "Quantization offloading behavior and pipeline-parallel output corruption are different code paths and symptoms." + "reason": "Same model family, but one is a from_pretrained error and the other is a config field silently dropped; not the same bug." }, { - "left": "issue:43784", - "right": "issue:46399", + "left": "issue:41628", + "right": "issue:44933", "accept": false, - "reason": "Import-time NameError in sentence-transformers is unrelated to a Qwen3.5 kernel-registration crash." + "reason": "Both are import-related, but they reference different symbols and different import paths; too broad to merge." }, { - "left": "issue:45406", - "right": "issue:46202", + "left": "issue:46877", + "right": "issue:47000", "accept": false, - "reason": "Both are Gemma-related, but one is a processor missing _tokenizer and the other is a tokenizer roundtrip failure on a specific token; not the same bug." + "reason": "Docstring import-time logging and an RTDetr loss crash are unrelated." }, { - "left": "issue:44857", + "left": "issue:46463", "right": "issue:46877", "accept": false, - "reason": "AMP/CUDA loss crash is unrelated to auto_docstring import-time logging." + "reason": "auto_docstring crash and doc-lint stdout noise are different behaviors, even if both touch doc tooling." }, { - "left": "issue:44945", - "right": "issue:45753", + "left": "issue:39692", + "right": "issue:46726", "accept": false, - "reason": "Pipeline parallelism output errors and a Qwen3_5 image-specific infinite loop are different underlying problems." + "reason": "A broken SigLIP2 doc example is not the same as AutoProcessor failing when a vision backend is missing." }, { - "left": "issue:41628", - "right": "issue:44351", + "left": "issue:44869", + "right": "issue:45356", "accept": false, - "reason": "Missing AutoImageProcessor import and missing HybridCache import are separate API/export issues." + "reason": "Whisper timestamp decoding and Kimi tokenizer codec regression are different tokenizer bugs." }, { - "left": "issue:45593", - "right": "issue:46877", + "left": "issue:43986", + "right": "issue:46726", "accept": false, - "reason": "D-FINE auxiliary-loss logic is unrelated to docstring lint output at import time." + "reason": "Missing torchvision error handling for AutoProcessor is not the same as a video model loading crash." }, { - "left": "issue:45081", - "right": "issue:45103", + "left": "issue:44373", + "right": "issue:46851", "accept": false, - "reason": "Tokenizer regex patch crash and auto_docstring future-annotations crash are unrelated subsystems." + "reason": "Wrong docstring text and a variable-length position_ids bug are unrelated." }, { - "left": "issue:36010", - "right": "issue:41628", + "left": "issue:45230", + "right": "issue:45397", "accept": false, - "reason": "Different missing-import regressions affecting different symbols and modules." + "reason": "Generic bug report vs gemma-4 zero3 from_pretrained issue; no concrete overlap." }, { - "left": "issue:46202", - "right": "issue:46701", + "left": "issue:44038", + "right": "issue:44623", "accept": false, - "reason": "Both touch Gemma pipelines, but one is a tokenizer roundtrip issue and the other is an image-text-to-text output/pipeline issue." + "reason": "Qwen3-VL-Moe/v5 incompatibility and missing processor save files are different problems." }, { - "left": "issue:43278", - "right": "issue:45137", + "left": "issue:42994", + "right": "issue:43525", "accept": false, - "reason": "Embedding dtype drift during eval and DeepSpeed ZeRO3 deque pop error are unrelated." + "reason": "Quantized model saving failure and missing pad_token_id on Llama4Config are unrelated." }, { - "left": "issue:44038", - "right": "issue:45310", + "left": "issue:43723", + "right": "issue:46326", "accept": false, - "reason": "Both mention Qwen Moe models, but one is Qwen3-VL-Moe and the other is Qwen3.5 Moe; different model families and likely different bugs." + "reason": "Tokenizer loading in v5 and continue_final_message for mistral_common are different code paths." }, { - "left": "issue:42994", - "right": "issue:43824", + "left": "issue:42371", + "right": "issue:45092", "accept": false, - "reason": "Quantized model saving failure is unrelated to an import error for Qwen2_5_VLForConditionalGeneration." + "reason": "TF32 API settings and InternVL2 meta-initialization incompatibility are unrelated." }, { - "left": "issue:42673", - "right": "issue:43704", - "accept": true, - "reason": "Same title and same concrete bug: Qwen3ForCausalLM VRAM leak when used in multiple dataloader threads." + "left": "issue:43873", + "right": "issue:44945", + "accept": false, + "reason": "Quantization offloading and incorrect output under pipeline parallelism are different bugs." }, { - "left": "issue:44222", - "right": "issue:45310", + "left": "issue:43784", + "right": "issue:46399", "accept": false, - "reason": "FP8 save_pretrained failure and Qwen3.5 from_pretrained error are distinct model-loading/saving problems." + "reason": "Import-time NameError from sentence-transformers and a Qwen3.5 kernel registration crash are not the same issue." }, { - "left": "issue:42831", - "right": "issue:44222", + "left": "issue:45406", + "right": "issue:46202", "accept": false, - "reason": "Accuracy regression with FineGrainedFP8 and FP8 save_pretrained/moe failure are different symptoms." + "reason": "Gemma4 processor _tokenizer missing and Gemma pipeline roundtrip failure share a family but not the same concrete failure." }, { - "left": "issue:43232", - "right": "issue:44792", + "left": "issue:41628", + "right": "issue:44351", "accept": false, - "reason": "Generation kwargs handling after sync_gpus and a Janus image-generation test failure are not the same bug." + "reason": "Different missing exports: AutoImageProcessor vs HybridCache." }, { - "left": "issue:43504", - "right": "issue:45561", + "left": "issue:44945", + "right": "issue:45753", "accept": false, - "reason": "Legacy-field pretrained model loading failure is unrelated to a pytest-xdist file race." + "reason": "Pipeline parallelism output corruption and a specific-image infinite loop are distinct symptoms and likely distinct bugs." }, { - "left": "issue:45561", - "right": "issue:45600", + "left": "issue:45081", + "right": "issue:45103", "accept": false, - "reason": "Test-worker file race and auto_mappings stale config references are unrelated CI failures." + "reason": "Mistral regex patch crash and auto_docstring annotation handling are unrelated." }, { - "left": "issue:44496", - "right": "issue:45561", + "left": "issue:36010", + "right": "issue:41628", "accept": false, - "reason": "Unrecognized model/config loading and a captured_info.txt race are different issues." + "reason": "Both are import errors, but for different symbols and different underlying regressions." }, { - "left": "issue:42175", - "right": "issue:44933", + "left": "issue:45137", + "right": "issue:47000", "accept": false, - "reason": "Missing TensorFlow backend package and nonexistent image_utils import are unrelated packaging/API problems." + "reason": "DeepSpeed deque underflow and RTDetr infeasible cost matrix are unrelated runtime errors." }, { - "left": "issue:45405", + "left": "issue:44857", "right": "issue:46877", "accept": false, - "reason": "Dependency version bump issue is unrelated to docstring diagnostics printing." + "reason": "AMP/CUDA loss crash and doc-lint stdout logging are unrelated." }, { - "left": "issue:30333", - "right": "issue:33290", + "left": "issue:46202", + "right": "issue:46701", "accept": false, - "reason": "MLflow reporting on failed jobs and DeepSpeed/Adafactor OOM are unrelated training issues." + "reason": "Both mention Gemma pipelines, but one is a roundtrip tokenizer issue and the other is an image-text-to-text pipeline failure." }, { - "left": "issue:43976", - "right": "issue:44933", + "left": "issue:45593", + "right": "issue:46877", "accept": false, - "reason": "Python version compatibility and missing image_utils import are unrelated." + "reason": "D-FINE auxiliary loss behavior and docstring diagnostics output are unrelated." }, { - "left": "issue:30990", - "right": "issue:35141", + "left": "issue:44038", + "right": "issue:45310", "accept": false, - "reason": "Loading stall in Sentence Transformers and embedding reinitialization after resize are different bugs." + "reason": "Both mention Qwen3/Qwen3.5 MoE, but the titles describe different failures and no shared concrete code path is evident." }, { - "left": "issue:42898", - "right": "issue:44568", + "left": "issue:42994", + "right": "issue:43824", "accept": false, - "reason": "Tokenizer behavior change around clean_up_tokenization_spaces is not the same as BOS/EOS not being added for mdeberta-v3-base." + "reason": "Quantized model saving failure and missing Qwen2_5_VL import are different bugs." }, { - "left": "issue:42175", - "right": "issue:45712", + "left": "issue:44222", + "right": "issue:45310", + "accept": false, + "reason": "FP8 save_pretrained on moe and from_pretrained loading error are different operations and likely different fixes." + }, + { + "left": "issue:42673", + "right": "issue:43704", + "accept": false, + "reason": "Same title, but the items are separate reports of the same symptom across time; without evidence of the same underlying code-path change, do not merge." + }, + { + "left": "issue:42831", + "right": "issue:44222", + "accept": false, + "reason": "FP8 accuracy regression and FP8 moe save_pretrained are distinct quantization issues." + }, + { + "left": "issue:43232", + "right": "issue:44792", "accept": false, - "reason": "Backend dependency packaging and leftover dummy classes are separate maintenance issues." + "reason": "Generation kwargs update after sync_gpus and a janus image-generation test failure are unrelated." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative. The only accepted soft-edge pair is an exact title match with the same concrete bug, and the rejected pairs are framed cautiously as distinct issues rather than overclaiming duplication." - }, - "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 }, @@ -14361,52 +14314,52 @@ "component_index": 1, "component_count": 25, "review_unit_index": 47, - "review_unit_count": 60, + "review_unit_count": 61, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-503", + "cluster_id": "cluster-10000-504", "nodes": [ - "issue:22355", "issue:27957", - "issue:28282", "issue:30333", + "issue:30990", + "issue:33290", "issue:34689", + "issue:35141", "issue:36331", "issue:39692", + "issue:42175", "issue:42222", "issue:42673", "issue:42898", - "issue:43116", "issue:43295", "issue:43479", + "issue:43504", "issue:43723", "issue:43784", "issue:43824", "issue:43874", + "issue:43976", "issue:44016", - "issue:44060", - "issue:44075", "issue:44079", - "issue:44190", - "issue:44222", "issue:44295", - "issue:44297", + "issue:44496", "issue:44568", "issue:44623", - "issue:44625", "issue:44734", "issue:44779", "issue:44869", + "issue:44933", "issue:45092", "issue:45103", - "issue:45125", "issue:45200", "issue:45310", "issue:45356", "issue:45405", + "issue:45561", + "issue:45600", "issue:45656", "issue:45712", "issue:45812", @@ -14419,6 +14372,16 @@ "issue:46909" ], "soft_pairs": [ + "issue:43504|issue:45561", + "issue:42175|issue:44933", + "issue:45561|issue:45600", + "issue:44496|issue:45561", + "issue:45405|issue:46877", + "issue:43976|issue:44933", + "issue:30333|issue:33290", + "issue:30990|issue:35141", + "issue:42898|issue:44568", + "issue:42175|issue:45712", "issue:43479|issue:46829", "issue:44623|issue:45310", "issue:46077|issue:46123", @@ -14426,224 +14389,242 @@ "issue:42898|issue:45812", "issue:43479|issue:44869", "issue:43723|issue:44568", - "issue:44625|issue:46877", "issue:44016|issue:46231", "issue:39692|issue:46909", - "issue:42898|issue:44779", "issue:43479|issue:44079", + "issue:42898|issue:44779", "issue:43784|issue:43824", "issue:27957|issue:30333", - "issue:42222|issue:45200", - "issue:44734|issue:45103", - "issue:43874|issue:45092", "issue:42898|issue:43295", + "issue:43874|issue:45092", "issue:30333|issue:34689", + "issue:42222|issue:45200", + "issue:44734|issue:45103", "issue:42898|issue:45356", "issue:44295|issue:45656", "issue:30333|issue:36331", - "issue:43116|issue:44190", - "issue:45405|issue:45712", - "issue:22355|issue:28282", - "issue:44222|issue:44297", - "issue:44075|issue:46231", - "issue:44060|issue:45125" + "issue:45405|issue:45712" ], - "prepared_review_unit_hash": "f117e3cb187736f37938c3ae59d5a61597a868ee9cd44f6b10a6078770c7358a", + "prepared_review_unit_hash": "35d1abc1ad95e5506a1ee3522dd2f074c429ca6921b6552352a0509631488fc5", "component_budget": { - "node_count": 503, - "item_count": 503, - "soft_pair_count": 1852, - "serialized_chars": 960429, - "estimated_input_tokens": 240108, - "estimated_eval_tokens": 480472 + "node_count": 504, + "item_count": 504, + "soft_pair_count": 1853, + "serialized_chars": 961383, + "estimated_input_tokens": 240346, + "estimated_eval_tokens": 480948 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 28, - "serialized_chars": 36343, - "estimated_input_tokens": 9086, - "estimated_eval_tokens": 18428 + "soft_pair_count": 32, + "serialized_chars": 37581, + "estimated_input_tokens": 9396, + "estimated_eval_tokens": 19048 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is heterogeneous and does not contain any clear duplicate issue pairs; most soft matches are only superficially similar by subsystem or release version. The closest anchor is the tokenizer/v5 regression report, but it is still not a true umbrella for the rest.", - "confidence": 0.74, - "canonical_issue_reason": "issue:42898 is the broadest, most version-wide regression report in the set and is the closest anchor to several tokenizer-related issues, even though the overall cluster is too mixed to treat as one duplicate family.", + "summary": "This cluster is mostly a loose set of unrelated Transformers bug reports. Several pairs are thematically similar around tokenizer/v5 regressions, loading, or docs, but they do not describe the same underlying defect, so they should not be merged as duplicates.", + "confidence": 0.68, + "canonical_issue_reason": "issue:42898 is the most representative umbrella report in the set: a broad v5 tokenizer behavior regression, central to the tokenizer-focused subset without being overly model-specific.", "canonical_pr_reason": null, - "best_issue_reason": "issue:42898 is the best representative issue because it captures a general v5 tokenizer behavior regression rather than a single model-specific failure.", + "best_issue_reason": "issue:42898 is the best single issue anchor because it is broad, regression-oriented, and closest to the cluster\u2019s repeated v5/tokenizer theme.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43504", + "right": "issue:45561", + "accept": false, + "reason": "Legacy-field model loading failure vs pytest-xdist file race; completely different bugs." + }, + { + "left": "issue:42175", + "right": "issue:44933", + "accept": false, + "reason": "Backend dependency packaging vs missing image_utils import; unrelated subsystems and failure modes." + }, + { + "left": "issue:45561", + "right": "issue:45600", + "accept": false, + "reason": "Test utility race condition vs auto_mappings stale config reference; different code paths." + }, + { + "left": "issue:44496", + "right": "issue:45561", + "accept": false, + "reason": "Model config recognition failure vs test-file race; no shared underlying bug." + }, + { + "left": "issue:45405", + "right": "issue:46877", + "accept": false, + "reason": "Dependency version bump issue vs docstring import-time stdout noise; unrelated." + }, + { + "left": "issue:43976", + "right": "issue:44933", + "accept": false, + "reason": "Python version compatibility break vs nonexistent import; not the same defect." + }, + { + "left": "issue:30333", + "right": "issue:33290", + "accept": false, + "reason": "MLFlow reporting after failure vs optimizer OOM in deepspeed; distinct training issues." + }, + { + "left": "issue:30990", + "right": "issue:35141", + "accept": false, + "reason": "Loading hang vs embedding resize/post_init reinitialization; unrelated model behaviors." + }, + { + "left": "issue:42898", + "right": "issue:44568", + "accept": false, + "reason": "Both tokenizer regressions, but one is cleanup_spaces behavior and the other is add_special_tokens BOS/EOS handling; different bugs." + }, + { + "left": "issue:42175", + "right": "issue:45712", + "accept": false, + "reason": "Missing tensorflow backend vs leftover dummy PT classes; unrelated packaging/cleanup issues." + }, { "left": "issue:43479", "right": "issue:46829", "accept": false, - "reason": "Different model families and code paths: config initialization for Phi4 multimodal vs an output-field mixup in VideoPrism classification." + "reason": "Default multimodal config initialization vs incorrect hidden_states output field; different components." }, { "left": "issue:44623", "right": "issue:45310", "accept": false, - "reason": "Different operations and symptoms: processor save_pretrained missing files vs Qwen3.5 MoE from_pretrained load failure." + "reason": "Saving processor artifacts vs Qwen3.5 MoE from_pretrained failure; not the same code path." }, { "left": "issue:46077", "right": "issue:46123", "accept": false, - "reason": "Both are Gemma4-related, but one is attention-mask construction and the other is a pipeline final-batch bookkeeping bug." + "reason": "Attention mask construction bug vs final-batch pipeline flag handling; different functionality." }, { "left": "issue:42673", "right": "issue:46693", "accept": false, - "reason": "Both concern performance, but one is a VRAM leak in threaded dataloader use and the other is a long-context FA2 generation slowdown/regression." + "reason": "VRAM leak in threaded dataloaders vs FA2 long-context performance regression; only broad performance overlap." }, { "left": "issue:42898", "right": "issue:45812", "accept": false, - "reason": "Both are tokenizer regressions in v5, but one is clean_up_tokenization_spaces behavior and the other is incorrect Granite token IDs." + "reason": "General tokenizer behavior change vs Granite token ID regression; same broad area, different concrete bug." }, { "left": "issue:43479", "right": "issue:44869", "accept": false, - "reason": "Unrelated bugs in different components: Phi4 config defaults vs Whisper timestamp decoding crash." + "reason": "Config defaulting vs Whisper timestamp decode crash; unrelated." }, { "left": "issue:43723", "right": "issue:44568", "accept": false, - "reason": "Both involve tokenization, but one is AutoTokenizer loading in v5 and the other is add_special_tokens behavior for a specific tokenizer." - }, - { - "left": "issue:44625", - "right": "issue:46877", - "accept": false, - "reason": "Qwen3.5 num_labels propagation and auto_docstring import-time logging are unrelated changes." + "reason": "Tokenizer loading failure vs token insertion behavior; both tokenizer-related but not the same defect." }, { "left": "issue:44016", "right": "issue:46231", "accept": false, - "reason": "A notebook syntax error and a documentation parameter-name mismatch are not the same bug." + "reason": "Notebook syntax error vs documentation parameter name mismatch; different docs problems." }, { "left": "issue:39692", "right": "issue:46909", "accept": false, - "reason": "Both are broken docs examples, but they are for different models/examples with different failure modes." + "reason": "Broken SigLIP2 example vs broken DIA example; both docs, but distinct examples and failures." }, { - "left": "issue:42898", - "right": "issue:44779", + "left": "issue:43479", + "right": "issue:44079", "accept": false, - "reason": "Both are tokenizer regressions, but one is a spaces-cleanup behavior change and the other is incorrect Deepseek tokenization output." + "reason": "Multimodal config initialization vs ModelOutput key assignment logic; unrelated internals." }, { - "left": "issue:43479", - "right": "issue:44079", + "left": "issue:42898", + "right": "issue:44779", "accept": false, - "reason": "Different areas entirely: multimodal config defaults vs ModelOutput key assignment logic." + "reason": "Both are tokenizer regressions in v5, but one is cleanup_spaces behavior and the other is DeepSeek tokenization correctness; not duplicate." }, { "left": "issue:43784", "right": "issue:43824", "accept": false, - "reason": "Different import failures affecting different packages/models, not the same underlying defect." + "reason": "Import-time NameError in sentence-transformers vs missing Qwen2.5-VL symbol; different import failures." }, { "left": "issue:27957", "right": "issue:30333", "accept": false, - "reason": "XLMRoberta Flash Attention and MLFlow reporting are unrelated subsystems." + "reason": "Flash Attention 2 support vs MLFlow reporting on failed training; unrelated." }, { - "left": "issue:42222", - "right": "issue:45200", + "left": "issue:42898", + "right": "issue:43295", "accept": false, - "reason": "VitPose breakage and Gemma 4 multimodal token-type defaults are separate model-specific issues." + "reason": "Tokenizer cleanup-space regression vs custom model processor.tokenizer/image passthrough regression; different affected paths." }, { - "left": "issue:44734", - "right": "issue:45103", + "left": "issue:43874", + "right": "issue:45092", "accept": false, - "reason": "Server KV-cache continuation crash and auto_docstring annotation handling are unrelated code paths." + "reason": "Missing image patch method vs remote-code meta-init incompatibility; both multimodal but not the same bug." }, { - "left": "issue:43874", - "right": "issue:45092", + "left": "issue:30333", + "right": "issue:34689", "accept": false, - "reason": "Both are multimodal/model-loading issues, but one is a missing image-processor method and the other is remote-code/meta-init incompatibility." + "reason": "Training-job MLFlow reporting vs model loading regression for Llama 3.2 vision; unrelated." }, { - "left": "issue:42898", - "right": "issue:43295", + "left": "issue:42222", + "right": "issue:45200", "accept": false, - "reason": "Related only at a high level: both are v5 regressions around tokenizer/processor behavior, but they affect different APIs and failure modes." + "reason": "VitPose model breakage vs Gemma 4 mm_token_type_ids defaulting; different model families and failures." }, { - "left": "issue:30333", - "right": "issue:34689", + "left": "issue:44734", + "right": "issue:45103", "accept": false, - "reason": "MLFlow failure reporting and Llama 3.2 Vision model loading are unrelated." + "reason": "Serve KV-cache indexing crash vs auto_docstring annotations crash; unrelated code areas." }, { "left": "issue:42898", "right": "issue:45356", "accept": false, - "reason": "Both are tokenizer regressions, but the specific defects differ: cleanup-space behavior vs codec handling/warning logic." + "reason": "Different tokenizer regressions: cleanup_spaces behavior vs Kimi codec handling/warning issue." }, { "left": "issue:44295", "right": "issue:45656", "accept": false, - "reason": "A position_ids buffer read error and a double optimizer step under deepspeed are distinct runtime bugs." + "reason": "Position_ids buffer read error vs deepspeed double optimizer step; unrelated training/runtime bugs." }, { "left": "issue:30333", "right": "issue:36331", "accept": false, - "reason": "Failed training-job reporting vs custom trainer loss-signature incompatibility are separate training issues." - }, - { - "left": "issue:43116", - "right": "issue:44190", - "accept": false, - "reason": "Two example-script failures, but one is empty multi-label classification output and the other is local dataset loading." + "reason": "MLFlow reporting on failed training vs Trainer compute_loss signature break; different trainer issues." }, { "left": "issue:45405", "right": "issue:45712", "accept": false, - "reason": "PEFT version pinning and leftover dummy classes are unrelated repository-maintenance issues." - }, - { - "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:44222", - "right": "issue:44297", - "accept": false, - "reason": "Different serialization bugs: FP8 MOE save_pretrained vs tokenizer_class mismatch in tokenizer config." - }, - { - "left": "issue:44075", - "right": "issue:46231", - "accept": false, - "reason": "Optimizer SGD args being ignored is unrelated to a documentation parameter-name mismatch." - }, - { - "left": "issue:44060", - "right": "issue:45125", - "accept": false, - "reason": "Both are Qwen3-related, but one is a tied-weights warning bug and the other is a missing tensor-parallel plan." + "reason": "PEFT minimum version bump vs leftover dummy classes in check_repo; unrelated maintenance issues." } ] }, @@ -14659,31 +14640,34 @@ "component_index": 1, "component_count": 25, "review_unit_index": 48, - "review_unit_count": 60, + "review_unit_count": 61, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-503", + "cluster_id": "cluster-10000-504", "nodes": [ + "issue:22355", + "issue:28282", "issue:30990", "issue:38175", "issue:41628", "issue:42757", "issue:42796", "issue:42831", - "issue:42907", + "issue:43116", "issue:43122", "issue:43232", "issue:43475", "issue:43479", "issue:43644", "issue:43723", + "issue:44060", + "issue:44075", "issue:44190", "issue:44222", "issue:44263", - "issue:44295", "issue:44297", "issue:44360", "issue:44373", @@ -14695,31 +14679,33 @@ "issue:44977", "issue:45071", "issue:45092", + "issue:45125", "issue:45245", "issue:45310", - "issue:45357", "issue:45656", "issue:45712", "issue:45834", - "issue:46050", "issue:46082", "issue:46132", "issue:46209", + "issue:46231", "issue:46305", - "issue:46369", "issue:46424", "issue:46431", "issue:46614", - "issue:46655", "issue:46710", "issue:46762", - "issue:46909", "issue:46932" ], "soft_pairs": [ + "issue:43116|issue:44190", + "issue:22355|issue:28282", + "issue:44222|issue:44297", + "issue:44075|issue:46231", + "issue:44060|issue:45125", "issue:44933|issue:45712", - "issue:44448|issue:46132", "issue:42796|issue:43723", + "issue:44448|issue:46132", "issue:42831|issue:44623", "issue:44297|issue:45656", "issue:43479|issue:43644", @@ -14731,252 +14717,226 @@ "issue:44373|issue:44485", "issue:44297|issue:45310", "issue:43723|issue:44977", - "issue:45071|issue:46082", "issue:46614|issue:46932", + "issue:45071|issue:46082", "issue:44222|issue:44484", "issue:43122|issue:46209", "issue:44190|issue:46082", "issue:44263|issue:45092", "issue:43232|issue:46424", "issue:43232|issue:45834", - "issue:43475|issue:46305", - "issue:30990|issue:38175", "issue:46209|issue:46431", - "issue:46305|issue:46655", - "issue:44295|issue:44623", - "issue:44263|issue:44360", - "issue:44263|issue:44373", - "issue:42907|issue:46050", - "issue:46369|issue:46909", - "issue:45092|issue:45357", - "issue:42831|issue:45310" + "issue:30990|issue:38175", + "issue:43475|issue:46305" ], - "prepared_review_unit_hash": "237a59f90c0642203e3d18ebb8eef6a876686be4988017d6336b720744e34c3e", + "prepared_review_unit_hash": "055e7f82bc928ba7faf77ecdaef3813c1c7cf7d7b2166313ade3772a12f2f9fd", "component_budget": { - "node_count": 503, - "item_count": 503, - "soft_pair_count": 1852, - "serialized_chars": 960429, - "estimated_input_tokens": 240108, - "estimated_eval_tokens": 480472 + "node_count": 504, + "item_count": 504, + "soft_pair_count": 1853, + "serialized_chars": 961383, + "estimated_input_tokens": 240346, + "estimated_eval_tokens": 480948 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 33, - "serialized_chars": 37165, - "estimated_input_tokens": 9292, - "estimated_eval_tokens": 18840 + "soft_pair_count": 30, + "serialized_chars": 36341, + "estimated_input_tokens": 9086, + "estimated_eval_tokens": 18428 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a loose similarity bucket of mostly unrelated Transformers issues. None of the suggested soft edges look like the same underlying bug or change, so there is no clear canonical duplicate anchor.", + "summary": "This cluster is a grab-bag of unrelated issue reports that only share superficial vocabulary (imports, tokenizers, save_pretrained, FP8, etc.). None of the soft pairs look like the same underlying bug or change.", "confidence": 0.96, - "canonical_issue_reason": "No canonical issue: the items span unrelated tokenizer, import, save/load, FP8, generation, and model-specific regressions.", + "canonical_issue_reason": "No single issue is a clear duplicate hub here; if one must be chosen, issue:46305 is the most concrete, narrowly scoped, and actionable open bug in the set.", "canonical_pr_reason": null, - "best_issue_reason": "No single best issue for deduping; the cluster is heterogeneous and the soft links are false positives.", + "best_issue_reason": "Issue:46305 is a strong representative because it names a specific code path, a precise off-by-one behavior, and is still open for follow-up.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44933", - "right": "issue:45712", + "left": "issue:43116", + "right": "issue:44190", "accept": false, - "reason": "Both concern imports/visibility, but one is a missing image_utils import and the other is dummy class leakage; different bugs." + "reason": "Both involve example classification scripts, but one is empty multi-label output and the other is local dataset loading failure; different bugs." }, { - "left": "issue:44448", - "right": "issue:46132", + "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; unrelated causes." + }, + { + "left": "issue:44222", + "right": "issue:44297", + "accept": false, + "reason": "Both mention save_pretrained, but one is FP8 MoE checkpoint saving and the other is tokenizer metadata mismatch; different code paths." + }, + { + "left": "issue:44075", + "right": "issue:46231", + "accept": false, + "reason": "One is an optimizer bug and the other is a docstring parameter-name mismatch; not the same issue." + }, + { + "left": "issue:44060", + "right": "issue:45125", + "accept": false, + "reason": "Both are Qwen3-Next/Qwen3.5 MoE related, but one is a tied-weights warning and the other is missing tensor-parallel plan support." + }, + { + "left": "issue:44933", + "right": "issue:45712", "accept": false, - "reason": "Pegasus output regression and AttentionInterface.register behavior change are unrelated code paths." + "reason": "Both concern import/export hygiene, but one is a nonexistent image_utils import and the other is leftover dummy PT classes leaking into dir()." }, { "left": "issue:42796", "right": "issue:43723", "accept": false, - "reason": "Tokenizer BPE-marker handling and AutoTokenizer load failure are distinct tokenizer issues." + "reason": "Both are tokenizer issues, but one is BPE marker handling and the other is AutoTokenizer loading in v5; different failures." + }, + { + "left": "issue:44448", + "right": "issue:46132", + "accept": false, + "reason": "One is a model output regression across versions; the other is an AttentionInterface registration behavior change. Too different to merge." }, { "left": "issue:42831", "right": "issue:44623", "accept": false, - "reason": "FP8 accuracy regression and processor.save_pretrained missing files are different failure modes." + "reason": "FP8 accuracy concerns versus processor save_pretrained missing files; unrelated bugs." }, { "left": "issue:44297", "right": "issue:45656", "accept": false, - "reason": "Tokenizer config save mismatch is unrelated to DeepSpeed double optimizer stepping." + "reason": "Tokenizer config metadata issue versus deepspeed optimizer stepping twice; no overlap in underlying bug." }, { "left": "issue:43479", "right": "issue:43644", "accept": false, - "reason": "Multimodal config defaults and non-persistent buffer junk are separate initialization bugs." + "reason": "One is incorrect multimodal config initialization, the other non-persistent buffers being filled with junk; different subsystems." }, { "left": "issue:44222", "right": "issue:44623", "accept": false, - "reason": "FP8 moe save_pretrained and processor save_pretrained missing files do not describe the same defect." + "reason": "Both involve persistence/saving, but one is FP8 MoE save_pretrained and the other is processor asset saving; not the same bug." }, { "left": "issue:45245", "right": "issue:46132", "accept": false, - "reason": "Category limit error and attention interface behavior change are unrelated." + "reason": "Category-count limit error versus attention registration behavior; no shared failure mode." }, { "left": "issue:44360", "right": "issue:46762", "accept": false, - "reason": "DSA indexer missing ReLU and Minimax attention numerical differences are different bugs." + "reason": "Both are numerical/algorithmic concerns, but one is a missing ReLU in a DSA indexer and the other is attention output differences." }, { "left": "issue:46132", "right": "issue:46710", "accept": false, - "reason": "Registered attention function behavior change is not the same as a model accuracy regression after upgrade." + "reason": "AttentionInterface registration semantics and an accuracy regression after upgrade are too far apart to be duplicates." }, { "left": "issue:41628", "right": "issue:42757", "accept": false, - "reason": "AutoImageProcessor and is_offline_mode import errors are separate missing-symbol issues." + "reason": "Both are import errors, but they reference different packages and different missing symbols." }, { "left": "issue:44373", "right": "issue:44485", "accept": false, - "reason": "A wrong docstring and a GLM-5 RoPE implementation discussion are not the same issue." + "reason": "A docstring typo for position_ids is not the same as a GLM-5 RoPE implementation discussion." }, { "left": "issue:44297", "right": "issue:45310", "accept": false, - "reason": "Tokenizer class saved incorrectly and Qwen3.5 from_pretrained error are different bugs." - }, - { - "left": "issue:43723", - "right": "issue:44977", - "accept": false, - "reason": "Tokenizer loading failure and Qwen3.5 flash-attention generation failure are unrelated." - }, - { - "left": "issue:45071", - "right": "issue:46082", - "accept": false, - "reason": "PretrainedConfig type-checking regression and LlamaConfig head_dim validation are different problems." - }, - { - "left": "issue:46614", - "right": "issue:46932", - "accept": false, - "reason": "Stale phonemizer backend state and Gemma4 quantized embedders dtype casting are unrelated." - }, - { - "left": "issue:44222", - "right": "issue:44484", - "accept": false, - "reason": "FP8 save/load bug and max_shard_size question are not the same change." - }, - { - "left": "issue:43122", - "right": "issue:46209", - "accept": false, - "reason": "Tokenization regression across versions and FP8 inference failure on B200 are unrelated." - }, - { - "left": "issue:44190", - "right": "issue:46082", - "accept": false, - "reason": "Local dataset loading issue and LlamaConfig head_dim validation are different concerns." - }, - { - "left": "issue:44263", - "right": "issue:45092", - "accept": false, - "reason": "GlmMoeDsaIndexer torch.split behavior and InternVL2 meta-init incompatibility are unrelated." - }, - { - "left": "issue:43232", - "right": "issue:46424", - "accept": false, - "reason": "Generation kwargs update after sync_gpus and cache max length handling are different code paths." + "reason": "Tokenizer save metadata mismatch versus Qwen3.5 MoE from_pretrained error; different concrete problems." }, { - "left": "issue:43232", - "right": "issue:45834", + "left": "issue:43723", + "right": "issue:44977", "accept": false, - "reason": "Generation kwargs bug and Kosmos2.5 long-OCR index error are unrelated." + "reason": "Tokenizer loading in v5 and Qwen3.5 flash-attention generation issues are unrelated code paths." }, { - "left": "issue:43475", - "right": "issue:46305", + "left": "issue:46614", + "right": "issue:46932", "accept": false, - "reason": "SAM3 missing attribute and Moonshine streaming off-by-one are different model bugs." + "reason": "Stale phonemizer language state is unrelated to Gemma4 dtype casting for quantized embedders." }, { - "left": "issue:30990", - "right": "issue:38175", + "left": "issue:45071", + "right": "issue:46082", "accept": false, - "reason": "Sentence Transformers loading hang and SigLIP2 zero probabilities are unrelated." + "reason": "Type-checking breakage in PretrainedConfig is distinct from LlamaConfig head_dim validation." }, { - "left": "issue:46209", - "right": "issue:46431", + "left": "issue:44222", + "right": "issue:44484", "accept": false, - "reason": "FP8 B200 inference failure and missing chat template error are distinct issues." + "reason": "FP8 MoE checkpoint saving and max_shard_size behavior are different save_pretrained concerns." }, { - "left": "issue:46305", - "right": "issue:46655", + "left": "issue:43122", + "right": "issue:46209", "accept": false, - "reason": "Streaming mask off-by-one and video padding calculation error are not the same bug." + "reason": "Tokenization changes across versions and FP8 inference failure on B200 are unrelated bugs." }, { - "left": "issue:44295", - "right": "issue:44623", + "left": "issue:44190", + "right": "issue:46082", "accept": false, - "reason": "Position_ids buffer access error and processor save_pretrained missing files are unrelated." + "reason": "Dataset loading in an example script and LlamaConfig validation are different domains." }, { "left": "issue:44263", - "right": "issue:44360", + "right": "issue:45092", "accept": false, - "reason": "Both mention DSA indexers, but one is about torch.split outputs and the other about a missing ReLU; not the same defect." + "reason": "torch.split return values in an indexer versus remote-code checkpoint meta-init incompatibility are unrelated." }, { - "left": "issue:44263", - "right": "issue:44373", + "left": "issue:43232", + "right": "issue:46424", "accept": false, - "reason": "DSA indexer torch.split behavior and wrong position_ids docstring are unrelated." + "reason": "Generation kwarg updates after sync_gpus and cache-length honoring for quantized cache are different cache/generation behaviors." }, { - "left": "issue:42907", - "right": "issue:46050", + "left": "issue:43232", + "right": "issue:45834", "accept": false, - "reason": "Dequantized Ministrals/Devstrals save failure and sinq quantized model save/load failure are different bugs." + "reason": "Generation kwarg handling is not the same as a long-OCR input index error." }, { - "left": "issue:46369", - "right": "issue:46909", + "left": "issue:46209", + "right": "issue:46431", "accept": false, - "reason": "SAM3-litetext memory overflow and a broken documentation example for DIA are not duplicates." + "reason": "FP8 inference on B200 and missing chat template errors have no common underlying code path." }, { - "left": "issue:45092", - "right": "issue:45357", + "left": "issue:30990", + "right": "issue:38175", "accept": false, - "reason": "Old InternVL2 meta-init incompatibility and Qwen3.5 visual encoder key regression are different model-specific issues." + "reason": "A loading stall in sentence-transformers is not the same as zero probabilities in a specific SigLIP2 model." }, { - "left": "issue:42831", - "right": "issue:45310", + "left": "issue:43475", + "right": "issue:46305", "accept": false, - "reason": "FineGrainedFP8 accuracy regression and Qwen3.5 MoE from_pretrained error are unrelated." + "reason": "SAM 3 Video output attribute missing and a MoonshineStreaming off-by-one mask bug are unrelated model components." } ] }, @@ -14992,22 +14952,20 @@ "component_index": 1, "component_count": 25, "review_unit_index": 49, - "review_unit_count": 60, + "review_unit_count": 61, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-503", + "cluster_id": "cluster-10000-504", "nodes": [ "issue:22355", "issue:27957", "issue:28218", "issue:30990", - "issue:33357", "issue:39401", "issue:41628", - "issue:42371", "issue:42757", "issue:42796", "issue:42831", @@ -15022,272 +14980,289 @@ "issue:43644", "issue:43646", "issue:43824", - "issue:43976", "issue:44038", "issue:44188", "issue:44261", "issue:44263", "issue:44279", + "issue:44295", + "issue:44360", "issue:44373", "issue:44483", - "issue:44488", "issue:44568", + "issue:44623", "issue:44829", - "issue:44945", - "issue:44964", "issue:45092", "issue:45278", + "issue:45310", + "issue:45357", "issue:45381", "issue:45406", "issue:45593", "issue:45753", "issue:46002", + "issue:46050", "issue:46305", "issue:46328", "issue:46369", "issue:46402", + "issue:46655", "issue:46909" ], "soft_pairs": [ + "issue:46305|issue:46655", + "issue:44295|issue:44623", + "issue:44263|issue:44373", + "issue:44263|issue:44360", + "issue:46369|issue:46909", + "issue:42907|issue:46050", + "issue:45092|issue:45357", + "issue:42831|issue:45310", "issue:45381|issue:46305", "issue:44279|issue:46328", "issue:44483|issue:45406", "issue:22355|issue:27957", + "issue:44829|issue:46002", "issue:44261|issue:45092", "issue:43644|issue:46305", - "issue:44829|issue:46002", - "issue:42831|issue:44038", "issue:41628|issue:43824", + "issue:42831|issue:44038", "issue:43408|issue:46402", "issue:22355|issue:28218", "issue:42831|issue:45753", "issue:39401|issue:44568", "issue:42886|issue:43066", "issue:42886|issue:42994", + "issue:42757|issue:45278", "issue:27957|issue:30990", "issue:44188|issue:44373", - "issue:42757|issue:45278", "issue:43408|issue:46369", "issue:43232|issue:45593", "issue:42796|issue:43122", "issue:45381|issue:46909", "issue:43540|issue:46909", - "issue:43646|issue:46002", - "issue:30990|issue:33357", - "issue:42907|issue:44945", - "issue:42907|issue:44964", - "issue:43976|issue:44945", - "issue:39401|issue:44488", - "issue:42371|issue:44263" + "issue:43646|issue:46002" ], - "prepared_review_unit_hash": "4d95eecf6c6a2b30a1c91655e9ed867b3164f9885789972340a8695c2746aaac", + "prepared_review_unit_hash": "5dd8538e706edfc2229affb0ad24b537e6d3ac883fd025a524d8a114fb2f4c3d", "component_budget": { - "node_count": 503, - "item_count": 503, - "soft_pair_count": 1852, - "serialized_chars": 960429, - "estimated_input_tokens": 240108, - "estimated_eval_tokens": 480472 + "node_count": 504, + "item_count": 504, + "soft_pair_count": 1853, + "serialized_chars": 961383, + "estimated_input_tokens": 240346, + "estimated_eval_tokens": 480948 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 30, - "serialized_chars": 35550, - "estimated_input_tokens": 8888, - "estimated_eval_tokens": 18032 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 36744, + "estimated_input_tokens": 9186, + "estimated_eval_tokens": 18628 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a grab bag of unrelated bug reports; several pairs are superficially similar around tokenization, imports, or loading, but they do not describe the same concrete bug or fix path.", - "confidence": 0.34, - "canonical_issue_reason": "issue:42886 is the clearest standalone bug report here: it has a specific version/context and a reproducible offline cache loading failure, making it the strongest representative issue in an otherwise heterogeneous cluster.", + "summary": "This cluster is a loose grab bag of Transformers issues: tokenizer regressions, import/API breakages, model-specific loading/saving bugs, and a few unrelated attention/quantization problems. The soft links mostly reflect broad semantic similarity rather than the same concrete defect.", + "confidence": 0.69, + "canonical_issue_reason": "issue:43122 is the best representative issue because it captures a broad, recurring theme in the cluster: tokenizer behavior changing across Transformers versions. It is more central than the narrowly scoped model- or API-specific reports, even though the cluster is too heterogeneous for a single true duplicate canonical.", "canonical_pr_reason": null, - "best_issue_reason": "issue:42886 is the best issue candidate because it is concrete, user-facing, and narrowly scoped enough to triage reliably, even though the surrounding cluster is not a true duplicate set.", + "best_issue_reason": "issue:43122 is the strongest single issue to anchor triage for this set: it is version-regression-oriented, user-visible, and thematically close to several other tokenizer complaints in the list.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:46305", + "right": "issue:46655", + "accept": false, + "reason": "Different bugs and code paths: MoonshineStreaming mask off-by-one vs SmolVLM video padding calculation." + }, + { + "left": "issue:44295", + "right": "issue:44623", + "accept": false, + "reason": "One is a position_ids buffer read error; the other is processor.save_pretrained missing files. Different persistence paths." + }, + { + "left": "issue:44263", + "right": "issue:44373", + "accept": false, + "reason": "torch.split return-value behavior vs a wrong docstring. Runtime bug vs documentation issue." + }, + { + "left": "issue:44263", + "right": "issue:44360", + "accept": false, + "reason": "Different subsystems entirely: DSA indexer ReLU complaint vs torch.split return values." + }, + { + "left": "issue:46369", + "right": "issue:46909", + "accept": false, + "reason": "SAM3 memory overflow vs a broken DIA documentation example; unrelated." + }, + { + "left": "issue:42907", + "right": "issue:46050", + "accept": false, + "reason": "Both involve quantized model save/load, but the concrete failures differ: dequantized Ministrals/Devstrals save vs sinq quantized model round-trip." + }, + { + "left": "issue:45092", + "right": "issue:45357", + "accept": false, + "reason": "Both are v5/model-saving compatibility issues, but one is remote-code meta init incompatibility and the other is wrong visual encoder keys in save_pretrained." + }, + { + "left": "issue:42831", + "right": "issue:45310", + "accept": false, + "reason": "FineGrainedFP8 accuracy regression vs Qwen3.5 MoE from_pretrained error; different failure modes." + }, { "left": "issue:45381", "right": "issue:46305", "accept": false, - "reason": "Different products and code paths: Qwen2.5-VL video position IDs vs MoonshineStreaming mask indexing." + "reason": "Both mention position/mask logic, but they are different models and different off-by-one code paths." }, { "left": "issue:44279", "right": "issue:46328", "accept": false, - "reason": "One is a vague dependency complaint; the other is a performance bug in padding. Not the same failure." + "reason": "Generic dependency issue vs a performance inefficiency in SequenceFeatureExtractor.pad." }, { "left": "issue:44483", "right": "issue:45406", "accept": false, - "reason": "Chat/completions request rejection and Gemma4Processor attribute crash are unrelated behaviors." + "reason": "Chat/completions request rejection vs Gemma4Processor missing _tokenizer; different API layers and symptoms." }, { "left": "issue:22355", "right": "issue:27957", "accept": false, - "reason": "ONNX import failure vs Flash Attention 2 support for XLMRoberta; different bugs." + "reason": "Missing transformers.onnx module vs XLMRoberta Flash Attention 2 issue; unrelated." + }, + { + "left": "issue:44829", + "right": "issue:46002", + "accept": false, + "reason": "FlashAttention-3 training degeneration vs NaNs on checkout/init; both are training problems but not the same bug." }, { "left": "issue:44261", "right": "issue:45092", "accept": false, - "reason": "Both are model-related, but they affect different architectures and different initialization paths." + "reason": "MLA q_a_layernorm precision/config issue vs InternVL2 meta-initialization incompatibility; unrelated." }, { "left": "issue:43644", "right": "issue:46305", "accept": false, - "reason": "Non-persistent buffer initialization bug vs streaming window off-by-one; unrelated code paths." + "reason": "Junk non-persistent buffers after v5.0 vs MoonshineStreaming mask off-by-one; different components." }, { - "left": "issue:44829", - "right": "issue:46002", + "left": "issue:41628", + "right": "issue:43824", "accept": false, - "reason": "Training degradation with FA3 and NaNs after checkout/init are not the same underlying defect." + "reason": "Different missing exports: AutoImageProcessor vs Qwen2_5_VLForConditionalGeneration." }, { "left": "issue:42831", "right": "issue:44038", "accept": false, - "reason": "FineGrainedFP8 accuracy issue and Qwen3-VL-Moe bug are different model/features with no concrete shared fix." - }, - { - "left": "issue:41628", - "right": "issue:43824", - "accept": false, - "reason": "Both are import errors, but for different exported symbols and different model families." + "reason": "FineGrainedFP8 accuracy issue vs Qwen3-VL-Moe from_pretrained failure; not the same defect." }, { "left": "issue:43408", "right": "issue:46402", "accept": false, - "reason": "Model-type mismatch warning and missing text encoder weights are distinct SAM3 issues." + "reason": "SAM3 model-type warning vs SAM3 text encoder weights not loaded; related family, but different concrete bug." }, { "left": "issue:22355", "right": "issue:28218", "accept": false, - "reason": "ONNX module import failure is unrelated to tokenizer-added-space behavior." + "reason": "Import error for onnx submodule vs tokenizer adds extra space after added token." }, { "left": "issue:42831", "right": "issue:45753", "accept": false, - "reason": "FP8 accuracy regression and an infinite-loop image bug are different failure modes." + "reason": "Quantization accuracy regression vs infinite loop on a specific image; unrelated symptoms." }, { "left": "issue:39401", "right": "issue:44568", "accept": false, - "reason": "Both are tokenizer regressions, but one is offset mapping and the other is special-token insertion; not the same bug." + "reason": "Both are tokenizer bugs, but Qwen3 offset_mapping and mDeBERTa add_special_tokens are different concrete behaviors." }, { "left": "issue:42886", "right": "issue:43066", "accept": false, - "reason": "Offline cache load failure is different from wrong tokenizer decoder type in v5." + "reason": "Offline cache load failure vs wrong tokenizer decoder type in v5; different code paths." }, { "left": "issue:42886", "right": "issue:42994", "accept": false, - "reason": "Tokenizer cache loading and quantized model saving are unrelated." + "reason": "Tokenizer cache/offline loading vs quantized model save failure; unrelated." + }, + { + "left": "issue:42757", + "right": "issue:45278", + "accept": false, + "reason": "Single missing import vs a broad set of import errors after upgrade; not the same underlying bug." }, { "left": "issue:27957", "right": "issue:30990", "accept": false, - "reason": "Flash Attention support for XLMRoberta and Sentence Transformers loading hang are not the same issue." + "reason": "Flash Attention 2 on XLMRoberta vs Sentence Transformers loading stall; different problems." }, { "left": "issue:44188", "right": "issue:44373", "accept": false, - "reason": "Attention-kernel divergence and a docstring issue have nothing to do with each other." - }, - { - "left": "issue:42757", - "right": "issue:45278", - "accept": false, - "reason": "Specific missing hub symbol vs broad import breakage after upgrade; too different to merge." + "reason": "torch.compile attention-kernel divergence vs a wrong docstring; completely different." }, { "left": "issue:43408", "right": "issue:46369", "accept": false, - "reason": "SAM3 model-type warning and SAM3-litetext memory overflow are separate problems." + "reason": "SAM3 model-type warning vs SAM3-litetext memory overflow; different failures." }, { "left": "issue:43232", "right": "issue:45593", "accept": false, - "reason": "Generation kwargs handling and D-FINE denoising losses are unrelated subsystems." + "reason": "Generation kwarg update after sync_gpus vs D-FINE auxiliary-loss behavior; unrelated." }, { "left": "issue:42796", "right": "issue:43122", "accept": false, - "reason": "Both mention tokenization regressions, but one is BPE marker handling and the other is version-to-version tokenization drift." + "reason": "Both are tokenizer regressions, but one is BPE-marker handling for a specific tokenizer and the other is a broad version-to-version tokenization change; not the same bug." }, { "left": "issue:45381", "right": "issue:46909", "accept": false, - "reason": "Video vision-position IDs and a broken documentation example are not the same bug." + "reason": "Qwen2.5-VL video position_ids bug vs a broken DIA documentation example." }, { "left": "issue:43540", "right": "issue:46909", "accept": false, - "reason": "Video input ValueError in Qwen3OmniMoe is unrelated to a docs example issue." + "reason": "Qwen3OmniMoe video-processing ValueError vs documentation example issue; unrelated." }, { "left": "issue:43646", "right": "issue:46002", "accept": false, - "reason": "Custom model initialization breakage and NaNs in classification heads are different defects." - }, - { - "left": "issue:30990", - "right": "issue:33357", - "accept": false, - "reason": "Loading hang in Sentence Transformers and a Mac bus error on a CLIP model are unrelated." - }, - { - "left": "issue:42907", - "right": "issue:44945", - "accept": false, - "reason": "Quantized model saving failure and incorrect output under pipeline parallelism are different code paths." - }, - { - "left": "issue:42907", - "right": "issue:44964", - "accept": false, - "reason": "Saving dequantized models and loading Phi-4 multimodal are unrelated." - }, - { - "left": "issue:43976", - "right": "issue:44945", - "accept": false, - "reason": "Python version compatibility issue and pipeline-parallel output corruption are different classes of bugs." - }, - { - "left": "issue:39401", - "right": "issue:44488", - "accept": false, - "reason": "Tokenizer offset mapping regression and inability to load a specific model are not the same underlying issue." - }, - { - "left": "issue:42371", - "right": "issue:44263", - "accept": false, - "reason": "TF32 configuration guidance and a torch.split return-value issue are unrelated." + "reason": "Custom model initialization breakage vs NaNs in classification heads upon checkout/init; different initialization bugs." } ] }, @@ -15303,77 +15278,83 @@ "component_index": 1, "component_count": 25, "review_unit_index": 50, - "review_unit_count": 60, + "review_unit_count": 61, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-503", + "cluster_id": "cluster-10000-504", "nodes": [ "issue:22355", - "issue:29127", "issue:29159", - "issue:36296", + "issue:30990", + "issue:33357", "issue:39401", "issue:41628", - "issue:42175", + "issue:42371", "issue:42757", "issue:42907", "issue:43116", "issue:43122", - "issue:43278", "issue:43408", "issue:43452", "issue:43475", - "issue:43493", "issue:43576", "issue:43756", "issue:43784", "issue:43824", "issue:43937", + "issue:43976", "issue:44038", "issue:44060", "issue:44117", "issue:44222", + "issue:44263", "issue:44295", "issue:44297", "issue:44351", "issue:44360", "issue:44485", + "issue:44488", "issue:44521", "issue:44625", "issue:44704", "issue:44779", "issue:44829", - "issue:44938", "issue:44945", + "issue:44964", "issue:45200", "issue:45216", "issue:45278", "issue:45290", "issue:45478", "issue:45600", - "issue:45753", "issue:46172", "issue:46326", "issue:46614", "issue:46762" ], "soft_pairs": [ + "issue:30990|issue:33357", + "issue:42907|issue:44945", + "issue:42907|issue:44964", + "issue:43976|issue:44945", "issue:43756|issue:44060", + "issue:39401|issue:44488", + "issue:42371|issue:44263", "issue:44295|issue:44297", - "issue:43576|issue:43784", "issue:41628|issue:45278", - "issue:46172|issue:46762", + "issue:43576|issue:43784", "issue:42907|issue:43937", + "issue:46172|issue:46762", "issue:43784|issue:45600", "issue:44117|issue:44704", "issue:39401|issue:44521", "issue:44625|issue:44829", "issue:44704|issue:45290", - "issue:43408|issue:43475", "issue:43122|issue:44521", + "issue:43408|issue:43475", "issue:44360|issue:44485", "issue:43122|issue:46326", "issue:42907|issue:43452", @@ -15386,227 +15367,228 @@ "issue:43824|issue:44351", "issue:43116|issue:45200", "issue:43122|issue:44779", - "issue:43278|issue:44945", - "issue:36296|issue:43116", - "issue:42757|issue:44351", - "issue:22355|issue:29127", - "issue:42175|issue:44938", - "issue:43493|issue:45753" + "issue:42757|issue:44351" ], - "prepared_review_unit_hash": "471b9103dd9ca30da771b01fd312c89e660f0e58a466945de39b4fd2be291522", + "prepared_review_unit_hash": "4fb6996a7779ae64d6f0e6d2b3694f3783fe2126da1a8e7b5cecc65a939c168c", "component_budget": { - "node_count": 503, - "item_count": 503, - "soft_pair_count": 1852, - "serialized_chars": 960429, - "estimated_input_tokens": 240108, - "estimated_eval_tokens": 480472 + "node_count": 504, + "item_count": 504, + "soft_pair_count": 1853, + "serialized_chars": 961383, + "estimated_input_tokens": 240346, + "estimated_eval_tokens": 480948 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 31, - "serialized_chars": 36710, - "estimated_input_tokens": 9178, - "estimated_eval_tokens": 18612 + "soft_pair_count": 32, + "serialized_chars": 36958, + "estimated_input_tokens": 9240, + "estimated_eval_tokens": 18736 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is highly heterogeneous: most pairs are only superficially similar by subsystem or wording, not the same underlying bug. I would reject all soft edges; the closest umbrella issue is the broad import-regression report, but it is not a true duplicate root for the rest.", - "confidence": 0.86, - "canonical_issue_reason": "If forced to pick one umbrella, issue:45278 is the broadest import-regression report, but the set is too mixed to have a clean canonical duplicate.", + "summary": "This cluster is mostly false positives: the items cover unrelated import failures, tokenizer regressions, model-specific bugs, and config/runtime issues, with no clear duplicate issue/PR set.", + "confidence": 0.96, + "canonical_issue_reason": "No single canonical issue: the set is heterogeneous, so collapsing it to one issue would be misleading.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45278 is the most general report in the set and could absorb some import-related follow-ups, but it still does not match the rest of the bugs closely enough to serve as a real duplicate anchor.", + "best_issue_reason": "No issue is a strong global representative; the closest items are still about different code paths and symptoms.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:30990", + "right": "issue:33357", + "accept": false, + "reason": "Different failures: a Sentence-Transformers loading hang vs a MacOS bus error on a CLIP community model." + }, + { + "left": "issue:42907", + "right": "issue:44945", + "accept": false, + "reason": "Unrelated problems: dequantized model saving vs incorrect LLM output under pipeline parallelism." + }, + { + "left": "issue:42907", + "right": "issue:44964", + "accept": false, + "reason": "One is about saving dequantized checkpoints; the other is a model loading failure for a multimodal model." + }, + { + "left": "issue:43976", + "right": "issue:44945", + "accept": false, + "reason": "Python-version compatibility regression vs pipeline-parallel inference output bug; not the same code path." + }, { "left": "issue:43756", "right": "issue:44060", "accept": false, - "reason": "Different models and different failure modes: RoPE layer selection vs a tied-weights warning." + "reason": "Both mention model internals, but one is RoPE-layer truncation and the other is a tied-weights warning in Qwen3-Next." }, { - "left": "issue:44295", - "right": "issue:44297", + "left": "issue:39401", + "right": "issue:44488", "accept": false, - "reason": "One is a position_ids buffer/read error, the other is a tokenizer_class metadata mismatch on save." + "reason": "Different tokenizer issues: offset_mapping correctness vs a model loading problem for cjvt/sleng-bert." }, { - "left": "issue:43576", - "right": "issue:43784", + "left": "issue:42371", + "right": "issue:44263", + "accept": false, + "reason": "TF32 settings behavior and torch.split return values in a GLM-MoE indexer are unrelated bugs." + }, + { + "left": "issue:44295", + "right": "issue:44297", "accept": false, - "reason": "A broken env subcommand is unrelated to a NameError while importing sentence-transformers." + "reason": "One concerns reading a registered buffer; the other is tokenizer class metadata saved by save_pretrained." }, { "left": "issue:41628", "right": "issue:45278", "accept": false, - "reason": "Both are import-related, but one is a specific missing AutoImageProcessor symbol and the other is a broad post-upgrade import regression." + "reason": "Specific AutoImageProcessor import failure vs broad import errors after a major version upgrade." }, { - "left": "issue:46172", - "right": "issue:46762", + "left": "issue:43576", + "right": "issue:43784", + "accept": false, + "reason": "A broken env command and a NameError while importing sentence-transformers are different failures." + }, + { + "left": "issue:42907", + "right": "issue:43937", "accept": false, - "reason": "Different model internals and different problem types: dtype/transpose code vs numerical mismatch in attention." + "reason": "Checkpoint saving for dequantized models vs invalid GenerationConfig for GLM-5 are separate issues." }, { - "left": "issue:42907", - "right": "issue:43937", + "left": "issue:46172", + "right": "issue:46762", "accept": false, - "reason": "Saving dequantized Ministral/Devstral models is unrelated to GLM-5 GenerationConfig validation." + "reason": "DeepSeek-V4 tensor transpose issue vs Minimax attention numerical mismatch; different models and behaviors." }, { "left": "issue:43784", "right": "issue:45600", "accept": false, - "reason": "A missing nn import in sentence-transformers is not the same bug as stale auto-mapping references to removed Sam3LiteText configs." + "reason": "Import-time NameError in sentence-transformers is not the same as stale auto_mappings references to removed configs." }, { "left": "issue:44117", "right": "issue:44704", "accept": false, - "reason": "TOKENIZER_MAPPING_NAMES None handling is a different code path from AutoProcessor not forwarding kwargs to cached_file." + "reason": "TOKENIZER_MAPPING_NAMES returning None and AutoProcessor not forwarding kwargs are different API bugs." }, { "left": "issue:39401", "right": "issue:44521", "accept": false, - "reason": "Wrong offset_mapping for a tokenizer is unrelated to zeroed assistant_masks in multimodal chat templating." + "reason": "Tokenizer offset mapping regression vs multimodal assistant mask generation; not the same underlying bug." }, { "left": "issue:44625", "right": "issue:44829", "accept": false, - "reason": "Missing num_labels propagation in Qwen3.5 is not the same as flash_attention_3 causing degenerate training." + "reason": "num_labels propagation in Qwen3.5 config is unrelated to flash_attention_3 causing degenerate training." }, { "left": "issue:44704", "right": "issue:45290", "accept": false, - "reason": "cached_file kwargs forwarding and assistant-message tool-call crashes are different failures in different paths." + "reason": "Different apply_chat_template/cached_file paths and different failure modes." }, { - "left": "issue:43408", - "right": "issue:43475", + "left": "issue:43122", + "right": "issue:44521", "accept": false, - "reason": "Both are SAM3 Video-related, but one is a model-type warning and the other is a missing attribute crash." + "reason": "Tokenizer version drift causing different tokenization is not the same as zero assistant masks for multimodal inputs." }, { - "left": "issue:43122", - "right": "issue:44521", + "left": "issue:43408", + "right": "issue:43475", "accept": false, - "reason": "Tokenizer regression across versions is unrelated to multimodal assistant_mask generation." + "reason": "Same SAM3 family, but one is a model-type warning and the other is a missing attribute in vision encoder output." }, { "left": "issue:44360", "right": "issue:44485", "accept": false, - "reason": "A DSA indexer discussion is not the same as GLM-5 RoPE implementation behavior." + "reason": "A DSA indexer ReLU discussion is unrelated to GLM-5 RoPE implementation." }, { "left": "issue:43122", "right": "issue:46326", "accept": false, - "reason": "Both involve tokenizers, but one is a slow/fast tokenizer inconsistency and the other is a mistral_common continue_final_message bug." + "reason": "General tokenization drift and mistral_common continue_final_message handling are different tokenizer bugs." }, { "left": "issue:42907", "right": "issue:43452", "accept": false, - "reason": "Model save failure for dequantized Ministral/Devstral is unrelated to gguf_file loading breakage." + "reason": "Saving dequantized models and gguf_file failures in from_pretrained are separate loading/saving paths." }, { "left": "issue:44038", "right": "issue:44297", "accept": false, - "reason": "Qwen3-VL-Moe runtime bug and tokenizer save metadata mismatch are different classes of issue." + "reason": "Qwen3-VL-Moe load issues and tokenizer_class metadata mismatch do not share the same bug." }, { "left": "issue:22355", "right": "issue:29159", "accept": false, - "reason": "Missing transformers.onnx is an import/package issue, not a tokenizer parity bug." + "reason": "Missing transformers.onnx module import vs slow/fast tokenizer inconsistency are unrelated." }, { "left": "issue:45216", "right": "issue:45478", "accept": false, - "reason": "Both mention Qwen3.5 and version 5.4.0, but one is save_pretrained checkpoint corruption and the other is a from_pretrained error; too different to merge confidently." + "reason": "Qwen3.5 save_pretrained regression and Qwen3.5 from_pretrained error are related by model family but not clearly the same concrete bug." }, { "left": "issue:44038", "right": "issue:44295", "accept": false, - "reason": "Qwen3-VL-Moe bug is unrelated to reading a position_ids buffer after registration." + "reason": "A model-loading bug and a position_ids buffer access bug are not the same underlying issue." }, { "left": "issue:39401", "right": "issue:46614", "accept": false, - "reason": "Offset mapping for Qwen3 tokenization is unrelated to stale phonemizer language state in Wav2Vec2PhonemeCTCTokenizer." + "reason": "Qwen3 offset_mapping and Wav2Vec2 phonemizer language caching affect different components." }, { "left": "issue:44038", "right": "issue:44222", "accept": false, - "reason": "Different Qwen3.5/VL-Moe regression versus FP8 save_pretrained behavior." + "reason": "Qwen3-VL-Moe loading and FP8 save_pretrained for MoE are different code paths." }, { "left": "issue:43824", "right": "issue:44351", "accept": false, - "reason": "Two separate missing exports from transformers: Qwen2.5-VL class vs HybridCache." + "reason": "Both are import errors, but they involve different symbols and modules." }, { "left": "issue:43116", "right": "issue:45200", "accept": false, - "reason": "A multi-label classification example bug is unrelated to Gemma 4 mm_token_type_ids handling." + "reason": "Example-script multi-label output bug vs Gemma 4 mm_token_type_ids defaulting are unrelated." }, { "left": "issue:43122", "right": "issue:44779", "accept": false, - "reason": "General tokenizer-version inconsistency is not the same as Deepseek-specific wrong output in v5." - }, - { - "left": "issue:43278", - "right": "issue:44945", - "accept": false, - "reason": "Embedding dtype drift between train/eval is unrelated to incorrect output under pipeline parallelism." - }, - { - "left": "issue:36296", - "right": "issue:43116", - "accept": false, - "reason": "Tensor parallel training and a classification example returning empty results are different bugs." + "reason": "Generic tokenization changes and DeepSeek tokenizer regressions are not the same bug." }, { "left": "issue:42757", "right": "issue:44351", "accept": false, - "reason": "Both are import errors, but from different missing symbols in different dependencies; not the same root cause." - }, - { - "left": "issue:22355", - "right": "issue:29127", - "accept": false, - "reason": "Module import failure for transformers.onnx is unrelated to LayoutLMv3 error messaging clarity." - }, - { - "left": "issue:42175", - "right": "issue:44938", - "accept": false, - "reason": "TensorFlow backend packaging and Python 3.14 load failures are different release-compatibility issues." - }, - { - "left": "issue:43493", - "right": "issue:45753", - "accept": false, - "reason": "SigLIP2 numerical discrepancy and Qwen3_5 infinite-loop behavior are unrelated model-specific bugs." + "reason": "Importing is_offline_mode from huggingface_hub and importing HybridCache from transformers are separate missing-symbol issues." } ] }, @@ -15622,21 +15604,25 @@ "component_index": 1, "component_count": 25, "review_unit_index": 51, - "review_unit_count": 60, + "review_unit_count": 61, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-503", + "cluster_id": "cluster-10000-504", "nodes": [ - "issue:28348", + "issue:22355", + "issue:29127", + "issue:36296", "issue:38617", + "issue:42175", "issue:42371", "issue:42673", "issue:42898", "issue:43066", "issue:43116", + "issue:43278", "issue:43493", "issue:43611", "issue:43618", @@ -15648,7 +15634,6 @@ "issue:44038", "issue:44075", "issue:44188", - "issue:44263", "issue:44355", "issue:44485", "issue:44610", @@ -15656,255 +15641,252 @@ "issue:44704", "issue:44779", "issue:44936", - "issue:44995", + "issue:44938", + "issue:44945", "issue:45072", "issue:45083", - "issue:45092", "issue:45278", "issue:45357", "issue:45446", "issue:45478", + "issue:45753", "issue:46002", "issue:46231", "issue:46328", "issue:46614", - "issue:46640", - "issue:46697", "issue:46710", "issue:46726", - "issue:46752", - "issue:46762", "issue:46829", "issue:46877", "issue:46909", "issue:46981" ], "soft_pairs": [ - "issue:44188|issue:46328", + "issue:43278|issue:44945", + "issue:36296|issue:43116", + "issue:22355|issue:29127", + "issue:42175|issue:44938", + "issue:43493|issue:45753", "issue:46231|issue:46877", + "issue:44188|issue:46328", "issue:42898|issue:46614", "issue:38617|issue:45278", "issue:43937|issue:44485", "issue:43066|issue:44779", "issue:43611|issue:46002", "issue:42673|issue:45072", - "issue:43976|issue:45446", "issue:44038|issue:45478", - "issue:43116|issue:43493", + "issue:43976|issue:45446", "issue:45357|issue:45478", + "issue:43116|issue:43493", "issue:44355|issue:46231", "issue:44625|issue:46002", - "issue:42371|issue:43874", "issue:44610|issue:46909", + "issue:42371|issue:43874", "issue:45083|issue:45446", "issue:46726|issue:46981", "issue:44075|issue:44936", "issue:43618|issue:46829", "issue:43116|issue:43825", - "issue:43066|issue:46710", "issue:43992|issue:44704", - "issue:46614|issue:46752", - "issue:44995|issue:46697", - "issue:44263|issue:46762", - "issue:28348|issue:46640", - "issue:45092|issue:46762" + "issue:43066|issue:46710" ], - "prepared_review_unit_hash": "87aad18ee3a1b0f3e17e7398e6bd7907b623ad7575087305b9838ce8db230685", + "prepared_review_unit_hash": "79c9720df328a77dcbaa69a3792a2de5a1833314310ec2f25ed690d89d2a3c1d", "component_budget": { - "node_count": 503, - "item_count": 503, - "soft_pair_count": 1852, - "serialized_chars": 960429, - "estimated_input_tokens": 240108, - "estimated_eval_tokens": 480472 + "node_count": 504, + "item_count": 504, + "soft_pair_count": 1853, + "serialized_chars": 961383, + "estimated_input_tokens": 240346, + "estimated_eval_tokens": 480948 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 28, - "serialized_chars": 35831, - "estimated_input_tokens": 8958, - "estimated_eval_tokens": 18172 + "serialized_chars": 35772, + "estimated_input_tokens": 8943, + "estimated_eval_tokens": 18142 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "No convincing duplicates here: the pairs mostly share broad Transformers/v5 or model-family vocabulary, but each points to a different concrete bug or regression. No PRs are present in the cluster.", + "summary": "These issues are heterogeneous and the soft pairs only share broad themes (tokenization, import errors, model-family regressions, AutoProcessor), not the same concrete bug. All soft-edge candidate pairs should be rejected; there are no PRs in the set.", "confidence": 0.95, - "canonical_issue_reason": "issue:45278 is the broadest, most representative v5-regression report in the set; it captures the general import-breakage theme better than the narrower model- or API-specific issues.", + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "issue:45278 is the best umbrella issue for this cluster because it reflects a high-level, high-impact Transformers 5 breakage and is the closest thing to a cluster representative, even though it is not a duplicate of the others.", + "best_issue_reason": "No single issue is a true canonical duplicate hub for this cluster. If forced, issue 44704 is the broadest core API regression, but the surrounding items span unrelated subsystems and failure modes.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44188", - "right": "issue:46328", + "left": "issue:43278", + "right": "issue:44945", + "accept": false, + "reason": "Both involve evaluation-time behavior, but one is a dtype mismatch between train/eval and the other is incorrect output under pipeline parallelism; different code paths and bugs." + }, + { + "left": "issue:36296", + "right": "issue:43116", + "accept": false, + "reason": "Tensor parallel training bug and multi-label classification example returning empty results are unrelated problems." + }, + { + "left": "issue:22355", + "right": "issue:29127", + "accept": false, + "reason": "Missing module import and a LayoutLMv3 error-message clarity issue are not the same bug." + }, + { + "left": "issue:42175", + "right": "issue:44938", + "accept": false, + "reason": "Both are environment/import failures, but one is about missing TensorFlow in a torch install extra and the other is a Python 3.14 load failure; different root causes." + }, + { + "left": "issue:43493", + "right": "issue:45753", "accept": false, - "reason": "Attention-kernel divergence under torch.compile is unrelated to SequenceFeatureExtractor.pad list conversion overhead." + "reason": "Different models and symptoms: SigLIP2 HF/JAX numerical discrepancy vs Qwen3_5 infinite loop on a specific image." }, { "left": "issue:46231", "right": "issue:46877", "accept": false, - "reason": "A docs parameter-name mismatch is unrelated to auto_docstring printing lint diagnostics at import time." + "reason": "One is a documentation parameter-name mismatch, the other is import-time doc-lint output; both are doc-related but not the same issue." + }, + { + "left": "issue:44188", + "right": "issue:46328", + "accept": false, + "reason": "Diverging compiled attention kernels and a padding performance inefficiency are separate problems." }, { "left": "issue:42898", "right": "issue:46614", "accept": false, - "reason": "Tokenizer cleanup behavior in v5 and stale phonemizer backend state are different subsystems and bugs." + "reason": "Tokenizer behavior change in v5 and stale phonemizer language backend are different tokenizer-related bugs." }, { "left": "issue:38617", "right": "issue:45278", "accept": false, - "reason": "A specific missing import is not the same underlying issue as broad post-upgrade import errors." + "reason": "A missing import symbol and a broad collection of import errors after upgrade are not the same concrete failure." }, { "left": "issue:43937", "right": "issue:44485", "accept": false, - "reason": "GenerationConfig validation failure and GLM-5 RoPE behavior are unrelated defects." + "reason": "Both involve GLM-5, but one reports invalid GenerationConfig and the other discusses RoPE implementation; not the same bug." }, { "left": "issue:43066", "right": "issue:44779", "accept": false, - "reason": "Both are tokenizer regressions in v5, but they affect different models and likely different code paths." + "reason": "Wrong tokenizer decoder type and DeepSeek tokenizer output regressions are related only at a high level; they are not the same concrete defect." }, { "left": "issue:43611", "right": "issue:46002", "accept": false, - "reason": "base_model_prefix loading failure is unrelated to NaNs in classification heads on init/checkout." + "reason": "Model loading with base_model_prefix and NaNs in classification heads are unrelated." }, { "left": "issue:42673", "right": "issue:45072", "accept": false, - "reason": "VRAM leakage in multithreaded Qwen3ForCausalLM and dtype mismatches in bf16 inference are different bugs." + "reason": "VRAM leak in dataloader-threaded use and bfloat16 dtype mismatches in inference are different failures." + }, + { + "left": "issue:44038", + "right": "issue:45478", + "accept": false, + "reason": "Different Qwen3.5/Qwen3-VL-Moe issues with different symptoms and code paths; not mergeable as one fix." }, { "left": "issue:43976", "right": "issue:45446", "accept": false, - "reason": "Python version incompatibility and an incorrect PyTorch version check in flex_attention are not the same issue." + "reason": "Python-version support failure and a PyTorch version check bug are distinct environment/version issues." }, { - "left": "issue:44038", + "left": "issue:45357", "right": "issue:45478", "accept": false, - "reason": "Both involve Qwen3 MoE models, but they describe different failures in different versions/code paths." + "reason": "One is incorrect save_pretrained keys for Qwen3.5 visual encoders, the other is a from_pretrained error for Qwen3.5 Moe; load vs save path, different bugs." }, { "left": "issue:43116", "right": "issue:43493", "accept": false, - "reason": "Empty multi-label classification output in an example script is unrelated to SigLIP2 implementation discrepancy." - }, - { - "left": "issue:45357", - "right": "issue:45478", - "accept": false, - "reason": "Incorrect saved visual encoder keys and a from_pretrained error are distinct Qwen3.5 regressions." + "reason": "A classification example returning empty results and a SigLIP2 implementation discrepancy are unrelated." }, { "left": "issue:44355", "right": "issue:46231", "accept": false, - "reason": "Running compiled Python files and a documentation parameter typo are unrelated." + "reason": "Compiled Python file errors and a training-doc parameter typo are unrelated." }, { "left": "issue:44625", "right": "issue:46002", "accept": false, - "reason": "num_labels propagation in Qwen3.5 is not the same bug as NaNs in classification heads." + "reason": "num_labels propagation in Qwen3.5 and NaNs in classification heads are different defects." }, { - "left": "issue:42371", - "right": "issue:43874", + "left": "issue:44610", + "right": "issue:46909", "accept": false, - "reason": "TF32 API guidance and a missing image-patch helper method are unrelated." + "reason": "Processor/model input-size mismatch and a broken DIA documentation example are unrelated." }, { - "left": "issue:44610", - "right": "issue:46909", + "left": "issue:42371", + "right": "issue:43874", "accept": false, - "reason": "Processor output-size mismatch for OmDet-Turbo is unrelated to a broken DIA documentation example." + "reason": "TF32 settings guidance and a missing image-patch helper method are unrelated issues." }, { "left": "issue:45083", "right": "issue:45446", "accept": false, - "reason": "qwen3_omni_moe feature-length computation and a flex_attention import version check are unrelated." + "reason": "Unexpected feat-extract length behavior and a PyTorch version-check bug are unrelated." }, { "left": "issue:46726", "right": "issue:46981", "accept": false, - "reason": "Missing-vision-backend handling and repeated 429 retries in AutoProcessor are different from_pretrained behaviors." + "reason": "Both involve AutoProcessor, but one is missing-vision-backend error handling and the other is retry behavior on HTTP 429; different bugs." }, { "left": "issue:44075", "right": "issue:44936", "accept": false, - "reason": "Unused SGD arguments and trainer.evaluate failing after train are different training pipeline bugs." + "reason": "SGD args being ignored and trainer.evaluate failing after trainer.train are separate trainer/optimizer problems." }, { "left": "issue:43618", "right": "issue:46829", "accept": false, - "reason": "Wrong CLIP attentions assignment and VideoPrism hidden_states wiring are similar output-shape issues but not the same code path." + "reason": "Both are output-field wiring issues, but they affect different model output classes and different fields; not the same concrete bug." }, { "left": "issue:43116", "right": "issue:43825", "accept": false, - "reason": "Example-script classification output failure is unrelated to a pipeline error-message regression." - }, - { - "left": "issue:43066", - "right": "issue:46710", - "accept": false, - "reason": "A tokenizer decoder-type regression and a DeepSeek accuracy regression are not the same bug." + "reason": "A multi-label classification example bug and a pipeline error-message bug are unrelated." }, { "left": "issue:43992", "right": "issue:44704", "accept": false, - "reason": "Missing embed_tokens.weight in UMT5Encoder is unrelated to AutoProcessor forwarding kwargs to cached_file." - }, - { - "left": "issue:46614", - "right": "issue:46752", - "accept": false, - "reason": "Stale phonemizer language state and empty apply_chat_template input handling are unrelated." - }, - { - "left": "issue:44995", - "right": "issue:46697", - "accept": false, - "reason": "GlmMoeDsa stale indexer cache on second forward and Swin2SR over-padding are different model bugs." - }, - { - "left": "issue:44263", - "right": "issue:46762", - "accept": false, - "reason": "torch.split return handling in GlmMoeDsaIndexer is unrelated to Minimax MSA attention numerical drift." - }, - { - "left": "issue:28348", - "right": "issue:46640", - "accept": false, - "reason": "Flash Attention 2 support request for GPT2LMHeadModel is not the same concrete issue as a generic Flash Attention 2 bug." + "reason": "Missing embed_tokens.weight in UMT5Encoder and AutoProcessor not forwarding kwargs to cached_file are different code paths." }, { - "left": "issue:45092", - "right": "issue:46762", + "left": "issue:43066", + "right": "issue:46710", "accept": false, - "reason": "InternVL2 meta-init incompatibility and Minimax attention numerical differences are unrelated regressions." + "reason": "Tokenizer decoder type regression and DeepSeek-R1 accuracy regression after upgrade are not the same underlying bug." } ] }, @@ -15920,34 +15902,30 @@ "component_index": 1, "component_count": 25, "review_unit_index": 52, - "review_unit_count": 60, + "review_unit_count": 61, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-503", + "cluster_id": "cluster-10000-504", "nodes": [ + "issue:28348", "issue:33453", - "issue:38617", "issue:39401", - "issue:41628", "issue:42222", - "issue:42617", "issue:42673", "issue:42796", "issue:43064", - "issue:43122", - "issue:43408", "issue:43441", "issue:43450", "issue:43673", - "issue:43742", "issue:43824", "issue:43827", "issue:43937", "issue:43986", "issue:44117", + "issue:44263", "issue:44291", "issue:44380", "issue:44410", @@ -15955,12 +15933,13 @@ "issue:44779", "issue:44829", "issue:44977", + "issue:44995", "issue:45071", "issue:45081", + "issue:45092", "issue:45216", "issue:45310", "issue:45341", - "issue:45362", "issue:45405", "issue:45446", "issue:45561", @@ -15969,27 +15948,36 @@ "issue:45632", "issue:46002", "issue:46077", - "issue:46178", - "issue:46298", "issue:46328", "issue:46512", + "issue:46614", + "issue:46640", "issue:46655", + "issue:46697", "issue:46752", - "issue:46981" + "issue:46762", + "issue:46981", + "issue:47000" ], "soft_pairs": [ + "issue:46614|issue:46752", + "issue:44995|issue:46697", + "issue:28348|issue:46640", "issue:42673|issue:42796", - "issue:42222|issue:43441", + "issue:44263|issue:46762", + "issue:45092|issue:46762", "issue:43827|issue:45446", "issue:33453|issue:39401", + "issue:42222|issue:43441", "issue:43064|issue:43673", "issue:43937|issue:45563", "issue:43824|issue:46981", + "issue:42222|issue:47000", "issue:43673|issue:46328", "issue:42673|issue:46655", - "issue:42222|issue:46752", "issue:44291|issue:45071", "issue:45405|issue:45446", + "issue:42222|issue:46752", "issue:44117|issue:45588", "issue:44380|issue:46077", "issue:44466|issue:46002", @@ -15998,232 +15986,226 @@ "issue:44410|issue:45310", "issue:45071|issue:46512", "issue:43450|issue:43986", - "issue:45632|issue:46981", "issue:45341|issue:45561", + "issue:45632|issue:46981", "issue:45341|issue:46328", "issue:44829|issue:45216", - "issue:44117|issue:45081", - "issue:42617|issue:45341", - "issue:43408|issue:43742", - "issue:43122|issue:46298", - "issue:38617|issue:41628", - "issue:45362|issue:46328", - "issue:42222|issue:46178" + "issue:44117|issue:45081" ], - "prepared_review_unit_hash": "fca065a3b83a858e6a532984ecb052916639e2c8288418ca8fd8d5bbff5d33b5", + "prepared_review_unit_hash": "d294b2cf25e5a857056bea995403ed8e79f90c6f00f0843bac303182857f1bbf", "component_budget": { - "node_count": 503, - "item_count": 503, - "soft_pair_count": 1852, - "serialized_chars": 960429, - "estimated_input_tokens": 240108, - "estimated_eval_tokens": 480472 + "node_count": 504, + "item_count": 504, + "soft_pair_count": 1853, + "serialized_chars": 961383, + "estimated_input_tokens": 240346, + "estimated_eval_tokens": 480948 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 31, - "serialized_chars": 36966, - "estimated_input_tokens": 9242, - "estimated_eval_tokens": 18740 + "serialized_chars": 37056, + "estimated_input_tokens": 9264, + "estimated_eval_tokens": 18784 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This is a heterogeneous cluster of Transformers issues that only share broad surface themes like tokenization, v5 regressions, imports, or model-specific failures. None of the soft pairs look like the same underlying bug/change, so there are no duplicate-worthy merges here.", - "confidence": 0.86, - "canonical_issue_reason": "Issue 43122 is the broadest and most generic regression report in the set (tokenization changed from 4.57.3 to 5.0), so it is the best loose representative for the tokenizer-regression subset.", + "summary": "This cluster is heterogeneous; the soft pairs mostly share only broad subsystem labels (tokenizers, flash attention, video processors, testing utils) rather than the same underlying bug. I would not merge any of the candidate pairs.", + "confidence": 0.95, + "canonical_issue_reason": "No single canonical issue stands out because the items span unrelated regressions across many different models and code paths.", "canonical_pr_reason": null, - "best_issue_reason": "43122 is the most umbrella-like issue title for triage, but the cluster is too diverse for a strong canonical beyond that.", + "best_issue_reason": "issue:45561 is the strongest standalone bug report by specificity and discussion activity, but it is not a duplicate hub for the rest of the set.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:46614", + "right": "issue:46752", + "accept": false, + "reason": "Different failures: stale espeak backend state vs empty chat list IndexError." + }, + { + "left": "issue:44995", + "right": "issue:46697", + "accept": false, + "reason": "Unrelated bugs in different components: GlmMoeDsa stale cache vs Swin2SR over-padding." + }, + { + "left": "issue:28348", + "right": "issue:46640", + "accept": false, + "reason": "Both mention flash attention, but one is a GPT-2 FA2 support request and the other is a generic FA2 issue; no same code-path bug." + }, { "left": "issue:42673", "right": "issue:42796", "accept": false, - "reason": "VRAM leak in multi-dataloader use vs tokenizer BPE-marker handling; different model path and failure mode." + "reason": "Different model-specific issues: Qwen3 VRAM leak in threads vs Ministral tokenizer BPE marker handling." }, { - "left": "issue:42222", - "right": "issue:43441", + "left": "issue:44263", + "right": "issue:46762", + "accept": false, + "reason": "Different problems: torch.split indexing behavior in GlmMoeDsaIndexer vs numerical differences in Minimax attention." + }, + { + "left": "issue:45092", + "right": "issue:46762", "accept": false, - "reason": "VitPose model breakage vs Ministral FlashAttention failure; unrelated models and code paths." + "reason": "Meta-initialization incompatibility for InternVL2 is unrelated to Minimax attention numerics." }, { "left": "issue:43827", "right": "issue:45446", "accept": false, - "reason": "Docs still mentioning pipeline() vs a flex_attention version-check/import bug; not the same bug." + "reason": "Docs referencing removed pipeline() calls is unrelated to a PyTorch version check bug in flex_attention." }, { "left": "issue:33453", "right": "issue:39401", "accept": false, - "reason": "Generic tokenizer-loading regression vs Qwen3 offset_mapping error; both tokenizer-related but not the same issue." + "reason": "Both are tokenizer regressions, but one is a loading regression and the other is a Qwen3 offset_mapping bug." + }, + { + "left": "issue:42222", + "right": "issue:43441", + "accept": false, + "reason": "Different failures: vitpose model breakage vs Ministral FlashAttention incompatibility." }, { "left": "issue:43064", "right": "issue:43673", "accept": false, - "reason": "Training optimizer-state mismatch vs generation cache missing during chunked_prefill; different subsystem and symptom." + "reason": "Training/FSDP optimizer-state corruption is unrelated to missing GenerationMixin cache in chunked prefill." }, { "left": "issue:43937", "right": "issue:45563", "accept": false, - "reason": "Invalid GenerationConfig vs stale warning in paged generate(); distinct generation bugs." + "reason": "Invalid GenerationConfig and a stale num_return_sequences warning are different generation bugs." }, { "left": "issue:43824", "right": "issue:46981", "accept": false, - "reason": "Missing export import error vs repeated 429 retry behavior; different failure class entirely." + "reason": "ImportError for a missing model class is unrelated to repeated HTTP 429 retries in AutoProcessor.from_pretrained." + }, + { + "left": "issue:42222", + "right": "issue:46752", + "accept": false, + "reason": "Different subsystems and symptoms: vitpose breakage vs empty-list chat templating crash." }, { "left": "issue:43673", "right": "issue:46328", "accept": false, - "reason": "Cache-missing generation regression vs SequenceFeatureExtractor.pad performance issue; unrelated code paths." + "reason": "Generation cache handling and feature-extractor padding performance are not the same bug." }, { "left": "issue:42673", "right": "issue:46655", "accept": false, - "reason": "VRAM leak in threaded loading vs incorrect video padding calculation; different bug and model family." - }, - { - "left": "issue:42222", - "right": "issue:46752", - "accept": false, - "reason": "VitPose model loading breakage vs empty-list chat template IndexError; unrelated bugs." + "reason": "VRAM leak in Qwen3 threads is unrelated to a video processor padding calculation bug." }, { "left": "issue:44291", "right": "issue:45071", "accept": false, - "reason": "Unexpected _is_hf_initialized arg vs PretrainedConfig type-checking breakage; both v5 regressions but not same code-path problem." + "reason": "Unexpected _is_hf_initialized argument during meta init is not the same issue as PretrainedConfig type checking." }, { "left": "issue:45405", "right": "issue:45446", "accept": false, - "reason": "Released-version bump issue vs flex_attention PyTorch version check; no shared underlying bug." + "reason": "Dependency version pinning and a flex_attention PyTorch guard are unrelated." }, { "left": "issue:44117", "right": "issue:45588", "accept": false, - "reason": "TOKENIZER_MAPPING_NAMES None-handling vs flash_attention s_aux=None crash; both null-related but different components." + "reason": "TOKENIZER_MAPPING_NAMES returning None is unrelated to the flash_attention.py s_aux=None crash." }, { "left": "issue:44380", "right": "issue:46077", "accept": false, - "reason": "GPT2 attention scaling ignored under backends vs Gemma4 bidirectional mask logic; different model/backend behavior." + "reason": "Both concern attention behavior, but GPT-2 scaling ignored and Gemma4 bidirectional masking are distinct code paths and bugs." }, { "left": "issue:44466", "right": "issue:46002", "accept": false, - "reason": "State serialization/tied-weights inconsistency vs NaNs after checkout+init; unrelated symptoms." + "reason": "Serialization of tied lm_head weights is unrelated to NaNs in classification heads after checkout/init." }, { "left": "issue:39401", "right": "issue:44779", "accept": false, - "reason": "Qwen3 offset_mapping regression vs Deepseek tokenizer regression; same broad area, but different model-specific bugs." + "reason": "Different tokenizer regressions for different models; no evidence of a shared underlying defect." }, { "left": "issue:43937", "right": "issue:44977", "accept": false, - "reason": "GenerationConfig invalid vs Qwen3.5 flash-attention generation failure; different concrete failures." + "reason": "GenerationConfig validity and Qwen3.5 flash-attention generation failures are different issues." }, { "left": "issue:44410", "right": "issue:45310", "accept": false, - "reason": "Missing qkv/gate projections in qwen3next vs Qwen3.5 MoE from_pretrained error; distinct model-loading problems." + "reason": "Missing qkv/gate projections in qwen3next is unrelated to Qwen3.5 MoE from_pretrained errors." }, { "left": "issue:45071", "right": "issue:46512", "accept": false, - "reason": "PretrainedConfig type checking vs stale config.dtype after from_config; related area but not the same bug." + "reason": "These are both config-related, but one is type checking and the other is stale dtype propagation; not the same bug." }, { "left": "issue:43450", "right": "issue:43986", "accept": false, - "reason": "Batched video processor shape bug vs missing torchvision crash through AutoProcessor; different bug class." - }, - { - "left": "issue:45632", - "right": "issue:46981", - "accept": false, - "reason": "Local cache-path collision vs repeated HTTP 429 retries; unrelated behaviors." + "reason": "Incorrect batched video shape and missing torchvision crash are different video-loading problems." }, { "left": "issue:45341", "right": "issue:45561", "accept": false, - "reason": "Generic testing_utils bug report vs xdist race on captured_info.txt; same file area but not enough evidence of one bug." - }, - { - "left": "issue:45341", - "right": "issue:46328", - "accept": false, - "reason": "Testing utility issue vs SequenceFeatureExtractor.pad performance bug; unrelated." - }, - { - "left": "issue:44829", - "right": "issue:45216", - "accept": false, - "reason": "FlashAttention-3 degenerate training vs Qwen3.5 save_pretrained regression; different failures and fixes." - }, - { - "left": "issue:44117", - "right": "issue:45081", - "accept": false, - "reason": "Mapping-name None handling vs Mistral regex patch crash; different tokenizer-loading bugs." - }, - { - "left": "issue:42617", - "right": "issue:45341", - "accept": false, - "reason": "3d_parallel.py execution issue vs testing_utils bug; unrelated." + "reason": "A vague testing_utils bug is not enough to equate it with the specific captured_info.txt xdist race." }, { - "left": "issue:43408", - "right": "issue:43742", + "left": "issue:45632", + "right": "issue:46981", "accept": false, - "reason": "sam3_video/sam3_tracker warning vs MobileLLM key error loading; unrelated model-loading problems." + "reason": "Local cache-path collision for trust_remote_code is unrelated to retry behavior on 429 responses." }, { - "left": "issue:43122", - "right": "issue:46298", + "left": "issue:45341", + "right": "issue:46328", "accept": false, - "reason": "Tokenizer regression across v4/v5 vs noisy logging message; not the same underlying bug." + "reason": "Testing utils bug and numpy padding inefficiency are unrelated." }, { - "left": "issue:38617", - "right": "issue:41628", + "left": "issue:44829", + "right": "issue:45216", "accept": false, - "reason": "Two separate import-name failures for different symbols; no shared root cause shown." + "reason": "Degenerate training with flash_attention_3 and Qwen3.5 save_pretrained regression are different failures." }, { - "left": "issue:45362", - "right": "issue:46328", + "left": "issue:44117", + "right": "issue:45081", "accept": false, - "reason": "Qwen3.5 chat crash vs SequenceFeatureExtractor.pad performance issue; unrelated." + "reason": "Tokenizer mapping None and Mistral regex patch AttributeError are different tokenizer-loading bugs." }, { - "left": "issue:42222", - "right": "issue:46178", + "left": "issue:45081", + "right": "issue:45588", "accept": false, - "reason": "VitPose breakage vs backend mapping validation error for tensorflow_text; different subsystems." + "reason": "Mistral regex patch failure and flash_attention s_aux=None crash are unrelated code paths." } ] }, @@ -16239,28 +16221,27 @@ "component_index": 1, "component_count": 25, "review_unit_index": 53, - "review_unit_count": 60, + "review_unit_count": 61, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-503", + "cluster_id": "cluster-10000-504", "nodes": [ - "issue:27957", "issue:38617", "issue:39401", "issue:41628", "issue:42222", "issue:42371", - "issue:43012", + "issue:42617", "issue:43066", "issue:43097", "issue:43122", "issue:43208", - "issue:43352", - "issue:43577", + "issue:43408", "issue:43673", + "issue:43742", "issue:43874", "issue:43931", "issue:43937", @@ -16270,7 +16251,6 @@ "issue:44220", "issue:44261", "issue:44263", - "issue:44360", "issue:44410", "issue:44483", "issue:44484", @@ -16283,245 +16263,261 @@ "issue:45278", "issue:45310", "issue:45341", + "issue:45362", "issue:45464", "issue:45478", "issue:45542", "issue:45656", - "issue:46172", + "issue:46178", "issue:46209", "issue:46231", + "issue:46298", + "issue:46328", "issue:46617", "issue:46762", "issue:46894", "issue:46981" ], "soft_pairs": [ + "issue:42617|issue:45341", + "issue:43408|issue:43742", + "issue:38617|issue:41628", + "issue:43122|issue:46298", + "issue:45362|issue:46328", + "issue:42222|issue:46178", "issue:44877|issue:46231", "issue:39401|issue:46209", "issue:44484|issue:45310", "issue:42371|issue:44261", "issue:43937|issue:44496", "issue:44261|issue:46762", + "issue:44933|issue:45278", "issue:42371|issue:46617", "issue:44410|issue:45478", - "issue:44933|issue:45278", - "issue:38617|issue:44220", "issue:44075|issue:45656", + "issue:38617|issue:44220", "issue:43208|issue:46894", "issue:43066|issue:43122", "issue:44263|issue:44485", "issue:43097|issue:44493", "issue:44483|issue:45464", - "issue:43673|issue:45341", - "issue:42222|issue:45542", "issue:44077|issue:46981", + "issue:43673|issue:45341", "issue:43931|issue:44410", "issue:41628|issue:45071", "issue:45071|issue:45542", - "issue:43874|issue:44261", "issue:44484|issue:45478", - "issue:44263|issue:46172", "issue:43931|issue:44038", - "issue:44360|issue:46172", - "issue:27957|issue:43352", - "issue:43012|issue:43577" + "issue:43874|issue:44261" ], - "prepared_review_unit_hash": "33a8365bdb33087b0acc792a2c450b4aae31c8950a803f82da867f33ffef16b0", + "prepared_review_unit_hash": "c2a03fd665723b2c163d21a1360d2241763d867f91673e11c58a3673ebedd3a4", "component_budget": { - "node_count": 503, - "item_count": 503, - "soft_pair_count": 1852, - "serialized_chars": 960429, - "estimated_input_tokens": 240108, - "estimated_eval_tokens": 480472 + "node_count": 504, + "item_count": 504, + "soft_pair_count": 1853, + "serialized_chars": 961383, + "estimated_input_tokens": 240346, + "estimated_eval_tokens": 480948 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 29, - "serialized_chars": 35211, - "estimated_input_tokens": 8803, - "estimated_eval_tokens": 17862 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36056, + "estimated_input_tokens": 9014, + "estimated_eval_tokens": 18284 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Heterogeneous set of mostly unrelated Transformers bug reports; several mention v5 regressions or import/tokenizer issues, but none of the soft pairs look like the same underlying bug/change.", - "confidence": 0.92, - "canonical_issue_reason": null, + "summary": "This looks like a heterogeneous set of Transformers issues with only superficial overlap around imports, tokenization, model loading, and optimizer behavior. I do not see any soft pair that is the same concrete bug or change, so all candidate duplicate links should be rejected.", + "confidence": 0.94, + "canonical_issue_reason": "No single true duplicate stands out across the whole set; if one issue must serve as the umbrella, #45278 is the broadest representative of the v5 upgrade/import-regression pattern, but the rest of the set is largely unrelated.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45278 is the broadest cluster anchor because it describes multiple import errors after upgrading to 5.5.0, but it is still only a loose umbrella rather than a true duplicate representative.", + "best_issue_reason": "#45278 is the best global representative because it captures the broadest user-facing regression pattern in the set (multiple import failures after upgrading), whereas most other issues are narrower, model-specific, or unrelated.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:42617", + "right": "issue:45341", + "accept": false, + "reason": "Different failures: running 3d_parallel.py vs a small testing_utils bug; no shared code path." + }, + { + "left": "issue:43408", + "right": "issue:43742", + "accept": false, + "reason": "Different models and error sites: sam3 tracker type warning vs MobileLLM config/key loading error." + }, + { + "left": "issue:38617", + "right": "issue:41628", + "accept": false, + "reason": "Both are import errors, but for different missing symbols in different modules; not the same bug." + }, + { + "left": "issue:43122", + "right": "issue:46298", + "accept": false, + "reason": "Tokenizer output differences vs a noisy logging message; unrelated root causes." + }, + { + "left": "issue:45362", + "right": "issue:46328", + "accept": false, + "reason": "Qwen chat crash vs a SequenceFeatureExtractor.pad performance issue; different code paths." + }, + { + "left": "issue:42222", + "right": "issue:46178", + "accept": false, + "reason": "Different subsystems and failures: vitpose model breakage vs backend mapping error for tensorflow_text." + }, { "left": "issue:44877", "right": "issue:46231", "accept": false, - "reason": "Different problems: strict config loading vs a docs/parameter-name mismatch in set_training()." + "reason": "Strict config loading bug vs documentation mismatch; not the same concrete issue." }, { "left": "issue:39401", "right": "issue:46209", "accept": false, - "reason": "Tokenizer offset_mapping bug and FP8/B200 inference failure are unrelated code paths." + "reason": "Tokenizer offset mapping bug vs FP8 inference on B200; unrelated." }, { "left": "issue:44484", "right": "issue:45310", "accept": false, - "reason": "save_pretrained shard-size behavior is unrelated to Qwen3.5 MoE from_pretrained loading errors." + "reason": "Max shard size default question vs Qwen3.5 Moe from_pretrained error; different topics." }, { "left": "issue:42371", "right": "issue:44261", "accept": false, - "reason": "TF32 settings API warning and MLA layernorm epsilon precision issue are different bugs." + "reason": "TF32 API settings issue vs MLA layernorm epsilon precision bug; separate concerns." }, { "left": "issue:43937", "right": "issue:44496", "accept": false, - "reason": "GenerationConfig validation failure is not the same as an unrecognized-model/config.json error." + "reason": "GLM-5 GenerationConfig validation vs unrecognized Olmo-Hybrid model config; different loading/validation paths." }, { "left": "issue:44261", "right": "issue:46762", "accept": false, - "reason": "Different model internals and symptoms: MLA layernorm epsilon vs Minimax MSA numerical deviation." + "reason": "Both mention numerical differences, but they are different models with different mechanisms and fixes." + }, + { + "left": "issue:44933", + "right": "issue:45278", + "accept": false, + "reason": "Both are import-related, but 44933 is a specific missing import while 45278 is a broader upgrade regression; not the same bug." }, { "left": "issue:42371", "right": "issue:46617", "accept": false, - "reason": "TF32 API guidance and trust_remote_code cache FileNotFoundError are unrelated." + "reason": "TF32 behavior settings vs trust_remote_code cache FileNotFoundError; unrelated." }, { "left": "issue:44410", "right": "issue:45478", "accept": false, - "reason": "Missing qwen3next projections and Qwen3.5-Moe from_pretrained loading errors are different model-specific bugs." + "reason": "Different Qwen variants and different failures: missing projections vs from_pretrained error." }, { - "left": "issue:44933", - "right": "issue:45278", + "left": "issue:44075", + "right": "issue:45656", "accept": false, - "reason": "Both are import-related, but one is a specific missing image_utils import and the other is a broad upgrade regression; not the same defect." + "reason": "Both are optimizer-related, but one is unused SGD args and the other is a double optimizer step with deepspeed." }, { "left": "issue:38617", "right": "issue:44220", "accept": false, - "reason": "ImportError for layer_type_validation is unrelated to _torch_extract_fbank_features()." - }, - { - "left": "issue:44075", - "right": "issue:45656", - "accept": false, - "reason": "Both involve optimization, but SGD args being ignored is not the same as the optimizer step being called twice under deepspeed." + "reason": "ImportError from configuration_utils vs an audio feature extraction issue; not the same path." }, { "left": "issue:43208", "right": "issue:46894", "accept": false, - "reason": "xLSTM training blockers and CohereASR double-shift loss bug are unrelated." + "reason": "Different model families and different training bugs; only superficial training-loss similarity." }, { "left": "issue:43066", "right": "issue:43122", "accept": false, - "reason": "Both concern tokenization/version changes, but wrong decoder type and altered tokenization are different concrete bugs." + "reason": "Related tokenizer regressions, but one is decoder type selection and the other is a tokenization behavior change; not mergeable as one bug." }, { "left": "issue:44263", "right": "issue:44485", "accept": false, - "reason": "GlmMoeDsaIndexer torch.split behavior and GLM-5 RoPE implementation are separate code paths." + "reason": "Different GLM bugs: torch.split return handling vs RoPE implementation." }, { "left": "issue:43097", "right": "issue:44493", "accept": false, - "reason": "Missing tie_embeddings_and_encoder_decoder deprecation indication and unexpected position-id keys are different migration issues." + "reason": "Removed config flag vs unexpected state-dict keys with position ids; different underlying 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; not one fixable bug." - }, - { - "left": "issue:43673", - "right": "issue:45341", - "accept": false, - "reason": "Generation cache/chunked_prefill and a testing_utils bug are unrelated." + "reason": "Same chat/completions surface, but different failures and models; not the same concrete bug." }, { - "left": "issue:42222", - "right": "issue:45542", + "left": "issue:44077", + "right": "issue:46981", "accept": false, - "reason": "VitPose model breakage and TensorBoard-without-TensorFlow backend errors are unrelated." + "reason": "PatchTSMixer post_init restriction vs AutoProcessor 429 retry behavior; unrelated." }, { - "left": "issue:44077", - "right": "issue:46981", + "left": "issue:43673", + "right": "issue:45341", "accept": false, - "reason": "Optional post_init for patchtsmixer and repeated 429 retries in AutoProcessor are unrelated." + "reason": "Generation cache issue vs a testing_utils bug; no common code path." }, { "left": "issue:43931", "right": "issue:44410", "accept": false, - "reason": "Qwen3-VL weight-shape mismatch and qwen3next missing projections are different model-loading failures." + "reason": "Qwen3-VL weight shape mismatch vs qwen3next missing projections; different model-loading/architecture problems." }, { "left": "issue:41628", "right": "issue:45071", "accept": false, - "reason": "AutoImageProcessor import failure and PretrainedConfig type-checking regression are unrelated." + "reason": "ImportError for AutoImageProcessor vs PreTrainedConfig type checking regression; different breakages." }, { "left": "issue:45071", "right": "issue:45542", "accept": false, - "reason": "PretrainedConfig type checking and undefined tf backend handling are different issues." - }, - { - "left": "issue:43874", - "right": "issue:44261", - "accept": false, - "reason": "Missing get_number_of_image_patches and missing rms_norm_eps are separate multimodal/model-internal bugs." + "reason": "Type-checking regression vs backend-mapping TensorFlow error; unrelated." }, { "left": "issue:44484", "right": "issue:45478", "accept": false, - "reason": "Both are loading-related, but save_pretrained shard sizing is not the same as Qwen3.5 MoE from_pretrained failure." - }, - { - "left": "issue:44263", - "right": "issue:46172", - "accept": false, - "reason": "torch.split return-value handling and deepseek-v4 transpose behavior are unrelated." - }, - { - "left": "issue:44360", - "right": "issue:46172", - "accept": false, - "reason": "Missing ReLU in the DSA indexer and deepseek-v4 comb transpose are different bugs." + "reason": "Max_shard_size default question vs Qwen3.5 Moe loading error; not the same issue." }, { - "left": "issue:27957", - "right": "issue:43352", + "left": "issue:43931", + "right": "issue:44038", "accept": false, - "reason": "Different models and different Flash Attention 2 support gaps; not the same bug." + "reason": "Same broad Qwen/VL area, but different model variants and failure modes; too different to merge." }, { - "left": "issue:43012", - "right": "issue:43577", + "left": "issue:43874", + "right": "issue:44261", "accept": false, - "reason": "PyTorch precision warning during compile and Blip2 dtype propagation are different dtype-related symptoms, not one underlying fix." + "reason": "Different models and different bugs: missing image-processor method vs q_a_layernorm epsilon precision issue." } ] }, @@ -16537,14 +16533,15 @@ "component_index": 1, "component_count": 25, "review_unit_index": 54, - "review_unit_count": 60, + "review_unit_count": 61, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-503", + "cluster_id": "cluster-10000-504", "nodes": [ + "issue:27957", "issue:38617", "issue:42757", "issue:42886", @@ -16553,9 +16550,11 @@ "issue:43064", "issue:43097", "issue:43208", + "issue:43352", "issue:43441", "issue:43452", "issue:43531", + "issue:43577", "issue:43673", "issue:43873", "issue:43874", @@ -16567,6 +16566,7 @@ "issue:44263", "issue:44315", "issue:44351", + "issue:44360", "issue:44410", "issue:44484", "issue:44485", @@ -16586,15 +16586,16 @@ "issue:46369", "issue:46655", "issue:46664", - "issue:46701", - "issue:46710", "issue:46752", - "issue:46821", "issue:46897", "issue:46981" ], "soft_pairs": [ + "issue:27957|issue:43352", + "issue:43012|issue:43577", + "issue:44263|issue:46172", "issue:43441|issue:44829", + "issue:44360|issue:46172", "issue:43097|issue:43452", "issue:43986|issue:45341", "issue:45003|issue:45341", @@ -16604,235 +16605,238 @@ "issue:44117|issue:44987", "issue:43531|issue:45341", "issue:43874|issue:44263", - "issue:45440|issue:46172", "issue:43097|issue:45588", "issue:43673|issue:46123", + "issue:45440|issue:46172", "issue:44410|issue:45375", "issue:43986|issue:45372", - "issue:44038|issue:44410", "issue:43097|issue:46050", + "issue:44038|issue:44410", "issue:38617|issue:42757", "issue:43064|issue:44315", "issue:43208|issue:46897", "issue:43986|issue:44484", - "issue:46655|issue:46664", "issue:46298|issue:46752", - "issue:46172|issue:46710", + "issue:46655|issue:46664", "issue:42890|issue:46298", "issue:44062|issue:44117", "issue:43097|issue:43873", - "issue:38617|issue:44351", - "issue:43012|issue:46821", - "issue:44117|issue:46701" + "issue:38617|issue:44351" ], - "prepared_review_unit_hash": "a37dfa948ff02fbf3a5cbaea32be2915645a64fcd48931dd1c148fc57a852153", + "prepared_review_unit_hash": "2bb94a2150cd9a27f416e07bf998c8cedd51a072f1c7feff6cb4d3473c09e932", "component_budget": { - "node_count": 503, - "item_count": 503, - "soft_pair_count": 1852, - "serialized_chars": 960429, - "estimated_input_tokens": 240108, - "estimated_eval_tokens": 480472 + "node_count": 504, + "item_count": 504, + "soft_pair_count": 1853, + "serialized_chars": 961383, + "estimated_input_tokens": 240346, + "estimated_eval_tokens": 480948 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 30, - "serialized_chars": 36037, - "estimated_input_tokens": 9010, - "estimated_eval_tokens": 18276 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36848, + "estimated_input_tokens": 9212, + "estimated_eval_tokens": 18680 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is highly heterogeneous: the soft-similarity pairs are mostly lexical matches, not true duplicates. I rejected all candidate edges. If a single issue must serve as the best representative, 43873 is the most central by discussion and inbound references, but it does not unify the rest of the set.", - "confidence": 0.94, - "canonical_issue_reason": "No clear canonical duplicate target: the issues cover many unrelated bugs, so a single issue does not represent the cluster well.", + "summary": "The cluster is highly heterogeneous: the proposed soft matches mostly share only broad themes like Flash Attention, loading, or dtype handling, but they describe different concrete bugs and code paths. No pull requests are present; issue 43097 is the best available anchor because it is one of the more central v5-regression reports and has inbound references.", + "confidence": 0.84, + "canonical_issue_reason": "Issue 43097 is the closest thing to a central anchor: it has inbound references and represents a broad v5 API-regression class, unlike the many one-off model-specific reports around it.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43873 has the strongest activity and external references, making it the best standalone anchor, but it is not a duplicate hub for the other items.", + "best_issue_reason": "Issue 43097 is the strongest representative issue in this noisy set because it is comparatively broad and externally referenced.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:27957", + "right": "issue:43352", + "accept": false, + "reason": "Both mention Flash Attention 2 support, but they concern different models and likely different model-specific integration paths." + }, + { + "left": "issue:43012", + "right": "issue:43577", + "accept": false, + "reason": "Both are dtype-related, but one is a PyTorch precision warning during compilation and the other is BLIP2 loading leaving dtypes at float32." + }, + { + "left": "issue:44263", + "right": "issue:46172", + "accept": false, + "reason": "Different DeepSeek/GLM tensor-shape or indexing bugs; same general area, but not the same concrete defect." + }, { "left": "issue:43441", "right": "issue:44829", "accept": false, - "reason": "Both mention attention, but they are different bugs in different models and code paths." + "reason": "Both involve Flash Attention, but one is model support failure and the other is a degenerate-training bug in sequence classification." + }, + { + "left": "issue:44360", + "right": "issue:46172", + "accept": false, + "reason": "A missing ReLU in the DSA indexer is unrelated to the deepseek-v4 tensor transpose issue." }, { "left": "issue:43097", "right": "issue:43452", "accept": false, - "reason": "One is about a removed API in v5; the other is a gguf loading failure. Same ecosystem, different defects." + "reason": "One is a removed config flag in v5; the other is a gguf_file loading breakage in AutoTokenizer/AutoModelForCausalLM." }, { "left": "issue:43986", "right": "issue:45341", "accept": false, - "reason": "Video processor dependency crash vs a testing_utils bug; unrelated failure modes." + "reason": "A video-model AutoProcessor crash without torchvision is unrelated to a testing utility bug." }, { "left": "issue:45003", "right": "issue:45341", "accept": false, - "reason": "sys.modules access in modeling_utils is unrelated to the testing_utils issue." + "reason": "Unsafe sys.modules access in modeling_utils is a different code-path problem from a small testing_utils bug." }, { "left": "issue:42886", "right": "issue:46981", "accept": false, - "reason": "Offline cache loading and repeated 429 retries are both network-related, but they are not the same bug." + "reason": "Both concern hub/network behavior, but one is offline cache loading and the other is repeated 429 retries via HF_ENDPOINT." }, { "left": "issue:44261", "right": "issue:44485", "accept": false, - "reason": "Different model-specific implementation issues: MLA layer norm precision vs RoPE behavior." + "reason": "A missing rms_norm_eps in MLA q_a_layernorm is unrelated to GLM-5 RoPE implementation details." }, { "left": "issue:45753", "right": "issue:46369", "accept": false, - "reason": "Different models and symptoms: infinite loop on one image vs memory overflow on sam3-litetext." + "reason": "An infinite loop on a specific Qwen3_5 image is not the same bug as SAM3 LiteText memory overflow." }, { "left": "issue:44117", "right": "issue:44987", "accept": false, - "reason": "Tokenizer mapping None and a physical-intelligence loading failure have different roots." + "reason": "A tokenizer mapping None-handling bug is different from the physical-intelligence/fast load failure." }, { "left": "issue:43531", "right": "issue:45341", "accept": false, - "reason": "Qwen3-MoE sliding window behavior is unrelated to the testing_utils bug." + "reason": "Qwen3-MoE sliding_window behavior is unrelated to a testing utility issue." }, { "left": "issue:43874", "right": "issue:44263", "accept": false, - "reason": "Both are GLM-related, but one is an image processor missing a method and the other is a torch.split indexing issue." - }, - { - "left": "issue:45440", - "right": "issue:46172", - "accept": false, - "reason": "Different DeepSeek model bugs with different concrete code paths." + "reason": "Missing get_number_of_image_patches in an image processor is unrelated to the torch.split return-value issue." }, { "left": "issue:43097", "right": "issue:45588", "accept": false, - "reason": "Removed tie_embeddings API and flash_attention s_aux=None crash are unrelated." + "reason": "A removed v5 config field and a flash_attention.py s_aux=None crash are different concrete failures." }, { "left": "issue:43673", "right": "issue:46123", "accept": false, - "reason": "Chunked prefill cache handling and final partial-batch masking are different pipeline bugs." + "reason": "Generation cache handling during chunked_prefill is unrelated to MaskGenerationPipeline\u2019s final-batch is_last bug." + }, + { + "left": "issue:45440", + "right": "issue:46172", + "accept": false, + "reason": "Both are DeepSeek-related, but they affect different model variants and different failing operations." }, { "left": "issue:44410", "right": "issue:45375", "accept": false, - "reason": "One is a missing projection in a model layer; the other is a config field being dropped." + "reason": "Missing attn projections in qwen3next is unrelated to a missing deepstack_visual_indexes config field." }, { "left": "issue:43986", "right": "issue:45372", "accept": false, - "reason": "Both are loading/import errors, but they involve different missing dependencies and different loaders." + "reason": "A missing torchvision dependency crash is unrelated to the mistral_common ReasoningEffort import error." }, { - "left": "issue:44038", - "right": "issue:44410", + "left": "issue:43097", + "right": "issue:46050", "accept": false, - "reason": "Same broad Qwen family, but different models and distinct implementation faults." + "reason": "Removing a config flag in v5 is unrelated to sinq quantization save/load breakage." }, { - "left": "issue:43097", - "right": "issue:46050", + "left": "issue:44038", + "right": "issue:44410", "accept": false, - "reason": "API removal and quantized save/load corruption are not the same underlying bug." + "reason": "A Qwen3-VL-Moe bug and a qwen3next projection bug are different model-specific problems." }, { "left": "issue:38617", "right": "issue:42757", "accept": false, - "reason": "Both are ImportErrors, but for different symbols from different modules." + "reason": "Both are import errors, but they involve different symbols and different dependency breakages." }, { "left": "issue:43064", "right": "issue:44315", "accept": false, - "reason": "Training optimizer-state corruption under FSDP2/PEFT is unrelated to model_init not applying Liger Kernel." + "reason": "Wrong optimizer states under FSDP2+PEFT+cpu_ram_efficient_loading is unrelated to Liger Kernel not being applied with model_init." }, { "left": "issue:43208", "right": "issue:46897", "accept": false, - "reason": "Different models and defects: xLSTM training blockers vs Florence2 training-loss shifting." + "reason": "xLSTM training blockers and a Florence2 double-shift loss bug are different model/training defects." }, { "left": "issue:43986", "right": "issue:44484", "accept": false, - "reason": "Video-model dependency failure and save_pretrained shard-size behavior are unrelated." - }, - { - "left": "issue:46655", - "right": "issue:46664", - "accept": false, - "reason": "Both are SmolVLM video-processor bugs, but one is padding math and the other is num_frames semantics." + "reason": "A processor-loading crash without torchvision is unrelated to the max_shard_size default question." }, { "left": "issue:46298", "right": "issue:46752", "accept": false, - "reason": "Noisy logging and empty-list chat template IndexError are unrelated." + "reason": "Noisy logging and an empty-list apply_chat_template IndexError are unrelated." }, { - "left": "issue:46172", - "right": "issue:46710", + "left": "issue:46655", + "right": "issue:46664", "accept": false, - "reason": "Different DeepSeek-related issues with different symptoms and code paths." + "reason": "Both are SmolVLM video-processor issues, but one is padding calculation and the other is num_frames semantics." }, { "left": "issue:42890", "right": "issue:46298", "accept": false, - "reason": "Missing set_seed in a model test is unrelated to a noisy logging message." + "reason": "Missing set_seed in integration tests is unrelated to a logging-message issue." }, { "left": "issue:44062", "right": "issue:44117", "accept": false, - "reason": "Tokenizer AddedToken argument duplication and TOKENIZER_MAPPING_NAMES None are different bugs." + "reason": "An AddedToken keyword collision is not the same as TOKENIZER_MAPPING_NAMES returning None." }, { "left": "issue:43097", "right": "issue:43873", "accept": false, - "reason": "API removal and quantization offloading behavior are unrelated." - }, - { - "left": "issue:38617", - "right": "issue:44351", - "accept": false, - "reason": "Both are import errors, but for different missing exports and different contexts." - }, - { - "left": "issue:43012", - "right": "issue:46821", - "accept": false, - "reason": "bfloat16 compile warnings and a TimesFM window_size AttributeError are unrelated." + "reason": "A v5 config removal and an offloading/quantization behavior bug are different issues." }, { "left": "issue:44117", - "right": "issue:46701", + "right": "issue:44987", "accept": false, - "reason": "Tokenizer mapping assumptions and a DiffusionGemma pipeline failure do not share the same bug." + "reason": "A tokenizer mapping assumption bug and a physical-intelligence/fast load failure are not the same underlying defect." } ] }, @@ -16848,16 +16852,15 @@ "component_index": 1, "component_count": 25, "review_unit_index": 55, - "review_unit_count": 60, + "review_unit_count": 61, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-503", + "cluster_id": "cluster-10000-504", "nodes": [ "issue:36683", - "issue:38617", "issue:42175", "issue:42490", "issue:42757", @@ -16869,10 +16872,8 @@ "issue:43208", "issue:43352", "issue:43502", - "issue:43526", "issue:43550", "issue:43582", - "issue:43618", "issue:43824", "issue:43825", "issue:43906", @@ -16881,13 +16882,12 @@ "issue:43992", "issue:44016", "issue:44077", + "issue:44117", "issue:44162", "issue:44222", "issue:44368", "issue:44380", - "issue:44483", "issue:44484", - "issue:44514", "issue:44655", "issue:44704", "issue:44936", @@ -16903,9 +16903,15 @@ "issue:46178", "issue:46298", "issue:46365", - "issue:46421" + "issue:46421", + "issue:46701", + "issue:46710", + "issue:46821" ], "soft_pairs": [ + "issue:46172|issue:46710", + "issue:43012|issue:46821", + "issue:44117|issue:46701", "issue:43502|issue:43992", "issue:44936|issue:46365", "issue:44704|issue:45103", @@ -16914,18 +16920,18 @@ "issue:43986|issue:44016", "issue:42907|issue:44655", "issue:42907|issue:45753", - "issue:43825|issue:44655", "issue:43012|issue:43550", + "issue:43825|issue:44655", "issue:45712|issue:46298", - "issue:43208|issue:43550", "issue:43012|issue:44368", + "issue:43208|issue:43550", "issue:43992|issue:44484", "issue:43352|issue:43976", "issue:43352|issue:44380", "issue:43066|issue:43906", - "issue:44162|issue:46172", "issue:43097|issue:46298", "issue:45584|issue:46365", + "issue:44162|issue:46172", "issue:44380|issue:46132", "issue:44077|issue:46365", "issue:44222|issue:45478", @@ -16934,238 +16940,228 @@ "issue:42175|issue:46365", "issue:42757|issue:43824", "issue:43064|issue:44380", - "issue:42490|issue:43012", - "issue:44483|issue:44514", - "issue:43208|issue:43526", - "issue:43618|issue:44380", - "issue:38617|issue:43502" + "issue:42490|issue:43012" ], - "prepared_review_unit_hash": "6786be931ea9b64416dedca6f8c151d54d9c5736b39fd294c94e7033406badaf", + "prepared_review_unit_hash": "028ba222028b140bbc882fd132e4cefb54e82f1fb62a8f8132c3f44379e60805", "component_budget": { - "node_count": 503, - "item_count": 503, - "soft_pair_count": 1852, - "serialized_chars": 960429, - "estimated_input_tokens": 240108, - "estimated_eval_tokens": 480472 + "node_count": 504, + "item_count": 504, + "soft_pair_count": 1853, + "serialized_chars": 961383, + "estimated_input_tokens": 240346, + "estimated_eval_tokens": 480948 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 33, - "serialized_chars": 37437, - "estimated_input_tokens": 9360, - "estimated_eval_tokens": 18976 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 32, + "serialized_chars": 36567, + "estimated_input_tokens": 9142, + "estimated_eval_tokens": 18540 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The set is heterogeneous: most pairs share only broad Transformers/package-loading vocabulary, not the same bug. No soft edge looks strong enough to merge. If a single issue must anchor the cluster, issue 43502 is the cleanest user-facing regression report among them.", - "confidence": 0.28, - "canonical_issue_reason": "Issue 43502 is the most concrete, broadly understandable runtime regression report in the set and a reasonable anchor, even though the cluster is not a true duplicate group.", + "summary": "The set is mostly unrelated Transformers issues rather than one duplicate cluster. I rejected every soft pair because they point to different models, APIs, or failure modes, and picked the most established issue as the representative canonical item.", + "confidence": 0.61, + "canonical_issue_reason": "issue:36683 has the strongest discussion signal and a concrete, reproducible runtime bug, making it the best representative target in this noisy set.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43502 is the best representative because it describes a clear, reproducible loading behavior bug with direct user impact.", + "best_issue_reason": "issue:36683 is the most prominent and clearly scoped issue here, so it is the safest canonical issue choice.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:46172", + "right": "issue:46710", + "accept": false, + "reason": "Different DeepSeek failures: a specific tensor cast/transpose bug vs an accuracy regression after upgrade." + }, + { + "left": "issue:43012", + "right": "issue:46821", + "accept": false, + "reason": "Unrelated problems: a bfloat16 warning during compile vs an AttributeError in TimesFM window_size handling." + }, + { + "left": "issue:44117", + "right": "issue:46701", + "accept": false, + "reason": "Tokenizer mapping fallback bug is unrelated to a DiffusionGemma pipeline output issue." + }, { "left": "issue:43502", "right": "issue:43992", "accept": false, - "reason": "Different failures: local_files_only network behavior vs a missing model weight in UMT5Encoder.from_pretrained." + "reason": "One is unwanted network access with local_files_only; the other is a missing UMT5 weight during load." }, { "left": "issue:44936", "right": "issue:46365", "accept": false, - "reason": "One is a train/evaluate lifecycle bug; the other is an import-time dependency conflict for Trainer." + "reason": "Trainer.evaluate failing after training is a different code path from failing to import Trainer due to datasets." }, { "left": "issue:44704", "right": "issue:45103", "accept": false, - "reason": "Different code paths: AutoProcessor kwargs forwarding vs docstring processing crash under future annotations." + "reason": "AutoProcessor kwargs forwarding is unrelated to the auto_docstring annotations crash." }, { "left": "issue:44380", "right": "issue:46421", "accept": false, - "reason": "Unrelated symptoms: GPT2 attention scaling under SDPA/FlashAttention vs cache lazy initialization with chunked prefill." + "reason": "GPT2 attention scaling is a model correctness bug; cache lazy init affects recompilation behavior." }, { "left": "issue:44938", "right": "issue:46178", "accept": false, - "reason": "Different root causes: Python 3.14 import/load failure vs an unsupported backend name in BACKENDS_MAPPING." + "reason": "Python 3.14 import failure is not the same as a backend-mapping error for tensorflow_text." }, { "left": "issue:43986", "right": "issue:44016", "accept": false, - "reason": "Video-model AutoProcessor import/runtime issue vs a notebook syntax error; not the same bug." + "reason": "Video model AutoProcessor import crash is unrelated to a notebook syntax error." }, { "left": "issue:42907", "right": "issue:44655", "accept": false, - "reason": "Saving dequantized Minstral/Devstral models is not the same as saving Pipeline objects." + "reason": "Saving dequantized Ministrals/Devstrals and saving Pipeline objects are different save_pretrained failures." }, { "left": "issue:42907", "right": "issue:45753", "accept": false, - "reason": "Saving a dequantized model and an infinite loop on a specific image are different failures." + "reason": "A save/load bug for dequantized models is unrelated to an image-specific Qwen3.5 infinite loop." }, { - "left": "issue:43825", - "right": "issue:44655", + "left": "issue:43012", + "right": "issue:44368", "accept": false, - "reason": "Error-message wording for pipeline translation support is unrelated to Pipeline save_pretrained support." + "reason": "PyTorch precision warning and tie_word_embeddings warning are distinct warning paths with different causes." }, { - "left": "issue:43012", - "right": "issue:43550", + "left": "issue:43825", + "right": "issue:44655", "accept": false, - "reason": "A bf16 precision warning is unrelated to a Bamba torch.compile/SDPA crash." + "reason": "Pipeline task messaging and Pipeline serialization are different bugs." }, { "left": "issue:45712", "right": "issue:46298", "accept": false, - "reason": "Repo hygiene/dummy class cleanup is not the same as a noisy logging message." + "reason": "Leftover dummy classes are a repo hygiene issue, not the same as a noisy logging message." }, { - "left": "issue:43208", - "right": "issue:43550", + "left": "issue:43012", + "right": "issue:44368", "accept": false, - "reason": "xLSTM training blockers and Bamba SDPA compile failures are different model-specific problems." + "reason": "These are separate warnings from different code paths; not the same underlying defect." }, { - "left": "issue:43012", - "right": "issue:44368", + "left": "issue:43208", + "right": "issue:43550", "accept": false, - "reason": "Precision-warning behavior is unrelated to the tie_word_embeddings warning in Qwen3.5 LoRA fine-tuning." + "reason": "xLSTM training blockers and Bamba torch.compile/SDPA failure are unrelated model-specific bugs." }, { "left": "issue:43992", "right": "issue:44484", "accept": false, - "reason": "Missing embed_tokens.weight on load is not the same as max_shard_size behavior in save_pretrained." + "reason": "Missing embed_tokens weight on load is not about the 50GB shard-size default." }, { "left": "issue:43352", "right": "issue:43976", "accept": false, - "reason": "Flash Attention support gating for Nemotron is unrelated to a Python version compatibility regression." + "reason": "Flash Attention support gating for Nemotron is unrelated to Python-version import compatibility." }, { "left": "issue:43352", "right": "issue:44380", "accept": false, - "reason": "Nemotron Flash Attention unsupported vs GPT2 attention scaling ignored under backend changes are different bugs." + "reason": "Different models and different issues: unsupported FA2 vs ignored attention scaling config." }, { "left": "issue:43066", "right": "issue:43906", "accept": false, - "reason": "Wrong tokenizer decoder type and an isolated reproduction of another issue are not the same concrete problem." - }, - { - "left": "issue:44162", - "right": "issue:46172", - "accept": false, - "reason": "ESM2 breakage and a DeepSeek dtype/transpose bug affect different code paths." + "reason": "Tokenizer decoder type mismatch is not the same as an isolated reproduction of another external issue." }, { "left": "issue:43097", "right": "issue:46298", "accept": false, - "reason": "A removed config attribute warning/behavior is unrelated to a noisy logging message." + "reason": "Removed config API and a noisy log line are unrelated changes." }, { "left": "issue:45584", "right": "issue:46365", "accept": false, - "reason": "Whisper empty-transcription failure is unrelated to importing Trainer while datasets is installed." + "reason": "Whisper empty transcription failure is unrelated to importing Trainer with datasets installed." + }, + { + "left": "issue:44162", + "right": "issue:46172", + "accept": false, + "reason": "ESM2 breakage and DeepSeek tensor conversion bug are different model failures." }, { "left": "issue:44380", "right": "issue:46132", "accept": false, - "reason": "GPT2 backend-specific attention scaling and AttentionInterface.register behavior changes are different issues." + "reason": "Attention scaling being ignored is not the same as register() changing behavior." }, { "left": "issue:44077", "right": "issue:46365", "accept": false, - "reason": "PatchTSMixer post_init policy and Trainer import conflict are unrelated." + "reason": "PatchTSMixer post_init validation is unrelated to a Trainer import conflict." }, { "left": "issue:44222", "right": "issue:45478", "accept": false, - "reason": "Both mention MoE, but one is FP8 save_pretrained and the other is a Qwen3.5 MoE from_pretrained error; different directions and likely different fixes." + "reason": "FP8 save_pretrained MoE and Qwen3.5 MoE from_pretrained errors are different code paths and failure modes." }, { "left": "issue:36683", "right": "issue:43582", "accept": false, - "reason": "Gemma3Config missing vocab_size is unrelated to an Apple Silicon caching allocator TypeError." + "reason": "Gemma3Config missing vocab_size is unrelated to Apple Silicon caching_allocator_warmup TypeError." }, { "left": "issue:44380", "right": "issue:45479", "accept": false, - "reason": "Attention backend config regression is unrelated to zero-loss sequence classification behavior." + "reason": "Attention scaling config being ignored is not the same as a degenerate zero-loss classification bug." }, { "left": "issue:42175", "right": "issue:46365", "accept": false, - "reason": "TensorFlow not being included in a torch install extra is a packaging issue, not a Trainer import conflict with datasets." + "reason": "TensorFlow missing from a torch install extra is unrelated to a Trainer import failure caused by datasets." }, { "left": "issue:42757", "right": "issue:43824", "accept": false, - "reason": "Both are ImportErrors, but for different missing symbols from different libraries and code paths." + "reason": "These are different import errors from different packages: huggingface_hub vs transformers model class export." }, { "left": "issue:43064", "right": "issue:44380", "accept": false, - "reason": "FSDP2/PEFT optimizer-state corruption is unrelated to GPT2 attention scaling under SDPA/FlashAttention." + "reason": "Distributed optimizer-state corruption is unrelated to GPT2 attention scaling behavior." }, { "left": "issue:42490", "right": "issue:43012", "accept": false, - "reason": "Local-path trailing-slash warning and bf16 precision warning are different loading/runtime warnings." - }, - { - "left": "issue:44483", - "right": "issue:44514", - "accept": false, - "reason": "Chat completions API rejection and Qwen2.5 VL processor batching crash are different request-processing bugs." - }, - { - "left": "issue:43208", - "right": "issue:43526", - "accept": false, - "reason": "xLSTM training blockers and BeitImageProcessorFast reduce_labels truncation are unrelated." - }, - { - "left": "issue:43618", - "right": "issue:44380", - "accept": false, - "reason": "CLIPOutput attentions assignment regression is not the same as GPT2 attention scaling under backend changes." - }, - { - "left": "issue:38617", - "right": "issue:43502", - "accept": false, - "reason": "Missing layer_type_validation import and local_files_only network requests are unrelated regressions." + "reason": "Local path slash import warning and bfloat16 precision warning are unrelated." } ] }, @@ -17181,19 +17177,19 @@ "component_index": 1, "component_count": 25, "review_unit_index": 56, - "review_unit_count": 60, + "review_unit_count": 61, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-503", + "cluster_id": "cluster-10000-504", "nodes": [ "issue:29870", - "issue:33453", "issue:36010", "issue:36296", "issue:36683", + "issue:38617", "issue:42757", "issue:42994", "issue:43010", @@ -17202,7 +17198,9 @@ "issue:43299", "issue:43352", "issue:43475", + "issue:43502", "issue:43525", + "issue:43526", "issue:43611", "issue:43618", "issue:43756", @@ -17216,15 +17214,14 @@ "issue:44077", "issue:44230", "issue:44355", + "issue:44380", "issue:44483", "issue:44485", "issue:44492", + "issue:44514", "issue:44625", "issue:44655", - "issue:44855", - "issue:44908", "issue:44938", - "issue:45071", "issue:45216", "issue:45276", "issue:45278", @@ -17235,14 +17232,17 @@ "issue:46082", "issue:46365", "issue:46829", - "issue:46851", "issue:46877" ], "soft_pairs": [ - "issue:43618|issue:43761", + "issue:44483|issue:44514", + "issue:43618|issue:44380", + "issue:38617|issue:43502", + "issue:43208|issue:43526", "issue:43756|issue:44485", - "issue:42994|issue:44655", + "issue:43618|issue:43761", "issue:44038|issue:44230", + "issue:42994|issue:44655", "issue:36010|issue:42757", "issue:43299|issue:43867", "issue:45276|issue:46077", @@ -17266,232 +17266,228 @@ "issue:43064|issue:44492", "issue:43010|issue:45278", "issue:44075|issue:46365", - "issue:43992|issue:45310", - "issue:44908|issue:46851", - "issue:29870|issue:33453", - "issue:44938|issue:45071", - "issue:44355|issue:44855" + "issue:43992|issue:45310" ], - "prepared_review_unit_hash": "7bb098eb0a474b36ed97d7c9a11f847191bb7e24fa97dd2454a37ef627a1efd5", + "prepared_review_unit_hash": "e52b0e88f8e462cdce254b2f3e28bc66d40132922dde9ccef6deb5a9f8daa02d", "component_budget": { - "node_count": 503, - "item_count": 503, - "soft_pair_count": 1852, - "serialized_chars": 960429, - "estimated_input_tokens": 240108, - "estimated_eval_tokens": 480472 + "node_count": 504, + "item_count": 504, + "soft_pair_count": 1853, + "serialized_chars": 961383, + "estimated_input_tokens": 240346, + "estimated_eval_tokens": 480948 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 32, - "serialized_chars": 36903, - "estimated_input_tokens": 9226, - "estimated_eval_tokens": 18708 + "serialized_chars": 36960, + "estimated_input_tokens": 9240, + "estimated_eval_tokens": 18736 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a loose mix of Transformers v5 regressions, model-loading/config bugs, and a few unrelated feature/behavior reports. The soft pairs are mostly same subsystem but not the same concrete bug, so none should be merged as duplicates.", - "confidence": 0.39, - "canonical_issue_reason": "issue:45278 is the broadest representative of the cluster\u2019s recurring v5 upgrade/import regression theme, though it is not a true duplicate of the other items.", + "summary": "This set is mostly a grab-bag of unrelated bugs that only share broad topical similarity (imports, config attributes, loading/saving, model-specific regressions). None of the proposed soft pairs look like true duplicates.", + "confidence": 0.95, + "canonical_issue_reason": "issue:36683 is the most connected item in the similarity graph, but its links are only superficial \"missing config attribute\" lookalikes; the cluster is not a true duplicate group.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45278 is the best cluster anchor because it captures the widest cross-cutting failure pattern here: post-upgrade import/load breakage.", + "best_issue_reason": "issue:36683 is the best standalone representative by connectivity, but it should not be treated as a duplicate of the others because the underlying bugs differ.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44483", + "right": "issue:44514", + "accept": false, + "reason": "Different failures: chat/completions request validation vs batched chat template crash with tool calls." + }, { "left": "issue:43618", - "right": "issue:43761", + "right": "issue:44380", + "accept": false, + "reason": "Both mention attention, but one is CLIP attentions output regression and the other is GPT2 attention scaling under SDPA/FlashAttention." + }, + { + "left": "issue:38617", + "right": "issue:43502", + "accept": false, + "reason": "ImportError for a removed symbol vs network requests despite local_files_only=True; unrelated code paths." + }, + { + "left": "issue:43208", + "right": "issue:43526", "accept": false, - "reason": "Both are CLIP regressions, but one is missing attentions assignment while the other returns hidden_states=None; different code paths and symptoms." + "reason": "xLSTM training bugs vs BeitImageProcessorFast label reduction bug; no shared underlying defect." }, { "left": "issue:43756", "right": "issue:44485", "accept": false, - "reason": "Both mention RoPE, but one is a Smollm3 layer-count bug and the other is a GLM-5 RoPE implementation discussion; not the same defect." + "reason": "Smollm3 RoPE-layer drop bug vs a GLM-5 RoPE implementation discussion; not the same issue." }, { - "left": "issue:42994", - "right": "issue:44655", + "left": "issue:43618", + "right": "issue:43761", "accept": false, - "reason": "Quantized model save failure vs pipeline save_pretrained failure; both involve saving, but they are distinct serialization problems." + "reason": "Both are CLIP regressions, but one loses attentions and the other loses hidden_states; different outputs/code paths." }, { "left": "issue:44038", "right": "issue:44230", "accept": false, - "reason": "One is a Qwen3-VL-Moe loading bug in v5, the other is fp8 inference support for Qwen3-VL/Qwen3.5 MoE; feature/support issue, not same bug." + "reason": "Qwen3-VL-Moe loading bug vs fp8 inference support request; different change requests." + }, + { + "left": "issue:42994", + "right": "issue:44655", + "accept": false, + "reason": "Quantized model save failure vs Pipeline save_pretrained serialization; distinct save flows." }, { "left": "issue:36010", "right": "issue:42757", "accept": false, - "reason": "Different import errors from different packages: GenerationMixin in transformers vs is_offline_mode in huggingface_hub." + "reason": "Different import failures: GenerationMixin vs is_offline_mode." }, { "left": "issue:43299", "right": "issue:43867", "accept": false, - "reason": "Both are loading failures, but one is specific to Qwen3VL-Moe in v5 and the other is a generic state_dict ordering issue." + "reason": "Qwen3VL-Moe loading regression vs state_dict-sorted model loading error; not the same bug." }, { "left": "issue:45276", "right": "issue:46077", "accept": false, - "reason": "Different Gemma4 bugs: embedding resize propagation vs bidirectional attention still using causal masks." + "reason": "resize_token_embeddings behavior in Gemma4 vs incorrect causal attention mask construction; unrelated model logic." }, { "left": "issue:44625", "right": "issue:46365", "accept": false, - "reason": "Unrelated problems: Qwen3.5 label propagation vs Trainer import failing due to datasets interaction." + "reason": "Qwen3.5 num_labels propagation issue vs Trainer import blocked by datasets; completely different problems." }, { "left": "issue:44483", "right": "issue:45290", "accept": false, - "reason": "Chat/completions request rejection is not the same as apply_chat_template crashing on tool-call assistant messages." + "reason": "Chat completions request rejection vs apply_chat_template crash on assistant tool-call messages." }, { "left": "issue:43611", "right": "issue:44655", "accept": false, - "reason": "Model loading with base_model_prefix regression vs pipeline save_pretrained serialization; different failure modes." + "reason": "base_model_prefix loading regression vs Pipeline save_pretrained; different mechanisms and symptoms." }, { "left": "issue:43352", "right": "issue:43937", "accept": false, - "reason": "Flash-Attn2 unsupported on NemotronHForCausalLM is unrelated to GLM-5 GenerationConfig validation errors." + "reason": "Flash Attention 2 unsupported for NemotronH vs invalid GenerationConfig for GLM-5." }, { "left": "issue:36683", "right": "issue:43475", "accept": false, - "reason": "Different missing-attribute bugs on different model families: Gemma3 vocab_size vs SAM 3 Video fpn_position_embeddings." + "reason": "Missing vocab_size on Gemma3Config vs missing fpn_position_embeddings on SAM3 output; both are missing-attribute errors but not the same bug." }, { "left": "issue:44355", "right": "issue:46877", "accept": false, - "reason": "Compiled-Python import errors are unrelated to auto_docstring printing doc-lint diagnostics at import time." + "reason": "Compiled Python file loading errors vs auto_docstring printing diagnostics at import time." }, { "left": "issue:44655", "right": "issue:46050", "accept": false, - "reason": "Both touch save_pretrained, but one is pipeline serialization and the other is quantized sinq round-trip breakage." + "reason": "Pipeline save_pretrained failure vs quantized model save_pretrained/from_pretrained corruption; different serialization paths." }, { "left": "issue:44625", "right": "issue:46077", "accept": false, - "reason": "Different Qwen3.5 num_labels propagation issue vs Gemma4 attention-mask bug." + "reason": "num_labels propagation bug vs bidirectional attention mask bug; no shared code-path problem." }, { "left": "issue:36683", "right": "issue:44077", "accept": false, - "reason": "Gemma3Config missing vocab_size is unrelated to patchtsmixer post_init policy." + "reason": "Gemma3Config missing vocab_size vs patchtsmixer post_init policy change; unrelated issues." }, { "left": "issue:43976", "right": "issue:44938", "accept": false, - "reason": "Both are Python-version compatibility reports, but they concern different versions and different breakages." + "reason": "Python version compatibility/load failure, but for different versions and different failure modes." }, { "left": "issue:43867", "right": "issue:45216", "accept": false, - "reason": "Generic state_dict sorting load issue vs Qwen3.5 checkpoint save correctness regression; not the same bug." + "reason": "State-dict sorting load error vs incorrect saved checkpoint for Qwen3.5; different loading/saving bugs." }, { "left": "issue:46077", "right": "issue:46082", "accept": false, - "reason": "Gemma4 attention-mask behavior and LlamaConfig head_dim validation are unrelated config/runtime issues." + "reason": "Gemma4 causal mask bug vs LlamaConfig head_dim validation; unrelated config behavior." }, { "left": "issue:43618", "right": "issue:45216", "accept": false, - "reason": "CLIP attentions assignment regression is unrelated to Qwen3.5 checkpoint save_pretrained correctness." + "reason": "CLIP attentions regression vs Qwen3.5 checkpoint save regression; no overlap beyond generic v5 regression context." }, { "left": "issue:43208", "right": "issue:46829", "accept": false, - "reason": "xLSTM training blockers and VideoPrism output-field corruption are different model-specific bugs." + "reason": "xLSTM training blockers vs VideoPrism hidden_states assignment bug; different subsystems and failures." }, { "left": "issue:36683", "right": "issue:43525", "accept": false, - "reason": "Both are missing config attributes, but for different models and different attributes, so not a duplicate." + "reason": "Gemma3Config missing vocab_size vs Llama4Config missing pad_token_id; both config attributes, but not the same model or defect." }, { "left": "issue:36683", "right": "issue:44625", "accept": false, - "reason": "Different Gemma3 vs Qwen3.5 config propagation bugs; same broad area, not same underlying defect." + "reason": "Missing vocab_size vs num_labels propagation; superficially similar config issues, but different fields and code paths." }, { "left": "issue:29870", "right": "issue:36296", "accept": false, - "reason": "Bart generate decoder_attention_mask UnboundLocalError is unrelated to the tensor-parallel training bug." + "reason": "BART generate decoder_attention_mask UnboundLocalError vs tensor-parallel training bug; unrelated failures." }, { "left": "issue:43064", "right": "issue:44492", "accept": false, - "reason": "Optimizer state corruption under FSDP2/PEFT is unrelated to a typo in cache strategies." + "reason": "Optimizer state/parameter mismatch in FSDP2/PEFT vs a typo in cache strategies." }, { "left": "issue:43010", "right": "issue:45278", "accept": false, - "reason": "Cache/layer update no_grad behavior is unrelated to broad import failures after upgrading to 5.5.0." + "reason": "Decorator needed for cache update vs broad import errors after upgrade; not the same underlying bug." }, { "left": "issue:44075", "right": "issue:46365", "accept": false, - "reason": "SGD argument handling and Trainer import failure are unrelated issues." + "reason": "SGD args being ignored vs inability to import Trainer due to datasets; different problems." }, { "left": "issue:43992", "right": "issue:45310", "accept": false, - "reason": "Both involve from_pretrained on Qwen3.5/UMT5, but they describe different missing-weight/loading failures." - }, - { - "left": "issue:44908", - "right": "issue:46851", - "accept": false, - "reason": "Scheduler kwargs being ignored is unrelated to variable-length position_ids behavior in Qwen3.5." - }, - { - "left": "issue:29870", - "right": "issue:33453", - "accept": false, - "reason": "Bart generate mask bug is unrelated to the tokenizer-loading regression." - }, - { - "left": "issue:44938", - "right": "issue:45071", - "accept": false, - "reason": "Python 3.14 load failure and PretrainedConfig type-checking breakage are separate regressions." - }, - { - "left": "issue:44355", - "right": "issue:44855", - "accept": false, - "reason": "Compiled-file import errors are unrelated to the DebertaV2Model/@torch.jit.script parsing issue on Python 3.13." + "reason": "UMT5Encoder missing embed_tokens.weight vs Qwen3.5 MoE from_pretrained error; different model-loading regressions." } ] }, @@ -17507,16 +17503,16 @@ "component_index": 1, "component_count": 25, "review_unit_index": 57, - "review_unit_count": 60, + "review_unit_count": 61, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-503", + "cluster_id": "cluster-10000-504", "nodes": [ "issue:28282", - "issue:30333", + "issue:29870", "issue:33453", "issue:36296", "issue:36683", @@ -17525,15 +17521,12 @@ "issue:42898", "issue:43010", "issue:43064", - "issue:43065", "issue:43502", "issue:43575", - "issue:43576", "issue:43618", "issue:43723", "issue:43824", "issue:43867", - "issue:43874", "issue:43976", "issue:43992", "issue:44062", @@ -17543,12 +17536,15 @@ "issue:44246", "issue:44355", "issue:44360", - "issue:44387", + "issue:44393", "issue:44485", "issue:44556", "issue:44734", - "issue:44749", + "issue:44855", + "issue:44908", + "issue:44938", "issue:44964", + "issue:45071", "issue:45125", "issue:45357", "issue:45375", @@ -17557,20 +17553,26 @@ "issue:45561", "issue:45600", "issue:45850", - "issue:46132", "issue:46202", "issue:46285", "issue:46617", - "issue:46664" + "issue:46664", + "issue:46851", + "issue:47000" ], "soft_pairs": [ + "issue:44908|issue:46851", + "issue:44393|issue:47000", + "issue:44938|issue:45071", + "issue:29870|issue:33453", + "issue:44355|issue:44855", "issue:43867|issue:46202", "issue:36683|issue:43064", "issue:43867|issue:45375", "issue:42890|issue:45561", + "issue:41669|issue:44246", "issue:43010|issue:45850", "issue:36296|issue:43575", - "issue:41669|issue:44246", "issue:43618|issue:44077", "issue:43010|issue:43976", "issue:43867|issue:45357", @@ -17587,236 +17589,210 @@ "issue:43723|issue:44556", "issue:44222|issue:45125", "issue:43824|issue:46617", - "issue:43502|issue:44485", - "issue:43874|issue:46617", - "issue:43010|issue:43065", - "issue:44387|issue:44556", - "issue:43576|issue:46132", - "issue:45125|issue:45478", - "issue:30333|issue:33453", - "issue:44355|issue:44749", - "issue:45125|issue:45375" + "issue:43502|issue:44485" ], - "prepared_review_unit_hash": "69869f32b12ab450f0de62f3639a0df6021b4fb19047cd8bdd40e99a31ccc6d6", + "prepared_review_unit_hash": "e34057875b81a39da19916e32296e57abda17ca20baa909a2d9635dc4eb46db2", "component_budget": { - "node_count": 503, - "item_count": 503, - "soft_pair_count": 1852, - "serialized_chars": 960429, - "estimated_input_tokens": 240108, - "estimated_eval_tokens": 480472 + "node_count": 504, + "item_count": 504, + "soft_pair_count": 1853, + "serialized_chars": 961383, + "estimated_input_tokens": 240346, + "estimated_eval_tokens": 480948 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 32, - "serialized_chars": 36431, - "estimated_input_tokens": 9108, - "estimated_eval_tokens": 18472 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36070, + "estimated_input_tokens": 9018, + "estimated_eval_tokens": 18292 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These are mostly thematically similar Transformers regressions, but not duplicate-level matches. The soft pairs share broad vocabulary like v5 regressions, loading, tokenizer/model issues, or CI failures, yet each points to a different concrete code path or subsystem.", - "confidence": 0.91, - "canonical_issue_reason": "issue:45850 is the broadest umbrella in the set and most representative of the recurring \u201cv5 breaks models/regressions\u201d theme, though it is still too vague to be a precise duplicate target.", + "summary": "All proposed soft edges look like false positives; the items span unrelated bugs/features across loading, tokenization, training, CI, model-specific regressions, and Python-version issues.", + "confidence": 0.97, + "canonical_issue_reason": "No canonical issue: this is a heterogeneous set of unrelated issues, not a duplicate cluster around one underlying bug.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45850 is the best global issue representative because it captures the widest recurring regression theme across the cluster; the rest are more specific bug reports that should not be collapsed into it.", + "best_issue_reason": "No single issue is a good cluster representative; none of these appears to subsume or clearly represent the others.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44908", + "right": "issue:46851", + "accept": false, + "reason": "Scheduler kwargs passthrough is unrelated to Qwen3.5 variable-length position_ids behavior." + }, + { + "left": "issue:44393", + "right": "issue:47000", + "accept": false, + "reason": "Qwen3-VL 2D bbox hallucinations and RTDetr loss infeasible-cost-matrix errors are different model/code paths." + }, + { + "left": "issue:44938", + "right": "issue:45071", + "accept": false, + "reason": "Python 3.14 import failure and PretrainedConfig type-checking regression are distinct problems." + }, + { + "left": "issue:29870", + "right": "issue:33453", + "accept": false, + "reason": "BART generate decoder_attention_mask bug is unrelated to tokenizer loading regression." + }, + { + "left": "issue:44355", + "right": "issue:44855", + "accept": false, + "reason": "Compiled Python file errors and a torch.jit.script parsing IndentationError are different failures." + }, { "left": "issue:43867", "right": "issue:46202", "accept": false, - "reason": "Different failures: model loading/sorting state_dict vs Gemma pipeline roundtrip behavior on a token marker." + "reason": "State-dict load ordering and Gemma pipeline roundtrip tokenization are not the same bug." }, { "left": "issue:36683", "right": "issue:43064", "accept": false, - "reason": "Gemma3Config missing vocab_size is unrelated to FSDP2+PEFT optimizer state/param mismatch in training." + "reason": "Gemma3Config missing vocab_size and FSDP2+PEFT optimizer-state corruption are unrelated." }, { "left": "issue:43867", "right": "issue:45375", "accept": false, - "reason": "Load/state_dict ordering bug and a Qwen3.5 vision config field omission are different code paths." + "reason": "Load-time state_dict ordering and missing vision config fields are different issues." }, { "left": "issue:42890", "right": "issue:45561", "accept": false, - "reason": "Seed-related flaky integration tests are not the same as xdist workers racing on captured_info.txt." + "reason": "Missing set_seed in SamHQ tests and xdist race on captured_info.txt are separate CI/test problems." + }, + { + "left": "issue:41669", + "right": "issue:44246", + "accept": false, + "reason": "Both mention import time, but one is about removing import * while the other is a vague slowdown report; no shared concrete code path." }, { "left": "issue:43010", "right": "issue:45850", "accept": false, - "reason": "A cache update no_grad concern is not the same as a broad v5 breakage complaint." + "reason": "Cache/layer update no_grad decoration is unrelated to a broad claim that v5 breaks too many models." }, { "left": "issue:36296", "right": "issue:43575", "accept": false, - "reason": "Tensor-parallel training bug differs from an OOM when loading a specific large Qwen model with tp." - }, - { - "left": "issue:41669", - "right": "issue:44246", - "accept": false, - "reason": "Import-star performance regression is unrelated to intermittent slow import behavior." + "reason": "Tensor-parallel training bug and Qwen2-57B tp OOM are not the same underlying defect." }, { "left": "issue:43618", "right": "issue:44077", "accept": false, - "reason": "CLIP attentions regression is unrelated to patchtsmixer post_init policy/validation." + "reason": "CLIPOutput attentions assignment and patchtsmixer post_init validity are unrelated model issues." }, { "left": "issue:43010", "right": "issue:43976", "accept": false, - "reason": "No-grad decoration on cache/layer updates is unrelated to Python version compatibility." + "reason": "no_grad decoration for cache updates is unrelated to Python 3.9/3.10 compatibility." }, { "left": "issue:43867", "right": "issue:45357", "accept": false, - "reason": "Model load failure differs from Qwen3.5 save_pretrained writing wrong visual encoder keys." + "reason": "State_dict sorting/load errors do not match Qwen3.5 save_pretrained visual-key regression." }, { "left": "issue:43992", "right": "issue:45478", "accept": false, - "reason": "Missing embed_tokens.weight during UMT5Encoder load is not the same as Qwen3.5 MoE from_pretrained failure." + "reason": "UMT5Encoder missing embed_tokens.weight and Qwen3.5 Moe from_pretrained failure are different models and failure modes." }, { "left": "issue:28282", "right": "issue:33453", "accept": false, - "reason": "PyTorch import error for AutoModel is unrelated to tokenizer loading regression." + "reason": "Missing PyTorch ImportError is unrelated to a tokenizer loading regression." }, { "left": "issue:43618", "right": "issue:46285", "accept": false, - "reason": "CLIP attentions assignment and CLIPTextModel structural inconsistency are different regressions." + "reason": "CLIPOutput attentions omission and CLIP text-model structure inconsistency are not the same fix." }, { "left": "issue:44360", "right": "issue:45440", "accept": false, - "reason": "A DSA indexer activation omission is unrelated to DeepSeekV3 implementation divergence." + "reason": "DSA indexer activation discussion and DeepseekV3MoE divergence are unrelated." }, { "left": "issue:42890", "right": "issue:44964", "accept": false, - "reason": "Test flakiness is unrelated to loading Phi-4 multimodal with the latest transformers." + "reason": "SamHQ test seeding and Phi-4 multimodal load failure are different bugs." }, { "left": "issue:42890", "right": "issue:44112", "accept": false, - "reason": "Set_seed flakiness is not the same bug as GraniteSpeech stale device override CI failure." + "reason": "Seed-related test flakiness and GraniteSpeech stale device override are separate CI issues." }, { "left": "issue:42890", "right": "issue:45600", "accept": false, - "reason": "Seed-related test instability is unrelated to auto_mappings references to removed configs." + "reason": "Test seeding flakiness is unrelated to auto_mappings referencing removed configs." }, { "left": "issue:43502", "right": "issue:44062", "accept": false, - "reason": "local_files_only network leakage is unrelated to AddedToken keyword duplication." + "reason": "Unexpected API requests with local_files_only and AddedToken special-kwarg duplication are unrelated." }, { "left": "issue:42898", "right": "issue:46664", "accept": false, - "reason": "Tokenizer cleanup behavior changes in v5 are unrelated to SmolVLM video num_frames semantics." + "reason": "Tokenization cleanup behavior change and SmolVLM num_frames meaning are separate feature/regression reports." }, { "left": "issue:44734", "right": "issue:46617", "accept": false, - "reason": "KV cache continuation indexing crash is unrelated to cache loading with trust_remote_code." + "reason": "KV-cache continuation tensor indexing and trust_remote_code cache FileNotFoundError are different code paths." }, { "left": "issue:43723", "right": "issue:44556", "accept": false, - "reason": "Tokenizer.from_pretrained issue and checkpoint reload-after-upgrade issue are different failures." + "reason": "Tokenizer loading regression and checkpoint reload failure after upgrade are not the same defect." }, { "left": "issue:44222", "right": "issue:45125", "accept": false, - "reason": "FP8 save_pretrained behavior in MoE is unrelated to missing _tp_plan for tensor parallelism." + "reason": "FP8 save_pretrained MoE issue and missing tensor-parallel plan are different concerns." }, { "left": "issue:43824", "right": "issue:46617", "accept": false, - "reason": "Importing a missing Qwen2_5_VL class is not the same as cache FileNotFoundError on trust_remote_code load." + "reason": "Missing Qwen2_5_VL import and cache FileNotFoundError are unrelated failures." }, { "left": "issue:43502", "right": "issue:44485", "accept": false, - "reason": "local_files_only bug is unrelated to GLM-5 RoPE implementation discussion." - }, - { - "left": "issue:43874", - "right": "issue:46617", - "accept": false, - "reason": "Missing get_number_of_image_patches in GLM46VImageProcessorFast is a different bug from cache FileNotFoundError." - }, - { - "left": "issue:43010", - "right": "issue:43065", - "accept": false, - "reason": "Cache/layer no-grad decoration is unrelated to a dummy Conv2d in Sam3PixelDecoder." - }, - { - "left": "issue:44387", - "right": "issue:44556", - "accept": false, - "reason": "int4 quantization reserved-memory OOM is not the same as checkpoint reload incompatibility after upgrade." - }, - { - "left": "issue:43576", - "right": "issue:46132", - "accept": false, - "reason": "Broken transformers env CLI is unrelated to AttentionInterface.register changing callback behavior." - }, - { - "left": "issue:45125", - "right": "issue:45478", - "accept": false, - "reason": "Missing _tp_plan for tensor parallelism is not the same as Qwen3.5 MoE from_pretrained failure." - }, - { - "left": "issue:30333", - "right": "issue:33453", - "accept": false, - "reason": "MLFlow not reporting failed training jobs is unrelated to tokenizer loading regression." - }, - { - "left": "issue:44355", - "right": "issue:44749", - "accept": false, - "reason": "Compiled Python file errors are unrelated to the slowdown/regression described in the Chinese upgrade report." - }, - { - "left": "issue:45125", - "right": "issue:45375", - "accept": false, - "reason": "Tensor parallel planning support and missing deepstack_visual_indexes are separate Qwen3.5 MoE/vision config issues." + "reason": "local_files_only API requests and GLM-5 RoPE implementation discussion are unrelated." } ] }, @@ -17832,13 +17808,13 @@ "component_index": 1, "component_count": 25, "review_unit_index": 58, - "review_unit_count": 60, + "review_unit_count": 61, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-503", + "cluster_id": "cluster-10000-504", "nodes": [ "issue:29870", "issue:30333", @@ -17852,36 +17828,35 @@ "issue:42548", "issue:42757", "issue:43010", + "issue:43065", "issue:43232", "issue:43299", "issue:43352", "issue:43475", "issue:43502", "issue:43576", - "issue:43673", "issue:43824", "issue:43827", + "issue:43874", "issue:43901", "issue:44222", "issue:44230", - "issue:44273", "issue:44315", "issue:44351", "issue:44355", "issue:44360", + "issue:44387", "issue:44485", - "issue:44492", "issue:44556", - "issue:44623", + "issue:44749", "issue:44938", "issue:44961", - "issue:45003", "issue:45071", - "issue:45230", - "issue:45362", + "issue:45125", + "issue:45375", "issue:45468", - "issue:45542", - "issue:45850", + "issue:45478", + "issue:46132", "issue:46143", "issue:46144", "issue:46209", @@ -17890,13 +17865,21 @@ "issue:46726" ], "soft_pairs": [ + "issue:43874|issue:46617", + "issue:43010|issue:43065", + "issue:44387|issue:44556", + "issue:43576|issue:46132", + "issue:45125|issue:45478", + "issue:30333|issue:33453", + "issue:44355|issue:44749", "issue:42548|issue:44351", + "issue:45125|issue:45375", "issue:30990|issue:31795", "issue:43502|issue:44222", "issue:43502|issue:44961", "issue:46664|issue:46726", - "issue:43827|issue:44961", "issue:43010|issue:43232", + "issue:43827|issue:44961", "issue:30333|issue:36296", "issue:29870|issue:31795", "issue:43299|issue:44556", @@ -17914,256 +17897,243 @@ "issue:43352|issue:44961", "issue:43576|issue:44938", "issue:43475|issue:46617", - "issue:46143|issue:46144", - "issue:44222|issue:44230", - "issue:44315|issue:46209", - "issue:41628|issue:42548", - "issue:44485|issue:46664", - "issue:43673|issue:44492", - "issue:45362|issue:45850", - "issue:44273|issue:45542", - "issue:44623|issue:45230", - "issue:44273|issue:45003", - "issue:44360|issue:46664" + "issue:46143|issue:46144", + "issue:44222|issue:44230", + "issue:44315|issue:46209", + "issue:41628|issue:42548" ], - "prepared_review_unit_hash": "594ca52b002cdbafe9b04b3b353e9cb31049e049b2d806e33949b0356172b9d6", + "prepared_review_unit_hash": "d81f0df296cd0ddcbb4ebd0f46ce5ce4f39c5473f0b587dfba99b2366fe044e0", "component_budget": { - "node_count": 503, - "item_count": 503, - "soft_pair_count": 1852, - "serialized_chars": 960429, - "estimated_input_tokens": 240108, - "estimated_eval_tokens": 480472 + "node_count": 504, + "item_count": 504, + "soft_pair_count": 1853, + "serialized_chars": 961383, + "estimated_input_tokens": 240346, + "estimated_eval_tokens": 480948 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 35, - "serialized_chars": 37289, - "estimated_input_tokens": 9323, - "estimated_eval_tokens": 18902 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 36, + "serialized_chars": 37389, + "estimated_input_tokens": 9348, + "estimated_eval_tokens": 18952 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is very noisy: most items are only superficially similar around loading, importing, generation, or v5 regressions, but they describe different bugs or documentation issues. I found no strong duplicate pair suitable for merging; all soft edges should be rejected.", - "confidence": 0.83, - "canonical_issue_reason": "issue:43576 is the broadest and most cluster-central item, with multiple soft-overlap links to other loading/import/runtime regression reports; it best represents the noisy cluster even though it does not duplicate the others.", + "summary": "The cluster is highly heterogeneous: most items are separate regressions, import errors, docs issues, or model-specific bugs. I would not merge any of the soft pairs; they mostly share only broad subsystem or version-regression wording.", + "confidence": 0.26, + "canonical_issue_reason": "issue:43576 is the most cluster-like representative because it is a clear v5 regression report and sits near several other version-related similarity links, even though the overall cluster is noisy.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43576 is the most representative issue here because it is the clearest high-level v5 runtime/environment regression and appears in several similarity links, unlike the more specific or unrelated issues.", + "best_issue_reason": "issue:43576 is the best anchor for triage because it is a concrete, user-facing regression issue with the broadest apparent similarity neighborhood in this mixed set.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43874", + "right": "issue:46617", + "accept": false, + "reason": "Different failures: multimodal token counting vs cache-loading FileNotFoundError." + }, + { + "left": "issue:43010", + "right": "issue:43065", + "accept": false, + "reason": "Unrelated code paths: generation cache updates vs a SAM3 pixel decoder placeholder layer." + }, + { + "left": "issue:44387", + "right": "issue:44556", + "accept": false, + "reason": "Both are version-related regressions, but one is int4 OOM and the other is checkpoint reload incompatibility." + }, + { + "left": "issue:43576", + "right": "issue:46132", + "accept": false, + "reason": "One is a broken CLI command; the other is an AttentionInterface behavior change in registered functions." + }, + { + "left": "issue:45125", + "right": "issue:45478", + "accept": false, + "reason": "Both mention Qwen3.5 MoE loading, but the reported failure modes are too different to treat as the same bug." + }, + { + "left": "issue:30333", + "right": "issue:33453", + "accept": false, + "reason": "MLflow reporting on failed training is unrelated to tokenizer loading regression." + }, + { + "left": "issue:44355", + "right": "issue:44749", + "accept": false, + "reason": "No shared concrete bug: compiled Python file errors vs severe slowdown after upgrade." + }, { "left": "issue:42548", "right": "issue:44351", "accept": false, - "reason": "Both are import errors, but for different symbols (`PreTrainedModel` vs `HybridCache`) and likely different code paths; not the same underlying bug." + "reason": "Both are import errors, but for different exported symbols and likely different breakages." + }, + { + "left": "issue:45125", + "right": "issue:45375", + "accept": false, + "reason": "Different Qwen3.5 MoE problems: tensor-parallel plan vs config field dropping." }, { "left": "issue:30990", "right": "issue:31795", "accept": false, - "reason": "One is a loading hang in Sentence Transformers; the other is a documentation confusion issue. Not a duplicate." + "reason": "Loading hang is not the same as documentation confusion about forward arguments." }, { "left": "issue:43502", "right": "issue:44222", "accept": false, - "reason": "`local_files_only=True` network leakage and FP8 `save_pretrained` are unrelated behaviors." + "reason": "Local-files-only network leakage and FP8 save_pretrained are unrelated." }, { "left": "issue:43502", "right": "issue:44961", "accept": false, - "reason": "A network-access bug during local loading and an unrelated nonsense-titled issue are not the same bug." + "reason": "API calls despite local_files_only is unrelated to the placeholder issue." }, { "left": "issue:46664", "right": "issue:46726", "accept": false, - "reason": "These concern different video/image processor behaviors; no shared code-path bug is evident." + "reason": "Video num_frames semantics and missing-vision-backend processor errors are different issues." }, { - "left": "issue:43827", - "right": "issue:44961", + "left": "issue:43010", + "right": "issue:43232", "accept": false, - "reason": "Documentation still referencing `pipeline()` is unrelated to the other issue." + "reason": "Both touch generation internals, but one is a no_grad/cache update issue and the other is sync_gpus behavior." }, { - "left": "issue:43010", - "right": "issue:43232", + "left": "issue:43827", + "right": "issue:44961", "accept": false, - "reason": "Cache `update()` decoration and generation sync behavior are different implementation areas and bugs." + "reason": "Docs still referencing pipeline() is unrelated to the placeholder issue." }, { "left": "issue:30333", "right": "issue:36296", "accept": false, - "reason": "MLflow reporting on failed jobs and tensor-parallel training issues are unrelated." + "reason": "MLflow failure reporting and tensor-parallel training bugs are different." }, { "left": "issue:29870", "right": "issue:31795", "accept": false, - "reason": "Generation-time `decoder_attention_mask` error and a docs clarification issue are not duplicates." + "reason": "A concrete generate() UnboundLocalError is not the same as documentation ambiguity." }, { "left": "issue:43299", "right": "issue:44556", "accept": false, - "reason": "Both mention model loading regressions, but for different model/version combinations and likely different failures." + "reason": "Both are upgrade/reload regressions, but they concern different model families and failure modes." }, { "left": "issue:33453", "right": "issue:34689", "accept": false, - "reason": "Both are loading regressions, but one is tokenizer loading and the other is Llama 3.2 vision model loading; too broad to merge." + "reason": "Tokenizer loading regression and Llama vision model loading breakage are not the same code-path problem." }, { "left": "issue:44355", "right": "issue:45071", "accept": false, - "reason": "Compiled Python file errors and `PretrainedConfig` type-checking breakage are different issues." + "reason": "Compiled-file runtime errors are unrelated to PretrainedConfig type-checking changes." }, { "left": "issue:43576", "right": "issue:45071", "accept": false, - "reason": "A broken `transformers env` command and a `PretrainedConfig` typing regression do not share the same concrete bug." + "reason": "Broken env command and type-checking regression are separate issues." }, { "left": "issue:42757", "right": "issue:43576", "accept": false, - "reason": "`is_offline_mode` import failure in `huggingface_hub` and the `transformers env` command breakage are different packages/code paths." + "reason": "Hugging Face Hub import failure is not the same as the transformers env command bug." }, { "left": "issue:44315", "right": "issue:44360", "accept": false, - "reason": "Liger kernel application with `model_init` and a DSA/ReLU discussion are unrelated." + "reason": "Liger Kernel application and DSA indexer ReLU discussion are unrelated." }, { "left": "issue:31795", "right": "issue:38617", "accept": false, - "reason": "A documentation ambiguity and an import regression for `layer_type_validation` are not the same underlying bug." + "reason": "Docs confusion about model.forward is unrelated to an import error for layer_type_validation." }, { "left": "issue:43576", "right": "issue:43824", "accept": false, - "reason": "Both are import/runtime regressions in v5, but they affect different symbols and code paths (`env` command vs Qwen2.5-VL class import)." + "reason": "CLI/environment command breakage is unrelated to missing Qwen2.5-VL class import." }, { "left": "issue:44961", "right": "issue:45468", "accept": false, - "reason": "No meaningful overlap: the first item is not a concrete bug report, while the second is a Gemma audio positional encoding issue." + "reason": "Placeholder issue and Gemma audio positional encoding bug do not match." }, { "left": "issue:44485", "right": "issue:44961", "accept": false, - "reason": "A GLM-5 RoPE implementation issue is unrelated to the other item." + "reason": "RoPE implementation discussion is unrelated to the placeholder issue." }, { "left": "issue:44351", "right": "issue:46617", "accept": false, - "reason": "Importing `HybridCache` and a cache FileNotFoundError for `trust_remote_code` models are different failure modes." + "reason": "Missing HybridCache export and trust_remote_code cache FileNotFoundError are different failures." }, { "left": "issue:36296", "right": "issue:43901", "accept": false, - "reason": "Tensor-parallel training and docs about `return_all_scores` are unrelated." + "reason": "Tensor-parallel training bug and stale docs about return_all_scores are unrelated." }, { "left": "issue:43352", "right": "issue:44961", "accept": false, - "reason": "Flash Attention support for Nemotron and the other item are not the same bug." - }, - { - "left": "issue:43576", - "right": "issue:44938", - "accept": false, - "reason": "A broken CLI/environment command and Python 3.14 load failure are different regressions." - }, - { - "left": "issue:43475", - "right": "issue:46617", - "accept": false, - "reason": "SAM 3 video encoder attribute error and cache loading `FileNotFoundError` are unrelated." + "reason": "Flash Attention support limitation is unrelated to the placeholder issue." }, { "left": "issue:46143", "right": "issue:46144", "accept": false, - "reason": "Both involve RoFormer, but one is about `**kwargs` propagation and the other about attention-interface usage; not clearly the same concrete bug." + "reason": "Closely related topic, but one is kwargs propagation and the other is attention-interface wiring; not enough evidence of the same exact bug." }, { "left": "issue:44222", "right": "issue:44230", "accept": false, - "reason": "Both mention FP8/MoE, but one is about saving pretrained models and the other about inference support." + "reason": "FP8 save_pretrained and FP8 inference support are different sides of the feature, not the same bug." }, { "left": "issue:44315", "right": "issue:46209", "accept": false, - "reason": "Liger kernel/model_init behavior and FP8 inference on B200 are different code paths and failures." + "reason": "Liger Kernel/model_init and FP8 inference on B200 are unrelated." }, { "left": "issue:41628", "right": "issue:42548", "accept": false, - "reason": "Importing `AutoImageProcessor` and `PreTrainedModel` are separate export/import issues." - }, - { - "left": "issue:44485", - "right": "issue:46664", - "accept": false, - "reason": "GLM-5 RoPE implementation and SmolVLM frame semantics are unrelated." - }, - { - "left": "issue:43673", - "right": "issue:44492", - "accept": false, - "reason": "Generation cache missing in chunked prefill and a cache-strategy typo are not the same bug." - }, - { - "left": "issue:45362", - "right": "issue:45850", - "accept": false, - "reason": "A Qwen3.5 chat crash and a broad complaint that v5 breaks many models are not a single concrete code-path defect." - }, - { - "left": "issue:44273", - "right": "issue:45542", - "accept": false, - "reason": "Lazy loading malfunction and a TensorBoard/TensorFlow backend error are different optional-dependency behaviors." - }, - { - "left": "issue:44623", - "right": "issue:45230", - "accept": false, - "reason": "Missing files from `processor.save_pretrained()` is a concrete bug; the other item lacks enough detail and is not demonstrably the same." - }, - { - "left": "issue:44273", - "right": "issue:45003", - "accept": false, - "reason": "Lazy loading behavior and unsafe `sys.modules` access are not the same underlying issue." - }, - { - "left": "issue:44360", - "right": "issue:46664", - "accept": false, - "reason": "A DSA/ReLU discussion and a video processor `num_frames` inconsistency are unrelated." + "reason": "Different missing imports: AutoImageProcessor vs PreTrainedModel." } ] }, @@ -18179,13 +18149,13 @@ "component_index": 1, "component_count": 25, "review_unit_index": 59, - "review_unit_count": 60, + "review_unit_count": 61, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-503", + "cluster_id": "cluster-10000-504", "nodes": [ "issue:31795", "issue:33453", @@ -18214,33 +18184,40 @@ "issue:44485", "issue:44492", "issue:44556", - "issue:44655", + "issue:44623", "issue:44704", "issue:44829", "issue:44861", "issue:44908", + "issue:45003", "issue:45071", "issue:45092", "issue:45125", "issue:45230", "issue:45278", - "issue:45310", "issue:45341", - "issue:45468", - "issue:45478", + "issue:45362", + "issue:45542", "issue:45753", "issue:45850", "issue:46095", "issue:46218", "issue:46328", "issue:46655", - "issue:46894" + "issue:46664" ], "soft_pairs": [ + "issue:45362|issue:45850", + "issue:43673|issue:44492", + "issue:44485|issue:46664", + "issue:44273|issue:45542", + "issue:44623|issue:45230", + "issue:44273|issue:45003", "issue:44038|issue:45125", + "issue:44360|issue:46664", "issue:44393|issue:45071", - "issue:41669|issue:43673", "issue:44393|issue:45753", + "issue:41669|issue:43673", "issue:43576|issue:44556", "issue:43525|issue:45850", "issue:43572|issue:45850", @@ -18258,315 +18235,297 @@ "issue:43976|issue:44393", "issue:44908|issue:45071", "issue:44295|issue:45230", - "issue:44492|issue:46328", "issue:44297|issue:45230", "issue:44704|issue:44908", + "issue:44492|issue:46328", "issue:41669|issue:44351", "issue:41669|issue:45341", "issue:43976|issue:45850", "issue:43976|issue:46218", - "issue:44393|issue:45478", "issue:44077|issue:44861", "issue:31795|issue:33453", "issue:43576|issue:44273", "issue:44315|issue:44829", - "issue:43519|issue:46655", - "issue:44360|issue:45468", - "issue:44273|issue:44908", - "issue:45468|issue:46894", - "issue:44655|issue:44861", - "issue:45230|issue:45310", - "issue:43519|issue:44485", - "issue:43576|issue:46218", - "issue:43519|issue:44908" + "issue:43519|issue:46655" ], - "prepared_review_unit_hash": "447bc24aebb5cd2868cab8d5b10a276a631bd29484f356fb15bbe9e54a5f5b4f", + "prepared_review_unit_hash": "99b0ae1eff571664970d8fba004eeca8e74d63c2151bf007c401477e0c56b6d6", "component_budget": { - "node_count": 503, - "item_count": 503, - "soft_pair_count": 1852, - "serialized_chars": 960429, - "estimated_input_tokens": 240108, - "estimated_eval_tokens": 480472 + "node_count": 504, + "item_count": 504, + "soft_pair_count": 1853, + "serialized_chars": 961383, + "estimated_input_tokens": 240346, + "estimated_eval_tokens": 480948 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 42, - "serialized_chars": 39667, - "estimated_input_tokens": 9917, - "estimated_eval_tokens": 20090 + "soft_pair_count": 40, + "serialized_chars": 39085, + "estimated_input_tokens": 9772, + "estimated_eval_tokens": 19800 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These items form a loose v5-regression/import/lazy-loading/model-specific bug theme, but none of the soft pairs are the same concrete underlying bug or change. All soft edges should be rejected.", - "confidence": 0.88, - "canonical_issue_reason": "issue:45850 is the broadest umbrella regression report in the set and the closest thing to a cluster anchor, but it is too vague to serve as a true duplicate canonical.", + "summary": "This cluster is mostly a grab-bag of unrelated bug reports; the only plausible duplicate pair is a narrow v5 checkpoint-loading regression subcluster.", + "confidence": 0.36, + "canonical_issue_reason": "44556 is the most concrete anchor in the set: it describes a specific v5 checkpoint reload failure, and it is the best fit for the only plausible related duplicate (45092).", "canonical_pr_reason": null, - "best_issue_reason": "issue:45850 is the best overall representative of the recurring 'v5 breaks things' theme, though it does not subsume the model-specific or import-specific reports.", + "best_issue_reason": "44556 is the most actionable issue here because it has a clear failure mode and a specific compatibility regression, while most other items are broader or unrelated.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:45362", + "right": "issue:45850", + "accept": false, + "reason": "Both are about model breakage, but one is a Qwen3.5 chat crash and the other is a vague umbrella report; not the same bug." + }, + { + "left": "issue:43673", + "right": "issue:44492", + "accept": false, + "reason": "Cache-related wording overlaps, but one is a chunked_prefill cache regression and the other is a cache-strategy typo; different issues." + }, + { + "left": "issue:44485", + "right": "issue:46664", + "accept": false, + "reason": "GLM-5 RoPE implementation and SmolVLM video num_frames semantics are unrelated model/processor bugs." + }, + { + "left": "issue:44273", + "right": "issue:45542", + "accept": false, + "reason": "Lazy loading failure and TensorBoard-without-TF backend error are different code paths and symptoms." + }, + { + "left": "issue:44623", + "right": "issue:45230", + "accept": false, + "reason": "One has a concrete processor.save_pretrained missing-files bug; the other is too generic to establish sameness." + }, + { + "left": "issue:44273", + "right": "issue:45003", + "accept": false, + "reason": "Lazy loading is not working and unsafe sys.modules access are both import-related but not the same concrete bug." + }, { "left": "issue:44038", "right": "issue:45125", "accept": false, - "reason": "Different model families and failure modes: Qwen3-VL fp8 inference support vs Qwen3.5-MoE tensor-parallel metadata." + "reason": "Both mention Qwen3.5/MoE, but one is a general bug report and the other is a tensor-parallelism missing-attribute issue." }, { - "left": "issue:44393", - "right": "issue:45071", + "left": "issue:44360", + "right": "issue:46664", "accept": false, - "reason": "One is a Qwen3-VL bounding-box output bug; the other is a PretrainedConfig type-checking regression." + "reason": "DSA indexer ReLU discussion is unrelated to SmolVLM video processing." }, { - "left": "issue:41669", - "right": "issue:43673", + "left": "issue:44393", + "right": "issue:45071", "accept": false, - "reason": "Both mention loading/import behavior, but one is about import-star/lazy-loading cost and the other is a chunked-prefill cache regression." + "reason": "Qwen3-VL bbox output bug and PretrainedConfig type-checking regression are unrelated." }, { "left": "issue:44393", "right": "issue:45753", "accept": false, - "reason": "Same general model family, but one is 2D box hallucination/error and the other is an infinite loop on a specific image." + "reason": "Both involve Qwen3-VL family behavior, but bbox output errors and an infinite loop on a specific image are different failures." + }, + { + "left": "issue:41669", + "right": "issue:43673", + "accept": false, + "reason": "Import-* removal / import-time slowdown is not the same as the chunked_prefill cache regression." }, { "left": "issue:43576", "right": "issue:44556", "accept": false, - "reason": "Upgrade-related breakage, but one is the env CLI and the other is checkpoint reload incompatibility after v5.2/v5.3." + "reason": "Both are v5 breakages, but one is the env command and the other is checkpoint reload compatibility." }, { "left": "issue:43525", "right": "issue:45850", "accept": false, - "reason": "A specific Llama4 config attribute error is not the same bug as a broad 'v5 breaks many models' complaint." + "reason": "Missing pad_token_id on Llama4Config is a specific config bug, not the same as a broad 'v5 breaks many models' report." }, { "left": "issue:43572", "right": "issue:45850", "accept": false, - "reason": "StableLm pad-token field regression is distinct from the generic v5 breakage report." + "reason": "StableLmConfig pad_token_idx regression is model-specific and not the same as the umbrella v5 complaint." }, { "left": "issue:44556", "right": "issue:45092", - "accept": false, - "reason": "Both are version-upgrade regressions, but one is checkpoint reload compatibility and the other is meta-init incompatibility for remote-code checkpoints." + "accept": true, + "reason": "Both report v5 checkpoint-loading failures for older checkpoints; they plausibly share the same meta-init / reload regression." }, { "left": "issue:44492", "right": "issue:45850", "accept": false, - "reason": "A typo in cache-strategy docs is not the same underlying bug as broad v5 model breakage." + "reason": "A cache-strategy typo is a narrow fix, not the same as a broad compatibility complaint." }, { "left": "issue:45278", "right": "issue:45850", "accept": false, - "reason": "Both are broad upgrade complaints, but one is import errors after an update and the other is a generic model-breakage report." + "reason": "Many import errors after upgrade overlaps only at a very high level with the generic v5 breakage report." }, { "left": "issue:42371", "right": "issue:44492", "accept": false, - "reason": "TF32 API guidance and a cache-strategy typo are unrelated." + "reason": "TF32 API guidance and cache-strategy typo are unrelated." }, { "left": "issue:41669", "right": "issue:46218", "accept": false, - "reason": "Import-time slowdown from lazy loading is different from a missing Qwen3_5ForCausalLM import/module error." + "reason": "Import-* cleanup/perf and a missing model module import are not the same bug." }, { "left": "issue:43408", "right": "issue:44315", "accept": false, - "reason": "A model-type warning for sam3_tracker is unrelated to Liger Kernel application in model_init." + "reason": "SAM model-type warning and Liger kernel application are unrelated." }, { "left": "issue:44230", "right": "issue:46095", "accept": false, - "reason": "FP8 inference support for Qwen3-VL/Qwen3.5-MoE is unrelated to a weight-conversion-script question for deepseekv4." + "reason": "Qwen3-VL FP8 inference support and DeepSeek weight conversion are different feature requests." }, { "left": "issue:44246", "right": "issue:44273", "accept": false, - "reason": "Both concern import/lazy loading broadly, but one is intermittent import slowness and the other is lazy loading not working correctly." + "reason": "Both are import/lazy-loading adjacent, but one reports slow imports and the other says lazy loading is broken; not enough to call them the same bug." }, { "left": "issue:42890", "right": "issue:44908", "accept": false, - "reason": "A missing set_seed in a test is unrelated to inverse_sqrt scheduler kwargs handling." + "reason": "Missing set_seed in integration tests and inverse_sqrt scheduler kwargs handling are unrelated." }, { "left": "issue:43576", "right": "issue:44908", "accept": false, - "reason": "A broken env command and a scheduler kwargs bug are different code paths." + "reason": "An env-command failure and a scheduler-kwargs bug do not share a concrete code path." }, { "left": "issue:43352", "right": "issue:44393", "accept": false, - "reason": "Nemotron Flash Attention 2.0 support and Qwen3-VL bbox errors are unrelated model-specific issues." + "reason": "Flash Attention 2 support gating and Qwen3-VL bounding-box hallucination are unrelated." }, { "left": "issue:43976", "right": "issue:44393", "accept": false, - "reason": "Python 3.9/3.10 compatibility and Qwen3-VL bounding-box hallucinations are unrelated." + "reason": "Python-version compatibility and Qwen3-VL bbox output are different problems." }, { "left": "issue:44908", "right": "issue:45071", "accept": false, - "reason": "Scheduler kwargs handling is unrelated to PretrainedConfig type-checking failures." + "reason": "Scheduler kwargs handling and PretrainedConfig type checking are unrelated." }, { "left": "issue:44295", "right": "issue:45230", "accept": false, - "reason": "A position_ids buffer access bug is not the same as a generic bug report placeholder." - }, - { - "left": "issue:44492", - "right": "issue:46328", - "accept": false, - "reason": "A cache-strategy typo is unrelated to numpy-list conversion overhead in SequenceFeatureExtractor.pad." + "reason": "Position_ids buffer access error is a specific bug; the other issue is too vague to match." }, { "left": "issue:44297", "right": "issue:45230", "accept": false, - "reason": "Tokenizer save_pretrained metadata mismatch is unrelated to an unspecified generic bug report." + "reason": "Tokenizer.save_pretrained mismatch is concrete; the paired issue lacks enough detail to establish duplication." }, { "left": "issue:44704", "right": "issue:44908", "accept": false, - "reason": "AutoProcessor kwargs passing to cached_file is unrelated to inverse_sqrt scheduler kwargs." + "reason": "AutoProcessor cached_file kwargs and inverse_sqrt scheduler kwargs are different kwargs bugs in different subsystems." + }, + { + "left": "issue:44492", + "right": "issue:46328", + "accept": false, + "reason": "Cache-strategy typo and feature-extractor padding performance are unrelated." }, { "left": "issue:41669", "right": "issue:44351", "accept": false, - "reason": "Import-star/lazy-loading performance issues are different from an import error for HybridCache." + "reason": "Import-* slowdown and missing HybridCache import are different import issues with no shared failure mode." }, { "left": "issue:41669", "right": "issue:45341", "accept": false, - "reason": "Import-time slowdown and a testing_utils bug are unrelated." + "reason": "Import-performance cleanup and a testing_utils bug are unrelated." }, { "left": "issue:43976", "right": "issue:45850", "accept": false, - "reason": "Python-version compatibility and broad v5 model breakage are not the same issue." + "reason": "Python-version compatibility is not the same as a generic v5 breakage umbrella." }, { "left": "issue:43976", "right": "issue:46218", "accept": false, - "reason": "Python-version compatibility is unrelated to the Qwen3_5ForCausalLM import failure." - }, - { - "left": "issue:44393", - "right": "issue:45478", - "accept": false, - "reason": "Same broad model area, but the reports describe different Qwen3.5/Qwen3-VL failure modes and are not mergeable as one bug." + "reason": "Python-version support and a missing model import are unrelated." }, { "left": "issue:44077", "right": "issue:44861", "accept": false, - "reason": "A patchtsmixer post_init policy issue is unrelated to an AttributeError in _get_tied_weight_keys." + "reason": "Optional post_init policy and a tied-weights AttributeError are different model utility bugs." }, { "left": "issue:31795", "right": "issue:33453", "accept": false, - "reason": "Documentation wording for forward args is unrelated to a tokenizer loading regression." + "reason": "Documentation confusion and tokenizer loading regression are not the same issue." }, { "left": "issue:43576", "right": "issue:44273", "accept": false, - "reason": "Broken env CLI and lazy loading malfunction are different symptoms and code paths." + "reason": "Broken env command and lazy loading malfunction are both v5-related but not the same concrete bug." }, { "left": "issue:44315", "right": "issue:44829", "accept": false, - "reason": "Liger Kernel application in model_init and flash_attention_3 training degeneration are unrelated." + "reason": "Liger-kernel application and Flash Attention 3 training degeneration are unrelated." }, { "left": "issue:43519", "right": "issue:46655", "accept": false, - "reason": "Qwen3VL timestamp math and SmolVLM video padding calculation are different bugs." - }, - { - "left": "issue:44360", - "right": "issue:45468", - "accept": false, - "reason": "DSA indexer ReLU discussion and Gemma-4 audio positional encoding are unrelated." - }, - { - "left": "issue:44273", - "right": "issue:44908", - "accept": false, - "reason": "Lazy loading malfunction and inverse_sqrt scheduler kwargs are unrelated." - }, - { - "left": "issue:45468", - "right": "issue:46894", - "accept": false, - "reason": "Gemma-4 audio positional encoding and CohereASR double-shift training loss are different model-specific bugs." - }, - { - "left": "issue:44655", - "right": "issue:44861", - "accept": false, - "reason": "Saving Pipeline objects and tied-weight-key AttributeError affect different subsystems." - }, - { - "left": "issue:45230", - "right": "issue:45310", - "accept": false, - "reason": "A generic bug report is not the same as a specific Qwen3.5 MoE from_pretrained error." - }, - { - "left": "issue:43519", - "right": "issue:44485", - "accept": false, - "reason": "Qwen3VL timestamp calculation and GLM-5 RoPE implementation are unrelated." - }, - { - "left": "issue:43576", - "right": "issue:46218", - "accept": false, - "reason": "The env CLI regression is not the same as the Qwen3_5ForCausalLM import failure." - }, - { - "left": "issue:43519", - "right": "issue:44908", - "accept": false, - "reason": "Timestamp calculation in a processor and scheduler kwargs handling are unrelated." + "reason": "Incorrect timestamp calculation and incorrect padding calculation are both processor bugs, but for different models and code paths." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The summary stays grounded in the packet and the soft-edge judgments are appropriately conservative. The lone accepted pair, 44556\u201345092, is a plausible duplicate match based on the shared v5 checkpoint-loading/meta-init failure mode, and the other pair rejections do not overstate similarity." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -18575,13 +18534,13 @@ "component_index": 1, "component_count": 25, "review_unit_index": 60, - "review_unit_count": 60, + "review_unit_count": 61, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-503", + "cluster_id": "cluster-10000-504", "nodes": [ "issue:28348", "issue:29870", @@ -18590,37 +18549,36 @@ "issue:31795", "issue:34689", "issue:36296", - "issue:37934", "issue:38617", "issue:41669", "issue:42371", "issue:42913", - "issue:42936", "issue:43066", - "issue:43240", "issue:43298", "issue:43352", "issue:43502", "issue:43519", "issue:43525", "issue:43572", + "issue:43576", "issue:43606", "issue:43618", - "issue:43668", "issue:43704", "issue:43717", - "issue:43813", - "issue:44031", "issue:44230", "issue:44263", + "issue:44273", "issue:44351", + "issue:44360", "issue:44485", "issue:44492", "issue:44623", + "issue:44655", "issue:44861", "issue:44908", "issue:44938", "issue:44998", + "issue:45230", "issue:45250", "issue:45290", "issue:45310", @@ -18630,16 +18588,25 @@ "issue:46095", "issue:46144", "issue:46172", - "issue:46218" + "issue:46218", + "issue:46894" ], "soft_pairs": [ + "issue:44360|issue:45468", + "issue:44273|issue:44908", + "issue:45468|issue:46894", + "issue:44655|issue:44861", + "issue:45230|issue:45310", + "issue:43519|issue:44485", + "issue:43576|issue:46218", + "issue:43519|issue:44908", "issue:41669|issue:43704", "issue:31795|issue:34689", "issue:43704|issue:44485", - "issue:46018|issue:46172", "issue:44485|issue:45468", - "issue:42371|issue:43704", + "issue:46018|issue:46172", "issue:43502|issue:43519", + "issue:42371|issue:43704", "issue:45850|issue:46218", "issue:43519|issue:44623", "issue:44263|issue:45468", @@ -18667,323 +18634,433 @@ "issue:31515|issue:31795", "issue:44230|issue:45310", "issue:43298|issue:44230", - "issue:43717|issue:46144", - "issue:42936|issue:46018", - "issue:43668|issue:44031", - "issue:42936|issue:43240", - "issue:43240|issue:46144", - "issue:42936|issue:44031", - "issue:42936|issue:46144", - "issue:42936|issue:43813", - "issue:43668|issue:43813", - "issue:43240|issue:43668", - "issue:37934|issue:43668", - "issue:42936|issue:43668" + "issue:43717|issue:46144" ], - "prepared_review_unit_hash": "cb8930eb74c5cdc5cad854c58b523c22fb9519aa5cc3ebed6cde2561036f8948", + "prepared_review_unit_hash": "9aeb22711fc6cd75fb3e2dc8c2c0e5c511093c249ebf92a7b1833e35f999589f", "component_budget": { - "node_count": 503, - "item_count": 503, - "soft_pair_count": 1852, - "serialized_chars": 960429, - "estimated_input_tokens": 240108, - "estimated_eval_tokens": 480472 + "node_count": 504, + "item_count": 504, + "soft_pair_count": 1853, + "serialized_chars": 961383, + "estimated_input_tokens": 240346, + "estimated_eval_tokens": 480948 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 46, - "serialized_chars": 40603, - "estimated_input_tokens": 10151, - "estimated_eval_tokens": 20558 + "soft_pair_count": 43, + "serialized_chars": 39626, + "estimated_input_tokens": 9907, + "estimated_eval_tokens": 20070 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is very heterogeneous, with only loose lexical overlap around loading/import/version-regression topics. I do not see any true duplicate pair here, so all soft edges are rejected. If one issue must stand in as a weak representative, issue 31515 is the least noisy and most concrete loading-related report, but confidence is low.", - "confidence": 0.22, - "canonical_issue_reason": "No strong canonical duplicate emerges from this mixed set; issue 31515 is the cleanest concrete, non-spam issue and is closest to the cluster\u2019s recurring loading/from_pretrained theme.", + "summary": "This cluster is a loose mix of Transformers regression and model-specific bug reports. The soft pairs mostly overlap only at a broad subsystem or version level, not at the same concrete defect, so none are safe duplicates.", + "confidence": 0.92, + "canonical_issue_reason": "Issue 45850 is the broadest umbrella in the set ('Since 5.0 version it breaks too many models'), so it best matches the cluster's general v5-regression theme.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 31515 is the most reasonable global representative because it is specific, technically grounded, and closer to the small loading-related slice of the cluster than the broader regression or meta issues.", + "best_issue_reason": "Issue 45850 is the closest thing to a cluster representative because it captures the widest shared theme across the group, even though it is too generic for strict dedupe.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44360", + "right": "issue:45468", + "accept": false, + "reason": "Different bug areas: DSA indexer/ReLU vs Gemma-4 audio positional encoding." + }, + { + "left": "issue:44273", + "right": "issue:44908", + "accept": false, + "reason": "Lazy loading behavior and inverse_sqrt scheduler kwargs are unrelated issues." + }, + { + "left": "issue:45468", + "right": "issue:46894", + "accept": false, + "reason": "Different models and failures: Gemma-4 audio encoding vs CohereASR training-loss shift." + }, + { + "left": "issue:44655", + "right": "issue:44861", + "accept": false, + "reason": "Both touch save_pretrained, but one is pipeline saving and the other is tied-weight key handling." + }, + { + "left": "issue:45230", + "right": "issue:45310", + "accept": false, + "reason": "Generic bug report vs a specific Qwen3.5 MoE from_pretrained regression." + }, + { + "left": "issue:43519", + "right": "issue:44485", + "accept": false, + "reason": "Timestamp calculation in Qwen3VL processor is unrelated to GLM-5 RoPE implementation." + }, + { + "left": "issue:43576", + "right": "issue:46218", + "accept": false, + "reason": "transformers env command breakage is not the same as Qwen3_5ForCausalLM import failure." + }, + { + "left": "issue:43519", + "right": "issue:44908", + "accept": false, + "reason": "Processor timestamp math and scheduler timescale kwargs are different code paths." + }, { "left": "issue:41669", "right": "issue:43704", "accept": false, - "reason": "Import-star performance regression and VRAM leak in a model worker are unrelated bugs." + "reason": "Import-star cleanup/performance and VRAM leak in Qwen3ForCausalLM are unrelated." }, { "left": "issue:31795", "right": "issue:34689", "accept": false, - "reason": "Documentation confusion about forward inputs is not the same as a Llama model-loading failure." + "reason": "Documentation confusion in forward() is not the same as a Llama 3.2 Vision model-loading breakage." }, { "left": "issue:43704", "right": "issue:44485", "accept": false, - "reason": "Qwen3 VRAM leak and GLM-5 RoPE implementation are different code paths and bug types." - }, - { - "left": "issue:46018", - "right": "issue:46172", - "accept": false, - "reason": "DeepSeek shared-expert gating and a tensor transpose issue are unrelated." + "reason": "VRAM leak in dataloader threads does not match GLM-5 RoPE logic." }, { "left": "issue:44485", "right": "issue:45468", "accept": false, - "reason": "GLM-5 RoPE logic and Gemma-4 audio positional encoding are not the same defect." + "reason": "GLM-5 RoPE and Gemma-4 audio positional encoding are different model-specific implementations." }, { - "left": "issue:42371", - "right": "issue:43704", + "left": "issue:46018", + "right": "issue:46172", "accept": false, - "reason": "TF32 API usage guidance is unrelated to a dataloader-thread VRAM leak." + "reason": "DeepSeek-V4 gating behavior and a comb transpose/dtype issue are different defects." }, { "left": "issue:43502", "right": "issue:43519", "accept": false, - "reason": "Local-files-only network requests and Qwen3VL timestamp math are distinct bugs." + "reason": "local_files_only network access and Qwen3VL timestamp calculation are unrelated." + }, + { + "left": "issue:42371", + "right": "issue:43704", + "accept": false, + "reason": "TF32 settings and a VRAM leak are different concerns." }, { "left": "issue:45850", "right": "issue:46218", "accept": false, - "reason": "A broad regression complaint and a specific Qwen3_5 import failure are not the same issue." + "reason": "Broad v5 breakage complaint is not the same bug as the Qwen3_5ForCausalLM import error." }, { "left": "issue:43519", "right": "issue:44623", "accept": false, - "reason": "Timestamp calculation and missing save_pretrained outputs are different processor bugs." + "reason": "Processor timestamp math and missing save_pretrained files are different save/load paths." }, { "left": "issue:44263", "right": "issue:45468", "accept": false, - "reason": "torch.split indexing behavior and Gemma audio positional encoding are unrelated." + "reason": "torch.split return handling in GlmMoeDsaIndexer is unrelated to Gemma-4 audio encoding." }, { "left": "issue:43606", "right": "issue:45468", "accept": false, - "reason": "CPU offload device mismatch and Gemma audio positional encoding do not share the same root cause." + "reason": "CPU offload device mismatch is not the same as Gemma-4 audio positional encoding." }, { "left": "issue:43519", "right": "issue:43704", "accept": false, - "reason": "Qwen3VL timestamp logic and Qwen3 VRAM leakage are different failures." + "reason": "Qwen3VL timestamp logic and Qwen3ForCausalLM VRAM leakage are separate bugs." }, { "left": "issue:43298", "right": "issue:46095", "accept": false, - "reason": "Continuous batching audio support and DeepSeek-V4 weight conversion are unrelated change requests." + "reason": "Audio continuous batching support and DeepSeek-V4 weight conversion are unrelated." }, { "left": "issue:44351", "right": "issue:46218", "accept": false, - "reason": "Both are import errors, but for different missing symbols/modules and different underlying fixes." + "reason": "HybridCache import failure and Qwen3_5ForCausalLM import failure are distinct symbols." }, { "left": "issue:43352", "right": "issue:46218", "accept": false, - "reason": "Flash Attention support for Nemotron and a Qwen3_5 import failure are different problems." + "reason": "Flash Attention support for NemotronH is unrelated to a Qwen3_5 module import error." }, { "left": "issue:42913", "right": "issue:43066", "accept": false, - "reason": "Both concern tokenizer v5 behavior, but the reported symptoms and fixes are not the same concrete bug." + "reason": "Both concern tokenizer changes in v5, but the titles indicate different symptoms and not the same concrete failure." }, { "left": "issue:28348", "right": "issue:45250", "accept": false, - "reason": "GPT2 Flash Attention 2.0 support and a generic FA2 request are too broad to treat as the same change." + "reason": "GPT2LMHeadModel flash-attn support request is not the same as a generic Flash Attention 2.0 issue." }, { "left": "issue:44908", "right": "issue:44998", "accept": false, - "reason": "Scheduler kwargs handling is unrelated to the spam/irrelevant issue." + "reason": "Scheduler kwargs bug and unrelated placeholder issue." }, { "left": "issue:44492", "right": "issue:44998", "accept": false, - "reason": "Cache-strategy typo and the unrelated spam issue are not duplicates." + "reason": "Cache-strategy typo and unrelated placeholder issue." }, { "left": "issue:43618", "right": "issue:44998", "accept": false, - "reason": "CLIP attentions assignment bug and the unrelated spam issue are not duplicates." + "reason": "CLIPOutput attentions regression and unrelated placeholder issue." }, { "left": "issue:44998", "right": "issue:45850", "accept": false, - "reason": "Spam/irrelevant content is not a duplicate of a broad regression report." + "reason": "Placeholder issue text does not match the v5 regression umbrella." }, { "left": "issue:44938", "right": "issue:44998", "accept": false, - "reason": "Python 3.14 loading failure and the unrelated spam issue are not the same bug." + "reason": "Python 3.14 load failure and unrelated placeholder issue." }, { "left": "issue:44861", "right": "issue:45290", "accept": false, - "reason": "Tied-weight-key crash and chat-template tool-call crash affect different code paths." + "reason": "Tied-weight key AttributeError and apply_chat_template tool-call crash are different code paths." }, { "left": "issue:31515", "right": "issue:38617", "accept": false, - "reason": "Slow checkpoint loading and a missing imported helper are unrelated." + "reason": "Slow from_pretrained checkpoint loading and a missing import symbol are unrelated." }, { "left": "issue:43572", "right": "issue:44861", "accept": false, - "reason": "Missing pad_token_idx config support is not the same as tied-weight-key handling." + "reason": "StableLmConfig pad_token_idx regression is unrelated to tied-weight key handling." }, { "left": "issue:43525", "right": "issue:44861", "accept": false, - "reason": "Llama4 pad_token_id absence and tied-weight-key crash are different defects." + "reason": "Llama4Config pad_token_id missing and tied-weight key handling are different bugs." }, { "left": "issue:44230", "right": "issue:44623", "accept": false, - "reason": "FP8 inference support request and missing processor save files are unrelated." + "reason": "FP8 Qwen3-VL/MoE support request is unrelated to processor save_pretrained missing files." }, { "left": "issue:28348", "right": "issue:43352", "accept": false, - "reason": "Both mention Flash Attention 2.0, but they target different model families and code paths." + "reason": "Both mention Flash Attention 2.0, but one is GPT2 support and the other is NemotronH support; not the same change." }, { "left": "issue:29870", "right": "issue:31515", "accept": false, - "reason": "BART generate mask bug and slow from_pretrained loading are unrelated." + "reason": "BART generate() decoder_attention_mask bug is unrelated to slow checkpoint loading." }, { "left": "issue:30333", "right": "issue:31515", "accept": false, - "reason": "MLflow reporting on failed jobs and checkpoint load latency are different issues." + "reason": "MLFlow job finalization and from_pretrained loading speed are unrelated." }, { "left": "issue:31515", "right": "issue:36296", "accept": false, - "reason": "Loading performance and tensor-parallel training behavior do not share the same bug." + "reason": "Checkpoint loading slowness and tensor-parallel training bug are different problems." }, { "left": "issue:31515", "right": "issue:31795", "accept": false, - "reason": "Checkpoint load slowdown and documentation confusion are not duplicates." + "reason": "Checkpoint loading performance and forward() documentation confusion are unrelated." }, { "left": "issue:44230", "right": "issue:45310", "accept": false, - "reason": "FP8 support for Qwen3-VL/Qwen3.5 MoE and a Qwen3.5 MoE from_pretrained error are distinct reports." + "reason": "FP8 support request and Qwen3.5 MoE from_pretrained error are different issues." }, { "left": "issue:43298", "right": "issue:44230", "accept": false, - "reason": "Audio continuous batching support and FP8 support are different feature requests." + "reason": "Continuous batching for audio models and FP8 infer support are not the same bug." }, { "left": "issue:43717", "right": "issue:46144", "accept": false, - "reason": "init_weights behavior in Mamba models and RoFormer attention-interface usage are unrelated." - }, + "reason": "Mamba init_weights behavior and RoFormer attention interface usage 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": 25, + "review_unit_index": 61, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-504", + "nodes": [ + "issue:37934", + "issue:42936", + "issue:43240", + "issue:43668", + "issue:43813", + "issue:44031", + "issue:46018", + "issue:46144" + ], + "soft_pairs": [ + "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": "e9e8ca31ee4f5f97635cd8dc823b9b72aae3beb9946c25905e2b971e34a6881f", + "component_budget": { + "node_count": 504, + "item_count": 504, + "soft_pair_count": 1853, + "serialized_chars": 961383, + "estimated_input_tokens": 240346, + "estimated_eval_tokens": 480948 + }, + "budget": { + "node_count": 8, + "item_count": 8, + "soft_pair_count": 11, + "serialized_chars": 7776, + "estimated_input_tokens": 1944, + "estimated_eval_tokens": 4144 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: the items cover unrelated models, configs, tokenizer warnings, and attention/loss issues. There is no convincing duplicate thread or single underlying bug spanning the set, so all soft edges should be rejected.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "issue:42936 is the most self-contained, concrete bug report in the set, but it is not a valid duplicate anchor for the rest of the cluster because the other items are unrelated.", + "best_pr_reason": null, + "soft_edge_verdicts": [ { "left": "issue:42936", "right": "issue:46018", "accept": false, - "reason": "Mask2Former ignore_value handling and DeepSeek shared-expert gating are different bugs." + "reason": "Different models and failure modes: Mask2former ignore_value handling vs DeepSeek-V4 shared expert gating." }, { "left": "issue:43668", "right": "issue:44031", "accept": false, - "reason": "A config type-hint issue and a tokenizer regex warning are unrelated." + "reason": "Unrelated components: a ModernBERT config type-hint bug vs a tokenizer regex warning regression." }, { "left": "issue:42936", "right": "issue:43240", "accept": false, - "reason": "Unused ignore_value logic and missing kwargs in loss calculation are different defects." + "reason": "Different bugs: Mask2former ignore_value usage vs loss-function kwargs propagation." }, { "left": "issue:43240", "right": "issue:46144", "accept": false, - "reason": "Loss kwargs propagation and RoFormer attention-interface usage are unrelated." + "reason": "Different code paths: loss kwargs forwarding vs RoFormer attention interface usage." }, { "left": "issue:42936", "right": "issue:44031", "accept": false, - "reason": "Mask2Former ignore_value handling and tokenizer regex warnings do not match." + "reason": "Mask2former loss masking issue is unrelated to tokenizer warning behavior." }, { "left": "issue:42936", "right": "issue:46144", "accept": false, - "reason": "Mask2Former ignore_value logic and RoFormer attention-interface usage are different code paths." + "reason": "Different subsystems and symptoms; no shared underlying bug." }, { "left": "issue:42936", "right": "issue:43813", "accept": false, - "reason": "Ignore_value handling and a typo in quantization operation naming are unrelated." + "reason": "Model loss masking bug vs a typo in a quantization-related attribute name." }, { "left": "issue:43668", "right": "issue:43813", "accept": false, - "reason": "A config type hint fix is not the same as a typo fix." + "reason": "Both are small correctness issues, but they affect different files and concerns: type hint vs typo." }, { "left": "issue:43240", "right": "issue:43668", "accept": false, - "reason": "Loss kwargs propagation and a norm_eps type-hint correction are unrelated." + "reason": "Loss kwargs forwarding and config type-hint correctness are unrelated." }, { "left": "issue:37934", "right": "issue:43668", "accept": false, - "reason": "A question about Llama4TextL2Norm behavior and a ModernBERT type-hint issue are different problems." + "reason": "Llama4 norm implementation question is unrelated to ModernBERT norm_eps typing." }, { "left": "issue:42936", "right": "issue:43668", "accept": false, - "reason": "Ignore_value handling and norm_eps type hints are unrelated." + "reason": "Different model-specific bugs with no shared code path or underlying defect." } ] }, @@ -19016,52 +19093,52 @@ "issue:10519|issue:11005", "issue:11005|issue:11307" ], - "prepared_review_unit_hash": "d55fa97b9985dbf1d2da91d6cd0f25ee277ee58b68e04587dba347b2e7b64294", + "prepared_review_unit_hash": "750cbe32a821e78ef8a5043dfa0cda25f94b871327d259edff3326433e7f715f", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 2876, - "estimated_input_tokens": 719, - "estimated_eval_tokens": 1694 + "serialized_chars": 2878, + "estimated_input_tokens": 720, + "estimated_eval_tokens": 1696 }, "budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 2876, - "estimated_input_tokens": 719, - "estimated_eval_tokens": 1694 + "serialized_chars": 2878, + "estimated_input_tokens": 720, + "estimated_eval_tokens": 1696 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These three issues are not duplicates: one requests truncation-from-start behavior in tokenization, one asks for ReduceLROnPlateau-like scheduler functionality, and one asks for Wav2Vec2 word boundary time offsets. They target different APIs and problems.", - "confidence": 0.98, - "canonical_issue_reason": "issue 10519 is the clearest standalone feature request in the set, but it is not the same underlying problem as the other issues.", + "summary": "These three issues are not duplicates: they request unrelated features in different areas (token truncation behavior, a ReduceLROnPlateau-like training utility, and Wav2Vec2 word boundary timestamps). Similarity is only superficial/lexical.", + "confidence": 0.97, + "canonical_issue_reason": "No true canonical issue exists for this cluster because the topics are unrelated. If one must be picked, issue 10519 is the most substantial and broadly described feature request, but it is not a duplicate of the others.", "canonical_pr_reason": null, - "best_issue_reason": "issue 10519 is the most concrete and self-contained issue, so it is the best representative only in a very loose sense.", + "best_issue_reason": "Issue 10519 is the best representative only in the sense that it is the clearest, most developed request with the most discussion; however, it should not be treated as the same underlying problem as the other issues.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:10519", "right": "issue:11307", "accept": false, - "reason": "Different subsystems and requests: truncation direction in tokenization vs. Wav2Vec2 word timing offsets." + "reason": "Different requests: truncation-from-beginning option vs Wav2Vec2 word time offsets. No shared bug or code path." }, { "left": "issue:10519", "right": "issue:11005", "accept": false, - "reason": "Unrelated feature requests: truncation behavior vs. learning-rate scheduler plateaus." + "reason": "Unrelated feature requests: tokenizer truncation behavior vs ReduceLROnPlateau-like scheduler functionality." }, { "left": "issue:11005", "right": "issue:11307", "accept": false, - "reason": "No shared code-path or bug: scheduler functionality vs. Wav2Vec2 word boundary timing." + "reason": "Different domains and problems: learning-rate scheduling utility vs speech model word timestamp extraction." } ] }, @@ -19093,12 +19170,12 @@ "issue:13244|issue:16618", "issue:15980|issue:16618" ], - "prepared_review_unit_hash": "1c2aee842e2b6d95222ce9697e526cb60f56621a540c4a84739b36171e93fa95", + "prepared_review_unit_hash": "a25e5d1193255f199bbc9b36d0ff1f89521c26bbc292c971f10bd6d1e261cd85", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 2479, + "serialized_chars": 2478, "estimated_input_tokens": 620, "estimated_eval_tokens": 1496 }, @@ -19106,7 +19183,7 @@ "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 2479, + "serialized_chars": 2478, "estimated_input_tokens": 620, "estimated_eval_tokens": 1496 }, @@ -19115,24 +19192,24 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These three issues do not appear to describe the same underlying bug. One is about Tapas tokenization parity with TensorFlow, one is about an error message when unauthenticated users download private models, and one is about failing to load bert-base-uncased. The soft similarities are too broad to merge them as duplicates.", - "confidence": 0.89, - "canonical_issue_reason": "No clear duplicate cluster emerges; if one must be picked as the representative issue, #16618 is the most broadly framed user-facing failure report, but it does not match the other two closely enough to serve as a true canonical duplicate.", + "summary": "These look like three separate issue reports: one about Tapas tokenization mismatch, one about an authentication/error-message problem when downloading private models, and one about a generic model-loading failure for bert-base-uncased. The only plausible overlap is between the two loading-related issues, but the available titles suggest different failure modes and likely different root causes.", + "confidence": 0.72, + "canonical_issue_reason": "issue:16618 is the broadest and most representative model-loading report in this set, while the other two are either narrower auth/error-message behavior or a different preprocessing/tokenization problem.", "canonical_pr_reason": null, - "best_issue_reason": "#16618 is the strongest standalone issue in this set because it reports a concrete model-loading failure, but it should still be treated as separate from the other two rather than a duplicate canonical for them.", + "best_issue_reason": "issue:16618 is the best standalone issue here because it targets an actual model-load failure rather than a peripheral symptom like an error message or an unrelated tokenization discrepancy.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:13244", "right": "issue:16618", "accept": false, - "reason": "Different problem domains: Tapas tokenization mismatch vs. a bert-base-uncased load failure. The overlap is only generic model/tokenization wording." + "reason": "Tapas tokenization differences and a bert-base-uncased load failure are different code paths and different failure classes; not the same underlying bug." }, { "left": "issue:15980", "right": "issue:16618", "accept": false, - "reason": "#15980 is specifically about the error message when downloading private models without login, while #16618 is a model load failure for a public model name. Same broad area, but not the same bug." + "reason": "Both mention model access/loading, but one is specifically about a private-model download/auth error message while the other is a generic inability to load a public model; too different to merge as duplicates." } ] }, @@ -19162,7 +19239,7 @@ "soft_pairs": [ "issue:26350|issue:33260" ], - "prepared_review_unit_hash": "6618b8ec4d45057062b4ec5a4d7cc84251e9f317b47efe4bf9f71e2acdeb0caa", + "prepared_review_unit_hash": "6ab25d4163eea232cd9ccc20f3eacc079a175a4716b57b3bfcdd0f956a7c3413", "component_budget": { "node_count": 2, "item_count": 2, @@ -19184,18 +19261,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two separate community-contribution feature requests: one for Flash Attention 2 support across more architectures, and one for GGUF support across more architectures. They share a similar wording pattern but not the same underlying change or code path.", + "summary": "These are two distinct feature-request issues in the same general area, not duplicates: one is for Flash Attention 2 support across more architectures, the other for GGUF support across more architectures.", "confidence": 0.97, - "canonical_issue_reason": null, + "canonical_issue_reason": "No single canonical issue here; the two issues request different capabilities for different code paths and should be tracked separately.", "canonical_pr_reason": null, - "best_issue_reason": "No issue here is a true duplicate canonical for the other; if one must be referenced, issue #26350 is slightly more central only because it has more discussion activity, but it is not a better duplicate match.", + "best_issue_reason": "Neither issue is a better duplicate representative because they are unrelated feature requests rather than the same underlying problem.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:26350", "right": "issue:33260", "accept": false, - "reason": "Different feature requests (Flash Attention 2 vs GGUF) with no shared target files or underlying bug/change, so they should not be merged as duplicates." + "reason": "They concern different enhancements (Flash Attention 2 vs GGUF) and do not describe the same underlying bug or change." } ] }, @@ -19260,214 +19337,214 @@ "issue:46222|issue:46931", "issue:46226|issue:46931" ], - "prepared_review_unit_hash": "8d0abfd278eea2c7dfd7eaa3c7b14ae667298a5408068d0ca9fce4848d66c74b", + "prepared_review_unit_hash": "711b8bf7a1ee6fcb602c25ab3d48cc8217a332111e613126ecd6e8a8b0efae8e", "component_budget": { "node_count": 9, "item_count": 9, "soft_pair_count": 29, - "serialized_chars": 15976, - "estimated_input_tokens": 3994, - "estimated_eval_tokens": 8244 + "serialized_chars": 15983, + "estimated_input_tokens": 3996, + "estimated_eval_tokens": 8248 }, "budget": { "node_count": 9, "item_count": 9, "soft_pair_count": 29, - "serialized_chars": 15976, - "estimated_input_tokens": 3994, - "estimated_eval_tokens": 8244 + "serialized_chars": 15983, + "estimated_input_tokens": 3996, + "estimated_eval_tokens": 8248 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Most items are separate i18n translation-tracking issues for different languages, so they are not duplicates. The only clear duplicate pair is the two identical Thai-titled issues 46222 and 46226.", - "confidence": 0.84, - "canonical_issue_reason": "Issue 46222 is the earliest member of the only exact duplicate pair; 46226 looks like the same issue copied verbatim.", + "summary": "This cluster mostly contains similar-looking i18n translation requests, but only two small subgroups are true duplicates: the identical placeholder-title issues and the identical Thai-title issues. The concrete language-specific translation issues are not duplicates of each other.", + "confidence": 0.89, + "canonical_issue_reason": "issue:43834 is the best anchor for the cluster because it is the earliest of the exact-title placeholder duplicates and the most neutral/template-like representative.", "canonical_pr_reason": null, - "best_issue_reason": "46222 is the best representative because it has the strongest duplicate evidence and is the natural survivor of the exact duplicate pair.", + "best_issue_reason": "issue:43834 is the most suitable issue to keep as the representative duplicate target for the placeholder-title subgroup; it is clean, neutral, and duplicated exactly by later copies.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:27088", "right": "issue:44370", "accept": false, - "reason": "Different language-request issues; similarity comes from the shared translation template, not the same underlying request." + "reason": "Different target languages; same i18n theme is too broad to be the same issue." }, { "left": "issue:27088", "right": "issue:44365", "accept": false, - "reason": "Different language-request issues; only the template/title pattern overlaps." + "reason": "Different target languages; not the same concrete request." }, { "left": "issue:27088", "right": "issue:43834", "accept": false, - "reason": "Different language-request issues; no evidence they target the same translation task." + "reason": "Turkish-specific request vs generic placeholder title; not the same underlying issue." }, { "left": "issue:27088", "right": "issue:38435", "accept": false, - "reason": "Distinct language requests (Turkish vs Romanian), so not duplicates." + "reason": "Different languages and separate translation requests." }, { "left": "issue:27088", "right": "issue:28936", "accept": false, - "reason": "Distinct language requests (Turkish vs Spanish), so not duplicates." + "reason": "Turkish vs Spanish translation request; related theme only." }, { "left": "issue:28936", "right": "issue:43834", "accept": false, - "reason": "Template similarity only; these appear to be separate localization issues." + "reason": "Spanish-specific request does not match the generic placeholder issue." }, { "left": "issue:28936", "right": "issue:44365", "accept": false, - "reason": "Template similarity only; no indication of the same language/request." + "reason": "Different language target; not a duplicate." }, { "left": "issue:28936", "right": "issue:38435", "accept": false, - "reason": "Distinct language requests (Spanish vs Romanian), so not duplicates." + "reason": "Spanish vs Romanian translation request; separate issues." }, { "left": "issue:28936", "right": "issue:44370", "accept": false, - "reason": "Template similarity only; separate issue instances." + "reason": "Different language target; same subsystem is not enough." }, { "left": "issue:38435", "right": "issue:44370", "accept": false, - "reason": "Romanian translation request vs generic templated issue; not enough to treat as the same issue." + "reason": "Romanian request vs placeholder template issue; not the same issue." }, { "left": "issue:38435", "right": "issue:44365", "accept": false, - "reason": "Romanian translation request vs generic templated issue; likely separate requests." + "reason": "Romanian-specific request and generic placeholder are not the same concrete task." }, { "left": "issue:38435", "right": "issue:43834", "accept": false, - "reason": "Romanian translation request vs generic templated issue; not a clear duplicate." + "reason": "Romanian request vs generic placeholder; related but distinct." }, { "left": "issue:38435", "right": "issue:46222", "accept": false, - "reason": "Different titles and no shared concrete request beyond being translation-related." + "reason": "Different titles and different content; only shared i18n-like noise." }, { "left": "issue:38435", "right": "issue:46226", "accept": false, - "reason": "Different titles and no shared concrete request beyond being translation-related." + "reason": "Different titles and different content; not the same underlying request." }, { "left": "issue:43834", "right": "issue:44370", - "accept": false, - "reason": "Matching placeholder-style title, but that only shows the same template, not the same issue." + "accept": true, + "reason": "Identical placeholder-title issue; appears to be the same duplicated request." }, { "left": "issue:43834", "right": "issue:44365", - "accept": false, - "reason": "Matching placeholder-style title, but bodies/contexts are not shown and may be different requests." + "accept": true, + "reason": "Same generic placeholder title and matching issue shape; likely duplicate." }, { "left": "issue:43834", "right": "issue:46222", "accept": false, - "reason": "Only broad i18n similarity; no evidence they are the same underlying request." + "reason": "Placeholder translation issue vs unrelated Thai-text issue; not the same report." }, { "left": "issue:43834", "right": "issue:46226", "accept": false, - "reason": "Only broad i18n similarity; not enough to merge as duplicates." + "reason": "Placeholder translation issue vs unrelated Thai-text issue; not a duplicate." }, { "left": "issue:43834", "right": "issue:46931", "accept": false, - "reason": "Different title and no clear overlap beyond translation-related noise." + "reason": "Different title/content; no evidence they describe the same issue." }, { "left": "issue:44365", "right": "issue:44370", - "accept": false, - "reason": "Same placeholder template, but no concrete evidence the underlying language request is identical." + "accept": true, + "reason": "Identical placeholder-title issues; same underlying duplicate request." }, { "left": "issue:44365", "right": "issue:46222", "accept": false, - "reason": "Only generic translation-template similarity; likely separate requests." + "reason": "Same broad i18n theme, but the text/content is unrelated." }, { "left": "issue:44365", "right": "issue:46226", "accept": false, - "reason": "Only generic translation-template similarity; likely separate requests." + "reason": "Different content and no shared concrete target." }, { "left": "issue:44365", "right": "issue:46931", "accept": false, - "reason": "No concrete match; these appear to be unrelated translation request issues." + "reason": "Different issue content; only soft similarity from noisy text." }, { "left": "issue:44370", "right": "issue:46222", "accept": false, - "reason": "Only generic translation-template similarity; not the same underlying issue." + "reason": "Generic placeholder translation issue vs unrelated Thai-text issue." }, { "left": "issue:44370", "right": "issue:46226", "accept": false, - "reason": "Only generic translation-template similarity; not the same underlying issue." + "reason": "Generic placeholder translation issue vs unrelated Thai-text issue." }, { "left": "issue:44370", "right": "issue:46931", "accept": false, - "reason": "No concrete match; likely separate issues." + "reason": "Different titles/content; not the same underlying change or bug." }, { "left": "issue:46222", "right": "issue:46226", "accept": true, - "reason": "Same Thai title and identical issue footprint; this looks like a verbatim duplicate." + "reason": "Exact same Thai title and same issue shape; likely duplicate." }, { "left": "issue:46222", "right": "issue:46931", "accept": false, - "reason": "Different title and no evidence of the same underlying request." + "reason": "Thai titles differ and the content appears unrelated." }, { "left": "issue:46226", "right": "issue:46931", "accept": false, - "reason": "Different title and no evidence of the same underlying request." + "reason": "Thai titles differ and there is no clear evidence of the same underlying issue." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative. The only accepted duplicate pair, issue:46222 and issue:46226, is well supported by identical titles, identical body length, and jaccard 1.0. The remaining rejections are appropriately cautious given that the evidence shown is mostly shared i18n/template similarity without concrete proof of the same underlying request." + "feedback": "The summary is grounded in the packet: the placeholder-title issues form one exact-duplicate subgroup, and the two identical Thai-title issues form another. The soft-edge rejections are conservative, with language-specific translation requests kept distinct from each other and from the placeholder template issue. The chosen canonical issue is a reasonable earliest representative for the placeholder subgroup." }, "evaluator_used": true, "retried": false, @@ -19486,7 +19563,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-36718-19", + "cluster_id": "cluster-36718-20", "nodes": [ "issue:36718", "issue:36817", @@ -19506,9 +19583,11 @@ "issue:45322", "issue:46133", "issue:46645", - "issue:46653" + "issue:46653", + "issue:47004" ], "soft_pairs": [ + "issue:36718|issue:47004", "issue:36718|issue:41115", "issue:36817|issue:41211", "issue:36817|issue:43671", @@ -19550,274 +19629,280 @@ "issue:42503|issue:46653", "issue:45027|issue:46653" ], - "prepared_review_unit_hash": "f74dcc6efb645b9861ab965e6c7d6613fe5dda1666b0e374ff98941b1de30f80", + "prepared_review_unit_hash": "4c4ddf662c4ce625365e9e945921d446749b536bb265149cbc6619bc44d12c40", "component_budget": { - "node_count": 19, - "item_count": 19, - "soft_pair_count": 40, - "serialized_chars": 24667, - "estimated_input_tokens": 6167, - "estimated_eval_tokens": 12590 + "node_count": 20, + "item_count": 20, + "soft_pair_count": 41, + "serialized_chars": 25570, + "estimated_input_tokens": 6393, + "estimated_eval_tokens": 13042 }, "budget": { - "node_count": 19, - "item_count": 19, - "soft_pair_count": 40, - "serialized_chars": 24667, - "estimated_input_tokens": 6167, - "estimated_eval_tokens": 12590 + "node_count": 20, + "item_count": 20, + "soft_pair_count": 41, + "serialized_chars": 25570, + "estimated_input_tokens": 6393, + "estimated_eval_tokens": 13042 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This is a loose lexical cluster of feature-request issues about adding or adjusting many different models across vision, text, audio, and architecture variants. The similarities are mostly generic wording (\u201cAdd support\u201d, \u201cmodel request\u201d), not shared concrete code-path changes, so none of the soft edges should be merged as duplicates.", - "confidence": 0.88, - "canonical_issue_reason": "Issue 43671 is the best anchor for the cluster: it is open, discussed, and sits in the densest soft-similarity region with the closest neighbor (43837), but it is still only one specific Qwen3 TTS request.", + "summary": "This cluster is not a duplicate set; it groups many unrelated model-addition/config issues that only share a broad \u2018add support for a model\u2019 pattern. All soft edges should be rejected.", + "confidence": 0.94, + "canonical_issue_reason": "Issue 43837 is the cleanest concrete representative of the set, but there is no true canonical duplicate because the items cover distinct models and changes.", "canonical_pr_reason": null, - "best_issue_reason": "43671 is the most suitable representative issue: it is active and centrally connected to the closest speech-model requests, even though the surrounding items are still unrelated enough that they should not be deduplicated.", + "best_issue_reason": "43837 is the most self-contained and actionable model-support request in the group, with a specific target and clear scope.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:36718", + "right": "issue:47004", + "accept": false, + "reason": "RoMa keypoint matcher vs LoMa detector+matcher are different models/features, not the same change." + }, { "left": "issue:36718", "right": "issue:41115", "accept": false, - "reason": "Different model domains (keypoint matcher vs MiniCPM3 architecture); only generic request wording overlaps." + "reason": "RoMa matching and MiniCPM3 architecture work on unrelated code paths." }, { "left": "issue:36817", "right": "issue:41211", "accept": false, - "reason": "EuroBert config and DEIMv2 are unrelated model requests with no shared concrete change." + "reason": "EuroBert config support and DEIMv2 are separate model additions." }, { "left": "issue:36817", "right": "issue:43671", "accept": false, - "reason": "BERT config request vs Qwen3 TTS support; different model families and tasks." + "reason": "EuroBert config and Qwen3-TTS support are unrelated." }, { "left": "issue:36817", "right": "issue:36879", "accept": false, - "reason": "EuroBert vs RF-DETR are separate model additions with no same code path." + "reason": "EuroBert and RF-DETR are different model targets." }, { "left": "issue:36879", "right": "issue:41211", "accept": false, - "reason": "Both are model requests, but RF-DETR and DEIMv2 are different vision models and changes." + "reason": "RF-DETR and DEIMv2 are distinct model requests." }, { "left": "issue:36879", "right": "issue:43909", "accept": false, - "reason": "RF-DETR detection and LFM2.5 audio are different modalities and implementations." + "reason": "RF-DETR detection support is unrelated to the LFM2.5 audio model." }, { "left": "issue:36879", "right": "issue:44121", "accept": false, - "reason": "Detection model request vs sparse-transformer architecture request; not the same fix." + "reason": "RF-DETR and the weight-sparse transformer request are different changes." }, { "left": "issue:36879", "right": "issue:43837", "accept": false, - "reason": "RF-DETR and Qwen3-ASR are unrelated models; similarity is only at the request level." + "reason": "RF-DETR and Qwen3-ASR are separate model integrations." }, { "left": "issue:36879", "right": "issue:43671", "accept": false, - "reason": "RF-DETR and Qwen3-TTS are different model families and tasks." + "reason": "RF-DETR and Qwen3-TTS are different model additions." }, { "left": "issue:37015", "right": "issue:43837", "accept": false, - "reason": "NeoBERT and Qwen3-ASR are unrelated model requests." + "reason": "NeoBERT and Qwen3-ASR target different models and code paths." }, { "left": "issue:37015", "right": "issue:44121", "accept": false, - "reason": "NeoBERT request and weight-sparse transformer request do not target the same change." + "reason": "NeoBERT addition is unrelated to the sparse-transformer architecture request." }, { "left": "issue:37015", "right": "issue:43909", "accept": false, - "reason": "NeoBERT and LFM2.5 audio are different model additions." + "reason": "NeoBERT and LFM2.5 Audio are different model families." }, { "left": "issue:36879", "right": "issue:37015", "accept": false, - "reason": "RF-DETR and NeoBERT are separate model requests; broad subsystem overlap is not enough." + "reason": "RF-DETR and NeoBERT are unrelated model requests." }, { "left": "issue:37015", "right": "issue:42503", "accept": false, - "reason": "NeoBERT and ModernVBERT are both BERT-like, but they are distinct model-specific requests." + "reason": "NeoBERT and ModernVBERT are different BERT-family models, not the same change." }, { "left": "issue:41115", "right": "issue:43837", "accept": false, - "reason": "MiniCPM3 architecture and Qwen3-ASR support are different concrete changes." + "reason": "MiniCPM3 architecture work and Qwen3-ASR support are unrelated." }, { "left": "issue:41115", "right": "issue:44121", "accept": false, - "reason": "MiniCPM3 and the sparse-transformer proposal are unrelated requests." + "reason": "MiniCPM3 and weight-sparse transformer requests do not share the same code path." }, { "left": "issue:41115", "right": "issue:42503", "accept": false, - "reason": "MiniCPM3 and ModernVBERT are different model additions, not one duplicate issue." + "reason": "MiniCPM3 and ModernVBERT are separate model additions." }, { "left": "issue:41115", "right": "issue:45027", "accept": false, - "reason": "MiniCPM3 architecture vs Voxtral TTS support is different functionality." + "reason": "MiniCPM3 architecture and Voxtral TTS support are unrelated." }, { "left": "issue:41211", "right": "issue:43671", "accept": false, - "reason": "DEIMv2 and Qwen3-TTS are unrelated model requests." + "reason": "DEIMv2 and Qwen3-TTS are distinct model requests." }, { "left": "issue:42503", "right": "issue:43837", "accept": false, - "reason": "ModernVBERT models and Qwen3-ASR support are different model families/tasks." + "reason": "ModernVBERT and Qwen3-ASR are different model integrations." }, { "left": "issue:42503", "right": "issue:43671", "accept": false, - "reason": "ModernVBERT and Qwen3-TTS are unrelated requests." + "reason": "ModernVBERT and Qwen3-TTS are unrelated." }, { "left": "issue:42503", "right": "issue:42738", "accept": false, - "reason": "Both mention BERT-like models, but one is a specific model request and the other is a broad RoPE capability request." + "reason": "Both are BERT-related, but one is a model addition and the other is a broad RoPE architecture request, so not the same change." }, { "left": "issue:42738", "right": "issue:45027", "accept": false, - "reason": "BERT-like RoPE support and Voxtral TTS are unrelated changes." + "reason": "BERT-like models with RoPE and Voxtral TTS are unrelated." }, { "left": "issue:42738", "right": "issue:46653", "accept": false, - "reason": "No meaningful technical overlap; one is a model feature request, the other is not a real request." + "reason": "Architectural model support request vs an unrelated personal issue; clearly not duplicates." }, { "left": "issue:43671", "right": "issue:43837", "accept": false, - "reason": "Qwen3-TTS and Qwen3-ASR are related only by model family; they are different modalities and likely separate implementations." + "reason": "Qwen3-TTS and Qwen3-ASR are related audio tasks but different model support changes." }, { "left": "issue:43671", "right": "issue:45027", "accept": false, - "reason": "Qwen3-TTS and Voxtral TTS are different speech-model requests." + "reason": "Qwen3-TTS and Voxtral TTS are different model integrations." }, { "left": "issue:43671", "right": "issue:45177", "accept": false, - "reason": "TTS support and DeepSeek-OCR2 are different model additions." + "reason": "TTS support and OCR model support are unrelated." }, { "left": "issue:43671", "right": "issue:44121", "accept": false, - "reason": "Qwen3-TTS and the sparse-transformer proposal do not share the same code path." + "reason": "Qwen3-TTS and the sparse-transformer request are different code paths." }, { "left": "issue:43837", "right": "issue:43909", "accept": false, - "reason": "ASR support and LFM2.5 audio are both audio-related, but they are different models and tasks." + "reason": "Qwen3-ASR and LFM2.5 Audio are different audio models with different implementations." }, { "left": "issue:43837", "right": "issue:45322", "accept": false, - "reason": "Qwen3-ASR and EUPE are different model requests with no shared concrete implementation." + "reason": "ASR support and EUPE vision-language encoder support are unrelated." }, { "left": "issue:43837", "right": "issue:44121", "accept": false, - "reason": "Qwen3-ASR and weight-sparse transformer are unrelated." + "reason": "Qwen3-ASR and the weight-sparse transformer request are different changes." }, { "left": "issue:43909", "right": "issue:44205", "accept": false, - "reason": "LFM2.5 audio and SAM3-LiteText are different modalities and model families." + "reason": "LFM2.5 Audio and SAM3-LiteText are different model additions." }, { "left": "issue:43909", "right": "issue:46645", "accept": false, - "reason": "Audio model support and Granite SWA+sink option are unrelated changes." + "reason": "Audio model support and Granite SWA+sink option are unrelated." }, { "left": "issue:44121", "right": "issue:45322", "accept": false, - "reason": "Sparse-transformer proposal and EUPE are different model requests." + "reason": "Weight-sparse transformer and EUPE are different architectural/model requests." }, { "left": "issue:43837", "right": "issue:45027", "accept": false, - "reason": "Qwen3-ASR and Voxtral TTS are both speech-related, but they are different models/tasks and would not merge cleanly." + "reason": "Qwen3-ASR and Voxtral TTS are distinct audio-model support requests." }, { "left": "issue:37015", "right": "issue:45027", "accept": false, - "reason": "NeoBERT and Voxtral TTS are unrelated requests." + "reason": "NeoBERT and Voxtral TTS are unrelated models." }, { "left": "issue:43837", "right": "issue:45177", "accept": false, - "reason": "ASR support and OCR2 support are different model additions." + "reason": "ASR support and OCR support are different tasks and code paths." }, { "left": "issue:45322", "right": "issue:46133", "accept": false, - "reason": "EUPE and TIPSv2 are both vision-language encoders, but they are distinct model requests and likely separate code paths." + "reason": "EUPE and TIPSv2 are both vision-language related, but they are separate model requests." }, { "left": "issue:42503", "right": "issue:46653", "accept": false, - "reason": "ModernVBERT and the closed off-topic issue have no technical overlap." + "reason": "ModernVBERT and the unrelated personal issue are not comparable." }, { "left": "issue:45027", "right": "issue:46653", "accept": false, - "reason": "Voxtral TTS support and the off-topic closed issue are unrelated." + "reason": "Voxtral TTS support and the personal issue are unrelated." } ] }, @@ -19847,40 +19932,40 @@ "soft_pairs": [ "issue:38740|issue:46443" ], - "prepared_review_unit_hash": "cc4d675da631eb9b0b6ddb781774a814644f862b1066d58c99ea7ffff9f75ccd", + "prepared_review_unit_hash": "2d7d6453680eb82b93950edd48985cf1b7b17bbbe53bc22eb7d8fc96302e7658", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1506, - "estimated_input_tokens": 377, - "estimated_eval_tokens": 1010 + "serialized_chars": 1504, + "estimated_input_tokens": 376, + "estimated_eval_tokens": 1008 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1506, - "estimated_input_tokens": 377, - "estimated_eval_tokens": 1010 + "serialized_chars": 1504, + "estimated_input_tokens": 376, + "estimated_eval_tokens": 1008 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are not duplicates: one is a closed docs request for adding `pruna` as an optimization framework, while the other is an open technical issue about a Vision RoPE refactor. They do not describe the same underlying bug or change.", + "summary": "The two issues are unrelated: one is a docs request to add `pruna` as an optimization framework, while the other is a Vision RoPE refactor. I would not cluster them as the same underlying problem.", "confidence": 0.97, - "canonical_issue_reason": "Issue 46443 is the better representative because it is the substantive open technical item; issue 38740 is a separate closed documentation request with no overlap in subject matter.", + "canonical_issue_reason": "Issue 46443 is the more substantive technical/code-facing report; issue 38740 is a documentation/addition request and not a match for the refactor topic.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 46443 is the best issue for the cluster because it is the only concrete engineering problem here and is more likely to anchor any related work. Issue 38740 is unrelated docs content.", + "best_issue_reason": "Issue 46443 is the best representative issue in this set because it concerns an actual model/code refactor, whereas 38740 is a separate docs-oriented request.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:38740", "right": "issue:46443", "accept": false, - "reason": "Different topics and artifact types: a docs/framework addition request versus a Vision RoPE refactor. No shared code path or underlying change." + "reason": "Different topics and artifact types: a docs/framework listing request versus a Vision RoPE refactor. No evidence they describe the same underlying bug or change." } ] }, @@ -19910,12 +19995,12 @@ "soft_pairs": [ "issue:41084|issue:43037" ], - "prepared_review_unit_hash": "30e0f400e898597ffb96e8571c50b042831c8d6d616dd6fc82ac89a7fbe79137", + "prepared_review_unit_hash": "6b9445f54ab0ba731b63fa66035011606ddab2ff2b6620be971e16ab79e6ce17", "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 }, @@ -19923,7 +20008,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1479, + "serialized_chars": 1480, "estimated_input_tokens": 370, "estimated_eval_tokens": 996 }, @@ -19932,18 +20017,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two issues are unrelated: one asks for block decoding support, while the other requests DeepSeek v3.2 model support. There is no duplicate relationship here.", - "confidence": 0.98, - "canonical_issue_reason": "No clear canonical duplicate; if forced, #43037 is the more specific feature request, but it is unrelated to #41084.", + "summary": "These two issues are not duplicates: one asks for block decoding support, while the other requests DeepSeek v3.2 model support. They affect different features and likely different code paths.", + "confidence": 0.95, + "canonical_issue_reason": "No single canonical issue is appropriate here because the issues are unrelated and should not be merged as duplicates.", "canonical_pr_reason": null, - "best_issue_reason": "#43037 is the more concrete and actionable issue title, but it does not overlap with #41084.", + "best_issue_reason": "If forced to pick a representative issue, issue 43037 is the more concrete user-facing feature request; issue 41084 is too vague and appears to target a different capability.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:41084", "right": "issue:43037", "accept": false, - "reason": "Different underlying requests: block decoding vs DeepSeek v3.2 support. They do not describe the same bug or change." + "reason": "Different requests: block decoding implementation vs. DeepSeek v3.2 support. No shared bug or change scope is evident." } ] }, @@ -19973,40 +20058,40 @@ "soft_pairs": [ "issue:41306|issue:41826" ], - "prepared_review_unit_hash": "d591cf1b28fdd1dc35acd3e6a971e1792bad33a7c778fc1d4c569a3271f48374", + "prepared_review_unit_hash": "63f9882b9cf1dbe3711d37bea01f210bd043ef71f334b2a4e88895b88006c692", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1585, - "estimated_input_tokens": 397, - "estimated_eval_tokens": 1050 + "serialized_chars": 1583, + "estimated_input_tokens": 396, + "estimated_eval_tokens": 1048 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1585, - "estimated_input_tokens": 397, - "estimated_eval_tokens": 1050 + "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": "These two issues are both about tiled-model efficiency, but they request different features in different code paths: one is a from_pretrained() flag for TiledFusedLogitsLoss/FLCE, the other is integrating TiledMLP for lower memory use. They are related in theme, not duplicates.", - "confidence": 0.93, - "canonical_issue_reason": "Issue 41306 is the more concrete and narrowly scoped request, centered on a specific from_pretrained() API flag for TiledFusedLogitsLoss/FLCE.", + "summary": "These issues are not duplicates: one requests a `from_pretrained()` flag for TiledFusedLogitsLoss/FLCE, while the other asks for TiledMLP integration to reduce memory footprint. They describe different feature requests with no shared targets or links.", + "confidence": 0.95, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "Issue 41306 is the better canonical triage target because it has a clearer implementation surface and is less broad than the general TiledMLP memory-footprint request.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:41306", "right": "issue:41826", "accept": false, - "reason": "Different underlying changes: one targets FLCE/TiledFusedLogitsLoss configuration in from_pretrained(), the other asks for a TiledMLP integration to reduce memory footprint. Same general theme, not the same bug or feature." + "reason": "Different underlying requests and code paths: FLCE `from_pretrained()` flag vs TiledMLP memory-footprint integration; not the same bug/change." } ] }, @@ -20036,7 +20121,7 @@ "soft_pairs": [ "issue:43598|issue:43600" ], - "prepared_review_unit_hash": "73ca1f92acca2653b4c8613aa176899934ba6800569b9ffb299c46dd4483db36", + "prepared_review_unit_hash": "8615373809aded4cc23d58bf2f63773f54860bc8a81c0984538cfc45b5574847", "component_budget": { "node_count": 2, "item_count": 2, @@ -20058,18 +20143,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two closed issues about Trainer customization, but they target different problems: one is about `remove_unused_column(s)` behavior, the other about FLOPS estimation for custom trainers. They are related only at a high level, not the same bug/change.", - "confidence": 0.9, - "canonical_issue_reason": "Issue 43598 is the more concrete and actionable Trainer customization request, centered on a specific behavior (`remove_unused_column`) rather than a broader estimation concern.", + "summary": "The two issues are only loosely related through custom trainer support, but they address different problems: `remove_unused_column` customizability vs FLOPS estimation for custom trainers.", + "confidence": 0.96, + "canonical_issue_reason": "#43598 is the more concrete, code-path-specific issue to represent the cluster, but it is not a duplicate of #43600.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43598 is the best representative of the cluster because it has the clearest, narrowly scoped code-path and is most directly about improving Trainer customizability.", + "best_issue_reason": "#43598 is the better standalone issue because it is specific and actionable, whereas #43600 is a separate FLOPS-estimation request.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43598", "right": "issue:43600", "accept": false, - "reason": "Both mention custom trainers, but one concerns unused-column removal while the other concerns FLOPS estimation; these are different code paths and not the same underlying issue." + "reason": "Related only at a broad Trainer/custom-trainer level; they concern different behaviors and would not be merged as the same underlying issue." } ] }, @@ -20099,7 +20184,7 @@ "soft_pairs": [ "issue:43684|issue:44405" ], - "prepared_review_unit_hash": "5c4543f60e41f91351037c1b98ea590e976711a6fd33df3e0781bb9b85b4126c", + "prepared_review_unit_hash": "12fe93de4dfcb1a082039e4e2036a7d041f19a84965c10fbd839eec4cf445d82", "component_budget": { "node_count": 2, "item_count": 2, @@ -20121,18 +20206,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both items concern adding Hugging Face AutoModel support for Qwen variants, but they target different model families and different auto classes/tasks, so they are not duplicates.", - "confidence": 0.93, - "canonical_issue_reason": "Issue #43684 is the broader, more general model-registration request (AutoModel and AutoModelForConditionalGeneration) and is the better canonical representative of the cluster theme.", + "summary": "These issues are related to Qwen model support, but they target different API surfaces: one asks for general Qwen3-Omni registration in AutoModel/AutoModelForConditionalGeneration, while the other asks for AutoModelForSequenceClassification support for Qwen3.5. They are not the same underlying bug/change.", + "confidence": 0.94, + "canonical_issue_reason": "Issue 43684 is the broader, more central request about adding Qwen3-Omni registration to the core auto-model classes.", "canonical_pr_reason": null, - "best_issue_reason": "Issue #43684 is the best issue to keep as the cluster anchor because it describes the underlying registration gap at a higher level, while #44405 is a narrower task-specific request for Qwen3.5 classification support.", + "best_issue_reason": "Issue 43684 is the better representative because it describes the more general missing-registration problem rather than a single task-specific head.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43684", "right": "issue:44405", "accept": false, - "reason": "Different underlying change requests: Qwen3-Omni registration for AutoModel/AutoModelForConditionalGeneration vs Qwen3.5 AutoModelForSequenceClassification support. Same family, but not the same bug or mergeable fix." + "reason": "Different model families and different code paths: general AutoModel/AutoModelForConditionalGeneration registration vs. sequence-classification support. They are related but not duplicates." } ] }, @@ -20169,12 +20254,12 @@ "issue:43845|issue:43859", "issue:43846|issue:43859" ], - "prepared_review_unit_hash": "92149b2101eedca7726ac43fa357f147fb6184cb2f62bcb1c281a66e961d34bb", + "prepared_review_unit_hash": "6dd46feed9773a5a8a32900383410c3a2c72ad9f67539e5418af73197e1ba42b", "component_budget": { "node_count": 4, "item_count": 4, "soft_pair_count": 6, - "serialized_chars": 4267, + "serialized_chars": 4265, "estimated_input_tokens": 1067, "estimated_eval_tokens": 2390 }, @@ -20182,7 +20267,7 @@ "node_count": 4, "item_count": 4, "soft_pair_count": 6, - "serialized_chars": 4267, + "serialized_chars": 4265, "estimated_input_tokens": 1067, "estimated_eval_tokens": 2390 }, @@ -20191,58 +20276,55 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "43835 looks unrelated. The three \"huggingface\" issues form the likely duplicate family, with 43845 as the best representative because it is the earliest of those repeated-title reports. The soft-edge duplicates should be justified only by the repeated title and lack of distinguishing evidence in the packet.", - "confidence": 0.65, - "canonical_issue_reason": "43845 is a good canonical issue because it is the earliest of the repeated \"huggingface\" reports, and the packet gives no evidence that it differs from the other same-title entries.", + "summary": "Four very sparse closed issues: one titled \"Fett\" and three titled \"huggingface \". There is not enough body/detail evidence to confirm a shared underlying bug, so the cluster is too weak to merge beyond superficial title similarity.", + "confidence": 0.91, + "canonical_issue_reason": "Issue 43845 is the earliest of the repeated exact-title \"huggingface \" issues, so it is a reasonable anchor if one must pick a canonical issue.", "canonical_pr_reason": null, - "best_issue_reason": "43845 is the strongest issue representative: it matches the repeated title pattern and is the earliest of the likely duplicate issues.", + "best_issue_reason": "Issue 43859 has the only discussion activity, making it the most informative representative despite the weak content.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43835", "right": "issue:43845", "accept": false, - "reason": "Different titles ('Fett' vs 'huggingface') and no shared files, targets, or body evidence linking them to the same underlying issue." + "reason": "Only weak title similarity; \"Fett\" and \"huggingface\" do not indicate the same underlying issue." }, { "left": "issue:43835", "right": "issue:43846", "accept": false, - "reason": "Different titles and no additional metadata in the packet suggesting the same report." + "reason": "Only weak title similarity; no body or link evidence that these refer to the same bug." }, { "left": "issue:43835", "right": "issue:43859", "accept": false, - "reason": "Different titles with no shared files, targets, or other concrete evidence of the same bug." + "reason": "Only weak title similarity; no concrete shared problem is visible." }, { "left": "issue:43845", "right": "issue:43846", - "accept": true, - "reason": "Same title ('huggingface') and no packet evidence distinguishing them as separate underlying issues." + "accept": false, + "reason": "Identical titles, but no description or linked evidence to verify the same underlying issue." }, { "left": "issue:43845", "right": "issue:43859", - "accept": true, - "reason": "Same title ('huggingface') and no separate issue-target/file evidence in the packet to distinguish this report from the others." + "accept": false, + "reason": "Same broad title, but too little evidence to safely treat as duplicates." }, { "left": "issue:43846", "right": "issue:43859", - "accept": true, - "reason": "Same title ('huggingface') with no concrete evidence in the packet that they describe different underlying issues." + "accept": false, + "reason": "Same broad title, but no concrete bug details to confirm duplication." } ] }, - "evaluator_result": { - "accept": false, - "feedback": "The overall clustering is mostly grounded, but the soft-edge reasoning is not fully conservative. In particular, the 43845\u201343859 pair is described as having \"close timing,\" which is not supported by the packet (they are nearly 13 hours apart). The 43846\u201343859 rationale also overstates similarity by calling the metadata \"near-identical\" when the packet only clearly supports shared title and soft similarity. Please keep the duplicate claims weaker and tied strictly to the available evidence." - }, - "evaluator_used": true, - "retried": true, - "accepted_nontrivial_soft_edge": true, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, @@ -20276,88 +20358,88 @@ "issue:44572|issue:44937", "issue:44573|issue:44937" ], - "prepared_review_unit_hash": "b1ae91b6c483fe18db74b965eb17591af4fca0175af5ed69f90397d8a13ad817", + "prepared_review_unit_hash": "2ffd8c38d077895ab8ebfba322a024b1f87c0f42b6a1b7a51684840757009219", "component_budget": { "node_count": 5, "item_count": 5, "soft_pair_count": 9, - "serialized_chars": 5794, - "estimated_input_tokens": 1449, - "estimated_eval_tokens": 3154 + "serialized_chars": 5788, + "estimated_input_tokens": 1447, + "estimated_eval_tokens": 3150 }, "budget": { "node_count": 5, "item_count": 5, "soft_pair_count": 9, - "serialized_chars": 5794, - "estimated_input_tokens": 1449, - "estimated_eval_tokens": 3154 + "serialized_chars": 5788, + "estimated_input_tokens": 1447, + "estimated_eval_tokens": 3150 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is mostly unrelated low-information spam and one generic documentation suggestion. The repeated \"\" issues are superficially similar, but they do not describe a concrete shared bug or change, so I would not merge any of the soft pairs.", - "confidence": 0.94, - "canonical_issue_reason": "issue:44371 is the earliest and most representative of the repeated \"\" spam-like reports, so it is the best anchor if a single issue must be chosen.", + "summary": "These look like unrelated low-information/spam issues rather than true duplicates. One issue has a somewhat substantive documentation title, but the rest are generic spam or unrelated phrasing.", + "confidence": 0.22, + "canonical_issue_reason": "issue:44418 is the only item with a plausible non-spam title ('Documentation Enhancement Suggestion'); the others are generic spam-like or unrelated titles with no supporting detail.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44371 is the clearest cluster representative because it matches the repeated spam pattern and is the earliest of that subset; the other issues are either different spam text or a different documentation request.", + "best_issue_reason": "issue:44418 is the best available issue to anchor the cluster, but only weakly so; it is the most substantive and least obviously spammy item.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44371", "right": "issue:44572", "accept": false, - "reason": "Same placeholder title, but no concrete bug/change is described; this looks like separate spam submissions rather than one duplicate issue." + "reason": "Both are generic '' placeholders with no evidence of the same underlying bug or change beyond superficial similarity." }, { "left": "issue:44371", "right": "issue:44573", "accept": false, - "reason": "Both are generic \"\" reports with no shared technical problem to unify." + "reason": "Both are generic '' placeholders; no concrete shared problem is described." }, { "left": "issue:44371", "right": "issue:44418", "accept": false, - "reason": "One is spam-like and the other is a documentation enhancement suggestion; they are not the same underlying issue." + "reason": "A spam placeholder and a documentation enhancement request are not the same underlying issue." }, { "left": "issue:44371", "right": "issue:44937", "accept": false, - "reason": "Generic spam title versus a specific \"Google LLC\" message; no evidence of the same bug or request." + "reason": "'' and 'Check out \"Google LLC\"' do not indicate the same bug/change." }, { "left": "issue:44418", "right": "issue:44572", "accept": false, - "reason": "Documentation enhancement request and placeholder spam are unrelated." + "reason": "Documentation enhancement request vs spam placeholder; no shared concrete issue." }, { "left": "issue:44418", "right": "issue:44573", "accept": false, - "reason": "Documentation enhancement request and placeholder spam are unrelated." + "reason": "Documentation enhancement request vs spam placeholder; not a duplicate." }, { "left": "issue:44572", "right": "issue:44573", "accept": false, - "reason": "Both are labeled \"\", but there is no concrete shared issue beyond the placeholder title." + "reason": "Both are spam placeholders, but there is no evidence they describe the same underlying issue." }, { "left": "issue:44572", "right": "issue:44937", "accept": false, - "reason": "Two different spam-like submissions with different titles and no shared underlying problem." + "reason": "A spam placeholder and an unrelated brand-name title are not the same artifact." }, { "left": "issue:44573", "right": "issue:44937", "accept": false, - "reason": "Two different spam-like submissions with different titles and no shared underlying problem." + "reason": "A spam placeholder and an unrelated brand-name title are not the same issue." } ] }, @@ -20387,7 +20469,7 @@ "soft_pairs": [ "issue:45145|issue:45151" ], - "prepared_review_unit_hash": "f3b109f6b5251402894628a421cbf345d0c14dca2272f1e096b2cf32e9ceb3ba", + "prepared_review_unit_hash": "6f8fdb013f25d03a3d0259ffd227142e1d81a6de6ca3e808668c26bbf3da2da4", "component_budget": { "node_count": 2, "item_count": 2, @@ -20409,28 +20491,28 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two closed issues share the exact same title and a moderate soft-similarity signal. #45145 is the stronger canonical candidate because it is earlier and has an inbound reference, while #45151 does not show distinct scope.", - "confidence": 0.82, - "canonical_issue_reason": "Issue #45145 is earlier and has the only inbound reference, so it is the better canonical representative for this likely duplicate pair.", + "summary": "The two issues are highly similar and share the same title, but the evidence is not strong enough to confidently treat them as duplicates. #45145 is still the better canonical candidate if one must be chosen, but this should be a conservative call.", + "confidence": 0.79, + "canonical_issue_reason": "#45145 is the earlier issue and has an inbound reference, so it is the stronger canonical candidate, but the duplication evidence is only moderate rather than clearly decisive.", "canonical_pr_reason": null, - "best_issue_reason": "#45145 is the best single issue to keep because it has the stronger linkage signal and there is no evidence that #45151 adds separate scope.", + "best_issue_reason": "#45145 is the best issue to point to because it predates #45151 and already has an inbound reference, though the pair should not be treated as confirmed duplicates based on the current evidence.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45145", "right": "issue:45151", - "accept": true, - "reason": "The issues have identical titles and a moderate textual-similarity signal, with no distinct scope visible in the packet." + "accept": false, + "reason": "Same title and some textual overlap, but the similarity signal is only moderate (Jaccard 0.63) and the metadata is not identical; this is not strong enough to confidently accept as the same underlying issue." } ] }, "evaluator_result": { "accept": false, - "feedback": "The packet supports that these two closed issues share an identical title and have a moderate soft-similarity signal, with #45145 having the stronger linkage/canonical status. However, the summary overstates the evidence by calling them \"near-identical\" and asserting highly similar bodies/duplicate status too strongly based only on the soft-similarity signal (jaccard ~0.63) and no body-level content." + "feedback": "The canonical choice of #45145 is grounded by earlier creation and the inbound reference, but the duplicate claim is overstated. The packet only shows same title and a soft_similarity signal with Jaccard 0.63; that is not clearly \u201cvery high\u201d similarity, and there is some distinguishing metadata (different creation times, discussion activity, inbound references). Please keep the verdict more conservative." }, "evaluator_used": true, "retried": true, - "accepted_nontrivial_soft_edge": true, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, @@ -20507,7 +20589,7 @@ "soft_pairs": [ "issue:45762|issue:45763" ], - "prepared_review_unit_hash": "662bc8dfb94ee482a5ac57b69d68b153b0ada9c1bba226ecd5e5f0e2db8b6695", + "prepared_review_unit_hash": "9e6b0f9c86dd096d02aad6a25f3bb2acbbcda5c93c3973e91f4ab4b1a35d028a", "component_budget": { "node_count": 2, "item_count": 2, @@ -20529,18 +20611,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two closed issues are not duplicates; they are unrelated personal-name/date entries with no body, links, or shared targets/files. This looks more like separate low-signal/spam reports than the same underlying bug.", + "summary": "The two closed issues have unrelated personal-name titles and different dates, with no body, links, or shared targets; they do not look like duplicate bug reports or the same underlying request.", "confidence": 0.98, "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "Neither issue is a good canonical duplicate target because there is no evidence they describe the same problem; they appear to be unrelated standalone entries.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45762", "right": "issue:45763", "accept": false, - "reason": "Different subject names and dates, no body or shared technical context; not the same underlying issue." + "reason": "The titles refer to different people and different dates, and there is no supporting discussion, target, or content tying them to the same issue." } ] }, @@ -20570,7 +20652,7 @@ "soft_pairs": [ "issue:45764|issue:45765" ], - "prepared_review_unit_hash": "620fc3b314df01a5c45117a5e2b13e3001203c98e788acf17b2fcf3e27ee96f2", + "prepared_review_unit_hash": "f19af9fbc0806a467ba2399a059d475a5c8695669ddbd1889a966fe995b3a4e7", "component_budget": { "node_count": 2, "item_count": 2, @@ -20592,18 +20674,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two closed issues have similarly structured titles but no substantive evidence of being duplicates; they appear to be unrelated name/date entries with no body, links, or shared targets.", + "summary": "These two closed issues do not appear to describe the same underlying problem; they are just name-and-date placeholders with no bug/change details in common.", "confidence": 0.98, - "canonical_issue_reason": null, + "canonical_issue_reason": "No canonical issue can be justified here: neither issue contains substantive content, and there is no evidence they refer to the same report.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "Neither issue is a good representative for a duplicate cluster because there is no observable shared defect or subject matter beyond superficial formatting.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45764", "right": "issue:45765", "accept": false, - "reason": "Only superficial title similarity; no body, targets, references, or other evidence they describe the same underlying problem." + "reason": "Reject: the titles are different personal-name entries with different dates and no body content, so they do not look like the same underlying issue." } ] }, @@ -20633,12 +20715,12 @@ "soft_pairs": [ "issue:45810|issue:46295" ], - "prepared_review_unit_hash": "d8506f74311e96f5477eb51b3f7ca7f88b8ef0ea06d069041f4cbed9e0b84a85", + "prepared_review_unit_hash": "84628f27370f88ff19073d53eca402e767a52a9910d266d884ac41c531cde65d", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1542, + "serialized_chars": 1541, "estimated_input_tokens": 386, "estimated_eval_tokens": 1028 }, @@ -20646,7 +20728,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1542, + "serialized_chars": 1541, "estimated_input_tokens": 386, "estimated_eval_tokens": 1028 }, @@ -20655,18 +20737,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two issues are unrelated feature requests: one asks for Qwen3_5 token-classification support, the other for FP8 training support. They should not be deduplicated.", - "confidence": 0.98, - "canonical_issue_reason": "No canonical issue: the items describe different features and different code paths.", + "summary": "These two issues are unrelated: one requests adding a Qwen3 token-classification/value-model class, while the other asks for FP8 training support. They do not describe the same underlying bug or change.", + "confidence": 0.96, + "canonical_issue_reason": "Neither issue can serve as a canonical duplicate target for the other; they track different features in different areas.", "canonical_pr_reason": null, - "best_issue_reason": "If forced to pick a representative issue, 45810 is the more concrete and narrowly scoped request, but it is not a duplicate target for 46295.", + "best_issue_reason": "No single issue is a good global canonical choice because the requests are orthogonal and should remain separate.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45810", "right": "issue:46295", "accept": false, - "reason": "Different feature requests with no clear shared underlying bug or change; token classification model support is unrelated to FP8 training support." + "reason": "Different feature requests with no shared code path or concrete implementation overlap: Qwen3 token classification vs FP8 training support." } ] }, @@ -20706,12 +20788,12 @@ "issue:45871|issue:45873", "issue:45872|issue:45873" ], - "prepared_review_unit_hash": "fafdcb9c7360d5033da64f8fb65c47e7a9d55b7b44a371ad5d335caf1f056cf0", + "prepared_review_unit_hash": "8e0fb64cccff86d2184e89119a5894a69f3be224540297e30bf5830555db0cde", "component_budget": { "node_count": 5, "item_count": 5, "soft_pair_count": 8, - "serialized_chars": 5725, + "serialized_chars": 5727, "estimated_input_tokens": 1432, "estimated_eval_tokens": 3120 }, @@ -20719,7 +20801,7 @@ "node_count": 5, "item_count": 5, "soft_pair_count": 8, - "serialized_chars": 5725, + "serialized_chars": 5727, "estimated_input_tokens": 1432, "estimated_eval_tokens": 3120 }, @@ -20728,69 +20810,69 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This packet splits into two separate exact-duplicate pairs: 45870/45871 and 45872/45873. Issue 45869 is unrelated. There is no single canonical issue for the full packet.", - "confidence": 0.96, - "canonical_issue_reason": "No single canonical issue fits the whole packet; it contains two distinct duplicate pairs plus one unrelated issue.", + "summary": "This cluster is not one single duplicate set: it contains two exact duplicate issue pairs (45870/45871 and 45872/45873) plus a separate dataset-sales issue (45869). The example-request pair 45870/45871 is the best single canonical candidate because it is an exact duplicate and has slightly more activity.", + "confidence": 0.63, + "canonical_issue_reason": "45870 is an exact duplicate of 45871 and has a bit more discussion activity, so it is the cleanest issue to keep as the representative of that duplicate pair.", "canonical_pr_reason": null, - "best_issue_reason": "If forced to pick one representative, 45870 is the cleanest representative of the 45870/45871 duplicate pair, but it should not be treated as the canonical for the entire packet.", + "best_issue_reason": "45870 is the strongest representative among the issues because it is duplicated verbatim by 45871; the other exact pair (45872/45873) is a separate topic, and 45869 is unrelated.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45869", "right": "issue:45870", "accept": false, - "reason": "Different topics: a dataset advertisement is not the same underlying issue as a DataForge example." + "reason": "Different underlying requests: a financial data bundle/sample versus an example for financial time series prediction with DataForge." }, { "left": "issue:45869", "right": "issue:45871", "accept": false, - "reason": "Different topics: dataset promotion vs. DataForge example content." + "reason": "Different underlying requests: a financial data bundle/sample versus an example for financial time series prediction with DataForge." }, { "left": "issue:45870", "right": "issue:45871", "accept": true, - "reason": "Same title and apparent content; these are exact duplicate issues." + "reason": "Exact duplicate title/body describing the same example request; these look like the same issue." }, { "left": "issue:45870", "right": "issue:45872", "accept": false, - "reason": "Related finance wording, but one is an example and the other adds a scraping service; not the same underlying issue." + "reason": "Both are DataForge-related examples, but they describe different example concepts: prediction example versus prediction + scraping service." }, { "left": "issue:45870", "right": "issue:45873", "accept": false, - "reason": "Same as above: broad thematic overlap only, not a concrete duplicate." + "reason": "Different request text and scope; not the same underlying issue/change." }, { "left": "issue:45871", "right": "issue:45872", "accept": false, - "reason": "Broad similarity only; the scraping-service variant is a different issue from the plain example." + "reason": "Same broad area, but different concrete example request; not a duplicate." }, { "left": "issue:45871", "right": "issue:45873", "accept": false, - "reason": "Broad similarity only; not the same underlying issue." + "reason": "Same broad area, but different concrete example request; not a duplicate." }, { "left": "issue:45872", "right": "issue:45873", "accept": true, - "reason": "Same title and apparent content; these are exact duplicate issues." + "reason": "Exact duplicate title/body describing the same DataForge financial time series + scraping service request." } ] }, "evaluator_result": { - "accept": false, - "feedback": "The pairwise verdicts are mostly conservative and grounded, but the cluster-level summary/canonical choice overstates the structure of the packet. The packet appears to contain two separate duplicate pairs, so selecting 45870 as a single canonical representative for the whole set is not well-supported without explicitly noting the split. I\u2019d accept the duplicate-pair judgments, but not the single-canonical framing as written." + "accept": true, + "feedback": "The summary is grounded in the packet: 45870/45871 and 45872/45873 are the two exact-looking duplicate pairs, and 45869 is clearly a different topic. The canonical choice of 45870 is also supported by its slightly higher discussion activity. The soft-edge verdicts are conservative and consistent with the evidence shown." }, "evaluator_used": true, - "retried": true, + "retried": false, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -20814,40 +20896,40 @@ "soft_pairs": [ "issue:46439|issue:46441" ], - "prepared_review_unit_hash": "862dedd0e002380bea649b16362e4388436682e340bedd2626d7a65a93388a49", + "prepared_review_unit_hash": "fdad0476d255bb7189e57a427266c678487046287ddbe24d9f2e04ba30968260", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1637, - "estimated_input_tokens": 410, - "estimated_eval_tokens": 1076 + "serialized_chars": 1636, + "estimated_input_tokens": 409, + "estimated_eval_tokens": 1074 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1637, - "estimated_input_tokens": 410, - "estimated_eval_tokens": 1076 + "serialized_chars": 1636, + "estimated_input_tokens": 409, + "estimated_eval_tokens": 1074 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both issues concern static cache handling around linear-attention/Qwen3.5, but they describe different concrete failures: one is shape corruption from `early_initialization`, the other is a `KeyError('linear_attention')` in Qwen3.5. That is too weak to treat as a duplicate cluster.", - "confidence": 0.68, - "canonical_issue_reason": "Issue 46439 is the better canonical because it identifies a specific mechanism (`early_initialization`) and a concrete failure mode (shape corruption / `RuntimeError`), which is more actionable than the more product-specific crash report.", + "summary": "These two issues are related to static-cache behavior around linear-attention, but they describe different failure modes: one is shape corruption leading to a RuntimeError, the other is a Qwen3.5 KeyError for `linear_attention`. I would not deduplicate them on the available evidence.", + "confidence": 0.76, + "canonical_issue_reason": "Issue #46439 is the better cluster representative because it describes the broader underlying static-cache/linear-attention corruption, while #46441 looks like a more specific model-triggered manifestation.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 46439 is the strongest standalone report: it is more technically diagnostic and likely closer to the underlying bug than the narrower Qwen3.5 crash description.", + "best_issue_reason": "#46439 is the best standalone issue to anchor the cluster since it states the core bug more generally and is not limited to one model name or one exception string.", "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 errors are different (`RuntimeError` from wrong shapes vs `KeyError('linear_attention')`) and there is no evidence they are the same underlying code-path or fix." + "reason": "Both mention static cache and linear attention, but the reported failures differ materially (`RuntimeError` from wrong shapes vs `KeyError: 'linear_attention'`). On the available text, they do not clearly look like the same underlying bug." } ] }, @@ -20877,12 +20959,12 @@ "soft_pairs": [ "issue:46551|issue:46552" ], - "prepared_review_unit_hash": "e1a75bc39af229eec690e770923b81d42a80bd3d89eb2c09e74446ebaf263cba", + "prepared_review_unit_hash": "6b1608d0a1c51dbbe64dcd16ec83fda772a64a5a9d4ec6681dc6fa88aed9cbf1", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1707, + "serialized_chars": 1706, "estimated_input_tokens": 427, "estimated_eval_tokens": 1110 }, @@ -20890,7 +20972,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1707, + "serialized_chars": 1706, "estimated_input_tokens": 427, "estimated_eval_tokens": 1110 }, @@ -20899,28 +20981,28 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The pair looks very likely related and probably duplicate, but the evidence is not strong enough to call it a definite duplicate from the packet alone. The titles are identical and the body lengths match, yet the actual body content is not shown, so this should be treated conservatively as a probable duplicate rather than a confirmed one.", - "confidence": 0.86, - "canonical_issue_reason": "Issue #46552 is the better canonical tracker because it is open and has inbound references, making it the active report to keep.", + "summary": "These two issues are effectively duplicates: they have the same title and describe the same Wav2Vec2CTCTokenizer v5 special-token regression. The open issue is the better canonical thread for ongoing tracking.", + "confidence": 0.99, + "canonical_issue_reason": "Issue #46552 is open and has inbound references, so it is the better canonical tracker for the duplicated bug report.", "canonical_pr_reason": null, - "best_issue_reason": "Issue #46552 is the best issue to retain because it is the live discussion and likely source of any follow-up fixes; #46551 is closed.", + "best_issue_reason": "#46552 is the best issue to keep because it is the active/open report for the exact same tokenizer bug.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46551", "right": "issue:46552", - "accept": false, - "reason": "Strong duplicate signal from identical titles, identical body length, and soft similarity, but the packet does not prove the bodies are actually identical or that both issues are definitively the same report. Conservatively, this is a probable duplicate, not a confirmed one." + "accept": true, + "reason": "Exact same title and same underlying regression description; this is a straightforward duplicate pair." } ] }, "evaluator_result": { - "accept": false, - "feedback": "The duplicate call is plausible, but the reasoning overstates the evidence. The packet confirms identical titles, identical body length, and a strong soft-similarity signal, but not that the bodies are actually identical or that the issues are definitively the same report. The soft-edge verdict should be more conservative than a full accept." + "accept": true, + "feedback": "The verdict is grounded in the packet: both issues have identical titles, identical body length, and soft_similarity evidence with Jaccard 1.0. Choosing the open issue (#46552) as the canonical tracker is conservative and supported by its inbound references. No overstatement that would invalidate the duplicate call." }, "evaluator_used": true, - "retried": true, - "accepted_nontrivial_soft_edge": false, + "retried": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -20943,7 +21025,7 @@ "soft_pairs": [ "issue:46657|issue:46692" ], - "prepared_review_unit_hash": "a67f8a63afc820d061be1d59a99744a3af1a993da0f87723cac795f17816eaf2", + "prepared_review_unit_hash": "319cf4de536fcd026f150bfcd07760eb279fa7358ec02bd1ffb08a5c8de218d2", "component_budget": { "node_count": 2, "item_count": 2, @@ -20965,18 +21047,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two issues are about different training failures: one is a tensor shape mismatch during object detection training, the other is an out-of-memory problem after several epochs in RT-DETR v2. The overlap is only superficial (both concern training/object detection), so they should not be clustered as duplicates.", - "confidence": 0.97, - "canonical_issue_reason": "Issue #46657 is the clearer, more concrete bug report and is a better representative of a tensor-shape mismatch class of failures; #46692 is a separate memory-pressure symptom in a specific model.", + "summary": "These two issues both involve object-detection training, but they describe different failure modes: a tensor-shape mismatch versus out-of-memory after several epochs. They do not look like duplicates of the same underlying bug.", + "confidence": 0.87, + "canonical_issue_reason": "Issue #46657 is the better canonical issue because it states a concrete, actionable error symptom (\u201csize of tensors mismatch\u201d) rather than a broader training-stability complaint.", "canonical_pr_reason": null, - "best_issue_reason": "#46657 is the best issue to anchor this cluster because it states a specific, actionable error condition. #46692 is not a duplicate and should remain separate.", + "best_issue_reason": "#46657 is the best representative of the cluster since it is the more specific bug report and is easier to map to a single code-path problem.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46657", "right": "issue:46692", "accept": false, - "reason": "Reject: different failure modes. #46657 reports a tensor size mismatch, while #46692 reports OOM after epochs in RT-DETR v2; they do not look like the same underlying bug." + "reason": "Different underlying problems: one is a tensor dimension mismatch during training, the other is OOM after some epochs in RT-DETR v2. Same broad subsystem, but not the same bug or change." } ] }, @@ -21006,12 +21088,12 @@ "soft_pairs": [ "issue:46822|issue:46823" ], - "prepared_review_unit_hash": "f465ed44f3adf49fabc85516696eb065d8b76d2a5686f2bdfef7e07c67c1e9f2", + "prepared_review_unit_hash": "f71232e210de7c732f0284921c84377cb4f10cf37465b8d7158ff0279440e035", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1670, + "serialized_chars": 1671, "estimated_input_tokens": 418, "estimated_eval_tokens": 1092 }, @@ -21019,7 +21101,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1670, + "serialized_chars": 1671, "estimated_input_tokens": 418, "estimated_eval_tokens": 1092 }, @@ -21028,18 +21110,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two distinct model-loading bugs, not duplicates: one is a ZeRO-3 zero.Init partitioning/OOM problem in a composite multimodal submodule, the other is a 4-bit device_map/max_memory dispatch issue that incorrectly sends modules to CPU. They do not look like the same underlying failure mode.", + "summary": "These two issues are not duplicates: one reports a ZeRO-3 zero.Init partitioning/OOM problem in a composite multimodal model, while the other reports an unrelated 4-bit + device_map='auto' + max_memory dispatch-to-CPU ValueError.", "confidence": 0.98, - "canonical_issue_reason": null, + "canonical_issue_reason": "Issue 46823 is the clearest standalone bug report: it names the exact loading configuration, the incorrect CPU dispatch behavior, and the resulting ValueError.", "canonical_pr_reason": null, - "best_issue_reason": "No single canonical issue fits this cluster because the failures are unrelated. If forced to pick one representative, 46822 is slightly more specific, but it should not be treated as a duplicate of 46823.", + "best_issue_reason": "Issue 46823 is the best representative because it is more self-contained and actionable, with a specific reproducer and explicit failure mode.", "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 in a composite language submodule versus 4-bit device_map/max_memory dispatch to CPU. They are not the same underlying bug." + "reason": "Different underlying bugs and code paths: ZeRO-3 zero.Init partitioning/OOM during multi-GPU load vs 4-bit device_map/max_memory routing modules to CPU despite fitting. They share a broad theme of model loading, but not the same defect." } ] }, @@ -21061,114 +21143,150 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-46906-5", + "cluster_id": "cluster-46906-6", "nodes": [ "issue:46906", "issue:46940", "issue:46948", "issue:46969", - "issue:46985" + "issue:46985", + "issue:46998" ], "soft_pairs": [ "issue:46906|issue:46940", "issue:46906|issue:46948", "issue:46906|issue:46969", "issue:46906|issue:46985", + "issue:46906|issue:46998", "issue:46940|issue:46948", "issue:46940|issue:46969", "issue:46940|issue:46985", + "issue:46940|issue:46998", "issue:46948|issue:46969", "issue:46948|issue:46985", - "issue:46969|issue:46985" + "issue:46948|issue:46998", + "issue:46969|issue:46985", + "issue:46969|issue:46998", + "issue:46985|issue:46998" ], - "prepared_review_unit_hash": "85d17ac57e87457eacad25c7b04c98c58b0690ec389b9f73ce63175690c8add9", + "prepared_review_unit_hash": "ca350a7aabc2b3df753089251d05e69665a0fc2b06bb07841139064c1b8a0e47", "component_budget": { - "node_count": 5, - "item_count": 5, - "soft_pair_count": 10, - "serialized_chars": 6438, - "estimated_input_tokens": 1610, - "estimated_eval_tokens": 3476 + "node_count": 6, + "item_count": 6, + "soft_pair_count": 15, + "serialized_chars": 8797, + "estimated_input_tokens": 2200, + "estimated_eval_tokens": 4656 }, "budget": { - "node_count": 5, - "item_count": 5, - "soft_pair_count": 10, - "serialized_chars": 6438, - "estimated_input_tokens": 1610, - "estimated_eval_tokens": 3476 + "node_count": 6, + "item_count": 6, + "soft_pair_count": 15, + "serialized_chars": 8797, + "estimated_input_tokens": 2200, + "estimated_eval_tokens": 4656 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are five daily serge integration triage issues with highly similar template text, but they appear to be distinct date-specific reports rather than duplicates of one underlying bug. None of the soft edges should be merged.", - "confidence": 0.94, - "canonical_issue_reason": "issue:46906 is the earliest in the series and has the most inbound references/discussion, so it is the best representative if one issue must be chosen for the cluster.", + "summary": "All six items are near-identical daily triage issues for \"serge\" integration failures, but they appear to be separate dated reports rather than one underlying bug report. The safest canonical representative is the earliest and most-referenced issue.", + "confidence": 0.88, + "canonical_issue_reason": "Pick issue 46906: it is the earliest in the series and has the strongest linkage/activity (highest inbound references and some discussion), making it the best cluster representative.", "canonical_pr_reason": null, - "best_issue_reason": "issue:46906 is the strongest issue candidate because it is earliest, appears most central to the series, and has the most engagement.", + "best_issue_reason": "Issue 46906 is the most suitable global issue representative because it is earliest, most visible, and likely the root triage thread for this recurring report pattern.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46906", "right": "issue:46940", "accept": false, - "reason": "Same triage-series template, but different dates and likely different daily failure snapshots; not the same underlying issue." + "reason": "Same triage template and subsystem, but different dates suggest separate daily reports rather than the same underlying issue." }, { "left": "issue:46906", "right": "issue:46948", "accept": false, - "reason": "Near-identical wording alone is not enough; this is a separate day\u2019s integration triage item." + "reason": "Looks like another dated triage snapshot; no evidence these describe the same concrete failure instance." }, { "left": "issue:46906", "right": "issue:46969", "accept": false, - "reason": "Different report date and likely different failure context; do not collapse into one issue." + "reason": "The items are highly similar, but the date-stamped triage context points to distinct reports, not duplicates." }, { "left": "issue:46906", "right": "issue:46985", "accept": false, - "reason": "Distinct daily triage issue, not a duplicate bug report." + "reason": "Same recurring report format, but no shared error details or explicit linkage tying them to one bug." + }, + { + "left": "issue:46906", + "right": "issue:46998", + "accept": false, + "reason": "Different day, different triage issue; similarity alone is not enough to treat them as duplicates." }, { "left": "issue:46940", "right": "issue:46948", "accept": false, - "reason": "These are adjacent daily triage issues with similar structure, but they are not the same concrete problem." + "reason": "Both are daily serge integration triage issues, but they appear to be separate runs of the same process." }, { "left": "issue:46940", "right": "issue:46969", "accept": false, - "reason": "Separate date-based triage reports; similarity is from the shared template." + "reason": "No concrete evidence of a single underlying bug; these read like adjacent dated snapshots." }, { "left": "issue:46940", "right": "issue:46985", "accept": false, - "reason": "No evidence they describe the same underlying failure beyond the common triage format." + "reason": "Highly similar template, but the date progression indicates distinct triage reports." + }, + { + "left": "issue:46940", + "right": "issue:46998", + "accept": false, + "reason": "Similar text is not enough here; likely separate daily integration-failure triage items." }, { "left": "issue:46948", "right": "issue:46969", "accept": false, - "reason": "Different day and likely different integration failure instance." + "reason": "These seem to be successive dated triage issues, not the same issue instance." }, { "left": "issue:46948", "right": "issue:46985", "accept": false, - "reason": "Same series, but not a duplicate of the same bug or change." + "reason": "Same broad topic, but no explicit shared failure details or linking evidence." + }, + { + "left": "issue:46948", + "right": "issue:46998", + "accept": false, + "reason": "Likely separate reports for different dates in the serge triage series." }, { "left": "issue:46969", "right": "issue:46985", "accept": false, - "reason": "Separate daily triage issues; should remain distinct." + "reason": "Close textual similarity, but the dated triage framing suggests different reports." + }, + { + "left": "issue:46969", + "right": "issue:46998", + "accept": false, + "reason": "No indication they are the same underlying bug; they appear to be consecutive daily entries." + }, + { + "left": "issue:46985", + "right": "issue:46998", + "accept": false, + "reason": "Different dated triage reports with only template-level similarity." } ] }, @@ -21198,12 +21316,12 @@ "soft_pairs": [ "issue:46983|issue:46984" ], - "prepared_review_unit_hash": "c95dd3483832e21b8ba8833a41474f9d3e1828d84d82982a4abf9e86ebedab82", + "prepared_review_unit_hash": "7cdcaaee5ef604f77e066a3996509829aa8abf4137565adc861f7a45e6322a3b", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1490, + "serialized_chars": 1489, "estimated_input_tokens": 373, "estimated_eval_tokens": 1002 }, @@ -21211,7 +21329,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1490, + "serialized_chars": 1489, "estimated_input_tokens": 373, "estimated_eval_tokens": 1002 }, @@ -21220,24 +21338,24 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both issues have the exact same title and very high textual similarity, so they very likely refer to the same RWKV7 model support request. The open issue is the better canonical thread to keep.", - "confidence": 0.96, - "canonical_issue_reason": "#46984 is open and appears to be the active thread for the same RWKV7 model support request; #46983 is closed, so the open issue is the better canonical issue to retain.", + "summary": "The two issues share the same title and have strong soft similarity, so they look like duplicate requests for RWKV7 model support. Issue #46984 is open, so it is the better canonical tracker.", + "confidence": 0.87, + "canonical_issue_reason": "Issue #46984 is open and newer, so it is the better active tracker for the RWKV7 model support request.", "canonical_pr_reason": null, - "best_issue_reason": "#46984 is the best issue to retain because it is open and matches the request exactly, making it the most useful current tracker.", + "best_issue_reason": "Issue #46984 is the best issue overall because it is open and can serve as the current canonical report for this request.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46983", "right": "issue:46984", "accept": true, - "reason": "Same exact title and very high similarity strongly indicate the same underlying feature request; this is likely the same request rather than a separate issue." + "reason": "Same title and strong soft similarity indicate the same underlying issue; the open issue can act as the canonical tracker." } ] }, "evaluator_result": { "accept": false, - "feedback": "The core duplication judgment is grounded: both issues have the exact same title and high similarity, and the open one is a reasonable canonical thread. However, the response overstates the evidence by calling #46983 a \"closed duplicate\"\u2014the packet only shows that it is closed, not that it was explicitly closed as a duplicate. The soft-edge verdict should be phrased more conservatively as \"likely the same request\" or \"likely duplicate.\"" + "feedback": "The conclusion is a bit overstated. The packet supports that the two issues share the same title and have strong soft similarity, and that the open issue can be the active canonical tracker. But it does not provide the issue bodies, so saying the descriptions are \"very similar\" is not grounded. Please keep the duplicate/merge judgment more conservative and based on the title plus soft similarity only." }, "evaluator_used": true, "retried": true, @@ -21256,11 +21374,10 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-40546-35", + "cluster_id": "cluster-40546-36", "nodes": [ "pull_request:40546", "pull_request:43451", - "pull_request:44517", "pull_request:46196", "pull_request:46266", "pull_request:46658", @@ -21282,7 +21399,6 @@ "pull_request:46950", "pull_request:46951", "pull_request:46954", - "pull_request:46957", "pull_request:46958", "pull_request:46961", "pull_request:46965", @@ -21292,521 +21408,444 @@ "pull_request:46974", "pull_request:46977", "pull_request:46986", - "pull_request:46995" + "pull_request:46995", + "pull_request:47006" ], "soft_pairs": [ "pull_request:46895|pull_request:46958", "pull_request:46903|pull_request:46958", "pull_request:46950|pull_request:46951", - "pull_request:46950|pull_request:46970", "pull_request:46927|pull_request:46950", + "pull_request:46950|pull_request:47006", "pull_request:46927|pull_request:46951", - "pull_request:46970|pull_request:46986", - "pull_request:46970|pull_request:46971", "pull_request:46951|pull_request:46971", "pull_request:46949|pull_request:46971", - "pull_request:46951|pull_request:46970", - "pull_request:46927|pull_request:46986", + "pull_request:46927|pull_request:47006", + "pull_request:46951|pull_request:47006", + "pull_request:46971|pull_request:47006", + "pull_request:46941|pull_request:46970", + "pull_request:46908|pull_request:47006", "pull_request:46908|pull_request:46928", - "pull_request:46907|pull_request:46926", "pull_request:46902|pull_request:46965", - "pull_request:46951|pull_request:46986", - "pull_request:46907|pull_request:46928", + "pull_request:46970|pull_request:46971", + "pull_request:46907|pull_request:46926", + "pull_request:46927|pull_request:46986", "pull_request:46926|pull_request:46928", - "pull_request:46941|pull_request:46986", - "pull_request:46949|pull_request:46986", + "pull_request:46951|pull_request:46986", "pull_request:46926|pull_request:46941", - "pull_request:46941|pull_request:46970", - "pull_request:46907|pull_request:46941", "pull_request:46928|pull_request:46941", + "pull_request:46907|pull_request:46928", + "pull_request:46928|pull_request:47006", "pull_request:46954|pull_request:46961", - "pull_request:46928|pull_request:46951", + "pull_request:46941|pull_request:46986", "pull_request:46954|pull_request:46977", - "pull_request:46907|pull_request:46927", + "pull_request:46941|pull_request:47006", + "pull_request:46907|pull_request:46908", "pull_request:46908|pull_request:46951", + "pull_request:46907|pull_request:46941", "pull_request:46926|pull_request:46927", - "pull_request:46891|pull_request:46954", - "pull_request:46908|pull_request:46941", "pull_request:43451|pull_request:46954", - "pull_request:46903|pull_request:46970", - "pull_request:46836|pull_request:46954", + "pull_request:46954|pull_request:46968", + "pull_request:46954|pull_request:46958", "pull_request:46958|pull_request:46961", "pull_request:46958|pull_request:46977", "pull_request:46961|pull_request:46974", "pull_request:46958|pull_request:46974", "pull_request:46974|pull_request:46977", "pull_request:43451|pull_request:46920", - "pull_request:46836|pull_request:46920", - "pull_request:46891|pull_request:46920", - "pull_request:46891|pull_request:46958", "pull_request:46920|pull_request:46968", - "pull_request:46891|pull_request:46974", - "pull_request:46970|pull_request:46974", "pull_request:43451|pull_request:46958", + "pull_request:46968|pull_request:46974", + "pull_request:46971|pull_request:46974", "pull_request:46920|pull_request:46961", "pull_request:46961|pull_request:46968", + "pull_request:46920|pull_request:46977", "pull_request:46968|pull_request:46977", + "pull_request:46958|pull_request:46968", "pull_request:43451|pull_request:46707", - "pull_request:46707|pull_request:46836", "pull_request:46266|pull_request:46707", "pull_request:46707|pull_request:46961", + "pull_request:46891|pull_request:46961", "pull_request:46196|pull_request:46995", - "pull_request:46707|pull_request:46891", + "pull_request:43451|pull_request:46891", "pull_request:46707|pull_request:46977", - "pull_request:46658|pull_request:46836", + "pull_request:46891|pull_request:46977", + "pull_request:46707|pull_request:46968", + "pull_request:46891|pull_request:46968", + "pull_request:43451|pull_request:46836", "pull_request:40546|pull_request:43451", "pull_request:46912|pull_request:46977", "pull_request:46196|pull_request:46965", + "pull_request:46836|pull_request:46961", + "pull_request:46836|pull_request:46977", "pull_request:46836|pull_request:46965", "pull_request:46196|pull_request:46977", "pull_request:43451|pull_request:46658", "pull_request:43451|pull_request:46965", - "pull_request:46658|pull_request:46961", - "pull_request:46658|pull_request:46891", - "pull_request:46658|pull_request:46977", - "pull_request:43451|pull_request:46912", - "pull_request:44517|pull_request:46957", - "pull_request:43451|pull_request:46196" + "pull_request:46836|pull_request:46995", + "pull_request:46658|pull_request:46961" ], - "prepared_review_unit_hash": "f51c479f2a9b783d2ae889f49189b6cc527b2928842f6cfd40ff9f6c04180392", + "prepared_review_unit_hash": "740962695250eb97a7cd83946a5a23cc6a1e7659305bce2a31cf79b183d61cc8", "component_budget": { - "node_count": 35, - "item_count": 35, - "soft_pair_count": 104, - "serialized_chars": 117414, - "estimated_input_tokens": 29354, - "estimated_eval_tokens": 58964 + "node_count": 36, + "item_count": 36, + "soft_pair_count": 109, + "serialized_chars": 121331, + "estimated_input_tokens": 30333, + "estimated_eval_tokens": 60922 }, "budget": { - "node_count": 35, - "item_count": 35, + "node_count": 34, + "item_count": 34, "soft_pair_count": 72, - "serialized_chars": 98940, - "estimated_input_tokens": 24735, - "estimated_eval_tokens": 49726 + "serialized_chars": 94412, + "estimated_input_tokens": 23603, + "estimated_eval_tokens": 47462 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a grab-bag of unrelated PRs (model additions, docs, CI, and independent bug fixes). The only strong duplicate signal is the CohereASR training-loss double-shift fix, where 46895, 46903, and 46958 all address the same underlying forward/loss bug; 46958 is the cleanest representative.", - "confidence": 0.96, + "summary": "This cluster is mostly unrelated PRs. The only true duplicate-like subcluster is the CohereASR training-loss double-shift fix (46895/46958); the rest are model-additions, test workarounds, docs/CI changes, or different bug fixes.", + "confidence": 0.89, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 46958 is the most direct and focused fix for the CohereASR training-loss double-shift in the same code path, with a clear title and minimal scope.", + "canonical_pr_reason": "PR 46895 is the best canonical representative because it is the narrowest, most direct fix for the CohereASR double-shift bug; 46958 addresses the same underlying bug but with a broader alternative implementation.", "best_issue_reason": null, - "best_pr_reason": "46958 is the best cluster representative because it cleanly captures the only real duplicate thread in the set; the rest of the PRs are unrelated.", + "best_pr_reason": "PR 46895 is the clearest global representative for the only real duplicate subcluster in this cluster: the CohereASR training-loss double-shift bug.", "soft_edge_verdicts": [ { "left": "pull_request:46895", "right": "pull_request:46958", "accept": true, - "reason": "Same CohereASR training-loss double-shift bug in the forward/loss path; these are alternative fixes for the same code path." + "reason": "Same CohereASR training-loss double-shift bug in the same forward/loss path; these are alternative implementations of the same fix." }, { "left": "pull_request:46903", "right": "pull_request:46958", - "accept": true, - "reason": "Shares the same CohereASR loss double-shift fix; 46903 also bundles PPFormulaNet, but the overlapping CohereASR change is the same underlying bug." + "accept": false, + "reason": "Same rough loss-shift theme, but 46903 also touches PPFormulaNet and targets a different issue, so it is not the same concrete change." }, { "left": "pull_request:46950", "right": "pull_request:46951", "accept": false, - "reason": "Different models and different test failures; no shared code-path bug." + "reason": "Different fixes: Mamba2 OOM behavior versus a PEFT integration load workaround." }, { - "left": "pull_request:46950", - "right": "pull_request:46970", + "left": "pull_request:46927", + "right": "pull_request:46950", "accept": false, - "reason": "Mamba2 OOM test tweak vs Musicgen generation fix; unrelated." + "reason": "Different models and failures: GLM46V output handling vs Mamba2 OOM." }, { - "left": "pull_request:46927", - "right": "pull_request:46950", + "left": "pull_request:46950", + "right": "pull_request:47006", "accept": false, - "reason": "GLM46V test fix and Mamba2 OOM fix are unrelated." + "reason": "Mamba2 OOM/test workaround and Gemma3 cache behavior are unrelated bugs." }, { "left": "pull_request:46927", "right": "pull_request:46951", "accept": false, - "reason": "Different models and failure modes; not the same change." + "reason": "Different models and subsystems; not the same bug or change." }, { - "left": "pull_request:46970", - "right": "pull_request:46986", + "left": "pull_request:46951", + "right": "pull_request:46971", "accept": false, - "reason": "Musicgen melody generation logic vs GLM-OCR model init fix; unrelated." + "reason": "PEFT integration and Mamba2 test OOM fixes are unrelated." }, { - "left": "pull_request:46970", + "left": "pull_request:46949", "right": "pull_request:46971", "accept": false, - "reason": "Model code fix vs test-side dtype change in another model; unrelated." + "reason": "Whisper/audio-flamingo cache logic vs Mamba2 test OOM are different code paths." }, { - "left": "pull_request:46951", - "right": "pull_request:46971", + "left": "pull_request:46927", + "right": "pull_request:47006", "accept": false, - "reason": "PEFT integration change vs Mamba2 test adjustment; unrelated." + "reason": "GLM46V model fix vs Gemma3 cache handling are unrelated." }, { - "left": "pull_request:46949", - "right": "pull_request:46971", + "left": "pull_request:46951", + "right": "pull_request:47006", "accept": false, - "reason": "Whisper/audioflamingo cache handling vs Mamba2 test dtype; unrelated." + "reason": "PEFT integration tweak and Gemma3 cache logic are unrelated changes." }, { - "left": "pull_request:46951", - "right": "pull_request:46970", + "left": "pull_request:46971", + "right": "pull_request:47006", "accept": false, - "reason": "Independent fixes in different subsystems; no common bug." + "reason": "Mamba2 OOM workaround and Gemma3 cache logic are different bugs." }, { - "left": "pull_request:46927", - "right": "pull_request:46986", + "left": "pull_request:46941", + "right": "pull_request:46970", "accept": false, - "reason": "Different model families and distinct output mismatch causes." + "reason": "DAC decoding math fix and MusicGen Melody generation behavior are different code paths." }, { "left": "pull_request:46908", - "right": "pull_request:46928", + "right": "pull_request:47006", "accept": false, - "reason": "Different models; both are test fixes but not the same underlying bug." + "reason": "DeepSeekV3.2 test offload workaround vs Gemma3 cache logic are unrelated." }, { - "left": "pull_request:46907", - "right": "pull_request:46926", + "left": "pull_request:46908", + "right": "pull_request:46928", "accept": false, - "reason": "Edgetam import/config fix vs MiniMax-M3-VL load_error test fix; unrelated." + "reason": "DeepSeekV3.2 test load workaround and BLIP-2 tokenizer mapping are unrelated." }, { "left": "pull_request:46902", "right": "pull_request:46965", "accept": false, - "reason": "Offloading/save-converted-weights fix vs DeepSeek V4 cache behavior fix; unrelated." + "reason": "Both are DeepSeekV4-related, but one is offload/save conversion and the other is use_cache support; different bugs." }, { - "left": "pull_request:46951", - "right": "pull_request:46986", + "left": "pull_request:46970", + "right": "pull_request:46971", "accept": false, - "reason": "Different models and different failure signatures." + "reason": "MusicGen Melody generation fix vs Mamba2 OOM test workaround; unrelated." }, { "left": "pull_request:46907", - "right": "pull_request:46928", + "right": "pull_request:46926", "accept": false, - "reason": "Different models and unrelated integration-test issues." + "reason": "EdgeTAM import-or-config fix and MiniMax M3 VL load workaround are unrelated." }, { - "left": "pull_request:46926", - "right": "pull_request:46928", + "left": "pull_request:46927", + "right": "pull_request:46986", "accept": false, - "reason": "Different model test fixes; no shared code-path bug." + "reason": "Different models and fixes: GLM46V vs GLM OCR." }, { - "left": "pull_request:46941", - "right": "pull_request:46986", + "left": "pull_request:46926", + "right": "pull_request:46928", "accept": false, - "reason": "DAC output math fix vs GLM-OCR model-init fix; unrelated." + "reason": "MiniMax M3 VL load workaround and BLIP-2 tokenizer change are unrelated." }, { - "left": "pull_request:46949", + "left": "pull_request:46951", "right": "pull_request:46986", "accept": false, - "reason": "Whisper/audio cache fix vs GLM-OCR output mismatch fix; unrelated." + "reason": "PEFT integration vs GLM OCR output mismatch are unrelated." }, { "left": "pull_request:46926", "right": "pull_request:46941", "accept": false, - "reason": "MiniMax-M3-VL load_error fix vs DAC vector-quantization math fix; unrelated." + "reason": "MiniMax M3 VL load workaround and DAC decoder math fix are unrelated." }, { - "left": "pull_request:46941", - "right": "pull_request:46970", + "left": "pull_request:46928", + "right": "pull_request:46941", "accept": false, - "reason": "Different models and different bug types." + "reason": "BLIP-2 tokenizer mapping and DAC codebook distance fix are unrelated." }, { "left": "pull_request:46907", - "right": "pull_request:46941", + "right": "pull_request:46928", "accept": false, - "reason": "Edgetam import/config fix vs DAC reconstruction math fix; unrelated." + "reason": "EdgeTAM backbone kwarg cleanup and BLIP-2 tokenizer mapping are unrelated." }, { "left": "pull_request:46928", - "right": "pull_request:46941", + "right": "pull_request:47006", "accept": false, - "reason": "Blip2 test registration vs DAC output math; unrelated." + "reason": "BLIP-2 tokenizer mapping and Gemma3 cache logic are unrelated." }, { "left": "pull_request:46954", "right": "pull_request:46961", "accept": false, - "reason": "GlmAsr pytest compatibility fix vs workflow normalization automation; unrelated." + "reason": "Pytest-v9 compatibility fix and workflow normalization are unrelated." }, { - "left": "pull_request:46928", - "right": "pull_request:46951", + "left": "pull_request:46941", + "right": "pull_request:46986", "accept": false, - "reason": "Different models and different fixes." + "reason": "DAC quantization logic and GLM OCR model init are unrelated." }, { "left": "pull_request:46954", "right": "pull_request:46977", "accept": false, - "reason": "Unrelated model compatibility fix vs Mllama argument deprecation." + "reason": "Pytest-v9 compatibility fix and Mllama arg-name cleanup are unrelated." }, { - "left": "pull_request:46907", - "right": "pull_request:46927", + "left": "pull_request:46941", + "right": "pull_request:47006", "accept": false, - "reason": "Different models and failure modes; not a duplicate." + "reason": "DAC decoder math fix and Gemma3 cache logic are unrelated." }, { - "left": "pull_request:46908", - "right": "pull_request:46951", + "left": "pull_request:46907", + "right": "pull_request:46908", "accept": false, - "reason": "DeepSeek V3.2 load_error vs PEFT integration change; unrelated." + "reason": "EdgeTAM and DeepSeekV3.2 are different model fixes." }, { - "left": "pull_request:46926", - "right": "pull_request:46927", + "left": "pull_request:46908", + "right": "pull_request:46951", "accept": false, - "reason": "Different model-specific test fixes." + "reason": "DeepSeekV3.2 test loading workaround and PEFT integration are unrelated." }, { - "left": "pull_request:46891", - "right": "pull_request:46954", + "left": "pull_request:46907", + "right": "pull_request:46941", "accept": false, - "reason": "CI/workflow branch changes vs GlmAsr model fix; unrelated." + "reason": "EdgeTAM and DAC fixes target different models and bugs." }, { - "left": "pull_request:46908", - "right": "pull_request:46941", + "left": "pull_request:46926", + "right": "pull_request:46927", "accept": false, - "reason": "Different models and different test failures." + "reason": "MiniMax M3 VL and GLM46V fixes are unrelated." }, { "left": "pull_request:43451", "right": "pull_request:46954", "accept": false, - "reason": "Molmo2 model addition vs GlmAsr pytest compatibility fix; unrelated." + "reason": "Molmo2 model-add PR and GLM ASR pytest compatibility fix are unrelated." }, { - "left": "pull_request:46836", - "right": "pull_request:46954", + "left": "pull_request:46954", + "right": "pull_request:46968", "accept": false, - "reason": "Unlimited OCR model addition vs GlmAsr pytest fix; unrelated." + "reason": "Workflow normalization and docs autolink cleanup are unrelated." }, { - "left": "pull_request:46958", - "right": "pull_request:46961", + "left": "pull_request:40546", + "right": "pull_request:43451", "accept": false, - "reason": "CohereASR loss bugfix vs workflow normalization PR; unrelated." + "reason": "VibeVoice and Molmo2 are different model-add PRs, not the same change." }, { - "left": "pull_request:46958", + "left": "pull_request:46912", "right": "pull_request:46977", "accept": false, - "reason": "CohereASR loss bugfix vs Mllama argument rename; unrelated." + "reason": "RoPE test expansion and Mllama arg-name cleanup are unrelated." }, { - "left": "pull_request:46961", - "right": "pull_request:46974", + "left": "pull_request:46196", + "right": "pull_request:46965", "accept": false, - "reason": "Workflow automation vs Musicgen generate typo fix; unrelated." + "reason": "wav2vec2 SDPA dispatch and DeepSeekV4 use_cache support are different model fixes." }, { - "left": "pull_request:46958", - "right": "pull_request:46974", + "left": "pull_request:46836", + "right": "pull_request:46961", "accept": false, - "reason": "Different models and different change types." + "reason": "Unlimited OCR add and workflow normalization are unrelated." }, { - "left": "pull_request:46974", + "left": "pull_request:46836", "right": "pull_request:46977", "accept": false, - "reason": "Musicgen generate typo fix vs Mllama argument deprecation; unrelated." - }, - { - "left": "pull_request:43451", - "right": "pull_request:46920", - "accept": false, - "reason": "Molmo2 model addition vs voxtral_realtime API adaptation; unrelated." + "reason": "Unlimited OCR add and Mllama arg-name cleanup are unrelated." }, { "left": "pull_request:46836", - "right": "pull_request:46920", - "accept": false, - "reason": "Unlimited OCR model addition vs voxtral_realtime API update; unrelated." - }, - { - "left": "pull_request:46891", - "right": "pull_request:46920", - "accept": false, - "reason": "CI workflow branch change vs voxtral_realtime API update; unrelated." - }, - { - "left": "pull_request:46891", - "right": "pull_request:46958", - "accept": false, - "reason": "Workflow/CI change vs CohereASR loss bugfix; unrelated." - }, - { - "left": "pull_request:46920", - "right": "pull_request:46968", - "accept": false, - "reason": "voxtral_realtime API adaptation vs docs autolink cleanup; unrelated." - }, - { - "left": "pull_request:46961", - "right": "pull_request:46968", + "right": "pull_request:46965", "accept": false, - "reason": "Workflow normalization automation vs docs-only autolink cleanup; unrelated." + "reason": "Unlimited OCR add and DeepSeekV4 use_cache support are unrelated." }, { - "left": "pull_request:46968", + "left": "pull_request:46196", "right": "pull_request:46977", "accept": false, - "reason": "Docs autolink cleanup vs Mllama arg-name change; unrelated." + "reason": "wav2vec2 SDPA dispatch and Mllama arg-name cleanup are unrelated." }, { "left": "pull_request:43451", - "right": "pull_request:46707", + "right": "pull_request:46658", "accept": false, - "reason": "Molmo2 model addition vs FSDP2 support; unrelated." + "reason": "Molmo2 model-add PR and Step 3.7 Flash implementation are unrelated." }, { - "left": "pull_request:46707", - "right": "pull_request:46836", + "left": "pull_request:46266", + "right": "pull_request:46707", "accept": false, - "reason": "FSDP2 migration vs Unlimited OCR model addition; unrelated." + "reason": "DINO conversion-mapping changes and native FSDP2 migration are unrelated." }, { - "left": "pull_request:46266", - "right": "pull_request:46707", + "left": "pull_request:46658", + "right": "pull_request:46961", "accept": false, - "reason": "DINO conversion/modernization vs FSDP2 support; unrelated." + "reason": "Step 3.7 Flash implementation and workflow normalization are unrelated." }, { - "left": "pull_request:46707", + "left": "pull_request:46891", "right": "pull_request:46961", "accept": false, - "reason": "FSDP2 migration vs workflow normalization automation; unrelated." + "reason": "PEFT CI workflow tweak and normalization workflow are unrelated." }, { "left": "pull_request:46196", "right": "pull_request:46995", "accept": false, - "reason": "Wav2Vec2 SDPA dispatch vs flash-linear-attention availability check; different features." + "reason": "wav2vec2 SDPA dispatch and flash-linear-attention availability are different features." }, { - "left": "pull_request:46707", + "left": "pull_request:43451", "right": "pull_request:46891", "accept": false, - "reason": "FSDP2 migration vs CI workflow change; unrelated." + "reason": "Molmo2 add PR and PEFT CI workflow tweak are unrelated." }, { "left": "pull_request:46707", "right": "pull_request:46977", "accept": false, - "reason": "FSDP2 migration vs Mllama argument naming; unrelated." - }, - { - "left": "pull_request:46658", - "right": "pull_request:46836", - "accept": false, - "reason": "Step-3.7 Flash model work vs Unlimited OCR model addition; unrelated." - }, - { - "left": "pull_request:40546", - "right": "pull_request:43451", - "accept": false, - "reason": "VibeVoice and Molmo2 are separate model additions; same general area but not the same change." + "reason": "Native FSDP2 migration and Mllama arg-name cleanup are unrelated." }, { - "left": "pull_request:46912", + "left": "pull_request:46891", "right": "pull_request:46977", "accept": false, - "reason": "RoPE test coverage vs Mllama argument deprecation; unrelated." - }, - { - "left": "pull_request:46196", - "right": "pull_request:46965", - "accept": false, - "reason": "Wav2Vec2 attention dispatch fix vs DeepSeek V4 use_cache handling; unrelated." + "reason": "PEFT CI workflow tweak and Mllama arg-name cleanup are unrelated." }, { - "left": "pull_request:46836", - "right": "pull_request:46965", + "left": "pull_request:46707", + "right": "pull_request:46968", "accept": false, - "reason": "Unlimited OCR model addition vs DeepSeek V4 cache behavior fix; unrelated." + "reason": "FSDP2 migration and docs autolink cleanup are unrelated." }, { - "left": "pull_request:46196", - "right": "pull_request:46977", + "left": "pull_request:46891", + "right": "pull_request:46968", "accept": false, - "reason": "Different model subsystems and unrelated changes." + "reason": "PEFT CI workflow tweak and docs autolink cleanup are unrelated." }, { "left": "pull_request:43451", - "right": "pull_request:46658", + "right": "pull_request:46836", "accept": false, - "reason": "Molmo2 addition vs Step-3.7 Flash implementation; unrelated." + "reason": "Molmo2 add PR and Unlimited OCR add PR are different model additions." }, { - "left": "pull_request:43451", - "right": "pull_request:46965", + "left": "pull_request:40546", + "right": "pull_request:43451", "accept": false, - "reason": "Molmo2 model addition vs DeepSeek V4 cache fix; unrelated." + "reason": "VibeVoice and Molmo2 add different models and subsystems." }, { "left": "pull_request:46658", "right": "pull_request:46961", "accept": false, - "reason": "Step-3.7 Flash model work vs workflow normalization automation; unrelated." - }, - { - "left": "pull_request:46658", - "right": "pull_request:46891", - "accept": false, - "reason": "Step-3.7 Flash model work vs CI workflow change; unrelated." - }, - { - "left": "pull_request:46658", - "right": "pull_request:46977", - "accept": false, - "reason": "Step-3.7 Flash model work vs Mllama argument deprecation; unrelated." - }, - { - "left": "pull_request:43451", - "right": "pull_request:46912", - "accept": false, - "reason": "Molmo2 model addition vs RoPE test improvements; unrelated." - }, - { - "left": "pull_request:44517", - "right": "pull_request:46957", - "accept": false, - "reason": "Qwen3-TTS model addition/docs vs finegrained FP8 generation optimization; unrelated." - }, - { - "left": "pull_request:43451", - "right": "pull_request:46196", - "accept": false, - "reason": "Molmo2 model addition vs Wav2Vec2 SDPA support; unrelated." + "reason": "Step 3.7 Flash implementation and workflow normalization are unrelated." } ] }, "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet: the cluster is mostly unrelated model/docs/CI PRs, and the only clearly supported duplicate thread is the CohereASR training-loss double-shift area around 46895/46903/46958. The soft-edge acceptances are reasonably conservative, especially given the shared CohereASR files and issue target for 46895 and the overlapping CohereASR change in 46903." + "accept": false, + "feedback": "Reject: the overall cluster summary is mostly grounded, but the canonical PR rationale overstates the evidence. PR 46958 also has an explicit issue target (46894), so 46895 is not uniquely the PR with an explicit issue link. Since that key distinction is incorrect, I wouldn\u2019t accept the summary as written." }, "evaluator_used": true, - "retried": false, + "retried": true, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -21822,10 +21861,12 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-40546-35", + "cluster_id": "cluster-40546-36", "nodes": [ "pull_request:43451", + "pull_request:44517", "pull_request:46196", + "pull_request:46658", "pull_request:46836", "pull_request:46891", "pull_request:46907", @@ -21842,232 +21883,269 @@ "pull_request:46968", "pull_request:46970", "pull_request:46971", - "pull_request:46977" + "pull_request:46977", + "pull_request:46986", + "pull_request:47006" ], "soft_pairs": [ - "pull_request:46891|pull_request:46912", - "pull_request:46836|pull_request:46912", + "pull_request:46658|pull_request:46977", + "pull_request:44517|pull_request:46836", + "pull_request:43451|pull_request:46912", + "pull_request:44517|pull_request:46957", + "pull_request:43451|pull_request:46196", "pull_request:43451|pull_request:46957", "pull_request:46196|pull_request:46961", "pull_request:46957|pull_request:46961", "pull_request:46912|pull_request:46961", - "pull_request:46196|pull_request:46891", - "pull_request:46891|pull_request:46957", - "pull_request:46836|pull_request:46957", + "pull_request:44517|pull_request:46891", + "pull_request:46957|pull_request:46977", + "pull_request:46196|pull_request:46957", "pull_request:46950|pull_request:46971", "pull_request:46949|pull_request:46950", "pull_request:46949|pull_request:46951", "pull_request:46927|pull_request:46949", + "pull_request:46907|pull_request:46927", "pull_request:46927|pull_request:46971", - "pull_request:46949|pull_request:46970", - "pull_request:46927|pull_request:46970", "pull_request:46908|pull_request:46926", - "pull_request:46907|pull_request:46908", - "pull_request:43451|pull_request:46836", - "pull_request:43451|pull_request:46891", - "pull_request:46836|pull_request:46891", + "pull_request:46986|pull_request:47006", + "pull_request:46907|pull_request:46949", + "pull_request:46970|pull_request:47006", + "pull_request:46970|pull_request:46986", + "pull_request:46907|pull_request:47006", + "pull_request:46907|pull_request:46970", + "pull_request:46907|pull_request:46986", "pull_request:46961|pull_request:46977", - "pull_request:46891|pull_request:46968", - "pull_request:46891|pull_request:46961", - "pull_request:46891|pull_request:46977", "pull_request:43451|pull_request:46968", - "pull_request:46836|pull_request:46968", - "pull_request:46836|pull_request:46961", "pull_request:43451|pull_request:46961", - "pull_request:46836|pull_request:46977", "pull_request:43451|pull_request:46977", - "pull_request:46957|pull_request:46965" + "pull_request:46957|pull_request:46965", + "pull_request:46658|pull_request:46836", + "pull_request:46891|pull_request:46957", + "pull_request:46836|pull_request:46957", + "pull_request:46658|pull_request:46957", + "pull_request:46912|pull_request:46957", + "pull_request:46836|pull_request:46912" ], - "prepared_review_unit_hash": "e33e5263b56ff6690ced3b091c7a4ef4da12bbffe62a5337f775f9bdac90003a", + "prepared_review_unit_hash": "0efd9e8e1a12a0eaada33240949a847d1d050f8012f0575f9f3fb450abbdd530", "component_budget": { - "node_count": 35, - "item_count": 35, - "soft_pair_count": 104, - "serialized_chars": 117414, - "estimated_input_tokens": 29354, - "estimated_eval_tokens": 58964 + "node_count": 36, + "item_count": 36, + "soft_pair_count": 109, + "serialized_chars": 121331, + "estimated_input_tokens": 30333, + "estimated_eval_tokens": 60922 }, "budget": { - "node_count": 19, - "item_count": 19, - "soft_pair_count": 32, - "serialized_chars": 51841, - "estimated_input_tokens": 12961, - "estimated_eval_tokens": 26178 + "node_count": 23, + "item_count": 23, + "soft_pair_count": 37, + "serialized_chars": 63156, + "estimated_input_tokens": 15789, + "estimated_eval_tokens": 31834 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is heterogeneous and does not form a single duplicate cluster. The only close pair is the two Mamba2 PRs, but they address different fixes (runtime path vs. test loading args), so I would not merge them as duplicates.", - "confidence": 0.92, + "summary": "No soft edges look like true duplicates; the set is mostly unrelated model adds, test-only fixes, docs/workflow changes, and different infra bugs.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "There is no clear canonical PR because the candidates span unrelated changes across many models and subsystems, with no pair looking mergeable into one PR.", "best_issue_reason": null, - "best_pr_reason": "No single PR cleanly represents the whole set because the items span unrelated models, docs, CI, and workflow changes.", + "best_pr_reason": "PR 46957 is the most central infra change in the set, but it still addresses a different code path from the others and is not a safe canonical representative.", "soft_edge_verdicts": [ { - "left": "pull_request:46891", - "right": "pull_request:46912", + "left": "pull_request:46658", + "right": "pull_request:46977", "accept": false, - "reason": "Different subsystems and different changes: PEFT CI wiring vs RoPE test coverage." + "reason": "Different changes: Step-3.7 Flash model build/convert code vs Mllama argument naming/deprecation." }, { - "left": "pull_request:46836", + "left": "pull_request:44517", + "right": "pull_request:46836", + "accept": false, + "reason": "Both add model docs, but they are separate model additions for Qwen3-TTS and Unlimited OCR." + }, + { + "left": "pull_request:43451", "right": "pull_request:46912", "accept": false, - "reason": "Unrelated model additions/tests; one adds Unlimited OCR, the other is RoPE testing." + "reason": "Molmo2 model addition vs RoPE test/behavior improvements; unrelated artifacts." + }, + { + "left": "pull_request:44517", + "right": "pull_request:46957", + "accept": false, + "reason": "Qwen3-TTS model implementation vs FP8/generation infrastructure; not the same bug or feature." + }, + { + "left": "pull_request:43451", + "right": "pull_request:46196", + "accept": false, + "reason": "Molmo2 model addition vs wav2vec2 SDPA dispatch support; different code paths." }, { "left": "pull_request:43451", "right": "pull_request:46957", "accept": false, - "reason": "Different models and changes: Molmo2 model addition vs finegrained FP8/generation work." + "reason": "Molmo2 addition and finegrained FP8/generation changes are unrelated." }, { "left": "pull_request:46196", "right": "pull_request:46961", "accept": false, - "reason": "Completely different artifacts: wav2vec2 SDPA support vs a Serge branch-normalization workflow." + "reason": "wav2vec2 modeling change vs CI workflow change; no shared underlying bug." }, { "left": "pull_request:46957", "right": "pull_request:46961", "accept": false, - "reason": "No shared bug or code path; FP8/generation changes and workflow automation are unrelated." + "reason": "FP8/generation code changes vs a branch-normalization CI workflow; unrelated." }, { "left": "pull_request:46912", "right": "pull_request:46961", "accept": false, - "reason": "RoPE test changes and branch-normalization workflow are unrelated." + "reason": "RoPE tests vs CI workflow automation; not the same change." }, { - "left": "pull_request:46196", + "left": "pull_request:44517", "right": "pull_request:46891", "accept": false, - "reason": "Different model feature work vs PEFT integration CI changes." + "reason": "Qwen3-TTS model add vs PEFT CI/test workflow update; different artifacts." }, { - "left": "pull_request:46891", - "right": "pull_request:46957", + "left": "pull_request:46957", + "right": "pull_request:46977", "accept": false, - "reason": "CI/workflow PR and FP8/model-generation PR do not fix the same issue." + "reason": "FP8/generation infrastructure vs Mllama arg deprecation rename; different code paths." }, { - "left": "pull_request:46836", + "left": "pull_request:46196", "right": "pull_request:46957", "accept": false, - "reason": "Distinct model additions/tests versus FP8/generation changes." + "reason": "wav2vec2 attention dispatch support vs finegrained FP8/generation logic; unrelated." }, { "left": "pull_request:46950", "right": "pull_request:46971", "accept": false, - "reason": "Same model and failure label, but not the same concrete fix: one changes Mamba2 runtime behavior, the other only adjusts test loading dtype arguments." + "reason": "Both mention Mamba2 OOM, but one changes runtime kernel behavior and the other only adjusts tests/dtype loading." }, { "left": "pull_request:46949", "right": "pull_request:46950", "accept": false, - "reason": "Different models and code paths: Whisper/AudioFlamingo3 vs Mamba2." + "reason": "Whisper/audioflamingo3 cache fixes vs Mamba2 OOM fix; different models and bugs." }, { "left": "pull_request:46949", "right": "pull_request:46951", "accept": false, - "reason": "Different models and fixes: Whisper/AudioFlamingo3 vs PEFT integration." + "reason": "Whisper/audioflamingo3 changes vs PEFT loading logic; unrelated." }, { "left": "pull_request:46927", "right": "pull_request:46949", "accept": false, - "reason": "Unrelated model fixes: GLM46V vs Whisper/AudioFlamingo3." + "reason": "GLM46V input handling vs Whisper/audioflamingo3 cache behavior; different problems." + }, + { + "left": "pull_request:46907", + "right": "pull_request:46927", + "accept": false, + "reason": "EdgeTam processor kwarg cleanup vs GLM46V input casting/forward fix; not the same bug." }, { "left": "pull_request:46927", "right": "pull_request:46971", "accept": false, - "reason": "Unrelated models and bugs: GLM46V vs Mamba2." + "reason": "GLM46V fix vs Mamba2 test/load change; different model paths." }, { - "left": "pull_request:46949", - "right": "pull_request:46970", + "left": "pull_request:46908", + "right": "pull_request:46926", "accept": false, - "reason": "Different model-specific fixes: Whisper/AudioFlamingo3 vs MusicGen Melody." + "reason": "Similar symptom in tests, but they target different models and test files, so not a duplicate." }, { - "left": "pull_request:46927", - "right": "pull_request:46970", + "left": "pull_request:46986", + "right": "pull_request:47006", "accept": false, - "reason": "Different models and failure modes; not a duplicate change." + "reason": "GLM OCR model initialization fix vs Gemma3 cache_implementation handling; different code paths." }, { - "left": "pull_request:46908", - "right": "pull_request:46926", + "left": "pull_request:46907", + "right": "pull_request:46949", "accept": false, - "reason": "Different model test failures: DeepSeek V3.2 vs Mamba2." + "reason": "EdgeTam backbone kwarg cleanup vs Whisper/audioflamingo3 cache bug; unrelated models." }, { - "left": "pull_request:46907", - "right": "pull_request:46908", + "left": "pull_request:46970", + "right": "pull_request:47006", "accept": false, - "reason": "Different models and fixes: EdgeTam import_or_config vs DeepSeek V3.2 load/OOM tests." + "reason": "MusicGen Melody generation input prep vs Gemma3 cache config handling; different features." }, { - "left": "pull_request:43451", - "right": "pull_request:46836", + "left": "pull_request:46970", + "right": "pull_request:46986", "accept": false, - "reason": "Both add new models, but they are entirely different models and code paths." + "reason": "MusicGen Melody generation fix vs GLM OCR model construction fix; unrelated." }, { "left": "pull_request:46961", "right": "pull_request:46977", "accept": false, - "reason": "Workflow automation vs Mllama argument-name cleanup are unrelated." + "reason": "Automation workflow vs Mllama API rename; no shared underlying change." }, { - "left": "pull_request:46891", + "left": "pull_request:43451", "right": "pull_request:46968", "accept": false, - "reason": "PEFT CI changes and docs autolink cleanup are unrelated." + "reason": "Molmo2 model addition vs docs autolink cleanup; unrelated." }, { - "left": "pull_request:46891", + "left": "pull_request:43451", "right": "pull_request:46961", "accept": false, - "reason": "CI integration changes vs workflow automation are not duplicates." + "reason": "Model addition vs CI workflow automation; not a duplicate." }, { - "left": "pull_request:46891", + "left": "pull_request:43451", "right": "pull_request:46977", "accept": false, - "reason": "PEFT CI changes and Mllama API cleanup are unrelated." + "reason": "Molmo2 model addition vs Mllama argument deprecation; unrelated." }, { - "left": "pull_request:43451", - "right": "pull_request:46891", + "left": "pull_request:46957", + "right": "pull_request:46965", "accept": false, - "reason": "Molmo2 model addition and PEFT CI changes do not overlap." + "reason": "Both touch generation/modeling code, but they fix different DeepSeekV4-related behaviors and are not the same bug." }, { - "left": "pull_request:46836", - "right": "pull_request:46968", + "left": "pull_request:46658", + "right": "pull_request:46836", "accept": false, - "reason": "Unlimited OCR model addition and docs autolink cleanup are unrelated." + "reason": "Two separate model additions (Step-3.7 Flash and Unlimited OCR), not one combined change." }, { - "left": "pull_request:43451", - "right": "pull_request:46961", + "left": "pull_request:46658", + "right": "pull_request:46957", "accept": false, - "reason": "Molmo2 model addition and branch-normalization workflow are unrelated." + "reason": "Step-3.7 Flash model scaffolding vs FP8/generation infrastructure; unrelated." }, { - "left": "pull_request:46957", - "right": "pull_request:46965", + "left": "pull_request:46912", + "right": "pull_request:46957", + "accept": false, + "reason": "RoPE test improvements vs FP8/generation logic; different concerns." + }, + { + "left": "pull_request:46836", + "right": "pull_request:46957", "accept": false, - "reason": "They touch a shared DeepSeek V4 file, but the fixes are different: FP8/generation optimization vs use_cache handling." + "reason": "Unlimited OCR model addition vs finegrained FP8/generation infrastructure; unrelated." } ] }, @@ -22097,12 +22175,12 @@ "soft_pairs": [ "pull_request:40755|pull_request:41224" ], - "prepared_review_unit_hash": "8906d8e99d9ed6d3012d7362e33734693755c45554335fe8a5e2b42d808028a7", + "prepared_review_unit_hash": "a07fa1bc6904f80cadba6c98c9e60c7a156d73c94ac155276c697f4597acbae0", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4675, + "serialized_chars": 4674, "estimated_input_tokens": 1169, "estimated_eval_tokens": 2594 }, @@ -22110,7 +22188,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4675, + "serialized_chars": 4674, "estimated_input_tokens": 1169, "estimated_eval_tokens": 2594 }, @@ -22119,18 +22197,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs are unrelated feature additions in different model families: TimesFM covariate forecasting versus DINOv3 image classification support. They should not be treated as duplicates.", + "summary": "Two open PRs, but they are unrelated feature additions in different model families and 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, + "best_pr_reason": "No single PR is a good cluster representative; 40755 adds TimesFM covariate forecasting, while 41224 adds DINOv3 image classification support.", "soft_edge_verdicts": [ { "left": "pull_request:40755", "right": "pull_request:41224", "accept": false, - "reason": "Different underlying changes and code paths: one adds TimesFM covariate forecasting, the other adds DINOv3 image classification support. They are not mergeable into a single PR." + "reason": "Different models and code paths: TimesFM forecasting with covariates vs DINOv3 image classification support. They do not appear to fix the same bug or implement one mergeable change." } ] }, @@ -22251,148 +22329,148 @@ "pull_request:43823|pull_request:45213", "pull_request:43251|pull_request:43254" ], - "prepared_review_unit_hash": "19fecff86b01b7dc74e1ad31008c216629eb3851cdb7ca9980f4e71b8400eb7f", + "prepared_review_unit_hash": "0e94a1ee4a49b38d7ebd5d7a51f7d235ffb3bd2507521d21b8ffc1c9b088781f", "component_budget": { "node_count": 13, "item_count": 13, "soft_pair_count": 18, - "serialized_chars": 34780, - "estimated_input_tokens": 8695, - "estimated_eval_tokens": 17646 + "serialized_chars": 34784, + "estimated_input_tokens": 8696, + "estimated_eval_tokens": 17648 }, "budget": { "node_count": 13, "item_count": 13, "soft_pair_count": 18, - "serialized_chars": 34780, - "estimated_input_tokens": 8695, - "estimated_eval_tokens": 17646 + "serialized_chars": 34784, + "estimated_input_tokens": 8696, + "estimated_eval_tokens": 17648 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Mostly unrelated PRs across different subsystems. The only clear duplicate-like pair is the two fixed_cross_entropy variants; the rest are soft-similar at best but fix different bugs or add different features.", - "confidence": 0.83, + "summary": "This cluster is mostly unrelated PRs with one clear duplicate pair around `fixed_cross_entropy` kwargs support. Only PRs 43251 and 43254 appear to implement the same underlying change; the rest touch different models, docs, or features and should not be merged as duplicates.", + "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 43251 is the best representative of the only true duplicate pair: it fixes fixed_cross_entropy by forwarding supported cross_entropy kwargs for the same tracked bug, and it is the more complete/explicit variant.", + "canonical_pr_reason": "PR 43251 is the better canonical representative for the duplicate pair because it is directly issue-linked to 43240 and covers the concrete `fixed_cross_entropy` behavior change in full context.", "best_issue_reason": null, - "best_pr_reason": "PR 43251 is the strongest standalone representative because it has the explicit issue target, a focused code-path fix in loss_utils.py, and overlaps directly with 43254.", + "best_pr_reason": "PR 43251 is the best overall representative: it targets the exact code path, has explicit issue linkage, and its diff is the more complete version of the same fix.", "soft_edge_verdicts": [ { "left": "pull_request:41855", "right": "pull_request:43823", "accept": false, - "reason": "Different areas: Mistral tokenizer API additions vs adding MobileLLM model files. No shared bug/change." + "reason": "Different features: Mistral tokenizer method additions vs adding a new MobileLLM model." }, { "left": "pull_request:41855", "right": "pull_request:43424", "accept": false, - "reason": "Tokenizer method additions are unrelated to Executorch dynamic-shape export tests." + "reason": "Tokenizer API additions and executorch dynamic-shape tests are unrelated changes." }, { "left": "pull_request:42668", "right": "pull_request:43823", "accept": false, - "reason": "Processor auto-loading robustness is unrelated to introducing a new MobileLLM model." + "reason": "Processor auto-loading robustness is unrelated to introducing MobileLLM model support." }, { "left": "pull_request:43251", "right": "pull_request:43823", "accept": false, - "reason": "Loss helper kwargs fix is unrelated to adding a new model package." + "reason": "Cross-entropy kwargs plumbing and a new model implementation are unrelated code paths." }, { "left": "pull_request:43251", "right": "pull_request:44827", "accept": false, - "reason": "Cross-entropy kwargs handling is unrelated to Mistral4 test/model fixes." + "reason": "Both mention model/training infrastructure, but they fix different problems in different subsystems." }, { "left": "pull_request:43424", "right": "pull_request:44827", "accept": false, - "reason": "Executorch export tests and Mistral4 fixes are different code paths and bugs." + "reason": "Executorch export tests do not overlap with Mistral4 test/model fixes." }, { "left": "pull_request:43424", "right": "pull_request:43823", "accept": false, - "reason": "Dynamic export test coverage does not match adding MobileLLM support." + "reason": "A dynamic-shape export test is not the same underlying change as adding MobileLLM." }, { "left": "pull_request:43823", "right": "pull_request:45655", "accept": false, - "reason": "New model addition is unrelated to config_class resolution order in modeling_utils." + "reason": "New model addition and config-resolution ordering fix are unrelated." }, { "left": "pull_request:43823", "right": "pull_request:43995", "accept": false, - "reason": "MobileLLM model addition and Falcon output-interface refactor are unrelated changes." + "reason": "Adding MobileLLM and refactoring Falcon output collection are different model changes." }, { - "left": "pull_request:43823", + "left": "pull_request:43995", "right": "pull_request:45213", "accept": false, - "reason": "New model support is unrelated to the model-creation skill/meta tooling PR." + "reason": "Falcon forward refactor and a model-creation skill are not the same code change." }, { "left": "pull_request:43995", "right": "pull_request:44827", "accept": false, - "reason": "Falcon output-capture refactor and Mistral4 test fixes do not fix the same concrete issue." + "reason": "Falcon output-interface refactor and Mistral4 test fixes address different models and bugs." }, { - "left": "pull_request:43995", - "right": "pull_request:45213", + "left": "pull_request:44827", + "right": "pull_request:45170", "accept": false, - "reason": "Falcon model refactor is unrelated to the model-creation skill PR." + "reason": "Mistral4 test/model fixes and CLIP-like `layrnorm` renaming are unrelated issues." }, { "left": "pull_request:44827", - "right": "pull_request:45170", + "right": "pull_request:46267", "accept": false, - "reason": "Mistral4 test/model fixes are unrelated to the layrnorm->layernorm rename sweep." + "reason": "Mistral4 fixes and chat response parsing updates are different feature areas." }, { "left": "pull_request:44827", "right": "pull_request:46048", "accept": false, - "reason": "Mistral4 fixes and TDT loss kernel integration are different changes." + "reason": "Mistral4 testing/model changes and adding a TDT loss kernel are unrelated." }, { "left": "pull_request:44827", - "right": "pull_request:46267", + "right": "pull_request:45655", "accept": false, - "reason": "Mistral4 fixes are unrelated to chat response parsing updates." + "reason": "Mistral4 fixes and config-resolution ordering are different problems." }, { "left": "pull_request:44827", "right": "pull_request:45213", "accept": false, - "reason": "Model-specific test fixes are unrelated to the model-creation skill/meta PR." + "reason": "A Mistral4 fix PR and a model-creation skill do not share the same concrete change." }, { "left": "pull_request:43823", "right": "pull_request:45213", "accept": false, - "reason": "Adding MobileLLM is unrelated to the model-creation skill documentation/tooling PR." + "reason": "MobileLLM implementation and the model-creation skill are not duplicates." }, { "left": "pull_request:43251", "right": "pull_request:43254", "accept": true, - "reason": "Both PRs patch the same function, fixed_cross_entropy, to pass supported kwargs through to nn.functional.cross_entropy for the same issue." + "reason": "Both PRs modify `fixed_cross_entropy` to pass supported `cross_entropy` kwargs (`weight`, `label_smoothing`) and address the same underlying loss-wrapper bug." } ] }, "evaluator_result": { "accept": true, - "feedback": "Grounded and conservative. The only accept verdict is the clearly mergeable 43251/43254 pair: both touch the same fixed_cross_entropy function for the same issue target and look like variants of the same bugfix. The other pairs are reasonably rejected as unrelated or only loosely similar, and the summary does not overclaim beyond the packet evidence." + "feedback": "The summary is grounded in the packet and stays conservative. The only positive duplicate callout, PR 43251 vs 43254, is supported by the shared file/function, shared issue target 43240, and matching `cross_entropy` kwarg plumbing. The other pairwise rejections are also consistent with the diffs and do not overstate duplication or mergeability." }, "evaluator_used": true, "retried": false, @@ -22419,7 +22497,7 @@ "soft_pairs": [ "pull_request:42975|pull_request:42976" ], - "prepared_review_unit_hash": "87ccff12b4989988586208e9767312bf90c585f0a216c9b8b4cf79fca58baf29", + "prepared_review_unit_hash": "b01da44b477dcee5c87bf8c5c99aa105f2e372ae157483cee64259b5b7fb94a0", "component_budget": { "node_count": 2, "item_count": 2, @@ -22441,18 +22519,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both items are broad GitHub Actions dependency bumps, but they target different action families and different maintenance goals, so they should not be merged as duplicates.", - "confidence": 0.95, + "summary": "Two open PRs both update GitHub Actions in workflow files, but they target different maintenance goals: one is specifically for Node 24 compatibility across many actions, while the other upgrades a smaller set of actions to newer major versions. They overlap in some workflows but are not the same change.", + "confidence": 0.87, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 42975 is the better canonical PR because it has the clearer umbrella goal (Node 24 compatibility) and touches more of the workflow runner stack, making it a slightly broader representative of the cluster.", + "canonical_pr_reason": "PR #42975 is the better canonical PR because its title and diff describe the clearer underlying change: a broad GitHub Actions compatibility upgrade for Node 24 across many workflows.", "best_issue_reason": null, - "best_pr_reason": "PR 42975 is the best representative for the cluster since it is the more general workflow-actions upgrade, but it still should not subsume PR 42976.", + "best_pr_reason": "PR #42975 is the best representative of the cluster since it captures the main maintenance theme more precisely; PR #42976 is a narrower dependency bump focused on docker/build-push-action and related workflow updates.", "soft_edge_verdicts": [ { "left": "pull_request:42975", "right": "pull_request:42976", "accept": false, - "reason": "Reject: they are related housekeeping PRs, but not the same underlying change. 42975 upgrades checkout/cache/upload-artifact for Node 24 compatibility across workflows, while 42976 specifically bumps docker/build-push-action and a few other actions to latest versions for Docker-image workflows." + "reason": "Reject: both are workflow-action upgrade PRs, but they are not the same concrete change. #42975 is about Node 24 compatibility for GitHub Actions, while #42976 upgrades specific actions to latest versions (notably docker/build-push-action v6). They overlap in files but could not be merged as one identical fix." } ] }, @@ -22487,12 +22565,12 @@ "pull_request:43448|pull_request:45490", "pull_request:45490|pull_request:46562" ], - "prepared_review_unit_hash": "1edf68d2bdb439779dbce906daa7957f8ebb784b26614635ad26b7d91629e442", + "prepared_review_unit_hash": "2a36368e6bce87d6677e6481d3f94440359583817fbf42cf96948c5ecb3fd3b5", "component_budget": { "node_count": 4, "item_count": 4, "soft_pair_count": 4, - "serialized_chars": 13046, + "serialized_chars": 13047, "estimated_input_tokens": 3262, "estimated_eval_tokens": 6780 }, @@ -22500,7 +22578,7 @@ "node_count": 4, "item_count": 4, "soft_pair_count": 4, - "serialized_chars": 13046, + "serialized_chars": 13047, "estimated_input_tokens": 3262, "estimated_eval_tokens": 6780 }, @@ -22509,36 +22587,36 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs are distinct model-addition changes for different architectures and subsystems. The overlap in docs and auto-registry files is incidental, so none of the soft edges look like true duplicates.", - "confidence": 0.98, + "summary": "All four PRs are separate model-addition efforts (ViT NEPA, Molmo, CTSM, Step3p7). They share framework/registry files, but each targets a different model and code path, so none are duplicates.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "PR #45490 is a strong representative because it is a substantial, self-contained model addition with high review activity and touches the usual model/config/auto-registration/test surfaces.", "best_issue_reason": null, - "best_pr_reason": null, + "best_pr_reason": "PR #45490 is the best single representative of the cluster: it is complete enough to stand alone and appears to be the most reviewed/central model-addition PR among the set.", "soft_edge_verdicts": [ { "left": "pull_request:42978", "right": "pull_request:43448", "accept": false, - "reason": "ViT NEPA and Molmo are different model additions with different implementation files and behaviors; shared auto/doc edits are generic integration work, not the same change." + "reason": "Different models and implementations (ViT NEPA vs Molmo). Shared docs/auto-registration files are expected boilerplate, not the same underlying change." }, { "left": "pull_request:42978", "right": "pull_request:45490", "accept": false, - "reason": "ViT NEPA vs CTSM target unrelated model families and code paths; the overlap is only in framework registration/docs." + "reason": "Different model families with distinct code paths (ViT NEPA vs CTSM). The overlap is only in generic registry/docs files." }, { "left": "pull_request:43448", "right": "pull_request:45490", "accept": false, - "reason": "Molmo and CTSM are separate model implementations in different domains; this is not one concrete bug or fix." + "reason": "Molmo and CTSM are separate model additions with different configs, model code, and tests; this is not one mergeable fix/change." }, { "left": "pull_request:45490", "right": "pull_request:46562", "accept": false, - "reason": "CTSM and Step3p7 are different model PRs with different files and APIs; shared registry changes do not indicate a duplicate." + "reason": "CTSM and Step3p7 are different model additions. Shared auto/modeling/docs files do not indicate the same underlying bug or feature." } ] }, @@ -22587,130 +22665,130 @@ "pull_request:46539|pull_request:46922", "pull_request:46886|pull_request:46922" ], - "prepared_review_unit_hash": "1709d6b055a6854e8d6a35bcb20fcd4b77369e918b965491844af019e643ce55", + "prepared_review_unit_hash": "749efb9ec791085c92d0b67ca94352db7919d778503f4501745fc5bb09657f2d", "component_budget": { "node_count": 7, "item_count": 7, "soft_pair_count": 15, - "serialized_chars": 19601, - "estimated_input_tokens": 4901, - "estimated_eval_tokens": 10058 + "serialized_chars": 19596, + "estimated_input_tokens": 4899, + "estimated_eval_tokens": 10054 }, "budget": { "node_count": 7, "item_count": 7, "soft_pair_count": 15, - "serialized_chars": 19601, - "estimated_input_tokens": 4901, - "estimated_eval_tokens": 10058 + "serialized_chars": 19596, + "estimated_input_tokens": 4899, + "estimated_eval_tokens": 10054 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Only one soft duplicate stands out: the two YOLOS pull requests both target the same device_map=\"auto\" mismatch on the same model and issue. The rest are unrelated fixes spanning Whisper, FP8 dequantization, generation config validation, and CI/test infrastructure.", - "confidence": 0.93, + "summary": "The cluster is mostly heterogeneous and contains several unrelated PRs that only share superficial test/issue patterns. The only strong duplicate-like relationship is the YOLOS device mismatch fixes, where PR 46886 is a partial fix and PR 46922 extends the same concrete fix path in the same model file and shared target issue.", + "confidence": 0.89, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 46922 is the better canonical YOLOS fix: it covers the concrete device-placement bug in forward and also includes the no_split_modules adjustment, matching the same issue target as 46886.", + "canonical_pr_reason": "PR 46922 is the strongest representative because it fixes the concrete YOLOS device-mismatch path directly and also includes the related `_no_split_modules` change, making it the most complete version of that fix.", "best_issue_reason": null, - "best_pr_reason": "PR 46922 is the strongest representative of the cluster\u2019s only true duplicate pair because it is the more complete fix for the same YOLOS device mismatch.", + "best_pr_reason": "PR 46922 is the best single PR for the cluster\u2019s only real duplicate-like thread: it addresses the YOLOS auto-device-map mismatch at runtime and is more complete than PR 46886.", "soft_edge_verdicts": [ { "left": "pull_request:43291", "right": "pull_request:43665", "accept": false, - "reason": "Different models and different changes; Whisper tokenizer/test fix is unrelated to the CLIP/ViT test edits." + "reason": "Both are test-only PRs with generic/fake test changes in different models; no shared bug or concrete code path." }, { "left": "pull_request:43291", "right": "pull_request:44815", "accept": false, - "reason": "Whisper decode/tokenization work is unrelated to FP8 dequant/model-loading changes." + "reason": "Whisper tokenizer/test fix and FP8 dequant fix are unrelated subsystems and problems." }, { "left": "pull_request:43291", "right": "pull_request:46380", "accept": false, - "reason": "Different bug and code path: Whisper decoding vs generation watermarking validation." + "reason": "Whisper tests and generation watermarking validation fix are unrelated; only superficial PR similarity." }, { "left": "pull_request:43291", "right": "pull_request:46922", "accept": false, - "reason": "Whisper tokenizer changes are unrelated to a YOLOS device mismatch fix." + "reason": "Whisper test changes do not match the YOLOS runtime device-mismatch fix." }, { "left": "pull_request:43665", - "right": "pull_request:44815", + "right": "pull_request:46539", "accept": false, - "reason": "Unrelated test tweaks in CLIP/ViT versus FP8 dequantization/model loading." + "reason": "Different test files and different targets; no evidence of the same underlying bug." }, { "left": "pull_request:43665", - "right": "pull_request:46380", + "right": "pull_request:44815", "accept": false, - "reason": "Both touch tests or validation broadly, but they fix different underlying problems in different subsystems." + "reason": "Generic test edits versus FP8 loader/dequant logic; not the same change." }, { "left": "pull_request:43665", - "right": "pull_request:46539", + "right": "pull_request:46380", "accept": false, - "reason": "Test assertions in vision model tests are unrelated to the Phimoe CI memory/workflow fix." + "reason": "These touch unrelated model tests versus generation config/runtime behavior." }, { "left": "pull_request:43665", "right": "pull_request:46922", "accept": false, - "reason": "No shared code path; CLIP/ViT test edits do not overlap with YOLOS runtime behavior." + "reason": "CLIP/ViT test-only edits are unrelated to YOLOS device placement fixes." }, { "left": "pull_request:44815", - "right": "pull_request:46380", + "right": "pull_request:46539", "accept": false, - "reason": "Different features: FP8 dequantization versus generation-config watermarking validation." + "reason": "FP8 quantization/dequant code and Phimoe integration test/CI changes are different problems." }, { "left": "pull_request:44815", - "right": "pull_request:46539", + "right": "pull_request:46380", "accept": false, - "reason": "Quantization/model-loading fix is unrelated to CI memory-limit and test-environment changes." + "reason": "Different code paths: FP8 kernel/loading versus generation watermarking validation." }, { "left": "pull_request:44815", "right": "pull_request:46922", "accept": false, - "reason": "No common bug; FP8 kernel/model-loading changes are unrelated to YOLOS device placement." + "reason": "FP8/dequant changes are unrelated to YOLOS model-device mismatch fixes." }, { "left": "pull_request:46380", "right": "pull_request:46539", "accept": false, - "reason": "Generation config validation and CI memory patch are separate concerns with no shared code path." + "reason": "Generation watermarking validation and Phimoe integration test infrastructure fixes are unrelated." }, { "left": "pull_request:46380", "right": "pull_request:46922", "accept": false, - "reason": "Watermarking-config validation does not overlap with YOLOS device mismatch handling." + "reason": "No shared concrete bug; generation config validation is unrelated to YOLOS runtime behavior." }, { "left": "pull_request:46539", "right": "pull_request:46922", "accept": false, - "reason": "CI instance-sharing workaround is unrelated to the YOLOS runtime device mismatch bug." + "reason": "CI/device-memory setup for Phimoe tests is not the same issue as YOLOS device mismatch." }, { "left": "pull_request:46886", "right": "pull_request:46922", "accept": true, - "reason": "Both fix the same YOLOS device_map=\"auto\" mismatch on the same model and issue target; 46922 is a broader version of the same change." + "reason": "Both PRs target the same YOLOS device-mismatch issue on the same file and shared issue target; 46922 adds a runtime device fix plus the same split-module adjustment, so they are plausibly mergeable into one change." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet. The only accepted soft duplicate, 46886 vs 46922, is conservative and well-supported: both target the same YOLOS issue target and touch the same file, with 46922 clearly extending the earlier fix. The other pairwise rejections are also conservative, since they rely only on soft similarity across clearly different subsystems or test areas. No evidence is overstated." + "feedback": "The summary is well grounded in the packet and stays conservative. The YOLOS pair (46886, 46922) is the only clearly related thread: both touch the same model file and shared issue target, and 46922 plausibly subsumes 46886 by adding the runtime device fix plus the `_no_split_modules` adjustment. The unrelated PR pair rejections are also appropriately cautious." }, "evaluator_used": true, "retried": false, @@ -22740,7 +22818,7 @@ "pull_request:43488|pull_request:43532", "pull_request:43532|pull_request:46747" ], - "prepared_review_unit_hash": "ab9bd32a4c9a84c0531207540f9b9fb72cc2ed90b57bebf0436875a2b3baa680", + "prepared_review_unit_hash": "45b2f843d8d0c2cecf3f8bfbd65b19e16f6ab0ead3dc8bddbd319adc6f1ca021", "component_budget": { "node_count": 3, "item_count": 3, @@ -22762,30 +22840,30 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These three PRs are all separate synthetic '[don\u2019t merge]' changes that happen to share some superficial CI/test overlap, but they do not look like the same underlying bug or code change. None should be clustered as duplicates.", - "confidence": 0.91, + "summary": "These are three separate '[don't merge]' repository test/CI PRs with only superficial similarity: one changes setup/versioning and a ViT test, one rewrites several comment/notification workflows plus test utilities, and one switches a security-gate workflow trigger. They are not duplicates of the same underlying change.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "pull_request:43532 is the best cluster representative if one must be chosen: it has the broadest scope and touches the most shared areas (CI/workflow + test utilities + Vit test), so it sits closest to the others structurally. That said, it is not actually a duplicate of the others.", + "canonical_pr_reason": "No true duplicate canonical PR exists here; the PRs touch different temporary bot/CI code paths. If one must serve as the cluster representative, PR 43532 is the broadest and most informative item.", "best_issue_reason": null, - "best_pr_reason": "pull_request:43532 is the strongest single representative of the set because its changes are the most cross-cutting and it overlaps superficially with both of the other PRs, but the PRs are still distinct and should not be merged together.", + "best_pr_reason": "PR 43532 is the best representative of the cluster only because it is the broadest and has the most discussion, but it is still a distinct workflow/test change rather than the same fix as the others.", "soft_edge_verdicts": [ { "left": "pull_request:43488", "right": "pull_request:46747", "accept": false, - "reason": "Different changes: 43488 is about setup/versioning and a test tweak, while 46747 switches a security-gate workflow trigger. They do not fix the same code-path or underlying bug." + "reason": "Different changes: setup/version + dependency/test tweak versus a workflow trigger change in pr-ci-security-gate. Only superficial 'don't merge' similarity." }, { "left": "pull_request:43488", "right": "pull_request:43532", "accept": false, - "reason": "Only superficial overlap via the Vit test file. The actual intent and touched files differ: repo-bot/version/dependency changes versus workflow/self-comment CI and notification/testing utility edits." + "reason": "Both are repo-check/test PRs, but they modify different areas and code paths: setup.py/ViT test versus multiple CI workflows and testing utilities." }, { "left": "pull_request:43532", "right": "pull_request:46747", "accept": false, - "reason": "Both touch workflows, but they address different mechanisms: 43532 updates self-comment CI and related utilities, while 46747 changes the PR security gate trigger. Not the same underlying change." + "reason": "Both touch workflow files, but they are different concrete changes in different workflows and behaviors, so they should not be merged as duplicates." } ] }, @@ -22815,7 +22893,7 @@ "soft_pairs": [ "pull_request:43612|pull_request:43613" ], - "prepared_review_unit_hash": "af69943a9651473790f83bf77ea0bd4ff0b6113a6ad3b14813fcaeec5e4663bd", + "prepared_review_unit_hash": "657090d461d2392148a9e56b9c6b839e789e10c585561a65e941cc7b7431dd8a", "component_budget": { "node_count": 2, "item_count": 2, @@ -22837,18 +22915,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two separate pipeline feature PRs in the same general segmentation area, but they target different tasks and code paths: concept segmentation vs visual segmentation. They share scaffolding/docs, not the same underlying change.", - "confidence": 0.96, + "summary": "These are related but distinct pull requests: one adds a Promptable Concept Segmentation pipeline, the other adds a Promptable Visual Segmentation pipeline. They share documentation and pipeline plumbing, but they target different tasks, model families, and tests, so they should not be treated as duplicates.", + "confidence": 0.94, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 43613 is the broader representative of the segmentation-pipeline work, but it is not a duplicate of 43612; 43612 adds a different promptable concept segmentation pipeline with its own models/tests/docs.", + "canonical_pr_reason": "PR #43613 is the better representative if one must be chosen: it covers a broader, more mature promptable visual segmentation stack and integrates multiple models/tests, whereas #43612 is a separate concept-segmentation feature.", "best_issue_reason": null, - "best_pr_reason": "PR 43613 is the best single representative only in the loose thematic sense because it has the larger implementation surface, but it should not be treated as the same change as 43612.", + "best_pr_reason": "PR #43613 is the stronger standalone PR in this cluster because it has wider implementation coverage and more supporting model/test changes. However, it should not subsume #43612 since the underlying task and code path are different.", "soft_edge_verdicts": [ { "left": "pull_request:43612", "right": "pull_request:43613", "accept": false, - "reason": "Different features and model stacks: promptable concept segmentation vs promptable visual segmentation. Shared docs/pipeline metadata does not make them the same concrete change." + "reason": "Do not merge: these are different pipelines for different segmentation tasks (concept vs visual). Shared docs and pipeline infrastructure are not enough to indicate the same concrete bug or change." } ] }, @@ -22878,12 +22956,12 @@ "soft_pairs": [ "pull_request:43651|pull_request:43663" ], - "prepared_review_unit_hash": "29b33ea43e1cbb826b9c0f051e6327402e7d051ef9ce409281ae7e8d2146ed62", + "prepared_review_unit_hash": "a69e2c1e0ebb67f3eb07329fabf00852bf4bb98d98b13be7b0f7b7cf269eec23", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4291, + "serialized_chars": 4292, "estimated_input_tokens": 1073, "estimated_eval_tokens": 2402 }, @@ -22891,7 +22969,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4291, + "serialized_chars": 4292, "estimated_input_tokens": 1073, "estimated_eval_tokens": 2402 }, @@ -22900,18 +22978,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two separate Trainer enhancements in the same file: one changes gradient-accumulation loss scaling, the other extracts signature-column logic for custom trainers. They share a subsystem but not the same bug or code path.", - "confidence": 0.96, + "summary": "Two open PRs both touch `trainer.py`, but they address different extension points in `Trainer`: one changes gradient-accumulation loss scaling, the other extracts signature-column logic for column filtering. They are not the same underlying change.", + "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 43651 is the clearer standalone behavior change: it alters `training_step` loss scaling semantics and adds an explicit control point for custom trainers. PR 43663 is also valid, but it is a narrower extraction/override hook around data column filtering rather than the primary runtime loss path.", + "canonical_pr_reason": "PR #43651 is the more concrete behavior change: it alters `training_step` loss normalization and adds `_loss_is_scaled_for_ga` to control gradient-accumulation scaling. It is a clearer representative of the cluster than the column-filtering refactor.", "best_issue_reason": null, - "best_pr_reason": "PR 43651 is the best representative of the cluster because it is a concrete functional fix with an explicit behavior change, while 43663 is a separate Trainer refactor/extension point that does not address the same underlying problem.", + "best_pr_reason": "PR #43651 is the best representative PR because it contains a targeted functional fix with a specific runtime effect, whereas #43663 is a separate trainer extensibility change.", "soft_edge_verdicts": [ { "left": "pull_request:43651", "right": "pull_request:43663", "accept": false, - "reason": "Both touch `trainer.py`, but they fix different concerns: loss scaling during gradient accumulation vs. signature-column computation for input filtering. They do not target the same underlying bug or plausibly merge into one PR." + "reason": "Do not merge: both edit `src/transformers/trainer.py`, but one is about gradient-accumulation loss scaling and the other is about extracting signature columns for dataset column filtering. Different code paths, different behavior, not the same fix." } ] }, @@ -22941,12 +23019,12 @@ "soft_pairs": [ "pull_request:43656|pull_request:43842" ], - "prepared_review_unit_hash": "80b293796ab2fed9c266614efe1f65662272becccd9bc96ec02d648fa5eb7ae8", + "prepared_review_unit_hash": "65cd6dc70c9b06c8e0a1dab4ed9f49925b36869e092be42ff111d8548ae38082", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 3664, + "serialized_chars": 3663, "estimated_input_tokens": 916, "estimated_eval_tokens": 2088 }, @@ -22954,7 +23032,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 3664, + "serialized_chars": 3663, "estimated_input_tokens": 916, "estimated_eval_tokens": 2088 }, @@ -22963,28 +23041,25 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs target import-time NameError problems in `src/transformers/cli/serve.py` caused by type annotations, and they overlap on `TypeAdapter` handling. PR #43656 is the broader, earlier cleanup; PR #43842 is a narrower follow-up for the same CLI code path.", - "confidence": 0.74, + "summary": "Both pull requests touch `src/transformers/cli/serve.py` and involve `TypeAdapter`, but they fix different problems: one is a broader annotations/type-hint cleanup tied to a NameError in the CLI, while the other specifically handles `TypeAdapter` when `pydantic` is not installed. They are related but not the same underlying change, so they should not be merged as duplicates.", + "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #43656 is the better canonical PR because it is earlier, has more discussion, and applies the broader annotation/runtime-fix across the CLI file.", + "canonical_pr_reason": "No single canonical PR: these are separate fixes for different `TypeAdapter`/annotation failure modes in the same file.", "best_issue_reason": null, - "best_pr_reason": "PR #43656 is the strongest standalone representative of the cluster: it addresses the import-time annotation failure with a broader, more general fix in the same file.", + "best_pr_reason": "43842 is the more focused and actionable fix because it directly addresses the `TypeAdapter` import/annotation issue when `pydantic` is absent; 43656 is broader and targets a different code-path problem.", "soft_edge_verdicts": [ { "left": "pull_request:43656", "right": "pull_request:43842", - "accept": true, - "reason": "Same file, same runtime NameError class, and both fix annotation-related import-time failures around `TypeAdapter` in the CLI. They are plausibly mergeable into one PR." + "accept": false, + "reason": "Same file and similar symptom class, but different root causes: 43656 is an annotations/`TypeAdapter` NameError cleanup, while 43842 specifically fixes the `pydantic`-absent import path. Not the same change." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet: both PRs touch `src/transformers/cli/serve.py`, both are about annotation-related `NameError` fixes, and #43656 is earlier and broader while #43842 is narrower. The mergeability judgment also looks conservative enough for a single bugfix PR." - }, - "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 }, @@ -23131,8 +23206,8 @@ "pull_request:44017|pull_request:44073", "pull_request:44068|pull_request:44071", "pull_request:44071|pull_request:44086", - "pull_request:43997|pull_request:44073", "pull_request:44017|pull_request:44071", + "pull_request:43997|pull_request:44073", "pull_request:44073|pull_request:44101", "pull_request:44073|pull_request:44161", "pull_request:44059|pull_request:44071", @@ -23169,331 +23244,403 @@ "pull_request:44044|pull_request:44129", "pull_request:44044|pull_request:44154" ], - "prepared_review_unit_hash": "5d15094798787855a27750fcbe43ea315e84b38d20054843a387262e4ddaa0e1", + "prepared_review_unit_hash": "7cd539d8801374eb12597c7355da3a5daf3112cc9a2abc3e8fad05ebeb05eb8f", "component_budget": { "node_count": 28, "item_count": 28, "soft_pair_count": 78, - "serialized_chars": 84902, - "estimated_input_tokens": 21226, - "estimated_eval_tokens": 42708 + "serialized_chars": 84893, + "estimated_input_tokens": 21224, + "estimated_eval_tokens": 42704 }, "budget": { "node_count": 27, "item_count": 27, "soft_pair_count": 72, - "serialized_chars": 75098, - "estimated_input_tokens": 18775, - "estimated_eval_tokens": 37806 + "serialized_chars": 75091, + "estimated_input_tokens": 18773, + "estimated_eval_tokens": 37802 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a thematic set of model-specific output-tracing refactors around #43979, not one monolithic duplicate. The clearly supported duplicate-style pockets are the GPT-J/CodeGen chain and the GPT-Neo pair; most cross-model soft edges should stay rejected.", - "confidence": 0.9, - "canonical_issue_reason": "#43979 is the correct umbrella issue because it tracks the shared standardized output-tracing migration across these model PRs.", - "canonical_pr_reason": "#44722 is the best PR anchor because it represents the broadest explicitly supported GPT-J/CodeGen duplicate chain and directly overlaps the later GPT-J-only variant; the GPT-Neo pair is a separate duplicate-style group, so this is representative but not exclusive.", - "best_issue_reason": "#43979 remains the best issue anchor because it unifies the whole output-tracing migration theme across the cluster.", - "best_pr_reason": "#44722 is the strongest single PR representative for the largest concrete duplicate chain in the cluster, while still leaving room for the separate GPT-Neo pair.", + "summary": "This is mostly a thematic cluster of model-by-model output-tracing refactors tied to the same broad tracking issue, not one true duplicate change. The only strong duplicate/overlap candidates are within GPT-Neo and GPT-J/CodeGen; the rest are separate model-specific PRs that should stay distinct.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44722 is the broadest representative of the GPT-J/CodeGen output-tracing refactor, with explicit issue linkage and the clearest multi-file scope, so it works best as the cluster anchor.", + "best_issue_reason": null, + "best_pr_reason": "PR 44722 is the most suitable triage anchor because it most completely captures the repeated GPT-J/CodeGen decorator-based tracing change that other similar PRs converge on.", "soft_edge_verdicts": [ { "left": "pull_request:43996", "right": "pull_request:44085", "accept": false, - "reason": "Different model families; shared issue target alone is not enough." + "reason": "Different model families; they only share the broad output-tracing theme and issue target, not the same concrete change." }, { "left": "pull_request:43996", "right": "pull_request:44044", "accept": false, - "reason": "Different model-specific refactors, not the same concrete change." + "reason": "FNet/CVT refactor vs DeBERTa refactor; same umbrella issue, but unrelated code paths." }, { "left": "pull_request:44066", "right": "pull_request:44085", - "accept": false, - "reason": "Same broad GPT-J theme, but the packet does not directly support this as the same concrete duplicate pair." + "accept": true, + "reason": "Both are GPT-J output-tracing refactors on the same underlying code path and could plausibly be merged into one PR." }, { "left": "pull_request:44007", "right": "pull_request:44072", "accept": false, - "reason": "RegNet/ResNet work versus EfficientNet; only the migration theme overlaps." + "reason": "RegNet/ResNet-style tracing refactor vs EfficientNet tracing refactor; same theme, different model implementations." }, { "left": "pull_request:44072", "right": "pull_request:44722", "accept": false, - "reason": "EfficientNet versus GPT-J/CodeGen; unrelated code paths." + "reason": "EfficientNet vs GPT-J/CodeGen; only the general tracing pattern matches, not the bug/change." }, { "left": "pull_request:44066", "right": "pull_request:44072", "accept": false, - "reason": "GPT-J/CodeGen versus EfficientNet; not the same change." + "reason": "GPT-J/CodeGen versus EfficientNet; not the same code-path problem." }, { "left": "pull_request:44013", "right": "pull_request:44044", "accept": false, - "reason": "MobileNetV2 and DeBERTaV2 are different implementations." + "reason": "MobileNetV2 tracing cleanup and DeBERTa tracing cleanup are separate model-specific changes." }, { "left": "pull_request:44066", "right": "pull_request:44086", "accept": false, - "reason": "GPT-J/CodeGen versus MGP-STR; shared pattern only." + "reason": "GPT-J/CodeGen output tracing vs MGP-STR output tracing; different models and implementations." }, { "left": "pull_request:44066", "right": "pull_request:44071", "accept": false, - "reason": "GPT-J/CodeGen versus MPT; different model code paths." + "reason": "GPT-J/CodeGen and MPT are unrelated refactors that only resemble each other structurally." }, { "left": "pull_request:44018", "right": "pull_request:44068", "accept": true, - "reason": "Both are GPT-Neo output-tracing refactors in the same file and code path." + "reason": "Both touch GPT-Neo output tracing in the same model/file family and look like the same refactor." }, { "left": "pull_request:44066", "right": "pull_request:44068", "accept": false, - "reason": "GPT-J/CodeGen versus GPT-Neo; different model implementations." + "reason": "GPT-J/CodeGen and GPT-Neo are different model code paths, so they are not duplicates." }, { "left": "pull_request:44018", - "right": "pull_request:44086", + "right": "pull_request:44066", "accept": false, - "reason": "GPT-Neo versus MGP-STR; unrelated concrete changes." + "reason": "GPT-Neo versus GPT-J/CodeGen; similar decorator migration, but not the same change." }, { "left": "pull_request:44019", "right": "pull_request:44722", "accept": false, - "reason": "ResNet versus GPT-J/CodeGen; same theme only." + "reason": "ResNet refactor and GPT-J/CodeGen refactor are unrelated beyond the shared tracing pattern." }, { "left": "pull_request:44086", "right": "pull_request:44722", "accept": false, - "reason": "MGP-STR versus GPT-J/CodeGen; not the same bug/change." + "reason": "MGP-STR and GPT-J/CodeGen are distinct model implementations; not the same underlying bug." }, { "left": "pull_request:44019", "right": "pull_request:44085", "accept": false, - "reason": "ResNet versus GPT-J; different concrete refactors." + "reason": "ResNet-style vision refactor versus GPT-J refactor; no concrete overlap." }, { "left": "pull_request:44018", "right": "pull_request:44019", "accept": false, - "reason": "GPT-Neo versus ResNet; same migration theme but different code paths." + "reason": "GPT-Neo and ResNet are separate model families with different output plumbing." }, { "left": "pull_request:44019", "right": "pull_request:44071", "accept": false, - "reason": "ResNet versus MPT; unrelated model-specific work." + "reason": "ResNet and MPT changes are unrelated model-specific ports to the new tracing API." }, { "left": "pull_request:44068", "right": "pull_request:44722", "accept": false, - "reason": "GPT-Neo versus GPT-J/CodeGen; different model families." + "reason": "GPT-Neo and GPT-J/CodeGen are different code paths despite similar decorator usage." }, { "left": "pull_request:44018", "right": "pull_request:44116", "accept": false, - "reason": "GPT-Neo versus Flaubert; not the same concrete change." + "reason": "GPT-Neo refactor versus Flaubert/XLM attention refactor; not the same change." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44116", + "accept": false, + "reason": "GPT-Neo and Flaubert are unrelated model families." }, { "left": "pull_request:44071", "right": "pull_request:44722", "accept": false, - "reason": "MPT versus GPT-J/CodeGen; only a shared refactor style." + "reason": "MPT refactor and GPT-J/CodeGen refactor are distinct implementations." }, { - "left": "pull_request:44085", + "left": "pull_request:44018", + "right": "pull_request:44085", + "accept": false, + "reason": "GPT-Neo and GPT-J are different models; same theme only at a very high level." + }, + { + "left": "pull_request:44018", "right": "pull_request:44086", "accept": false, - "reason": "GPT-J versus MGP-STR; unrelated code paths." + "reason": "GPT-Neo and MGP-STR are separate model-specific tracing updates." }, { "left": "pull_request:44059", "right": "pull_request:44086", "accept": false, - "reason": "GPT-2 versus MGP-STR; not duplicates." + "reason": "GPT2 output tracing and MGP-STR output tracing are different code paths." }, { "left": "pull_request:44098", "right": "pull_request:44101", "accept": false, - "reason": "ViLT versus Flaubert/XLM; different implementations." + "reason": "ViLT and Flaubert/XLM are unrelated model-specific refactors." }, { "left": "pull_request:44059", "right": "pull_request:44722", "accept": false, - "reason": "GPT-2 versus GPT-J/CodeGen; same theme, different change." - }, - { - "left": "pull_request:44068", - "right": "pull_request:44071", - "accept": false, - "reason": "GPT-Neo versus MPT; not the same bug/change." + "reason": "GPT2 and GPT-J/CodeGen are not the same change, only the refactor pattern matches." }, { "left": "pull_request:44017", "right": "pull_request:44161", "accept": false, - "reason": "SegFormer versus LongT5; different model-specific refactors." + "reason": "Segformer and LongT5 changes are unrelated beyond sharing standardized output capture language." }, { "left": "pull_request:44017", "right": "pull_request:44722", "accept": false, - "reason": "SegFormer versus GPT-J/CodeGen; shared tracker is not enough." + "reason": "Segformer and GPT-J/CodeGen are different model families and code paths." }, { "left": "pull_request:44017", "right": "pull_request:44073", "accept": false, - "reason": "SegFormer versus VisualBert; different code paths." + "reason": "Segformer and VisualBert are separate refactors, not one duplicate change." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-Neo and MPT are different model implementations." }, { "left": "pull_request:44073", "right": "pull_request:44101", "accept": false, - "reason": "VisualBert versus Flaubert/XLM; same pattern only." + "reason": "VisualBert versus Flaubert/XLM; same pattern, different concrete change." }, { - "left": "pull_request:44074", + "left": "pull_request:44059", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT2 and MPT are unrelated model-specific output-tracing updates." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44101", + "accept": false, + "reason": "MPNet and Flaubert/XLM are separate model families." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44068", + "accept": false, + "reason": "GPT2 and GPT-Neo are different model code paths." + }, + { + "left": "pull_request:44101", "right": "pull_request:44161", "accept": false, - "reason": "TextNet versus LongT5; unrelated model implementations." + "reason": "Flaubert/XLM and LongT5 are unrelated implementations." }, { - "left": "pull_request:44018", - "right": "pull_request:44071", + "left": "pull_request:43997", + "right": "pull_request:44017", "accept": false, - "reason": "GPT-Neo versus MPT; different concrete changes." + "reason": "RegNet and Segformer are different vision models; same tracing migration, not same bug." }, { - "left": "pull_request:44010", - "right": "pull_request:44071", + "left": "pull_request:43997", + "right": "pull_request:44056", "accept": false, - "reason": "SqueezeBert versus MPT; only a broad output-tracing similarity." + "reason": "RegNet and MPNet are unrelated model families." }, { - "left": "pull_request:44018", - "right": "pull_request:44129", + "left": "pull_request:44071", + "right": "pull_request:44076", "accept": false, - "reason": "GPT-Neo versus SpeechT5; different model families." + "reason": "MPT and ImageGPT are separate model-specific refactors." }, { "left": "pull_request:44074", "right": "pull_request:44101", "accept": false, - "reason": "TextNet versus Flaubert/XLM; not duplicates." + "reason": "TextNet and Flaubert/XLM are different implementations." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44018", + "accept": false, + "reason": "RegNet and GPT-Neo are unrelated model code paths." }, { "left": "pull_request:44056", "right": "pull_request:44161", "accept": false, - "reason": "MPNet versus LongT5; different code paths." + "reason": "MPNet and LongT5 are different models; only the output-tracing motif is shared." }, { "left": "pull_request:43997", - "right": "pull_request:44017", + "right": "pull_request:44161", "accept": false, - "reason": "RegNet versus SegFormer; unrelated refactors." + "reason": "RegNet and LongT5 are separate refactors with no shared concrete code path." }, { - "left": "pull_request:43997", - "right": "pull_request:44056", + "left": "pull_request:44074", + "right": "pull_request:44161", + "accept": false, + "reason": "TextNet and LongT5 are unrelated model-specific updates." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44161", "accept": false, - "reason": "RegNet versus MPNet; different implementations." + "reason": "GPT-Neo and LongT5 are different architectures and output paths." }, { "left": "pull_request:44071", "right": "pull_request:44129", "accept": false, - "reason": "MPT versus SpeechT5; not the same concrete change." + "reason": "MPT and SpeechT5 are unrelated changes." }, { "left": "pull_request:43997", - "right": "pull_request:44018", + "right": "pull_request:44071", + "accept": false, + "reason": "RegNet and MPT are different model families." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44071", + "accept": false, + "reason": "SqueezeBert and MPT are separate refactors, not a duplicate change." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44129", + "accept": false, + "reason": "GPT-Neo and SpeechT5 are different code paths." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44073", + "accept": false, + "reason": "SqueezeBert and VisualBert are distinct model-specific changes." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44074", + "accept": false, + "reason": "DeBERTa and TextNet are unrelated model implementations." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44074", "accept": false, - "reason": "RegNet versus GPT-Neo; different model code paths." + "reason": "RegNet and TextNet are different model families." }, { "left": "pull_request:44010", "right": "pull_request:44044", "accept": false, - "reason": "SqueezeBert versus DeBERTaV2; same migration theme only." + "reason": "SqueezeBert and DeBERTa refactors are not the same concrete bug/change." }, { "left": "pull_request:44044", "right": "pull_request:44074", "accept": false, - "reason": "DeBERTaV2 versus TextNet; unrelated model-specific changes." + "reason": "DeBERTa and TextNet touch different model code paths." }, { "left": "pull_request:44066", "right": "pull_request:44722", "accept": true, - "reason": "Same GPT-J/CodeGen output-tracing refactor chain; 44722 is the broader later variant." + "reason": "Both are GPT-J/CodeGen output-tracing decorator refactors and overlap on the same concrete change." }, { "left": "pull_request:44085", "right": "pull_request:44722", "accept": true, - "reason": "Same GPT-J output-tracing change; 44722 subsumes the narrower GPT-J-only variant." + "reason": "Both are GPT-J output-tracing refactors on the same code path; they could be merged into one PR." }, { "left": "pull_request:44085", "right": "pull_request:44129", "accept": false, - "reason": "GPT-J versus SpeechT5; shared issue target does not make these duplicates." + "reason": "GPT-J and SpeechT5 are unrelated model-specific changes." }, { "left": "pull_request:43996", "right": "pull_request:44007", "accept": false, - "reason": "CVT/FNet versus RegNet/ResNet-related work; not the same concrete change." + "reason": "FNet/CVT and RegNet/ResNet-style tracing refactors are separate model ports." }, { "left": "pull_request:43996", "right": "pull_request:44129", "accept": false, - "reason": "CVT/FNet versus SpeechT5; different model families and code paths." + "reason": "FNet/CVT and SpeechT5 are different model code paths." }, { "left": "pull_request:44044", "right": "pull_request:44129", "accept": false, - "reason": "DeBERTaV2 versus SpeechT5; same umbrella task, different bug/change." + "reason": "DeBERTa and SpeechT5 are unrelated changes." }, { "left": "pull_request:44044", "right": "pull_request:44154", "accept": false, - "reason": "DeBERTaV2 versus ViLT; unrelated refactors." + "reason": "DeBERTa and ViT-S are different model implementations." } ] }, "evaluator_result": { - "accept": false, - "feedback": "The overall cluster summary is mostly grounded, but one soft-edge acceptance is too strong: 44066\u201344085 is not directly supported by the packet\u2019s explicit pair evidence, and the reasoning goes beyond what the diff excerpts show. The canonical-PR wording also slightly overstates exclusivity by calling GPT-J/CodeGen the \"only clear duplicate chain\" when the GPT-Neo pair is another clear duplicate-style group. Please keep the verdicts limited to the explicitly supported duplicates and use more conservative wording." + "accept": true, + "feedback": "The cluster summary is grounded in the packet: these PRs are mostly model-specific output-tracing refactors around the same umbrella issue, with GPT-Neo and GPT-J/CodeGen being the only plausible overlap groups. The true soft-edge matches are conservative and appear mergeable into single bugfix PRs, and the false matches avoid overstating cross-family similarity." }, "evaluator_used": true, - "retried": true, + "retried": false, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -23528,70 +23675,70 @@ "pull_request:43997|pull_request:44010", "pull_request:44010|pull_request:44129" ], - "prepared_review_unit_hash": "2a59cbe0e9a077f8117b91a7fb54a1142922b48f050489522afb99de32ebacea", + "prepared_review_unit_hash": "b6d91de1244a7c1ce8ebc16fc33bdd6216f17bad0176d29b13e3ff4015a59545", "component_budget": { "node_count": 28, "item_count": 28, "soft_pair_count": 78, - "serialized_chars": 84902, - "estimated_input_tokens": 21226, - "estimated_eval_tokens": 42708 + "serialized_chars": 84893, + "estimated_input_tokens": 21224, + "estimated_eval_tokens": 42704 }, "budget": { "node_count": 8, "item_count": 8, "soft_pair_count": 6, - "serialized_chars": 17125, - "estimated_input_tokens": 4282, - "estimated_eval_tokens": 8820 + "serialized_chars": 17123, + "estimated_input_tokens": 4281, + "estimated_eval_tokens": 8818 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These PRs are all model-specific refactors to standardized output tracing/capture, but they target different architectures and code paths, so they are not true duplicates of one another.", + "summary": "All items are model-specific PRs for the same broad refactor pattern\u2014standardizing output tracing/capture\u2014but they affect different architectures and code paths, so they should not be merged as duplicates. The cluster is thematic rather than duplicate-heavy.", "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": "pull_request:44129 is the best anchor: it has an explicit issue target, is clearly about the same standardized output-capture refactor theme, and appears to be a substantive, self-contained implementation for one model family.", + "canonical_pr_reason": "PR 44129 is the best canonical representative: it has an explicit issue target, a clearer end-to-end output-tracing refactor, and enough diff context to describe the pattern without being too trivial.", "best_issue_reason": null, - "best_pr_reason": "pull_request:44129 is the strongest standalone representative of the cluster because it is tied to an explicit issue and presents the clearest, most complete example of the output-tracing refactor pattern.", + "best_pr_reason": "PR 44129 is the strongest single PR to anchor the cluster because it is the most concretely scoped and explicitly linked, while still matching the shared standardized output-capture theme.", "soft_edge_verdicts": [ { "left": "pull_request:44024", "right": "pull_request:44076", "accept": false, - "reason": "Both are output-tracing refactors, but they modify different model implementations (FocalNet vs ImageGPT) and different internal hooks. Same theme, not the same concrete code-path change." + "reason": "Both are standardized-output refactors, but they touch different model implementations (FocalNet vs ImageGPT) and different model-specific tracing setups, so they are not the same underlying change." }, { "left": "pull_request:44073", "right": "pull_request:44074", "accept": false, - "reason": "VisualBert and TextNet are unrelated model code paths. These are separate standardized-output refactors, not a single mergeable change." + "reason": "These are similar refactors, but VisualBert and TextNet are separate code paths with distinct output handling; they are not mergeable as one duplicate PR." }, { "left": "pull_request:44056", "right": "pull_request:44073", "accept": false, - "reason": "MPNet and VisualBert touch different encoder/attention implementations. Shared refactor pattern is not enough to treat them as duplicates." + "reason": "Both target output tracing modernization, but they modify different models and different layer classes, so they do not fix the same concrete bug/change." }, { "left": "pull_request:44056", "right": "pull_request:44074", "accept": false, - "reason": "MPNet and TextNet are distinct model-specific changes. They do not appear to fix the same underlying bug or implement the same exact behavior." + "reason": "Shared theme only; MPNet and TextNet have separate implementations and the diffs are model-specific refactors, not one shared underlying fix." }, { "left": "pull_request:43997", "right": "pull_request:44010", "accept": false, - "reason": "RegNet and SqueezeBert have different model internals and output handling. Similar migration style, but not the same underlying change." + "reason": "RegNet and SqueezeBert are unrelated model paths; these are parallel refactors to standardized output collection, not duplicates of the same change." }, { "left": "pull_request:44010", "right": "pull_request:44129", "accept": false, - "reason": "SqueezeBert and SpeechT5 are different architectures with different output-tracing paths. They are both refactors, not one concrete shared fix." + "reason": "Although both involve output-capture refactoring, SqueezeBert and SpeechT5 change different model code paths and are not plausibly merged into one PR." } ] }, @@ -23671,274 +23818,274 @@ "pull_request:44028|pull_request:44030", "pull_request:44029|pull_request:44030" ], - "prepared_review_unit_hash": "e4cccd8966a7ad4d1c30a03ed8ab4b7ebba4b99515d09da100ac31610642bb45", + "prepared_review_unit_hash": "2c644e18b20056224f3f0958342a96f7edf9df043a010ed8c260f758585388f3", "component_budget": { "node_count": 13, "item_count": 13, "soft_pair_count": 40, - "serialized_chars": 40181, - "estimated_input_tokens": 10046, - "estimated_eval_tokens": 20348 + "serialized_chars": 40175, + "estimated_input_tokens": 10044, + "estimated_eval_tokens": 20344 }, "budget": { "node_count": 13, "item_count": 13, "soft_pair_count": 40, - "serialized_chars": 40181, - "estimated_input_tokens": 10046, - "estimated_eval_tokens": 20348 + "serialized_chars": 40175, + "estimated_input_tokens": 10044, + "estimated_eval_tokens": 20344 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is a set of parallel, model-specific output-tracing refactors across unrelated architectures. They share a theme, but they are not the same underlying bug/change, so none of the soft edges should be merged.", - "confidence": 0.95, + "summary": "These PRs form a topical family of model-specific output-tracing refactors, but they are not duplicates: each targets a different architecture and code path. I reject all soft-edge pairings.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "No issue is present; if one PR must represent the cluster, 44003 is the best exemplar because it is the broadest and most concrete refactor, spanning both mamba-related files and adding output-recording helpers.", + "canonical_pr_reason": "No canonical duplicate PR: the cluster contains separate model-level refactors across unrelated files and architectures, so there is no single underlying change to merge them into.", "best_issue_reason": null, - "best_pr_reason": "44003 is the strongest standalone representative of the shared output-tracing refactor pattern: it has the largest, most substantive change set and touches multiple related code paths.", + "best_pr_reason": "PR 44025 is the most representative single PR in the set because it is a self-contained output-tracing refactor that spans two closely related files, but it is still not a duplicate of the others.", "soft_edge_verdicts": [ { "left": "pull_request:43998", "right": "pull_request:44002", "accept": false, - "reason": "Different model code paths (timm_backbone vs upernet); similar refactor pattern, not the same change." + "reason": "Different model-specific refactors in different files; no shared concrete bug or mergeable code path." }, { "left": "pull_request:43998", "right": "pull_request:44000", "accept": false, - "reason": "Different architectures (timm_backbone vs vision_text_dual_encoder); not one mergeable bug fix." + "reason": "Timm backbone vs vision-text dual encoder are unrelated architectures; similarity is only thematic." }, { "left": "pull_request:43998", "right": "pull_request:44001", "accept": false, - "reason": "Different models and forward paths; both touch output tracing but do not fix the same concrete problem." + "reason": "Different models and files; this is the same refactor pattern, not the same underlying change." }, { "left": "pull_request:43998", "right": "pull_request:44003", "accept": false, - "reason": "timm_backbone and mamba/falcon_mamba are unrelated implementations; this is only a shared refactor theme." + "reason": "Timm backbone and mamba/falcon_mamba touch unrelated code paths, so they are not duplicates." }, { "left": "pull_request:43998", "right": "pull_request:44029", "accept": false, - "reason": "Different model families (timm_backbone vs rwkv); not the same code path or change." + "reason": "Backbone refactor vs RWKV refactor are separate model implementations with no shared fix." }, { "left": "pull_request:43999", "right": "pull_request:44001", "accept": false, - "reason": "MobileNetV1 and UnivNet are unrelated model paths; same refactor motif, not duplicate work." + "reason": "MobileNetV1 and UnivNet are unrelated models; same output-tracing theme, different changes." }, { "left": "pull_request:43999", "right": "pull_request:44002", "accept": false, - "reason": "MobileNetV1 vs UperNet is a cross-model similarity only; not the same underlying fix." + "reason": "Different architectures and files; no evidence of a single underlying bug or change." }, { "left": "pull_request:43999", "right": "pull_request:44025", "accept": false, - "reason": "Different model families and files; these output-tracing edits are parallel but not mergeable into one PR." + "reason": "MobileNetV1 vs Depth Anything are separate model-specific refactors, not one mergeable PR." }, { "left": "pull_request:43999", "right": "pull_request:44026", "accept": false, - "reason": "MobileNetV1 and VisionEncoderDecoder use different code paths; no shared concrete bug." + "reason": "MobileNetV1 and vision-encoder-decoder are unrelated code paths despite similar decorator changes." }, { "left": "pull_request:43999", "right": "pull_request:44027", "accept": false, - "reason": "MobileNetV1 vs SpeechEncoderDecoder are separate implementations; not a duplicate change." + "reason": "MobileNetV1 and speech-encoder-decoder are different models; not the same concrete bug/change." }, { "left": "pull_request:44000", "right": "pull_request:44001", "accept": false, - "reason": "VisionTextDualEncoder and UnivNet are unrelated models; similar refactor style only." + "reason": "Vision-text dual encoder and UnivNet are unrelated; the overlap is only in refactoring style." }, { "left": "pull_request:44000", "right": "pull_request:44002", "accept": false, - "reason": "Different model code paths (vision-text dual encoder vs UperNet); not the same fix." + "reason": "Different model families and files; no shared code-path problem." }, { "left": "pull_request:44000", "right": "pull_request:44003", "accept": false, - "reason": "VisionTextDualEncoder and Mamba/FalconMamba touch different forward logic; too broad to call one duplicate change." + "reason": "Vision-text dual encoder and mamba/falcon_mamba are distinct implementations with no common fix." }, { "left": "pull_request:44000", "right": "pull_request:44025", "accept": false, - "reason": "Different architectures and forward signatures; these are separate output-tracing refactors." + "reason": "These are separate model refactors in unrelated subsystems, not duplicate PRs." }, { "left": "pull_request:44001", "right": "pull_request:44002", "accept": false, - "reason": "UnivNet and UperNet are unrelated code paths; same theme, not same change." + "reason": "UnivNet and UperNet are unrelated models; same refactor pattern is not enough." }, { "left": "pull_request:44001", "right": "pull_request:44003", "accept": false, - "reason": "UnivNet vs Mamba/FalconMamba affects different model internals; not a single concrete bug fix." + "reason": "UnivNet vs mamba/falcon_mamba do not share a concrete code path or bug." }, { "left": "pull_request:44001", "right": "pull_request:44025", "accept": false, - "reason": "Different models and files; these PRs are not interchangeable fixes." + "reason": "Different models and files; no evidence they fix the same underlying issue." }, { "left": "pull_request:44002", "right": "pull_request:44029", "accept": false, - "reason": "UperNet and RWKV are different architectures; output-tracing refactor alone is not enough to merge them." + "reason": "UperNet and RWKV are unrelated architectures; this is superficial similarity only." }, { "left": "pull_request:44002", "right": "pull_request:44003", "accept": false, - "reason": "UperNet vs Mamba/FalconMamba are separate code paths and not one underlying bug." + "reason": "UperNet vs mamba/falcon_mamba are separate model-specific changes, not duplicates." }, { "left": "pull_request:44003", "right": "pull_request:44028", "accept": false, - "reason": "Mamba/FalconMamba and SuperPoint are unrelated model implementations; only the refactor pattern matches." + "reason": "Mamba/falcon_mamba and SuperPoint are unrelated code paths and cannot be merged as one fix." }, { "left": "pull_request:44003", "right": "pull_request:44004", "accept": false, - "reason": "Mamba/FalconMamba vs CodeGen are different forward paths; these are not the same concrete fix." + "reason": "Mamba/falcon_mamba and CodeGen are different model families; no shared bug or change." }, { "left": "pull_request:43998", "right": "pull_request:44004", "accept": false, - "reason": "TimmBackbone and CodeGen are unrelated model families; not a duplicate bug/change." + "reason": "Timm backbone and CodeGen are unrelated architectures, so the pair is not a duplicate." }, { "left": "pull_request:44001", "right": "pull_request:44004", "accept": false, - "reason": "UnivNet and CodeGen modify different execution paths; too dissimilar to merge as one PR." + "reason": "UnivNet and CodeGen touch different model implementations with no common code path." }, { "left": "pull_request:44002", "right": "pull_request:44004", "accept": false, - "reason": "UperNet and CodeGen are separate model implementations; similar refactor, not same change." + "reason": "UperNet and CodeGen are unrelated; similar refactor naming does not indicate duplication." }, { "left": "pull_request:44000", "right": "pull_request:44004", "accept": false, - "reason": "VisionTextDualEncoder vs CodeGen do not share the same concrete code-path problem." + "reason": "Vision-text dual encoder vs CodeGen are different subsystems and different fixes." }, { "left": "pull_request:44025", "right": "pull_request:44026", "accept": false, - "reason": "DepthAnything and VisionEncoderDecoder are different models; output-tracing changes are only superficially similar." + "reason": "Depth Anything and vision-encoder-decoder are separate model wrappers; same output-tracing pattern, different change." }, { "left": "pull_request:44025", "right": "pull_request:44027", "accept": false, - "reason": "DepthAnything and SpeechEncoderDecoder are separate code paths; not a single mergeable fix." + "reason": "Depth Anything and speech-encoder-decoder are unrelated model implementations." }, { "left": "pull_request:44025", "right": "pull_request:44028", "accept": false, - "reason": "DepthAnything vs SuperPoint are unrelated implementations; these are parallel refactors." + "reason": "Depth Anything and SuperPoint do not share the same concrete bug or code path." }, { "left": "pull_request:44025", "right": "pull_request:44029", "accept": false, - "reason": "DepthAnything and RWKV touch different model internals; not the same bug or change." + "reason": "Depth Anything and RWKV are unrelated architectures; not mergeable as one PR." }, { "left": "pull_request:44025", "right": "pull_request:44030", "accept": false, - "reason": "DepthAnything vs DPR are distinct code paths; similar output-tracing cleanup only." + "reason": "Depth Anything and DPR are distinct model-specific refactors, not duplicates." }, { "left": "pull_request:44026", - "right": "pull_request:44027", + "right": "pull_request:44029", "accept": false, - "reason": "VisionEncoderDecoder and SpeechEncoderDecoder are separate wrappers with different forward logic." + "reason": "Vision encoder-decoder and RWKV are unrelated code paths; only the refactor motif overlaps." }, { "left": "pull_request:44026", - "right": "pull_request:44028", + "right": "pull_request:44027", "accept": false, - "reason": "VisionEncoderDecoder vs SuperPoint is not the same underlying code change." + "reason": "Both are encoder-decoder wrappers, but vision and speech are separate implementations with separate changes." }, { "left": "pull_request:44026", - "right": "pull_request:44029", + "right": "pull_request:44028", "accept": false, - "reason": "VisionEncoderDecoder and RWKV are unrelated model paths; not duplicate work." + "reason": "Vision encoder-decoder and SuperPoint are different models and do not fix the same problem." }, { "left": "pull_request:44026", "right": "pull_request:44030", "accept": false, - "reason": "VisionEncoderDecoder and DPR change different execution paths; only the refactor style is shared." + "reason": "Vision encoder-decoder and DPR are unrelated model wrappers, so this is not a duplicate pair." }, { "left": "pull_request:44027", "right": "pull_request:44028", "accept": false, - "reason": "SpeechEncoderDecoder and SuperPoint are different model families; not the same concrete fix." + "reason": "Speech encoder-decoder and SuperPoint are unrelated code paths; no shared underlying issue." }, { "left": "pull_request:44027", "right": "pull_request:44029", "accept": false, - "reason": "SpeechEncoderDecoder vs RWKV are unrelated code paths; not mergeable as one PR." + "reason": "Speech encoder-decoder vs RWKV are separate architectures with no common fix." }, { "left": "pull_request:44027", "right": "pull_request:44030", "accept": false, - "reason": "SpeechEncoderDecoder and DPR are different implementations; no shared bug target." + "reason": "Speech encoder-decoder and DPR are different model families; not the same change." }, { "left": "pull_request:44028", "right": "pull_request:44029", "accept": false, - "reason": "SuperPoint and RWKV are unrelated models; same refactor theme only." + "reason": "SuperPoint and RWKV are unrelated models; similarity is only at the refactor pattern level." }, { "left": "pull_request:44028", "right": "pull_request:44030", "accept": false, - "reason": "SuperPoint vs DPR are different code paths and should not be deduplicated." + "reason": "SuperPoint and DPR are different code paths and should not be merged as duplicates." }, { "left": "pull_request:44029", "right": "pull_request:44030", "accept": false, - "reason": "RWKV and DPR are separate model implementations; they do not fix the same concrete issue." + "reason": "RWKV and DPR are unrelated model implementations with no shared bug or change." } ] }, @@ -23968,7 +24115,7 @@ "soft_pairs": [ "pull_request:44662|pull_request:45401" ], - "prepared_review_unit_hash": "2a878e70b5a073c98e405ae70552308ece772149f9a46d41c33a1fa153e4bc9a", + "prepared_review_unit_hash": "638aee13dd990a323f2f44ad1e23da3b925ade744cb923b31eb47a359a31ee74", "component_budget": { "node_count": 2, "item_count": 2, @@ -23990,18 +24137,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are not duplicates: one adds PenguinVL, the other adds Voxtral TTS. They only overlap on shared Transformer model-registration/docs scaffolding, not on the same underlying model or code path.", + "summary": "Both items are model-addition pull requests that overlap in shared registry/docs files, but they implement different models with distinct code paths and should not be deduplicated.", "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "45401 is the better representative PR because it has an explicit issue target and is scoped to a single concrete feature addition (Voxtral TTS).", + "canonical_pr_reason": "No issue items are present, so there is no canonical issue. As a PR representative, PenguinVL is the stronger anchor because it is more complete, has far more review activity, and is not a draft.", "best_issue_reason": null, - "best_pr_reason": "45401 is the cleaner standalone PR to represent the cluster since it is explicitly tied to an issue and narrowly implements Voxtral TTS; 44662 is a separate PenguinVL model addition.", + "best_pr_reason": "PenguinVL is the better cluster representative due to its larger, finished implementation surface and substantial review history. Voxtral TTS is draft and explicitly tied to a different issue/model.", "soft_edge_verdicts": [ { "left": "pull_request:44662", "right": "pull_request:45401", "accept": false, - "reason": "Different model additions with different implementations, tests, and documentation; the shared files are generic registration/docs plumbing and do not indicate the same bug or change." + "reason": "Reject: these are different model integrations (PenguinVL vs Voxtral TTS). The overlap is mostly generic Transformers plumbing and docs/auto-registry updates, not the same concrete bug or change." } ] }, @@ -24031,12 +24178,12 @@ "soft_pairs": [ "pull_request:44965|pull_request:46845" ], - "prepared_review_unit_hash": "ec986e66067c37baaed8ba4282632dff849226b89e9ed01d5352d0c6c15cca2f", + "prepared_review_unit_hash": "11a2c78bba47cb9ad1cb6f6eeac854560dcf16b8fe7fc68ac0df996367c56105", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4220, + "serialized_chars": 4219, "estimated_input_tokens": 1055, "estimated_eval_tokens": 2366 }, @@ -24044,7 +24191,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4220, + "serialized_chars": 4219, "estimated_input_tokens": 1055, "estimated_eval_tokens": 2366 }, @@ -24053,18 +24200,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two unrelated pull requests: one changes the PR documentation workflow to convert PRs to draft, the other tweaks PR CI targeting and includes unrelated code noise. They should not be clustered as duplicates.", - "confidence": 0.97, + "summary": "Both items are open pull requests with different goals: one changes a workflow to convert PRs to draft, while the other tweaks PR CI routing and adds a placeholder code change. They do not look like the same underlying fix/change, so this is not a duplicate cluster.", + "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": "Prefer PR #46845 as the representative PR because it has the clearer, more substantive CI-oriented change and a complete title/diff, while #44965 is a stray workflow experiment with an unfinished-looking title.", + "canonical_pr_reason": "Prefer PR 46845 as the canonical representative because it has a clearer, more concrete CI-related scope and identifiable code changes; PR 44965 is a separate workflow experiment with a vague title and unrelated draft-conversion behavior.", "best_issue_reason": null, - "best_pr_reason": "PR #46845 is the best standalone representative of the cluster since it contains the more coherent change set; #44965 does not describe the same underlying change.", + "best_pr_reason": "PR 46845 is the best representative PR for the cluster since it is more substantive and specific, while PR 44965 appears to be a distinct workflow tweak rather than the same change.", "soft_edge_verdicts": [ { "left": "pull_request:44965", "right": "pull_request:46845", "accept": false, - "reason": "Different changes and different code paths: #44965 rewrites a workflow to convert PRs to draft, while #46845 alters CI branch routing and touches unrelated source/test files. They do not look mergeable into one PR or like the same bug/change." + "reason": "Different changes: 44965 edits the documentation workflow to convert PRs to draft, while 46845 changes PR CI routing and includes an unrelated placeholder code edit. They are not the same underlying bug or change." } ] }, @@ -24094,7 +24241,7 @@ "soft_pairs": [ "pull_request:44979|pull_request:45363" ], - "prepared_review_unit_hash": "695c4dc35fd36ab7f29c32949424f31a1166169b62b6bc8b20637da99068e473", + "prepared_review_unit_hash": "ca0b33fab1c5ccdfaef6190c379e31737e432de459463470fb36e9096c512408", "component_budget": { "node_count": 2, "item_count": 2, @@ -24116,18 +24263,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are related fusion-feature PRs, but they target different layers: one adds a module-fusion API, the other wires n-to-1 kernel fusion through KernelConfig and model loading. They are not duplicates.", - "confidence": 0.95, + "summary": "These PRs are related at a high level around fusion, but they implement different layers of the feature: one adds a generic Module Fusion API, the other adds a specific n-to-1 KernelConfig-based fusion path and example. They do not look like the same mergeable change.", + "confidence": 0.72, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 44979 is the broader, foundational API proposal and best represents the shared fusion theme in this cluster.", + "canonical_pr_reason": "PR 44979 is the more canonical reusable feature proposal: it introduces a dedicated module fusion API and tests in a focused way. PR 45363 is a broader, draft kernel-fusion integration with different files and a different concrete mechanism.", "best_issue_reason": null, - "best_pr_reason": "PR 45363 is the more concrete end-to-end implementation, but it still solves a different problem from 44979.", + "best_pr_reason": "PR 44979 is the best representative of the cluster because it is the core API addition rather than an application-specific fusion integration. It is also more self-contained and appears closer to a stable, reviewable feature.", "soft_edge_verdicts": [ { "left": "pull_request:44979", "right": "pull_request:45363", "accept": false, - "reason": "Different change sets: 44979 introduces a new module_fusion abstraction and tests, while 45363 integrates kernel fusion via KernelConfig, model utilities, and an example. Shared fusion terminology is not enough to treat them as the same PR." + "reason": "They are fusion-related but not the same underlying change: 44979 adds a generic Module Fusion API, while 45363 wires n-to-1 fusion through KernelConfig with different integration files and a draft example. They would not plausibly be merged as one PR." } ] }, @@ -24157,7 +24304,7 @@ "soft_pairs": [ "pull_request:45086|pull_request:45317" ], - "prepared_review_unit_hash": "65c622283c5a2e89d334964aab3c69b6e79b12dc520a70f54f05c90fad1807c3", + "prepared_review_unit_hash": "1bb6f6ee71266d86a87737ed0d082263059d070a84ca6040b4c246fbfc8e675f", "component_budget": { "node_count": 2, "item_count": 2, @@ -24179,18 +24326,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs address the same concrete bug in `_patch_mistral_regex`: using `tokenizer.backend_tokenizer.pre_tokenizer` caused an `AttributeError`, and both switch to `tokenizer.pre_tokenizer` in the same code path. PR #45317 is the more complete candidate because it includes the fix plus tests.", - "confidence": 0.98, + "summary": "Both PRs address 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 with added tests.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #45317 is the better canonical PR because it contains the same bug fix as #45086 and also adds test coverage, making it the more complete change.", + "canonical_pr_reason": "#45317 is the better canonical PR because it contains the same fix as #45086 plus tests, and its title/description are more explicit about the failure mode and condition.", "best_issue_reason": null, - "best_pr_reason": "PR #45317 is the strongest representative of the cluster: same fix as the other PR, same target issue, and additional tests validate the behavior.", + "best_pr_reason": "#45317 is the best representative for the cluster since it fully covers the bug fix and validation, whereas #45086 is just the minimal patch.", "soft_edge_verdicts": [ { "left": "pull_request:45086", "right": "pull_request:45317", "accept": true, - "reason": "Same underlying AttributeError fix in the same function and same file; the second PR is the same change plus tests, so they are merge-equivalent." + "reason": "Same concrete code-path bug and same fix in the same file; #45317 appears to be an expanded follow-up of #45086 with tests, so they are mergeable into one PR." } ] }, @@ -24220,12 +24367,12 @@ "soft_pairs": [ "pull_request:45115|pull_request:45569" ], - "prepared_review_unit_hash": "11b82ea409bc3bbd450d6ec53c45ac462c78dc546fb03dd691b8aee6d8525293", + "prepared_review_unit_hash": "4ef9f2312d9ac02846612c0255fd1843371002f4dd7d7fd0b8d857a8931483f0", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6066, + "serialized_chars": 6065, "estimated_input_tokens": 1517, "estimated_eval_tokens": 3290 }, @@ -24233,7 +24380,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6066, + "serialized_chars": 6065, "estimated_input_tokens": 1517, "estimated_eval_tokens": 3290 }, @@ -24242,18 +24389,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both pull requests are in the NemotronH family, but they address different change sets: one is a refactor/conversion-mapping update around GraniteMoeHybrid compatibility, while the other splits NemotronH into dense and sparse variants with docs, auto-mapping, and tests. They are related but not the same underlying fix/change.", - "confidence": 0.92, + "summary": "Both PRs are about Nemotron H, but they target different changes: #45115 is a narrow refactor/backward-compatibility dispatcher and weight-mapping update, while #45569 is a broader implementation split that introduces dedicated NemotronH Dense/Sparse models plus docs/tests. They are related, but not the same underlying change.", + "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45569 is the better canonical artifact because it represents the broader, final product change: introducing NemotronHDense and NemotronHSparse, updating docs/auto-mappings, and wiring the new model files end to end.", + "canonical_pr_reason": "#45569 is the more complete, user-facing implementation: it adds the new NemotronHDense/NemotronHSparse model paths, updates auto-mappings/docs, and includes tests. #45115 is a narrower refactor focused on inheritance and conversion mapping.", "best_issue_reason": null, - "best_pr_reason": "PR 45569 best captures the cluster\u2019s overall intent and scope; PR 45115 looks like a narrower prerequisite/refactor around NemotronH conversion and inheritance rather than the main model split.", + "best_pr_reason": "#45569 is the best representative PR for this cluster because it captures the concrete product change more fully and stands alone as the main model-family implementation work. #45115 is a partial refactor rather than the same change.", "soft_edge_verdicts": [ { "left": "pull_request:45115", "right": "pull_request:45569", "accept": false, - "reason": "Same subsystem, but different concrete changes: 45115 focuses on refactoring NemotronH to inherit GraniteMoeHybrid and adjust conversion mappings, while 45569 adds separate dense/sparse model variants, docs, auto mappings, and tests. They are not the same underlying bug or mergeable single fix." + "reason": "Shared NemotronH files indicate the same subsystem, but the PRs are not the same fix/change: #45115 is a refactor/backward-compat conversion update, while #45569 introduces dedicated dense/sparse model variants, docs, and tests. They could not plausibly be merged as one duplicate PR." } ] }, @@ -24283,7 +24430,7 @@ "soft_pairs": [ "pull_request:45332|pull_request:45333" ], - "prepared_review_unit_hash": "a8dec591868dc0ce88c227e89e7f4b869b2e1930e38676b0895f476e4dc06c73", + "prepared_review_unit_hash": "7cecdd58ef27e371d50982dfbd47a418aebc43a06fdbcc14d34e4272fa519be6", "component_budget": { "node_count": 2, "item_count": 2, @@ -24305,18 +24452,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs work on heterogeneous model support, but they are not the same change: #45333 is limited to per-layer configuration plumbing, while #45332 is a larger umbrella PR that also adds modeling, masking, cache, and integration updates. They overlap on config-related files, but the concrete scope differs enough that they should not be merged as duplicates.", - "confidence": 0.92, + "summary": "These PRs are closely related but not duplicates: one adds heterogeneous per-layer configuration support, while the other adds broader heterogeneous model/masking/cache integration on top of that configuration layer.", + "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": "#45332 is the best canonical PR for the cluster because it is the broader end-to-end implementation and subsumes the config-only plumbing touched by #45333.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "#45332 is the best representative of the underlying work because it covers the full heterogeneous-model feature set rather than only the configuration layer.", + "best_pr_reason": "PR #45332 is the broader, more representative change set for the overall heterogeneous-model feature, covering configuration plus modeling, cache, and masking integrations.", "soft_edge_verdicts": [ { "left": "pull_request:45332", "right": "pull_request:45333", "accept": false, - "reason": "Reject: #45333 appears to be a narrower config-only slice, while #45332 also changes modeling/cache/masking behavior and related support code. They overlap but are not the same concrete code-path change, so they are not duplicate PRs." + "reason": "The overlap is mainly the shared configuration/doc/test foundation. #45332 also changes modeling, cache, and masking code paths, while #45333 is limited to per-layer configuration. They are related but not the same concrete fix and would not naturally merge into one PR without scope conflict." } ] }, @@ -24346,12 +24493,12 @@ "soft_pairs": [ "pull_request:45415|pull_request:45425" ], - "prepared_review_unit_hash": "701002d85a8cb9a34a6050ef83d131b5bf1f67ae0a25098373666c7b15b410da", + "prepared_review_unit_hash": "b66861d7a06bc2c948e209db26be2c33c415021d21ec06719ecde655ef262d13", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5514, + "serialized_chars": 5513, "estimated_input_tokens": 1379, "estimated_eval_tokens": 3014 }, @@ -24359,7 +24506,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5514, + "serialized_chars": 5513, "estimated_input_tokens": 1379, "estimated_eval_tokens": 3014 }, @@ -24368,18 +24515,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are thematically related typing/annotation PRs, but they are not the same change: one is a broad type-checking sweep across many files, the other adds typing protocols and helper aliases in core typing utilities. I would not deduplicate them as the same PR.", + "summary": "Both items are typing-related pull requests, but they address different scopes: one is a broad repository-wide type-checking pass, while the other adds specific typing protocols/helpers for a narrower set of modules. They are related in theme, not duplicates.", "confidence": 0.87, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45425 is the better canonical representative of the cluster because it makes focused typing-infrastructure changes in `_typing.py` and related consumers, whereas 45415 is a much broader mechanical type-checking pass across many `src/transformers/*.py` files.", + "canonical_pr_reason": "PR 45415 is the better canonical representative because it is the broader umbrella change: it updates type-checking settings and touches many transformer modules in one sweep.", "best_issue_reason": null, - "best_pr_reason": "PR 45425 is the best overall representative of the cluster: it addresses a concrete typing-compatibility gap with new aliases/protocols, while 45415 is a wider annotation cleanup that is related in theme but not the same underlying change.", + "best_pr_reason": "PR 45415 is the best overall PR to anchor this cluster because it most clearly represents the cluster\u2019s main theme of introducing type checking across the codebase.", "soft_edge_verdicts": [ { "left": "pull_request:45415", "right": "pull_request:45425", "accept": false, - "reason": "Both are typing-related, but they do different jobs: 45415 is a broad type-checking sweep, while 45425 adds shared typing protocols/aliases and fixes specific typing compatibility points. They are not the same concrete change and would not plausibly be merged as one PR." + "reason": "They are both typing-related, but 45415 is a broad type-checking pass across many files while 45425 adds specific typing protocols and fixes for a narrower set of modules. They do not look like the same underlying change or a single mergeable PR." } ] }, @@ -24409,12 +24556,12 @@ "soft_pairs": [ "pull_request:45548|pull_request:45662" ], - "prepared_review_unit_hash": "294878fc04b67ce0078915abb96d625aa83bd1eeff4246016fdd193730ae59b1", + "prepared_review_unit_hash": "1fbd06cc3e5bb17ac944344b0729e93531f83e58b75315a72b01390c1ea754a8", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4508, + "serialized_chars": 4507, "estimated_input_tokens": 1127, "estimated_eval_tokens": 2510 }, @@ -24422,7 +24569,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4508, + "serialized_chars": 4507, "estimated_input_tokens": 1127, "estimated_eval_tokens": 2510 }, @@ -24431,18 +24578,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two PRs are related to expert-parallel loading, but they fix different bugs and are not duplicates: #45548 addresses preserving distributed_config / has_ep for DeepSpeed ZeRO-3 loading via accelerate, while #45662 fixes experts being overwritten during FSDP2-style sharded loading.", - "confidence": 0.92, + "summary": "Both PRs are about expert-parallel loading, but they address different bugs: #45548 fixes EP + DeepSpeed ZeRO-3/accelerate-launch config handling, while #45662 fixes EP + FSDP2 expert weights being overwritten by rank-0 broadcast. They are related, but not duplicates.", + "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": "No issue nodes are present; if a single PR must represent the cluster, #45662 is the better canonical choice because it targets the concrete overwrite bug in the loading path and has a broader, more direct fix set.", + "canonical_pr_reason": "PR #45662 is the stronger representative for the cluster because it targets a concrete EP/FSDP2 corruption path with a clear fix across loading/sharding code, whereas #45548 addresses a separate accelerate/ZeRO-3 configuration/loading path.", "best_issue_reason": null, - "best_pr_reason": "#45662 is the best representative PR because its title and diff describe a specific, actionable failure mode ('experts silently overwritten by rank-0 broadcast') and the code changes align directly with that bug.", + "best_pr_reason": "PR #45662 is the best single representative of the cluster: it has the most specific failure mode, touches the relevant loading/sharding paths directly, and is not just a broad EP cleanup.", "soft_edge_verdicts": [ { "left": "pull_request:45548", "right": "pull_request:45662", "accept": false, - "reason": "Both are about expert parallelism/loading, but they fix different code-path problems: #45548 preserves distributed_config and adds has_ep for ZeRO-3/accelerate loading, while #45662 changes sharded parameter handling to prevent expert weights from being overwritten under FSDP2. Shared subsystem alone is not enough to merge them." + "reason": "Related EP-loading area, but the bugs differ: #45548 adds distributed_config serialization plus has_ep for accelerate/ZeRO-3 loading, while #45662 prevents expert parameters from being overwritten during FSDP2 shard/broadcast handling. Not the same code-path problem." } ] }, @@ -24472,40 +24619,40 @@ "soft_pairs": [ "pull_request:45639|pull_request:45645" ], - "prepared_review_unit_hash": "a28c146a1ddae038859fd9bfe370fc6fc5884b53d652d430fc0bab1f8a7be1eb", + "prepared_review_unit_hash": "ec5c56d1c9976df35ffb46a719058221284ae7a67af3707546a3adbf9c00775b", "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 address the same xdist-related captured_info logging collision in testing_utils; 45645 is the broader, more complete fix because it also updates CI to collect the new per-worker files.", - "confidence": 0.89, + "summary": "Both PRs target the same xdist-related captured_info collision problem under issue #45561. PR #45645 appears to be the broader superset, adding both the worker-safe file handling and CI aggregation of multiple captured_info files, while #45639 covers only the testing_utils side.", + "confidence": 0.88, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45645 is the better canonical PR because it includes the core xdist-safe output-file change plus the CI workflow adjustment needed to consume multiple captured_info files.", + "canonical_pr_reason": "PR #45645 is the better canonical PR because it covers the core xdist-safe captured_info fix and also includes the CI workflow update needed to consume multiple worker files.", "best_issue_reason": null, - "best_pr_reason": "PR 45645 is the strongest representative of the change set: it fixes the same underlying bug as 45639 and also preserves downstream debug log collection in CI.", + "best_pr_reason": "PR #45645 is the best representative of the cluster since it addresses the same underlying bug and includes the broader end-to-end handling; #45639 is a narrower subset.", "soft_edge_verdicts": [ { "left": "pull_request:45639", "right": "pull_request:45645", "accept": true, - "reason": "Same underlying xdist captured_info collision fix in the same code path; 45645 is a superset that adds the workflow-side handling, so these could plausibly be merged into one PR." + "reason": "Both PRs fix the same captured_info xdist collision in testing_utils and are plausibly mergeable into one change; #45645 simply adds the CI-side log collection on top." } ] }, @@ -24535,12 +24682,12 @@ "soft_pairs": [ "pull_request:45720|pull_request:46259" ], - "prepared_review_unit_hash": "73e1e9c4bdc81513b4d8756ee9106005093cb9c3782af6a7d100b8ed447107a9", + "prepared_review_unit_hash": "046a883ea9c56dcda9732b045cc2d10f1d94824aba912b65d6a12562ac4390de", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 7233, + "serialized_chars": 7234, "estimated_input_tokens": 1809, "estimated_eval_tokens": 3874 }, @@ -24548,7 +24695,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 7233, + "serialized_chars": 7234, "estimated_input_tokens": 1809, "estimated_eval_tokens": 3874 }, @@ -24557,18 +24704,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two unrelated linter-rule PRs: one adds tuple-return handling to selected model forwards (TRF003), the other rewrites weight initialization logic for many model classes (TRF018). They overlap in some filenames but not in the underlying fix.", - "confidence": 0.95, + "summary": "Two open PRs in transformer modeling files, but they address different linting rules and different code paths: TRF003 changes forward return-dict/tuple behavior, while TRF018 changes weight-initialization patterns. The filename overlap is broad and not enough to treat them as duplicates.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 46259 is the better canonical representative because it is a larger, more self-contained implementation of a distinct modeling rule, with broader model coverage and stronger discussion activity.", + "canonical_pr_reason": "No canonical PR as a duplicate target: these are distinct PRs for different linter rules (TRF003 vs TRF018) and different fixes.", "best_issue_reason": null, - "best_pr_reason": "PR 46259 is the strongest standalone PR in the cluster: it targets a concrete code-path change (model weight initialization) and is more complete/broadly representative than the tuple-return rule PR.", + "best_pr_reason": "pull_request:45720 is the more concrete, self-contained code-path change (forward signature/return behavior) if one artifact must represent the cluster.", "soft_edge_verdicts": [ { "left": "pull_request:45720", "right": "pull_request:46259", "accept": false, - "reason": "Do not merge: TRF003 changes forward-return behavior via can_return_tuple across several models, while TRF018 changes module weight initialization across different model classes. Shared filenames reflect broad subsystem overlap, not the same bug or patch." + "reason": "Different underlying changes: 45720 implements TRF003 around return-tuple/return_dict handling in model forwards, while 46259 implements TRF018 around model weight initialization. Shared model filenames are incidental." } ] }, @@ -24664,7 +24811,7 @@ "soft_pairs": [ "pull_request:45932|pull_request:46100" ], - "prepared_review_unit_hash": "8c73572cb2992066478220cbdf66555df34ae60924a0daaa0afc81399da2d2b8", + "prepared_review_unit_hash": "da6db31f43296c1190049f3f3115d9179b6f155735f9e15464db6e1425a01636", "component_budget": { "node_count": 2, "item_count": 2, @@ -24686,18 +24833,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two open PRs are both test/maintenance-oriented, but they do not address the same underlying change. One is a mixed CI/model/telemetry PR, the other is a test-migration/kernel-coverage PR.", - "confidence": 0.97, + "summary": "These two pull requests are not duplicates: one is a mixed PR about CI/observability and model implementation details, while the other is a test migration adding kernel/model tests. They do not appear to fix the same concrete code-path problem or belong in one merged PR.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR: 45932 changes CI secrets plus multiple model files, while 46100 adds test migration/kernel and ViT test files; they are different changes.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "46100 is the cleaner representative of the cluster because it is a coherent test-migration PR, whereas 45932 is a mixed CI/model change and not the same work.", + "best_pr_reason": "No clear canonical PR: 45932 is a workflow/model-code change set, while 46100 is a test-only migration; they target different concerns and are not mergeable as one fix.", "soft_edge_verdicts": [ { "left": "pull_request:45932", "right": "pull_request:46100", "accept": false, - "reason": "Reject: these are not the same concrete fix/change. 45932 updates CI/workflow secrets and several model implementations, while 46100 adds kernel/test migration files and ViT tests. They are not plausibly mergeable into one PR." + "reason": "Different scope and purpose: 45932 touches CI secrets and several model/config files, while 46100 adds/updates tests and a DDP config. They do not share the same underlying bug or code-path fix." } ] }, @@ -24727,40 +24874,40 @@ "soft_pairs": [ "pull_request:46126|pull_request:46269" ], - "prepared_review_unit_hash": "80ddf664f1fc68aa148ab7f089b40eb690b0aff4d44bb35d7d7e51d01b7369b1", + "prepared_review_unit_hash": "d3aeb30af16d81b392a7c9743ea777cee5539445a7b04ab66128b047b7653b8c", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5523, - "estimated_input_tokens": 1381, - "estimated_eval_tokens": 3018 + "serialized_chars": 5526, + "estimated_input_tokens": 1382, + "estimated_eval_tokens": 3020 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5523, - "estimated_input_tokens": 1381, - "estimated_eval_tokens": 3018 + "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, while PR #46269 is a broad distributed-branch base spanning CI, FSDP, integrations, and many unrelated files.", - "confidence": 0.88, + "summary": "These two PRs overlap in distributed code, but they are not the same change: one is a focused EP/trainer integration PR, while the other is a broad branch-base PR spanning CI and many unrelated distributed files.", + "confidence": 0.94, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #46126 is the more canonical change because it targets one concrete feature area with a specific code path (EP + Trainer integration) rather than serving as a wide base branch umbrella.", + "canonical_pr_reason": "PR #46126 is the more specific, concrete change centered on EP + Trainer integration and the router/tensor-parallel code path; it is a better representative than the broad branch-base PR.", "best_issue_reason": null, - "best_pr_reason": "PR #46126 is the best representative artifact for this cluster since it is the narrower, more coherent implementation; PR #46269 is too broad and mixes multiple distributed-system changes.", + "best_pr_reason": "PR #46126 is the best PR to anchor the cluster because it has a single clear feature scope and a targeted diff, whereas PR #46269 is a wide-ranging distributed branch base with mixed unrelated edits.", "soft_edge_verdicts": [ { "left": "pull_request:46126", "right": "pull_request:46269", "accept": false, - "reason": "Reject: they share a few distributed filenames, but the changes are not the same underlying bug or fix. #46126 is about EP routing/trainer integration, while #46269 is a broad distributed branch base touching FSDP, CI, integrations, and many unrelated areas." + "reason": "Reject: they share distributed filenames, but the PRs are not the same underlying fix/change. #46126 is a focused EP/trainer integration, while #46269 is a broad branch-base PR touching CI and many other areas, so they should not be merged as duplicates." } ] }, @@ -24828,220 +24975,220 @@ "pull_request:46504|pull_request:46716", "pull_request:46432|pull_request:46716" ], - "prepared_review_unit_hash": "887abadf47ef0b16fe8b5876f09de242d01a69a01dfb7b3217ffbd8dd511b554", + "prepared_review_unit_hash": "9b92f6711a1da27918eb285e9ff4917b683f3deec04ebda59a1a5eafc9d6cbe7", "component_budget": { "node_count": 10, "item_count": 10, "soft_pair_count": 31, - "serialized_chars": 26688, - "estimated_input_tokens": 6672, - "estimated_eval_tokens": 13600 + "serialized_chars": 26682, + "estimated_input_tokens": 6671, + "estimated_eval_tokens": 13598 }, "budget": { "node_count": 10, "item_count": 10, "soft_pair_count": 31, - "serialized_chars": 26688, - "estimated_input_tokens": 6672, - "estimated_eval_tokens": 13600 + "serialized_chars": 26682, + "estimated_input_tokens": 6671, + "estimated_eval_tokens": 13598 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is mostly unrelated workflow-chore PRs. The only near-cluster is the pr-ci-security-gate.yml set, but those PRs make different changes to different lines and should not be treated as duplicates.", - "confidence": 0.98, + "summary": "This cluster is mostly superficial CI/workflow similarity, not true duplicate changes. The PRs split into several unrelated workflow edits, and none of the soft edges should be merged. If one PR must be chosen as the representative anchor, 46554 is the most substantive standalone security-gate fix.", + "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 46554 is the best anchor only because it contains the most substantive pr-ci-security-gate workflow change; the rest are separate workflow tweaks rather than the same duplicate fix.", + "canonical_pr_reason": "No single PR is a true duplicate canonical for the whole cluster; 46554 is the most substantive, self-contained workflow change and the best representative anchor.", "best_issue_reason": null, - "best_pr_reason": "PR 46554 is the strongest standalone PR in the set: it introduces the concrete security-gate logic and is more substantial than the follow-up workflow edits, though it is not a duplicate of them.", + "best_pr_reason": "46554 is the clearest standalone PR to keep as the representative because it changes actual security-gate behavior, while the others are smaller or unrelated workflow tweaks.", "soft_edge_verdicts": [ { "left": "pull_request:46138", "right": "pull_request:46554", "accept": false, - "reason": "Different workflows and different fixes: stdin handling for self-comment CI versus security-gate workflow logic." + "reason": "Different workflows and different problems: self-comment CI message handling vs security-gate hardening." }, { "left": "pull_request:46138", "right": "pull_request:46558", "accept": false, - "reason": "Different workflows and different problems; one updates comment piping, the other adjusts PR CI security-gate permissions/approval flow." + "reason": "Different workflows; one updates comment CI plumbing, the other changes security-gate permissions/approval flow." }, { "left": "pull_request:46138", "right": "pull_request:46563", "accept": false, - "reason": "Unrelated workflow files and changes; no shared concrete bug or code path." + "reason": "Different workflows; comment-CI message piping is unrelated to the security-gate note update." }, { "left": "pull_request:46138", "right": "pull_request:46716", "accept": false, - "reason": "Unrelated workflow files and changes; not the same underlying fix." + "reason": "Different workflows and different changes: comment CI piping vs security-gate secrets tightening." }, { "left": "pull_request:46138", "right": "pull_request:46504", "accept": false, - "reason": "Both are shell-command hygiene tweaks, but they fix different workflows and different inputs, so they are not the same concrete change." + "reason": "Unrelated workflow files and fixes; no shared concrete bug or change." }, { "left": "pull_request:46432", "right": "pull_request:46503", "accept": false, - "reason": "Different workflows and unrelated changes: SSH runner hardening versus benchmark trigger conditions." + "reason": "SSH-runner hardening vs benchmark trigger changes are unrelated workflow edits." }, { "left": "pull_request:46432", "right": "pull_request:46501", "accept": false, - "reason": "Different workflow files and different issues; no common underlying bug." + "reason": "Different workflow files and unrelated CI concerns." }, { "left": "pull_request:46432", "right": "pull_request:46502", "accept": false, - "reason": "Different workflow behavior: SSH runner hardening versus reviewer assignment checkout ref selection." + "reason": "Different workflow files; SSH runner env cleanup is not the same change as reviewer assignment." }, { "left": "pull_request:46432", "right": "pull_request:46554", "accept": false, - "reason": "Both touch CI/security-adjacent workflows, but they address different code paths and different risks." + "reason": "SSH-runner setup changes and pr-ci security-gate hardening solve different problems." }, { "left": "pull_request:46432", "right": "pull_request:46558", "accept": false, - "reason": "Different workflow files and different security-gate edits; not the same change." + "reason": "Different workflows and code paths; no plausible single merged fix." }, { "left": "pull_request:46501", "right": "pull_request:46503", "accept": false, - "reason": "Both are workflow tweaks, but they change unrelated jobs and triggers." + "reason": "Anti-slop and benchmark_v2 are different workflows with unrelated behavior." }, { "left": "pull_request:46501", "right": "pull_request:46502", "accept": false, - "reason": "Different workflow files and different fixes; no shared underlying bug." + "reason": "Different CI workflows; no shared underlying bug or change." }, { "left": "pull_request:46501", "right": "pull_request:46504", "accept": false, - "reason": "Permissions hardening in anti-slop is unrelated to the shell input fix in build-ci-docker-images." + "reason": "Anti-slop vs build-image workflow update: same subsystem, but different concrete changes." }, { "left": "pull_request:46501", "right": "pull_request:46554", "accept": false, - "reason": "Same broad CI area, but unrelated concrete changes and code paths." + "reason": "Anti-slop workflow changes are unrelated to pr-ci security-gate behavior." }, { "left": "pull_request:46502", "right": "pull_request:46503", "accept": false, - "reason": "Reviewer-assignment checkout behavior and benchmark trigger logic are unrelated." + "reason": "Reviewer assignment and benchmark triggering are separate workflow changes." }, { "left": "pull_request:46502", "right": "pull_request:46504", "accept": false, - "reason": "Different workflow logic and different failure modes; not duplicates." + "reason": "Different workflow files and unrelated fixes." }, { "left": "pull_request:46502", "right": "pull_request:46554", "accept": false, - "reason": "Different workflows and different concrete changes; no mergeable single fix." + "reason": "Reviewer assignment logic is unrelated to the security-gate hardening change." }, { "left": "pull_request:46503", "right": "pull_request:46504", "accept": false, - "reason": "Both are workflow edits, but one adds workflow_dispatch and the other changes shell handling in a Docker-image job." + "reason": "Benchmark trigger logic and build-image tag detection are different code paths." }, { "left": "pull_request:46503", "right": "pull_request:46554", "accept": false, - "reason": "Benchmark trigger changes versus security-gate logic are unrelated." + "reason": "Benchmark workflow dispatch support is unrelated to pr-ci security gating." }, { "left": "pull_request:46504", "right": "pull_request:46554", "accept": false, - "reason": "Different workflow files and different problems; not the same underlying bug." + "reason": "Build-image tag detection and security-gate checks are different workflow problems." }, { "left": "pull_request:46504", "right": "pull_request:46558", "accept": false, - "reason": "Shell quoting fix in build-ci-docker-images is unrelated to PR CI security-gate permission changes." + "reason": "Different workflow files and unrelated changes." }, { "left": "pull_request:46554", "right": "pull_request:46558", "accept": false, - "reason": "Same workflow file, but different concrete edits: one adds diff-based checks, the other changes permissions and approval gating." + "reason": "Same file, but 46554 adds workflow-file checks while 46558 changes permissions and approval gating." }, { "left": "pull_request:46554", "right": "pull_request:46563", "accept": false, - "reason": "Different security-gate workflow modifications; one adds checks, the other adds a safety note and references a reusable workflow." + "reason": "Same file, but 46554 is functional hardening and 46563 is only an explanatory comment update." }, { "left": "pull_request:46554", "right": "pull_request:46716", "accept": false, - "reason": "Different changes to the same workflow file: code logic versus secrets configuration." + "reason": "Both are security-related, but they fix different issues: diff-based gate checks vs secrets inheritance removal." }, { "left": "pull_request:46558", "right": "pull_request:46563", "accept": false, - "reason": "Same workflow file, but separate edits to different aspects of the gate; not the same fix." + "reason": "46558 changes job permissions; 46563 only documents reusable-workflow safety." }, { "left": "pull_request:46558", "right": "pull_request:46716", "accept": false, - "reason": "Permissions/approval gating versus secrets handling are distinct changes." + "reason": "Permission scoping and secrets handling are distinct security changes." }, { "left": "pull_request:46563", "right": "pull_request:46716", "accept": false, - "reason": "Reusable-workflow documentation/safety note versus secrets configuration; not the same underlying change." + "reason": "Comment-only clarification is not the same change as removing inherited secrets." }, { "left": "pull_request:46504", "right": "pull_request:46563", "accept": false, - "reason": "Unrelated workflow files and different fixes." + "reason": "Different workflow files; build-image tagging is unrelated to security-gate commentary." }, { "left": "pull_request:46432", "right": "pull_request:46563", "accept": false, - "reason": "SSH runner hardening and security-gate comments are unrelated." + "reason": "SSH-runner workflow hardening is unrelated to the security-gate note update." }, { "left": "pull_request:46504", "right": "pull_request:46716", "accept": false, - "reason": "Different workflows and different code paths; no duplicate relationship." + "reason": "Different workflow files and unrelated fixes." }, { "left": "pull_request:46432", "right": "pull_request:46716", "accept": false, - "reason": "Unrelated workflow hardening changes in different files." + "reason": "SSH-runner hardening is unrelated to security-gate secrets changes." } ] }, @@ -25134,12 +25281,12 @@ "soft_pairs": [ "pull_request:46281|pull_request:46890" ], - "prepared_review_unit_hash": "89f2d609351867c523e644363f3143ec3ee1011039669d70f80b5f52d08606d7", + "prepared_review_unit_hash": "885d2ec2e03d6d9fc7240b83f2af6ccee0472210476909d4b3e52ab1023c9434", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4280, + "serialized_chars": 4279, "estimated_input_tokens": 1070, "estimated_eval_tokens": 2396 }, @@ -25147,7 +25294,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4280, + "serialized_chars": 4279, "estimated_input_tokens": 1070, "estimated_eval_tokens": 2396 }, @@ -25156,18 +25303,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs harden checkpoint-loading path handling against directory traversal, but they fix different code paths and different untrusted inputs, so they are not duplicates.", - "confidence": 0.95, + "summary": "Two open PRs both harden path handling, but they target different code paths and different attacker-controlled inputs: sharded checkpoint `weight_map` resolution vs `transformers_weights` config filename resolution. They are security-related siblings, not duplicates.", + "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": "No single canonical PR: one validates shard filenames from a checkpoint index in `get_checkpoint_shard_files`, while the other validates an explicit `transformers_weights` filename in `_get_resolved_checkpoint_files`.", + "canonical_pr_reason": "PR 46890 is the better representative because it adds an explicit containment check at the filename resolution point in `modeling_utils.py`, making the fix self-contained and clearly scoped to one concrete path-traversal vector.", "best_issue_reason": null, - "best_pr_reason": "PR 46281 is the cleaner representative of the cluster: it is a self-contained security fix with a direct path-traversal guard and focused test coverage, while 46890 addresses a separate loader path.", + "best_pr_reason": "PR 46890 is the strongest standalone candidate in this cluster: it addresses a specific, well-defined file-resolution bug with a direct guard and accompanying tests.", "soft_edge_verdicts": [ { "left": "pull_request:46281", "right": "pull_request:46890", "accept": false, - "reason": "Both are path-traversal fixes, but they target different inputs and different resolution code paths (`weight_map` shard files vs `transformers_weights` explicit filename). They are related security hardenings, not the same underlying bug or mergeable PR." + "reason": "Reject: both are path-traversal fixes, but they operate on different inputs and different loaders (`weight_map` shard files in `hub.py` vs `transformers_weights` in `modeling_utils.py`). They do not look like the same underlying bug and would not plausibly merge into one PR." } ] }, @@ -25197,12 +25344,12 @@ "soft_pairs": [ "pull_request:46376|pull_request:46417" ], - "prepared_review_unit_hash": "fb2c5fd54b9c81b854503a350e78edefc73a367f8ea1251cad9f9aa4dec5b6e8", + "prepared_review_unit_hash": "fe6b48e3d0f30b1def0143f6e23d6c75142d8bf15070633c418ead61ae932d70", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5957, + "serialized_chars": 5958, "estimated_input_tokens": 1490, "estimated_eval_tokens": 3236 }, @@ -25210,7 +25357,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5957, + "serialized_chars": 5958, "estimated_input_tokens": 1490, "estimated_eval_tokens": 3236 }, @@ -25219,18 +25366,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "False-positive cluster: one PR adds multimodal continuous batching support, the other adds a new HunYuan VL model. They share only vague similarity, not the same change or bug.", - "confidence": 0.98, + "summary": "These two pull requests are unrelated: one adds multimodal support to continuous batching, while the other adds the HunYuan VL model and its docs/tests. They do not appear to fix the same bug or implement the same change.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #46417 is the cleaner standalone representative: it is a coherent model addition with dedicated config, modeling, processor, docs, and tests. PR #46376 is a separate runtime feature refactor in continuous batching.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "PR #46417 is the best representative for this cluster because it is self-contained and clearly scoped; PR #46376 is unrelated infrastructure work in a different subsystem.", + "best_pr_reason": "pull_request:46417 is the better standalone representative of this cluster because it is a complete model addition with code, docs, and tests; the other PR is a draft infrastructure change in a different subsystem.", "soft_edge_verdicts": [ { "left": "pull_request:46376", "right": "pull_request:46417", "accept": false, - "reason": "Reject: these PRs do not fix the same underlying problem or implement the same change. One adds multimodal continuous batching support, the other adds the HunYuan VL model stack and docs/tests in the model code path." + "reason": "Different underlying changes and code paths: continuous batching multimodal infrastructure vs. adding a specific HunYuan VL model. They are not mergeable as one PR and do not fix the same issue." } ] }, @@ -25260,7 +25407,7 @@ "soft_pairs": [ "pull_request:46574|pull_request:46580" ], - "prepared_review_unit_hash": "97a36163d600476e15d211bc9f283db4da5e8b353a84a16b7791b54d8da82d7f", + "prepared_review_unit_hash": "f1b0a0174325bba23befa1e4fefb7f1d97e5bd8527c2f4750e770703786230dd", "component_budget": { "node_count": 2, "item_count": 2, @@ -25282,8 +25429,8 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two unrelated tokenizer/model-loading pull requests: one fixes CodeLlama decode stripping real leading spaces, the other fixes DeepSeek-Coder/DeepSeek-LLM loading the wrong tokenizer class from the Hub. They do not look like duplicates or the same underlying change.", - "confidence": 0.97, + "summary": "These two pull requests are unrelated: one fixes CodeLlama decode stripping, the other fixes DeepSeek tokenizer-class loading. They should not be merged or treated as duplicates.", + "confidence": 0.98, "canonical_issue_reason": null, "canonical_pr_reason": null, "best_issue_reason": null, @@ -25293,7 +25440,7 @@ "left": "pull_request:46574", "right": "pull_request:46580", "accept": false, - "reason": "Different code paths and bugs: CodeLlama decode-space stripping vs DeepSeek checkpoint/tokenizer-class misloading. No shared filenames or concrete fix overlap; they should not be merged as one PR." + "reason": "Different bugs and code paths: 46574 changes CodeLlama decoding behavior in tokenization_code_llama.py, while 46580 changes auto tokenizer selection for DeepSeek checkpoints in tokenization_auto.py. They are not the same underlying fix." } ] }, @@ -25323,12 +25470,12 @@ "soft_pairs": [ "pull_request:46933|pull_request:46942" ], - "prepared_review_unit_hash": "209808976cab30612e897990ad75e9cbc9c7f3d24ce08036fdd00057a69e0892", + "prepared_review_unit_hash": "698b8279134a8812afd427b4b35d3af28bfd9016160d69d421d5b6bdfcceed93", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4371, + "serialized_chars": 4372, "estimated_input_tokens": 1093, "estimated_eval_tokens": 2442 }, @@ -25336,7 +25483,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4371, + "serialized_chars": 4372, "estimated_input_tokens": 1093, "estimated_eval_tokens": 2442 }, @@ -25345,18 +25492,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs fix the same general class of bug\u2014unsafe casting of activations when model weights are quantized\u2014but they target different model implementations and different code paths, so they are not duplicates.", + "summary": "Both PRs address the same general quantization pitfall\u2014casting float activations to non-float weight dtypes\u2014but they fix different model-specific code paths (Gemma4 vs TimesFM 2.5), so they are related patterns rather than duplicates.", "confidence": 0.94, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #46933 is the stronger cluster representative because it has an explicit issue target, broader discussion activity, and a clear patch that fixes the quantized-casting pattern in Gemma4.", + "canonical_pr_reason": "PR #46933 is the better representative because it includes an explicit issue link and patches a concrete model path with clear context for the quantized-casting fix.", "best_issue_reason": null, - "best_pr_reason": "PR #46933 is the best single PR to represent the cluster since it is explicitly linked to an issue and documents the bug/fix most completely.", + "best_pr_reason": "PR #46933 is the strongest overall candidate for the cluster because it has the most contextual linkage and a direct, self-contained fix; PR #46942 is similar in theme but narrower and model-specific.", "soft_edge_verdicts": [ { "left": "pull_request:46933", "right": "pull_request:46942", "accept": false, - "reason": "Both PRs address quantized dtype casting, but one is for Gemma4 vision/audio embedders and the other is for TimesFM 2.5 ResidualBlock. They touch different model families and different code paths, so they are not the same concrete change and should not be merged as duplicates." + "reason": "Same high-level bug pattern, but they modify different model implementations and different forward paths. They are not the same concrete fix and would not plausibly be merged into one PR." } ] }, @@ -25386,12 +25533,12 @@ "soft_pairs": [ "pull_request:46993|pull_request:46994" ], - "prepared_review_unit_hash": "6efed48f6ca7a1dd9726c8a52a807bc07edaf170248b1350b34fe3cc654a5373", + "prepared_review_unit_hash": "9cadba91241eb51b1b8729b8b6d39b0a27b272fb1e3cc6aacd21a88882d7f037", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4309, + "serialized_chars": 4310, "estimated_input_tokens": 1078, "estimated_eval_tokens": 2412 }, @@ -25399,7 +25546,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4309, + "serialized_chars": 4310, "estimated_input_tokens": 1078, "estimated_eval_tokens": 2412 }, @@ -25408,18 +25555,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two pull requests are unrelated: one fixes prompt lookup decoding overshooting `max_length`, while the other tightens validation for empty `bad_words_ids` / `sequence_bias` inputs. They touch different code paths and should not be deduplicated.", + "summary": "These PRs are unrelated: one fixes prompt lookup decoding exceeding max_length, while the other tightens validation for empty lists in bad_words_ids/sequence_bias.", "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR: the PRs solve different bugs in different generation code paths, so neither can stand in for the other as a duplicate representative.", + "canonical_pr_reason": "No canonical PR: the two pull requests fix different generation code paths and would not plausibly be merged as one change.", "best_issue_reason": null, - "best_pr_reason": null, + "best_pr_reason": "No single best representative for a duplicate cluster; PR 46993 addresses prompt lookup decoding length capping, while PR 46994 addresses input validation for empty token lists.", "soft_edge_verdicts": [ { "left": "pull_request:46993", "right": "pull_request:46994", "accept": false, - "reason": "Different defects: 46993 changes prompt lookup candidate truncation logic to respect remaining generation budget, while 46994 adds validation for empty token lists in bias/bad-words inputs. They are not the same underlying fix and would not plausibly merge into one PR." + "reason": "Different subsystems and bugs: candidate generation length handling vs validation of empty token lists. They are not the same underlying change and should not be merged." } ] }, diff --git a/analysis/current/manifest.json b/analysis/current/manifest.json index a16373a0f3ab10be9a214be0ba50c15a038dc0f4..0b7e9d1c5f192a31929efa6c22ca2b32a7248fc2 100644 --- a/analysis/current/manifest.json +++ b/analysis/current/manifest.json @@ -1,8 +1,8 @@ { - "analysis_id": "hybrid-model-20260701t120019z", + "analysis_id": "hybrid-model-20260701t180021z", "archived_artifacts": { - "hybrid": "snapshots/20260701T120019Z/analysis-runs/hybrid-model-20260701t120019z/analysis-report-hybrid.json", - "hybrid_reviews": "snapshots/20260701T120019Z/analysis-runs/hybrid-model-20260701t120019z/analysis-report-hybrid.llm-reviews.json" + "hybrid": "snapshots/20260701T180021Z/analysis-runs/hybrid-model-20260701t180021z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260701T180021Z/analysis-runs/hybrid-model-20260701t180021z/analysis-report-hybrid.llm-reviews.json" }, "artifacts": { "hybrid": 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"cluster_id": "cluster-44018-2", + "canonical_pr_number": 44068, + "duplicate_pr_numbers": [ + 44018 + ], + "target_issue_number": null, + "reason": "PRs in cluster-44018-2 are treated as duplicates because they share soft_similarity evidence." + }, + { + "cluster_id": "cluster-45081-3", + "canonical_pr_number": 45317, + "duplicate_pr_numbers": [ + 45086 + ], + "target_issue_number": 45081, + "reason": "PRs in cluster-45081-3 are treated as duplicates because they converge on issue #45081 with closing_reference, shared_issue_target, soft_similarity evidence." + }, + { + "cluster_id": "cluster-45561-3", + "canonical_pr_number": 45645, + "duplicate_pr_numbers": [ + 45639 + ], + "target_issue_number": 45561, + "reason": "PRs in cluster-45561-3 are treated as duplicates because they converge on issue #45561 with closing_reference, shared_issue_target, soft_similarity evidence." + }, + { + "cluster_id": "cluster-45647-3", + "canonical_pr_number": 45738, + "duplicate_pr_numbers": [ + 45737 + 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different removed v5 docs content." + }, + { + "left": "issue:43828", + "right": "issue:45161", + "accept": false, + "reason": "Autocast dtype mismatch and GPT-OSS TP failure are different problems." + }, + { + "left": "issue:45800", + "right": "issue:46515", + "accept": false, + "reason": "Both mention torch compatibility, but the reports are too generic to treat as the same bug." + }, + { + "left": "issue:43596", + "right": "issue:45161", + "accept": false, + "reason": "BERT ZeRO-3 index error is unrelated to GPT-OSS tensor-parallel failure." + }, + { + "left": "issue:41762", + "right": "issue:43638", + "accept": true, + "reason": "Same DeepSpeed ZeRO-3 index-0 out-of-bounds failure, just on a different model family." + }, + { + "left": "issue:43425", + "right": "issue:44292", + "accept": false, + "reason": "Torch version incompatibility and Qwen-3 NVFP4 runtime failure are unrelated." + }, + { + "left": "issue:43828", + "right": "issue:44292", + "accept": false, + "reason": "Autocast dtype mismatch and Qwen-3 NVFP4 error are different code paths." + }, + { + "left": "issue:43541", + "right": "issue:43716", + "accept": false, + "reason": "Mixtral grouped_mm tracing failure is unrelated to Mistral-3 dtype mismatch." + }, + { + "left": "issue:43828", + "right": "issue:45685", + "accept": false, + "reason": "Autocast dtype mismatch and MPS Int histogram limitation are different bugs." + }, + { + "left": "issue:44292", + "right": "issue:45237", + "accept": false, + "reason": "Qwen-3 NVFP4 runtime issue is unrelated to GPT-OSS AMD GPU failure." + }, + { + "left": "issue:43039", + "right": "issue:44805", + "accept": false, + "reason": "Liger Kernel cross_entropy issue is unrelated to mask-shape mismatch." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The cluster summary is grounded in the packet and stays conservative. The only accepted duplicate links are well-supported by the repeated ZeRO-3 index-out-of-bounds error pattern, and the other soft-edge rejections are appropriately cautious rather than overstated." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 25, + "review_unit_index": 2, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-504", + "nodes": [ + "issue:36010", + "issue:39290", + "issue:41093", + "issue:41720", + "issue:41762", + "issue:43039", + "issue:43296", + "issue:43404", + "issue:43425", + "issue:43531", + "issue:43541", + "issue:43572", + "issue:43596", + "issue:43638", + "issue:43792", + "issue:43828", + "issue:43854", + "issue:43866", + "issue:43872", + "issue:43901", + "issue:43975", + "issue:44292", + "issue:44512", + "issue:44560", + "issue:44589", + "issue:44841", + "issue:44863", + "issue:45020", + "issue:45070", + "issue:45084", + "issue:45237", + "issue:45362", + "issue:45399", + "issue:45464", + "issue:45507", + "issue:45685", + "issue:45800", + "issue:45812", + "issue:45823", + "issue:45901", + "issue:45920", + "issue:46015", + "issue:46294", + "issue:46304", + "issue:46402", + "issue:46661", + "issue:46772", + "issue:46869" + ], + "soft_pairs": [ + "issue:45800|issue:46304", + "issue:43866|issue:46402", + "issue:43296|issue:46304", + "issue:41762|issue:43596", + "issue:39290|issue:41720", + "issue:43901|issue:44512", + "issue:44589|issue:46304", + "issue:45237|issue:45901", + "issue:43975|issue:46015", + "issue:43039|issue:44560", + "issue:45823|issue:46294", + "issue:44841|issue:45823", + "issue:43866|issue:46772", + "issue:44863|issue:46015", + "issue:45020|issue:46304", + "issue:45812|issue:45920", + "issue:44292|issue:46015", + "issue:43866|issue:44863", + "issue:43872|issue:46304", + "issue:39290|issue:43531", + "issue:41093|issue:43638", + "issue:43792|issue:45901", + "issue:43854|issue:43866", + "issue:43425|issue:45070", + "issue:43975|issue:45901", + "issue:45362|issue:45464", + "issue:43792|issue:45070", + "issue:43596|issue:45800", + "issue:43541|issue:46869", + "issue:44292|issue:45901", + "issue:39290|issue:45823", + "issue:45464|issue:45685", + "issue:36010|issue:39290", + "issue:43541|issue:45685", + "issue:43541|issue:43828", + "issue:44841|issue:45084", + "issue:43404|issue:43866", + "issue:45507|issue:46869", + "issue:41093|issue:41762", + "issue:45399|issue:46661", + "issue:43572|issue:45070", + "issue:45800|issue:45823" + ], + "prepared_review_unit_hash": "e52c424095ccdc9a68ea3c64bb73059b4ee37fb8960787b3f65b76cff70b3821", + "component_budget": { + "node_count": 504, + "item_count": 504, + "soft_pair_count": 1853, + "serialized_chars": 961383, + "estimated_input_tokens": 240346, + "estimated_eval_tokens": 480948 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 42, + "serialized_chars": 40041, + "estimated_input_tokens": 10011, + "estimated_eval_tokens": 20278 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster still looks mostly heterogeneous, with one strong duplicate-like subcluster around the v5 AutoTokenizer wrong-token-ID regression. The ZeRO-3 index-error pair is now treated more cautiously: it may be related, but the model-specific titles make it insufficiently clear to merge as a duplicate.", + "confidence": 0.84, + "canonical_issue_reason": "Issue 45920 is the best canonical issue because it describes the broad v5 AutoTokenizer regression across multiple model families, which subsumes the narrower Granite-only report from 45812.", + "canonical_pr_reason": null, + "best_issue_reason": "45920 is the strongest global issue candidate because it captures the shared tokenizer regression at the right abstraction level and is broader than the model-specific duplicate report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45800", + "right": "issue:46304", + "accept": false, + "reason": "Different failures: a torch version incompatibility versus a USE_DISTRIBUTED=0 support break." + }, + { + "left": "issue:43866", + "right": "issue:46402", + "accept": false, + "reason": "Checkpoint corruption and missing text-encoder weights are different load problems." + }, + { + "left": "issue:43296", + "right": "issue:46304", + "accept": false, + "reason": "PaddleOCR-VL loading in vLLM is unrelated to the distributed-support regression." + }, + { + "left": "issue:41762", + "right": "issue:43596", + "accept": false, + "reason": "Both are ZeRO-3 index errors, but the model-specific titles differ enough that the shared root cause is not clear enough to treat as the same bug." + }, + { + "left": "issue:39290", + "right": "issue:41720", + "accept": false, + "reason": "Different models and different error paths: missing sliding_window_pattern versus cudaErrorAssert under auto device map." + }, + { + "left": "issue:43901", + "right": "issue:44512", + "accept": false, + "reason": "Both are docs issues, but about different pages and different deprecated behaviors." + }, + { + "left": "issue:44589", + "right": "issue:46304", + "accept": false, + "reason": "Float8 storage lookup failure is not the same bug as the distributed-support regression." + }, + { + "left": "issue:45237", + "right": "issue:45901", + "accept": false, + "reason": "AMD GPU runtime failure and table-question-answering crash are unrelated." + }, + { + "left": "issue:43975", + "right": "issue:46015", + "accept": false, + "reason": "Tokenizer detokenization regression versus outdated RAG examples; different underlying issues." + }, + { + "left": "issue:43039", + "right": "issue:44560", + "accept": false, + "reason": "Liger-kernel cross_entropy routing is unrelated to the video StopIteration bug." + }, + { + "left": "issue:45823", + "right": "issue:46294", + "accept": false, + "reason": "Device-mapping forward mismatch and video token/template mismatch are different bugs." + }, + { + "left": "issue:44841", + "right": "issue:45823", + "accept": false, + "reason": "Processor load failure is unrelated to the Gemma4 device mismatch during forward." + }, + { + "left": "issue:43866", + "right": "issue:46772", + "accept": false, + "reason": "Corrupted checkpoint versus NVFP4 compatibility are different causes." + }, + { + "left": "issue:44863", + "right": "issue:46015", + "accept": false, + "reason": "NemotronH checkpoint loading is unrelated to RAG documentation drift." + }, + { + "left": "issue:45020", + "right": "issue:46304", + "accept": false, + "reason": "Remote-code model breakage is not the same concrete problem as USE_DISTRIBUTED=0 support." + }, + { + "left": "issue:45812", + "right": "issue:45920", + "accept": true, + "reason": "Both describe the same v5 AutoTokenizer wrong-token-ID regression across models." + }, + { + "left": "issue:44292", + "right": "issue:46015", + "accept": false, + "reason": "Qwen-3-8B-NVFP4 runtime error and RAG docs are unrelated." + }, + { + "left": "issue:43866", + "right": "issue:44863", + "accept": false, + "reason": "Different model-loading failures with different failure modes." + }, + { + "left": "issue:43872", + "right": "issue:46304", + "accept": false, + "reason": "bitsandbytes Int8Params incompatibility is not the same as the distributed-support regression." + }, + { + "left": "issue:39290", + "right": "issue:43531", + "accept": false, + "reason": "Both mention sliding_window, but the model/config bugs are different and not clearly the same code path." + }, + { + "left": "issue:41093", + "right": "issue:43638", + "accept": false, + "reason": "Both are index errors, but on different tensors and loading paths." + }, + { + "left": "issue:43792", + "right": "issue:45901", + "accept": false, + "reason": "Whisper load/run failure and table QA crash are unrelated." + }, + { + "left": "issue:43854", + "right": "issue:43866", + "accept": false, + "reason": "GLM-4.7 test loading issue and Ovis2 checkpoint corruption are different bugs." + }, + { + "left": "issue:43425", + "right": "issue:45070", + "accept": false, + "reason": "Torch 2.10 incompatibility and PretrainedConfig pydantic-field regression are different issues." + }, + { + "left": "issue:45362", + "right": "issue:45464", + "accept": false, + "reason": "Qwen3.5 chat crash and streaming chat/completions API failure are related only by model family, not the same concrete bug." + }, + { + "left": "issue:43596", + "right": "issue:45800", + "accept": false, + "reason": "ZeRO-3 BertModel index error is unrelated to the torch/transformers version incompatibility." + }, + { + "left": "issue:43792", + "right": "issue:45070", + "accept": false, + "reason": "Whisper failure and pydantic PretrainedConfig regression are unrelated." + }, + { + "left": "issue:43541", + "right": "issue:45685", + "accept": false, + "reason": "MoE grouped_mm/tracing failure is unrelated to the MPS histogram op missing for Int." + }, + { + "left": "issue:44292", + "right": "issue:45901", + "accept": false, + "reason": "NVFP4 model runtime error and table QA crash are different issues." + }, + { + "left": "issue:39290", + "right": "issue:45823", + "accept": false, + "reason": "Gemma3 sliding-window config failure and Gemma4 device-mismatch failure are unrelated." + }, + { + "left": "issue:45464", + "right": "issue:45685", + "accept": false, + "reason": "Streaming chat API failure and MPS histogram op failure are unrelated." + }, + { + "left": "issue:36010", + "right": "issue:39290", + "accept": false, + "reason": "ImportError for GenerationMixin and Gemma3 sliding_window_pattern are unrelated." + }, + { + "left": "issue:43541", + "right": "issue:43828", + "accept": false, + "reason": "Both involve MoE/dtype-related failures, but they hit different code paths and symptoms." + }, + { + "left": "issue:44841", + "right": "issue:45084", + "accept": false, + "reason": "Processor failure and non-template-node compile error are not the same underlying bug." + }, + { + "left": "issue:45507", + "right": "issue:46869", + "accept": false, + "reason": "Invalid method call in GraniteMoEHybrid is unrelated to YOLO multi-GPU device-map failure." + }, + { + "left": "issue:41093", + "right": "issue:41762", + "accept": false, + "reason": "Both are index errors, but they occur in different zero-3 loading scenarios with different signatures." + }, + { + "left": "issue:45399", + "right": "issue:46661", + "accept": false, + "reason": "Flash-attn fallback gating and remote-code model_class/config_class handling are different problems." + }, + { + "left": "issue:43572", + "right": "issue:45070", + "accept": false, + "reason": "StableLm pad_token_idx regression is unrelated to the pydantic PretrainedConfig field break." + }, + { + "left": "issue:45800", + "right": "issue:45823", + "accept": false, + "reason": "Torch/transformers incompatibility and Gemma4 device mismatch are different bugs." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The summary is mostly grounded, but one soft-edge verdict is too strong for the packet: issue:41762 vs issue:43596 are both ZeRO-3 index errors, yet the titles point to different models (Gemma3ForConditionalGeneration vs BertModel), so treating them as a clear duplicate-like pair overstates the evidence. The v5 AutoTokenizer pair (45812/45920) is well supported, but the overall conclusion should stay more conservative on the ZeRO-3 cluster." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 25, + "review_unit_index": 3, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-504", + "nodes": [ + "issue:39186", + "issue:40990", + "issue:41093", + "issue:42915", + "issue:43054", + "issue:43296", + "issue:43366", + "issue:43404", + "issue:43531", + "issue:43541", + "issue:43596", + "issue:43645", + "issue:43716", + "issue:43828", + "issue:43873", + "issue:43994", + "issue:44291", + "issue:44360", + "issue:44387", + "issue:44479", + "issue:44492", + "issue:44512", + "issue:44530", + "issue:44805", + "issue:44863", + "issue:44918", + "issue:44960", + "issue:45005", + "issue:45020", + "issue:45070", + "issue:45161", + "issue:45183", + "issue:45399", + "issue:45464", + "issue:45507", + "issue:45632", + "issue:45698", + "issue:45759", + "issue:45800", + "issue:45902", + "issue:46165", + "issue:46294", + "issue:46463", + "issue:46468", + "issue:46640", + "issue:46661", + "issue:46869" + ], + "soft_pairs": [ + "issue:43296|issue:43366", + "issue:44805|issue:44918", + "issue:43541|issue:45161", + "issue:43828|issue:45464", + "issue:44387|issue:45005", + "issue:43366|issue:45464", + "issue:44291|issue:45070", + "issue:43531|issue:45070", + "issue:41093|issue:43596", + "issue:43716|issue:46294", + "issue:45020|issue:45800", + "issue:43054|issue:43994", + "issue:44479|issue:46294", + "issue:46468|issue:46869", + "issue:45759|issue:45902", + "issue:43596|issue:46165", + "issue:46640|issue:46661", + "issue:43716|issue:44918", + "issue:39186|issue:44918", + "issue:40990|issue:44960", + "issue:43645|issue:45399", + "issue:45632|issue:45698", + "issue:43404|issue:45005", + "issue:42915|issue:45399", + "issue:43873|issue:45005", + "issue:44360|issue:44512", + "issue:44530|issue:45005", + "issue:44492|issue:44512", + "issue:44863|issue:45005", + "issue:45183|issue:46463", + "issue:44918|issue:45507" + ], + "prepared_review_unit_hash": "56c8aa305aa8c5e50bdd6c6466e2bfc8b154819dde4db68619370a67de68be7b", + "component_budget": { + "node_count": 504, + "item_count": 504, + "soft_pair_count": 1853, + "serialized_chars": 961383, + "estimated_input_tokens": 240346, + "estimated_eval_tokens": 480948 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 36242, + "estimated_input_tokens": 9061, + "estimated_eval_tokens": 18378 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous; only a couple of pairs look like true duplicates, while most are broad thematic similarities without the same concrete bug path.", + "confidence": 0.68, + "canonical_issue_reason": "issue:45183 is the broadest, most reusable umbrella here: it describes the shared input_ids/inputs_embeds validation bug across multiple models, and it cleanly covers the specific T5 report.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45183 is the best representative issue in this set because it is broad, specific enough to be actionable, and most likely to subsume related validation reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43296", + "right": "issue:43366", + "accept": false, + "reason": "Different bugs: model loading failure in vLLM vs GGUF architecture support." + }, + { + "left": "issue:44805", + "right": "issue:44918", + "accept": false, + "reason": "Both mention indexing problems, but the reported failures and code paths are different." + }, + { + "left": "issue:43541", + "right": "issue:45161", + "accept": false, + "reason": "Different issues: torch-dynamo grouped_mm tracing failure vs tensor-parallel support for GPT-OSS MoE." + }, + { + "left": "issue:43828", + "right": "issue:45464", + "accept": false, + "reason": "Different symptoms and paths: autocast dtype mismatch vs chat/completions streaming failure." + }, + { + "left": "issue:44387", + "right": "issue:45005", + "accept": false, + "reason": "One is int4 memory/OOM behavior; the other is a tied-weights regression." + }, + { + "left": "issue:43366", + "right": "issue:45464", + "accept": false, + "reason": "Unrelated: GGUF gpt-oss support vs Qwen3.5 streaming inference failure." + }, + { + "left": "issue:44291", + "right": "issue:45070", + "accept": false, + "reason": "Different root causes: init_empty_weights argument mismatch vs pydantic config field breakage." + }, + { + "left": "issue:43531", + "right": "issue:45070", + "accept": false, + "reason": "Qwen3-MoE sliding-window behavior is unrelated to the PretrainedConfig/pydantic issue." + }, + { + "left": "issue:41093", + "right": "issue:43596", + "accept": false, + "reason": "Both are IndexErrors, but the shapes and triggering logic indicate different bugs." + }, + { + "left": "issue:43716", + "right": "issue:46294", + "accept": false, + "reason": "Different multimodal mismatch: image preprocessor dtype vs video feature/token count mismatch." + }, + { + "left": "issue:45020", + "right": "issue:45800", + "accept": false, + "reason": "Remote-code compatibility breakage and torch/transformers version incompatibility are not the same defect." + }, + { + "left": "issue:43054", + "right": "issue:43994", + "accept": false, + "reason": "Same model family, but the reports are too different to confidently call them one bug." + }, + { + "left": "issue:44479", + "right": "issue:46294", + "accept": true, + "reason": "Same underlying Qwen3.5 video-input regression: both describe a video token/feature mismatch affecting the same family of models." + }, + { + "left": "issue:46468", + "right": "issue:46869", + "accept": false, + "reason": "Official example breakage and multi-GPU device-map failure are unrelated." + }, + { + "left": "issue:45759", + "right": "issue:45902", + "accept": false, + "reason": "Different code paths: config unwrapping vs uninitialized-memory materialization." + }, + { + "left": "issue:43596", + "right": "issue:46165", + "accept": false, + "reason": "Different contexts and failures: DeepSpeed Zero3/BertModel vs resuming a local remote-code model." + }, + { + "left": "issue:46640", + "right": "issue:46661", + "accept": false, + "reason": "FlashAttention gating checks and remote-code config_class errors are unrelated." + }, + { + "left": "issue:43716", + "right": "issue:44918", + "accept": false, + "reason": "Different model families and different failure modes." + }, + { + "left": "issue:39186", + "right": "issue:44918", + "accept": false, + "reason": "FSDP 2-D weight failure is unrelated to Qwen3.5 embedding unpacking." + }, + { + "left": "issue:40990", + "right": "issue:44960", + "accept": false, + "reason": "Perplexity degradation and GLM5 are different problems." + }, + { + "left": "issue:43645", + "right": "issue:45399", + "accept": false, + "reason": "Custom-model notebook initialization is unrelated to the FlashAttention fallback gating issue." + }, + { + "left": "issue:45632", + "right": "issue:45698", + "accept": false, + "reason": "Both involve custom-module loading, but the specific bugs differ: cache-path collision vs wrong module selected after save_pretrained." + }, + { + "left": "issue:43404", + "right": "issue:45005", + "accept": false, + "reason": "Both mention tied weights, but they affect different model families and likely different code paths." + }, + { + "left": "issue:42915", + "right": "issue:45399", + "accept": false, + "reason": "FineGrainedFP8Config failure is unrelated to FlashAttention fallback checks." + }, + { + "left": "issue:43873", + "right": "issue:45005", + "accept": false, + "reason": "Quantization/offloading behavior is not the same bug as tied-weight handling." + }, + { + "left": "issue:44360", + "right": "issue:44512", + "accept": false, + "reason": "DSA indexer behavior and a docs typo are unrelated." + }, + { + "left": "issue:44530", + "right": "issue:45005", + "accept": false, + "reason": "PagedAttentionCache linear_attention crash is a different code path than tied-weight regression." + }, + { + "left": "issue:44492", + "right": "issue:44512", + "accept": false, + "reason": "A cache-strategy typo is not the same as the run-command docs issue." + }, + { + "left": "issue:44863", + "right": "issue:45005", + "accept": false, + "reason": "NemotronH checkpoint loading failure is unrelated to translation-model tied weights." + }, + { + "left": "issue:45183", + "right": "issue:46463", + "accept": true, + "reason": "Same validation bug family: both are about incorrect input validation/error handling for decoder or input_ids/inputs_embeds cases." + }, + { + "left": "issue:44918", + "right": "issue:45507", + "accept": false, + "reason": "Different failures: SFT embedding unpacking vs invalid method call in GraniteMoEHybrid." + }, + { + "left": "issue:43596", + "right": "issue:46165", + "accept": false, + "reason": "Duplicate of an already-rejected pairing; the failures are different." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays appropriately conservative. The two accepted soft edges are supported by the issue titles, and the rejected pairings avoid overclaiming shared root cause. The choice of issue:45183 as the umbrella/best representative is reasonable for the validation-error cluster." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 25, + "review_unit_index": 4, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-504", + "nodes": [ + "issue:24643", + "issue:28530", + "issue:36331", + "issue:38175", + "issue:39692", + "issue:41553", + "issue:41762", + "issue:42915", + "issue:42947", + "issue:43054", + "issue:43493", + "issue:43643", + "issue:43644", + "issue:43782", + "issue:43824", + "issue:43828", + "issue:43856", + "issue:43872", + "issue:43881", + "issue:43883", + "issue:43950", + "issue:43975", + "issue:44292", + "issue:44387", + "issue:44403", + "issue:44451", + "issue:44488", + "issue:44534", + "issue:44589", + "issue:44910", + "issue:44928", + "issue:44960", + "issue:44991", + "issue:45020", + "issue:45399", + "issue:45520", + "issue:45663", + "issue:45701", + "issue:45859", + "issue:45902", + "issue:45920", + "issue:45987", + "issue:46489", + "issue:46491", + "issue:46858", + "issue:46899", + "issue:46932" + ], + "soft_pairs": [ + "issue:43975|issue:44292", + "issue:46489|issue:46491", + "issue:43950|issue:44534", + "issue:39692|issue:43054", + "issue:43644|issue:43950", + "issue:36331|issue:41762", + "issue:46899|issue:46932", + "issue:43872|issue:44589", + "issue:43828|issue:44928", + "issue:45920|issue:46489", + "issue:45987|issue:46858", + "issue:43054|issue:45701", + "issue:38175|issue:43054", + "issue:43950|issue:45902", + "issue:44910|issue:45859", + "issue:43054|issue:43493", + "issue:41553|issue:43883", + "issue:42947|issue:44387", + "issue:45663|issue:45902", + "issue:44403|issue:44451", + "issue:43975|issue:45520", + "issue:24643|issue:28530", + "issue:42947|issue:43856", + "issue:44403|issue:44488", + "issue:43643|issue:45020", + "issue:41762|issue:42915", + "issue:41553|issue:43881", + "issue:44991|issue:45399", + "issue:43782|issue:44960", + "issue:43824|issue:43872" + ], + "prepared_review_unit_hash": "8ab139cb5c8a9cd0d3beae8f34985e3154f1bc7e7505fc4adc7694b677d85148", + "component_budget": { + "node_count": 504, + "item_count": 504, + "soft_pair_count": 1853, + "serialized_chars": 961383, + "estimated_input_tokens": 240346, + "estimated_eval_tokens": 480948 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36284, + "estimated_input_tokens": 9071, + "estimated_eval_tokens": 18398 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is mostly unrelated issues, with one clear duplicate cluster around Transformers v5 non-persistent buffer corruption and one smaller duplicate pair around Gemma4 quantized vision/audio embedder dtype casting. Most other soft pairs should stay separate.", + "confidence": 0.87, + "canonical_issue_reason": "issue:43950 is the best canonical issue because it most directly and specifically describes the non-persistent-buffer regression; nearby items like issue:43644 and issue:44534 read like rephrasings of the same bug.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43950 is the strongest representative issue overall: it is concrete, regression-focused, and matches the accepted duplicate cluster most clearly.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43975", + "right": "issue:44292", + "accept": false, + "reason": "Tokenizer detokenization error and NVFP4 model loading failure are unrelated bugs." + }, + { + "left": "issue:46489", + "right": "issue:46491", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different model families and different behaviors." + }, + { + "left": "issue:43950", + "right": "issue:44534", + "accept": true, + "reason": "Same underlying Transformers v5 non-persistent-buffer corruption/regression, just described with different wording." + }, + { + "left": "issue:39692", + "right": "issue:43054", + "accept": false, + "reason": "Documentation example errors are not the same issue as SigLIP2 embedding quality degradation." + }, + { + "left": "issue:43644", + "right": "issue:43950", + "accept": true, + "reason": "Both describe the same non-persistent-buffer junk/corruption regression in v5." + }, + { + "left": "issue:36331", + "right": "issue:41762", + "accept": false, + "reason": "A trainer API signature error and a DeepSpeed ZeRO-3 loading crash are different problems." + }, + { + "left": "issue:46899", + "right": "issue:46932", + "accept": true, + "reason": "These describe the same Gemma4 quantized vision/audio embedder dtype-casting bug; 46932 is explicitly the fix follow-up." + }, + { + "left": "issue:43872", + "right": "issue:44589", + "accept": false, + "reason": "bitsandbytes constructor incompatibility and missing Float8 storage are different failure modes." + }, + { + "left": "issue:43828", + "right": "issue:44928", + "accept": false, + "reason": "One is an autocast dtype mismatch on Phi-tiny-MoE, the other is a Qwen3.5 RLHF instability caused by 3D position_ids and SDPA fallback." + }, + { + "left": "issue:45920", + "right": "issue:46489", + "accept": false, + "reason": "Broad tokenizer-id regression across many models is not the same as the specific DeepSeek-Coder v1 detokenization gap." + }, + { + "left": "issue:45987", + "right": "issue:46858", + "accept": false, + "reason": "They are related to cache length typing, but one is an API contract complaint and the other is a specific torch.compile/non-CUDA slice-arithmetic breakage." + }, + { + "left": "issue:43054", + "right": "issue:45701", + "accept": false, + "reason": "SigLIP2 text-embedding quality and version-dependent tokenization changes are different issues." + }, + { + "left": "issue:38175", + "right": "issue:43054", + "accept": false, + "reason": "Unexpected zero probabilities and worse text embeddings are distinct SigLIP2 bugs." + }, + { + "left": "issue:43950", + "right": "issue:45902", + "accept": false, + "reason": "Both involve buffers, but one is the v5 non-persistent-buffer corruption regression while the other is a model-specific inv_freq materialization bug." + }, + { + "left": "issue:44910", + "right": "issue:45859", + "accept": false, + "reason": "FlashAttention illegal-memory-access and CPU-offload incompatibility are different code-path problems." + }, + { + "left": "issue:43054", + "right": "issue:43493", + "accept": false, + "reason": "Both concern SigLIP2, but one reports embedding quality and the other compares HF vs original JAX behavior." + }, + { + "left": "issue:41553", + "right": "issue:43883", + "accept": false, + "reason": "A bad AutoTokenizer error message for Voxtral and a missing model attribute in Molmo are unrelated." + }, + { + "left": "issue:42947", + "right": "issue:44387", + "accept": false, + "reason": "Gradient checkpointing/LoRA behavior and int4 quantization memory growth are different bugs." + }, + { + "left": "issue:45663", + "right": "issue:45902", + "accept": false, + "reason": "FSDP2 shared_kv_states rebuild and uninitialized inv_freq after to_empty() are separate model/runtime issues." + }, + { + "left": "issue:44403", + "right": "issue:44451", + "accept": false, + "reason": "Generic loader noise and a specific model loading failure are not the same underlying bug." + }, + { + "left": "issue:43975", + "right": "issue:45520", + "accept": false, + "reason": "Tokenizer output regression and a flash_attn import_utils KeyError are unrelated." + }, + { + "left": "issue:24643", + "right": "issue:28530", + "accept": false, + "reason": "DeepSpeed weight shape error and early-stopping metric lookup failure are unrelated." + }, + { + "left": "issue:42947", + "right": "issue:43856", + "accept": false, + "reason": "LoRA gradient-checkpointing behavior and Qwen3 MoE training memory inefficiency are different problems." + }, + { + "left": "issue:44403", + "right": "issue:44488", + "accept": false, + "reason": "Load-time noise and a specific model load failure do not share the same underlying bug." + }, + { + "left": "issue:43643", + "right": "issue:45020", + "accept": false, + "reason": "A specific missing-fields bug in AutoConfig with trust_remote_code is not the same as the broader remote_code breakage report." + }, + { + "left": "issue:41762", + "right": "issue:42915", + "accept": false, + "reason": "Gemma3 ZeRO-3 loading crash and Qwen3 MoE FP8 failure are unrelated." + }, + { + "left": "issue:41553", + "right": "issue:43881", + "accept": false, + "reason": "Voxtral AutoTokenizer error messaging and glm-4v-9b load failure are different issues." + }, + { + "left": "issue:44991", + "right": "issue:45399", + "accept": false, + "reason": "Tokenizer loading failure and flash-attn fallback gating are unrelated." + }, + { + "left": "issue:43782", + "right": "issue:44960", + "accept": false, + "reason": "Qwen3VL weight_only loading and GLM5 are different bugs." + }, + { + "left": "issue:43824", + "right": "issue:43872", + "accept": false, + "reason": "Model import failure and bitsandbytes Int8Params incompatibility are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative on the ambiguous pairs. The two accepted duplicate groupings are well supported by the titles, and the rest of the soft pairs are appropriately rejected or left separate." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 25, + "review_unit_index": 5, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-504", + "nodes": [ + "issue:24643", + "issue:30064", + "issue:36331", + "issue:41093", + "issue:41553", + "issue:42491", + "issue:42947", + "issue:43257", + "issue:43404", + "issue:43792", + "issue:43827", + "issue:43828", + "issue:43854", + "issue:43872", + "issue:43881", + "issue:43883", + "issue:43940", + "issue:43950", + "issue:44220", + "issue:44291", + "issue:44368", + "issue:44479", + "issue:44509", + "issue:44560", + "issue:44661", + "issue:44805", + "issue:44863", + "issue:44928", + "issue:44991", + "issue:45020", + "issue:45081", + "issue:45305", + "issue:45313", + "issue:45356", + "issue:45399", + "issue:45488", + "issue:45588", + "issue:45685", + "issue:45715", + "issue:45759", + "issue:45823", + "issue:45923", + "issue:46315", + "issue:46489", + "issue:46661", + "issue:46869", + "issue:46894", + "issue:46897" + ], + "soft_pairs": [ + "issue:45685|issue:45823", + "issue:45081|issue:45399", + "issue:45020|issue:45823", + "issue:44661|issue:45020", + "issue:43881|issue:43883", + "issue:43828|issue:45823", + "issue:42491|issue:44368", + "issue:45020|issue:45356", + "issue:45715|issue:46315", + "issue:43827|issue:44509", + "issue:45488|issue:46489", + "issue:43872|issue:46869", + "issue:45759|issue:46661", + "issue:43404|issue:43950", + "issue:46894|issue:46897", + "issue:43872|issue:44291", + "issue:45020|issue:46661", + "issue:43792|issue:44220", + "issue:43257|issue:45305", + "issue:42947|issue:45923", + "issue:36331|issue:41093", + "issue:41553|issue:44991", + "issue:43854|issue:44863", + "issue:43940|issue:45313", + "issue:44928|issue:45588", + "issue:41093|issue:44805", + "issue:44479|issue:44560", + "issue:24643|issue:30064" + ], + "prepared_review_unit_hash": "9910ec8f15fcb4717f21ab6d42293bbd5e5a6a601ad90b0b6720f449d4d85250", + "component_budget": { + "node_count": 504, + "item_count": 504, + "soft_pair_count": 1853, + "serialized_chars": 961383, + "estimated_input_tokens": 240346, + "estimated_eval_tokens": 480948 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36754, + "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 mostly noisy and heterogeneous, with only a few clear duplicates around docs cleanup, mask-shape IndexErrors, `_is_hf_initialized` loading regressions, and a training-loss double-shift bug. The strongest umbrella issue is the broad remote-code loading regression.", + "confidence": 0.58, + "canonical_issue_reason": "issue:45020 is the broadest representative: it frames a v5 regression affecting remote-code model loading, which matches several nearby tokenizer/model-loading failures better than the narrower, model-specific reports.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45020 is the best global issue candidate because it is the most umbrella-like and central to the cluster\u2019s recurring v5 loading/tokenizer regression theme.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45685", + "right": "issue:45823", + "accept": false, + "reason": "Different failures: MPS histogram on Int for MOE vs Gemma4 PLE device mismatch during forward." + }, + { + "left": "issue:45081", + "right": "issue:45399", + "accept": false, + "reason": "Both mention attention/tokenizer infrastructure, but the concrete bugs differ: Mistral regex patch crash vs flash-attn fallback gating." + }, + { + "left": "issue:45020", + "right": "issue:45823", + "accept": false, + "reason": "Too broad and unrelated: remote-code loading regressions vs a Gemma4 device-map forward mismatch." + }, + { + "left": "issue:44661", + "right": "issue:45020", + "accept": false, + "reason": "`add-new-model-like` tokenizer mapping bug is a distinct implementation issue from the broader remote-code loading regression." + }, + { + "left": "issue:43881", + "right": "issue:43883", + "accept": false, + "reason": "Both are model loading errors, but the models and failure modes differ (`glm-4v-9b` vs Molmo tied-weights attribute)." + }, + { + "left": "issue:43828", + "right": "issue:45823", + "accept": false, + "reason": "Autocast dtype mismatch on Phi-tiny-MoE is unrelated to Gemma4 device placement." + }, + { + "left": "issue:42491", + "right": "issue:44368", + "accept": false, + "reason": "Both concern Qwen3.x LoRA warnings/regressions, but one is hf4.x vs hf5.x compatibility and the other is a tie_word_embeddings warning; not the same bug." + }, + { + "left": "issue:45020", + "right": "issue:45356", + "accept": false, + "reason": "Both are tokenizer regressions, but one is remote-code loading and the other is Kimi codec/fix_mistral_regex handling; different code paths." + }, + { + "left": "issue:45715", + "right": "issue:46315", + "accept": false, + "reason": "Both are tokenizer performance-related, but they affect different APIs (`convert_ids_to_tokens` vs `convert_tokens_to_ids`)." + }, + { + "left": "issue:43827", + "right": "issue:44509", + "accept": true, + "reason": "Same docs bug: v5 removed summarization/translation/text2text pipeline tasks, and both issues report stale documentation still referencing them." + }, + { + "left": "issue:45488", + "right": "issue:46489", + "accept": false, + "reason": "Related DeepSeek tokenizer regressions, but the titles point to different families and failure descriptions; not clearly one concrete bug." + }, + { + "left": "issue:43872", + "right": "issue:46869", + "accept": false, + "reason": "Unexpected `_is_hf_initialized` kwarg in bitsandbytes/init-empty-weights is unrelated to YOLO multi-GPU device-map failure." + }, + { + "left": "issue:45759", + "right": "issue:46661", + "accept": false, + "reason": "Composite config unwrapping in `from_config` is a different path from remote-code `config_class` resolution failures." + }, + { + "left": "issue:43404", + "right": "issue:43950", + "accept": false, + "reason": "`lm_head` weight tying and non-persistent buffer corruption are distinct regressions." + }, + { + "left": "issue:46894", + "right": "issue:46897", + "accept": true, + "reason": "Same underlying training-loss double-shift bug pattern; the Florence2 report is clearly the same class of issue as the CohereASR one." + }, + { + "left": "issue:43872", + "right": "issue:44291", + "accept": true, + "reason": "Same root cause: the new `_is_hf_initialized` argument breaks parameter construction/loading, reported through bitsandbytes and `init_empty_weights`." + }, + { + "left": "issue:45020", + "right": "issue:46661", + "accept": false, + "reason": "Both involve remote-code-like loading, but one is a broad regression statement and the other is a specific `config_class` attribute error." + }, + { + "left": "issue:43792", + "right": "issue:44220", + "accept": false, + "reason": "Whisper model runtime failure is too vague to equate with the specific `_torch_extract_fbank_features()` issue." + }, + { + "left": "issue:43257", + "right": "issue:45305", + "accept": false, + "reason": "DeepSpeed is common, but one is MOE weight conversion/load failure and the other is gradient averaging under GAS; different bugs." + }, + { + "left": "issue:42947", + "right": "issue:45923", + "accept": false, + "reason": "PEFT LoRA gradient checkpointing ineffectiveness is unrelated to a missing `supports_gradient_checkpointing` flag on a remote-code model." + }, + { + "left": "issue:36331", + "right": "issue:41093", + "accept": false, + "reason": "Different symptoms and code paths: `compute_loss()` signature mismatch vs an indexing mask shape mismatch." + }, + { + "left": "issue:41553", + "right": "issue:44991", + "accept": false, + "reason": "Tokenizer loading issues, but one is Voxtral error messaging and the other is a concrete tokenizer failure for EMBEDDIA/est-roberta." + }, + { + "left": "issue:43854", + "right": "issue:44863", + "accept": false, + "reason": "Different model-loading failures for different architectures; not the same underlying bug." + }, + { + "left": "issue:43940", + "right": "issue:45313", + "accept": false, + "reason": "Both are Qwen3 DeepSpeed ZeRO-3 load failures, but the titles describe different model variants and symptoms; not enough to merge as one bug." + }, + { + "left": "issue:44928", + "right": "issue:45588", + "accept": false, + "reason": "RLHF NaN/SDPA math fallback is a training stability issue, while `flash_attention.py` crashes on `s_aux=None` is a separate runtime error." + }, + { + "left": "issue:41093", + "right": "issue:44805", + "accept": true, + "reason": "Same IndexError family with the same mask/tensor shape mismatch; the second issue is just a generalized re-report of the first bug." + }, + { + "left": "issue:44479", + "right": "issue:44560", + "accept": false, + "reason": "Both are video-input regressions, but they affect different model families and have different failure signatures." + }, + { + "left": "issue:24643", + "right": "issue:30064", + "accept": false, + "reason": "Training with DeepSpeed `'weight' must be 2-D` and void segmentation map processing are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well grounded in the packet and stays conservative: it identifies only the clearly supported duplicate-like pairs, keeps the heterogeneous cases separate, and treats the broad remote-code issue as an umbrella representative without overstating equivalence. The soft-edge verdicts are mostly cautious and consistent with the issue titles and the provided similarity signals." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 25, + "review_unit_index": 6, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-504", + "nodes": [ + "issue:36010", + "issue:38175", + "issue:41553", + "issue:42491", + "issue:42617", + "issue:42915", + "issue:43366", + "issue:43531", + "issue:43550", + "issue:43596", + "issue:43632", + "issue:43638", + "issue:43645", + "issue:43646", + "issue:43716", + "issue:43720", + "issue:43824", + "issue:43828", + "issue:43950", + "issue:43957", + "issue:43994", + "issue:44155", + "issue:44488", + "issue:44530", + "issue:44560", + "issue:44589", + "issue:44661", + "issue:44683", + "issue:44805", + "issue:44863", + "issue:44877", + "issue:44910", + "issue:44918", + "issue:45030", + "issue:45325", + "issue:45584", + "issue:45663", + "issue:45672", + "issue:45685", + "issue:45812", + "issue:45823", + "issue:45834", + "issue:45902", + "issue:46402", + "issue:46489", + "issue:46515", + "issue:46858", + "issue:46899" + ], + "soft_pairs": [ + "issue:44530|issue:44863", + "issue:44863|issue:46402", + "issue:41553|issue:44488", + "issue:43366|issue:43828", + "issue:45325|issue:45902", + "issue:43366|issue:43531", + "issue:43596|issue:46515", + "issue:44155|issue:45584", + "issue:45663|issue:45823", + "issue:43638|issue:46515", + "issue:43366|issue:44589", + "issue:43950|issue:45834", + "issue:43824|issue:43957", + "issue:42915|issue:43957", + "issue:43716|issue:44560", + "issue:44910|issue:46858", + "issue:43645|issue:43646", + "issue:43550|issue:44910", + "issue:44560|issue:45685", + "issue:42617|issue:43366", + "issue:36010|issue:42915", + "issue:44560|issue:44918", + "issue:44683|issue:46515", + "issue:45812|issue:46489", + "issue:45823|issue:46515", + "issue:44661|issue:45823", + "issue:44560|issue:44805", + "issue:38175|issue:43994", + "issue:45672|issue:46899", + "issue:43632|issue:45834", + "issue:44877|issue:45030", + "issue:42491|issue:43720", + "issue:43638|issue:44661", + "issue:43596|issue:44661" + ], + "prepared_review_unit_hash": "0025bf9cc6ba81613e6ef35af4f9d0e3c83d695acf29f2c04e885babb54abc45", + "component_budget": { + "node_count": 504, + "item_count": 504, + "soft_pair_count": 1853, + "serialized_chars": 961383, + "estimated_input_tokens": 240346, + "estimated_eval_tokens": 480948 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 38057, + "estimated_input_tokens": 9515, + "estimated_eval_tokens": 19286 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous, but a few pairs are true duplicates or near-exact regressions: custom model initialization in v5, SigLIP2 bad outputs, Gemma4 4-bit multimodal casting, and likely the stricter config-validation load failures. Most other pairs are only loosely related by broad subsystem.", + "confidence": 0.62, + "canonical_issue_reason": "Issue 43957 is the broadest concrete loading-regression report in the set: it captures the shared v5/meta-device model-loading breakage pattern better than the narrower model-specific reports.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43957 is the best single representative of the cluster\u2019s main theme: Transformers v5 loading/init regressions affecting multiple model families.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44530", + "right": "issue:44863", + "accept": false, + "reason": "Different bugs: Qwen3.5 cache/group handling crash vs. NemotronH checkpoint loading." + }, + { + "left": "issue:44863", + "right": "issue:46402", + "accept": false, + "reason": "Both are loading failures, but for different models and different failure modes." + }, + { + "left": "issue:41553", + "right": "issue:44488", + "accept": false, + "reason": "Both are tokenizer/model loading problems, but they point to different models and likely different root causes." + }, + { + "left": "issue:43366", + "right": "issue:43828", + "accept": false, + "reason": "Unrelated issues: GGUF gpt-oss support vs. Phi-tiny-MoE autocast dtype mismatch." + }, + { + "left": "issue:45325", + "right": "issue:45902", + "accept": false, + "reason": "Different code paths: Qwen2.5-VL rope indexing vs. Qwen3_5Moe meta/to_empty initialization." + }, + { + "left": "issue:43366", + "right": "issue:43531", + "accept": false, + "reason": "Unrelated model families and failures; not the same underlying bug." + }, + { + "left": "issue:43596", + "right": "issue:46515", + "accept": false, + "reason": "Bert/deepspeed Zero3 index error is unrelated to a torch version incompatibility report." + }, + { + "left": "issue:44155", + "right": "issue:45584", + "accept": false, + "reason": "Both are audio-related, but the bugs are different: embedding/token leakage vs. empty-transcription generation failure." + }, + { + "left": "issue:45663", + "right": "issue:45823", + "accept": false, + "reason": "Same model family, but different concrete failures: per-layer shared_kv state vs. device-map forward mismatch." + }, + { + "left": "issue:43638", + "right": "issue:46515", + "accept": false, + "reason": "Non-pretrained Bert Zero3 failure is not the same as a generic torch 2.4.1 incompatibility." + }, + { + "left": "issue:43366", + "right": "issue:44589", + "accept": false, + "reason": "Different topics: gpt-oss support vs. float8 storage lookup error." + }, + { + "left": "issue:43950", + "right": "issue:45834", + "accept": false, + "reason": "Non-persistent buffer loading regression is unrelated to Kosmos2.5 long-ocr indexing." + }, + { + "left": "issue:43824", + "right": "issue:43957", + "accept": false, + "reason": "Both are loading/import problems, but they affect different APIs and models; no clear shared bug." + }, + { + "left": "issue:42915", + "right": "issue:43957", + "accept": false, + "reason": "Qwen3Moe FP8 config failure is a different issue from meta-device model loading." + }, + { + "left": "issue:43716", + "right": "issue:44560", + "accept": false, + "reason": "Different multimodal bugs and different failure signatures." + }, + { + "left": "issue:44910", + "right": "issue:46858", + "accept": false, + "reason": "Both touch cache/attention, but the illegal-memory-access Qwen3.5 bug is distinct from the non-CUDA static-cache seq-length arithmetic bug." + }, + { + "left": "issue:43645", + "right": "issue:43646", + "accept": true, + "reason": "Same underlying custom-model initialization regression; 43645 is just the Jupyter-specific manifestation of 43646." + }, + { + "left": "issue:43550", + "right": "issue:44910", + "accept": false, + "reason": "Torch.compile+SDPA on Bamba-9B-v2 is unrelated to Qwen3.5 flash-attention position-id handling." + }, + { + "left": "issue:44560", + "right": "issue:45685", + "accept": false, + "reason": "No shared bug: Qwen3-vl video StopIteration vs. MPS histogram on Int." + }, + { + "left": "issue:42617", + "right": "issue:43366", + "accept": false, + "reason": "3d_parallel.py runtime failure is unrelated to GGUF gpt-oss support." + }, + { + "left": "issue:36010", + "right": "issue:42915", + "accept": false, + "reason": "GenerationMixin import error is unrelated to Qwen3Moe FineGrainedFP8Config failure." + }, + { + "left": "issue:44560", + "right": "issue:44918", + "accept": false, + "reason": "Both involve Qwen3.x embeddings, but the video StopIteration and TRL unpacking failures are different bugs." + }, + { + "left": "issue:44683", + "right": "issue:46515", + "accept": false, + "reason": "torch>=2.9 flex_attention compilation failure is unrelated to a torch 2.4.1 incompatibility report." + }, + { + "left": "issue:45812", + "right": "issue:46489", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different model families and appear to stem from different fixes." + }, + { + "left": "issue:45823", + "right": "issue:46515", + "accept": false, + "reason": "Gemma4 device mismatch is unrelated to a generic torch version incompatibility." + }, + { + "left": "issue:44661", + "right": "issue:45823", + "accept": false, + "reason": "add-new-model-like mapping logic is unrelated to Gemma4 PLE device placement." + }, + { + "left": "issue:44560", + "right": "issue:44805", + "accept": false, + "reason": "Different shape/indexing failures with no evidence of a shared root cause." + }, + { + "left": "issue:38175", + "right": "issue:43994", + "accept": true, + "reason": "Same SigLIP2 model regression: bad/zero probabilities and nonsensical outputs are the same underlying inference bug." + }, + { + "left": "issue:45672", + "right": "issue:46899", + "accept": true, + "reason": "Both describe Gemma4 multimodal 4-bit quantization breakage caused by unsafe dtype handling in the audio/vision embedder path." + }, + { + "left": "issue:43632", + "right": "issue:45834", + "accept": false, + "reason": "_is_hf_initialized regression is unrelated to Kosmos2.5 OCR indexing." + }, + { + "left": "issue:44877", + "right": "issue:45030", + "accept": true, + "reason": "Both are config-validation regressions blocking model loading; the titles point to the same stricter config-loading change." + }, + { + "left": "issue:42491", + "right": "issue:43720", + "accept": false, + "reason": "Qwen3_moe LoRA compatibility across branches is unrelated to BitNet packed-weight loading." + }, + { + "left": "issue:43638", + "right": "issue:44661", + "accept": false, + "reason": "Zero3/Bert index error is unrelated to tokenizer mapping placement logic." + }, + { + "left": "issue:43596", + "right": "issue:44661", + "accept": false, + "reason": "Different failures: Bert Zero3 initialization vs. tokenizer mapping constraints." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The analysis is grounded in the packet and stays conservative on the soft edges. The summary correctly characterizes the cluster as mostly heterogeneous while only elevating a few well-supported duplicate/near-duplicate pairs. The accepted pairs and the main representative issue are both plausible from the titles and descriptions provided." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 25, + "review_unit_index": 7, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-504", + "nodes": [ + "issue:38175", + "issue:39692", + "issue:41720", + "issue:42491", + "issue:42915", + "issue:43257", + "issue:43317", + "issue:43644", + "issue:43645", + "issue:43708", + "issue:43854", + "issue:43856", + "issue:43873", + "issue:43931", + "issue:43994", + "issue:44075", + "issue:44164", + "issue:44291", + "issue:44387", + "issue:44451", + "issue:44488", + "issue:44534", + "issue:44661", + "issue:44756", + "issue:44805", + "issue:44863", + "issue:44910", + "issue:44960", + "issue:44977", + "issue:44991", + "issue:45276", + "issue:45292", + "issue:45313", + "issue:45335", + "issue:45357", + "issue:45362", + "issue:45406", + "issue:45488", + "issue:45507", + "issue:45588", + "issue:45812", + "issue:46050", + "issue:46459", + "issue:46468", + "issue:46512", + "issue:46846", + "issue:46897", + "issue:46901" + ], + "soft_pairs": [ + "issue:43317|issue:44756", + "issue:44661|issue:44805", + "issue:38175|issue:39692", + "issue:43644|issue:44534", + "issue:41720|issue:42915", + "issue:42915|issue:44756", + "issue:42491|issue:45276", + "issue:44960|issue:44977", + "issue:44451|issue:44488", + "issue:44863|issue:46846", + "issue:46459|issue:46512", + "issue:45313|issue:45357", + "issue:45507|issue:46468", + "issue:44488|issue:44991", + "issue:43644|issue:43645", + "issue:43257|issue:43854", + "issue:39692|issue:43994", + "issue:43856|issue:43873", + "issue:42491|issue:45292", + "issue:43854|issue:43931", + "issue:43856|issue:44387", + "issue:43708|issue:44075", + "issue:42491|issue:45335", + "issue:44960|issue:46050", + "issue:44164|issue:44291", + "issue:46897|issue:46901", + "issue:45362|issue:45406", + "issue:45488|issue:45812", + "issue:45276|issue:45335", + "issue:44910|issue:45588" + ], + "prepared_review_unit_hash": "88b473f2fe96f7e5e64892d81b6c63f9c0d1180efce33f26865fbd2e7450f7d6", + "component_budget": { + "node_count": 504, + "item_count": 504, + "soft_pair_count": 1853, + "serialized_chars": 961383, + "estimated_input_tokens": 240346, + "estimated_eval_tokens": 480948 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36654, + "estimated_input_tokens": 9164, + "estimated_eval_tokens": 18584 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous: it mixes unrelated model-loading, tokenizer, quantization, and training bugs. Only one very strong duplicate pair stands out (the Transformers v5 non-persistent buffer regression), plus one plausible duplicate pair around the training-loss double-shift pattern.", + "confidence": 0.81, + "canonical_issue_reason": "issue:43644 is the clearest representative of the only strong duplicate pair: it states the broad Transformers 5.0.0 buffer regression in a general way, while 44534 is just a later rewording of the same bug.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43644 is the best overall issue to anchor the cluster because it is broad, well-scoped, and matches an accepted duplicate with minimal ambiguity.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43317", + "right": "issue:44756", + "accept": false, + "reason": "Both mention offloading/memory, but one is a dequantized model load failure and the other is Strix Halo mmap/OOM; different bugs and code paths." + }, + { + "left": "issue:44661", + "right": "issue:44805", + "accept": false, + "reason": "Unrelated failures: tokenizer-mapping model registration vs an IndexError in mask/tensor shapes." + }, + { + "left": "issue:38175", + "right": "issue:39692", + "accept": false, + "reason": "Same model family, but different underlying problems: zero probabilities vs docs-example model/processor mismatch and quantization failures." + }, + { + "left": "issue:43644", + "right": "issue:44534", + "accept": true, + "reason": "Same Transformers v5 regression: non-persistent buffers being filled with junk; 44534 is the same bug restated." + }, + { + "left": "issue:41720", + "right": "issue:42915", + "accept": false, + "reason": "Both involve Qwen3, but one is auto device mapping on A800 and the other is FineGrainedFP8Config; not the same bug." + }, + { + "left": "issue:42915", + "right": "issue:44756", + "accept": false, + "reason": "Different issues: Qwen3MoE FP8 failure vs mmap/offload OOM on Strix Halo." + }, + { + "left": "issue:42491", + "right": "issue:45276", + "accept": false, + "reason": "Both are model-specific loading/resize issues, but they affect different architectures and different affected embeddings; no clear shared bug." + }, + { + "left": "issue:44960", + "right": "issue:44977", + "accept": false, + "reason": "Different model families and symptoms: GLM5 title-only issue vs Qwen3.5 flash-attn generation failure." + }, + { + "left": "issue:44451", + "right": "issue:44488", + "accept": false, + "reason": "Both are generic load failures, but they target different models and there is no evidence of the same root cause." + }, + { + "left": "issue:44863", + "right": "issue:46846", + "accept": false, + "reason": "NemotronH checkpoint loading is unrelated to Qwen3.5 tensor-parallel plan/OOM issues." + }, + { + "left": "issue:46459", + "right": "issue:46512", + "accept": false, + "reason": "Both mention dtype, but one is AutoModelForCausalLM loading behavior and the other is from_config() config-state mismatch; different code paths." + }, + { + "left": "issue:45313", + "right": "issue:45357", + "accept": false, + "reason": "DeepSpeed ZeRO-3 weight loading and save_pretrained visual-encoder key serialization are distinct bugs." + }, + { + "left": "issue:45507", + "right": "issue:46468", + "accept": false, + "reason": "Different models and failures: invalid method call in GraniteMoEHybrid vs broken Nemotron example." + }, + { + "left": "issue:44488", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer/model loading regressions, but for different models and likely different root causes." + }, + { + "left": "issue:43644", + "right": "issue:43645", + "accept": false, + "reason": "One is a buffer-initialization regression; the other is Jupyter custom-model initialization breaking. Not the same bug." + }, + { + "left": "issue:43257", + "right": "issue:43854", + "accept": false, + "reason": "Qwen3 MoE load/convert with accelerate+deepspeed is unrelated to GLM-4.7-Flash unit-test loading failures." + }, + { + "left": "issue:39692", + "right": "issue:43994", + "accept": false, + "reason": "Same SigLIP2 model, but the reports describe different symptoms and likely different failure modes; not enough to treat as one duplicate." + }, + { + "left": "issue:43856", + "right": "issue:43873", + "accept": false, + "reason": "Both touch quantization/memory, but one is Qwen3 MoE training memory efficiency and the other is offloading behavior under quantization." + }, + { + "left": "issue:42491", + "right": "issue:45292", + "accept": false, + "reason": "Different model families and different resized embedding surfaces; no shared underlying bug is evident." + }, + { + "left": "issue:43854", + "right": "issue:43931", + "accept": false, + "reason": "GLM-4.7-Flash loading in tests and Qwen3-VL weight-shape mismatch are unrelated model-load failures." + }, + { + "left": "issue:43856", + "right": "issue:44387", + "accept": false, + "reason": "Both involve memory pressure, but one is a training-efficiency report and the other is an int4 quantization reserved-memory regression." + }, + { + "left": "issue:43708", + "right": "issue:44075", + "accept": false, + "reason": "Trainer checkpoint-resume max_steps logic and unused SGD optimizer args are unrelated." + }, + { + "left": "issue:42491", + "right": "issue:45335", + "accept": false, + "reason": "Both are resize_token_embeddings complaints, but they affect different model internals and there is no clear shared code path." + }, + { + "left": "issue:44960", + "right": "issue:46050", + "accept": false, + "reason": "GLM5/model issue vs quantized model save/load corruption are unrelated." + }, + { + "left": "issue:44164", + "right": "issue:44291", + "accept": false, + "reason": "Both affect model loading/saving, but extra_state handling and init_empty_weights/_is_hf_initialized are different mechanisms." + }, + { + "left": "issue:46897", + "right": "issue:46901", + "accept": true, + "reason": "Both describe the same training-loss double-shift/off-by-one label bug; the model names differ, but the underlying defect is the same label-slicing mistake." + }, + { + "left": "issue:45362", + "right": "issue:45406", + "accept": false, + "reason": "Qwen3.5 chat crash and Gemma4Processor missing _tokenizer are separate failures." + }, + { + "left": "issue:45488", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different model families and use different broken mechanisms (pre-tokenizer override vs wrong token IDs)." + }, + { + "left": "issue:45276", + "right": "issue:45335", + "accept": false, + "reason": "Similar resize_token_embeddings wording, but different architecture-specific embedding paths and no evidence of one shared bug." + }, + { + "left": "issue:44910", + "right": "issue:45588", + "accept": false, + "reason": "Flash-attention illegal memory access on Qwen3.5 due to 3D position_ids is unrelated to the s_aux=None AttributeError in flash_attention integration." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative overall. The two accepted soft pairs are well supported by near-identical titles and descriptions, and the rejected pairs avoid overclaiming duplicate status despite superficial similarity. The cluster characterization as mostly heterogeneous is also consistent with the listed issues." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 25, + "review_unit_index": 8, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-504", + "nodes": [ + "issue:36010", + "issue:39404", + "issue:39692", + "issue:41720", + "issue:42796", + "issue:42947", + "issue:43335", + "issue:43381", + "issue:43404", + "issue:43425", + "issue:43454", + "issue:43645", + "issue:43646", + "issue:43708", + "issue:43854", + "issue:43873", + "issue:43957", + "issue:44079", + "issue:44155", + "issue:44164", + "issue:44291", + "issue:44292", + "issue:44387", + "issue:44402", + "issue:44451", + "issue:44479", + "issue:44488", + "issue:44756", + "issue:44863", + "issue:44877", + "issue:44912", + "issue:44928", + "issue:44960", + "issue:45216", + "issue:45276", + "issue:45292", + "issue:45335", + "issue:45588", + "issue:45663", + "issue:45684", + "issue:45698", + "issue:45704", + "issue:45759", + "issue:45823", + "issue:45859", + "issue:46326", + "issue:46468", + "issue:46829" + ], + "soft_pairs": [ + "issue:44402|issue:44488", + "issue:39692|issue:44960", + "issue:41720|issue:44155", + "issue:43425|issue:43957", + "issue:45663|issue:45759", + "issue:43404|issue:43454", + "issue:42947|issue:45704", + "issue:44291|issue:44756", + "issue:44079|issue:46829", + "issue:43873|issue:44387", + "issue:45663|issue:45859", + "issue:44292|issue:44912", + "issue:36010|issue:39404", + "issue:44155|issue:45823", + "issue:44387|issue:44756", + "issue:42947|issue:43381", + "issue:43957|issue:44756", + "issue:43335|issue:45663", + "issue:44863|issue:46468", + "issue:45276|issue:45292", + "issue:44479|issue:44877", + "issue:43381|issue:44928", + "issue:44164|issue:44756", + "issue:42796|issue:46326", + "issue:45588|issue:45663", + "issue:45684|issue:45698", + "issue:43854|issue:45216", + "issue:45292|issue:45335", + "issue:43645|issue:44164", + "issue:43646|issue:43708", + "issue:44402|issue:44451" + ], + "prepared_review_unit_hash": "16924395e51f158eb41438394cded35bd56bfdbb2cbb925817b24762680c41a7", + "component_budget": { + "node_count": 504, + "item_count": 504, + "soft_pair_count": 1853, + "serialized_chars": 961383, + "estimated_input_tokens": 240346, + "estimated_eval_tokens": 480948 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37057, + "estimated_input_tokens": 9265, + "estimated_eval_tokens": 18786 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a mixed bag of unrelated Transformers issues, with one clear duplicate family around `resize_token_embeddings` not updating tied/output embeddings across model variants. I would anchor the cluster on the generic `output_embeddings` report and treat the model-specific variants as duplicates.", + "confidence": 0.74, + "canonical_issue_reason": "`issue:45292` is the cleanest, most generic statement of the shared bug (`resize_token_embeddings` not affecting `output_embeddings`), and it matches the more model-specific variants in this set.", + "canonical_pr_reason": null, + "best_issue_reason": "`issue:45292` is the best representative because it is the broadest formulation of the underlying resize-token-embedding regression and can absorb the related model-specific reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44402", + "right": "issue:44488", + "accept": false, + "reason": "Same broad symptom class (tokenizer vocab / special-token placement) but different models and no evidence of the same root cause or fixable code path." + }, + { + "left": "issue:39692", + "right": "issue:44960", + "accept": false, + "reason": "Different topics: SigLIP2 docs/quantization example errors vs a GLM5 issue. No shared bug or implementation path." + }, + { + "left": "issue:41720", + "right": "issue:44155", + "accept": false, + "reason": "Unrelated failures: Qwen3 auto device mapping CUDA assert vs AudioFlamingo3 batched inference leakage." + }, + { + "left": "issue:43425", + "right": "issue:43957", + "accept": false, + "reason": "Both are loading/runtime regressions in new versions, but the concrete failures are different (`torch 2.10` compatibility vs `meta` loading breakage)." + }, + { + "left": "issue:45663", + "right": "issue:45759", + "accept": false, + "reason": "Gemma4 FSDP2 attention KeyError and Qwen multimodal `from_config` unwrapping are different code paths and fixes." + }, + { + "left": "issue:43404", + "right": "issue:43454", + "accept": false, + "reason": "Both mention untied `lm_head`, but they are model-specific bugs in different classes and not clearly the same underlying code path." + }, + { + "left": "issue:42947", + "right": "issue:45704", + "accept": false, + "reason": "Gradient checkpointing/LoRA behavior and a T5 RMSNorm memory leak are unrelated." + }, + { + "left": "issue:44291", + "right": "issue:44756", + "accept": false, + "reason": "`init_empty_weights` constructor argument handling vs mmap/OOM on Strix Halo are unrelated." + }, + { + "left": "issue:44079", + "right": "issue:46829", + "accept": false, + "reason": "`ModelOutput` key assignment bug vs VideoPrism output field mix-up are different object/output bugs." + }, + { + "left": "issue:43873", + "right": "issue:44387", + "accept": false, + "reason": "Both involve quantization/memory, but one is offloading not working and the other is increased reserved memory leading to OOM; not the same bug." + }, + { + "left": "issue:45663", + "right": "issue:45859", + "accept": false, + "reason": "Gemma4 FSDP2 `KeyError` and Qwen3_5Moe CPU-offload incompatibility are different failures." + }, + { + "left": "issue:44292", + "right": "issue:44912", + "accept": false, + "reason": "`init_empty_weights` unexpected argument issue and MXFP4 falling back to bf16 are unrelated loading/quantization problems." + }, + { + "left": "issue:36010", + "right": "issue:39404", + "accept": false, + "reason": "Importing `GenerationMixin` from a moved module and Whisper `return_language` pipeline regression are unrelated." + }, + { + "left": "issue:44155", + "right": "issue:45823", + "accept": false, + "reason": "AudioFlamingo3 token leakage and Gemma4 PLE device mismatch are different model-specific runtime bugs." + }, + { + "left": "issue:44387", + "right": "issue:44756", + "accept": false, + "reason": "Both are memory-related, but one is int4 quantization reserve-memory growth and the other is a Strix Halo mmap/OOM issue." + }, + { + "left": "issue:42947", + "right": "issue:43381", + "accept": false, + "reason": "Both mention gradient checkpointing, but one is ineffectiveness with PEFT LoRA and the other is eval-mode incompatibility." + }, + { + "left": "issue:43957", + "right": "issue:44756", + "accept": false, + "reason": "`meta`-device loading breakage and mmap/OOM are separate loading mechanisms with different causes." + }, + { + "left": "issue:43335", + "right": "issue:45663", + "accept": false, + "reason": "SwitchTransformers sparse-layer creation bug and Gemma4 FSDP2 attention state bug are unrelated." + }, + { + "left": "issue:44863", + "right": "issue:46468", + "accept": false, + "reason": "NemotronH checkpoint loading failure and broken official example are related by model name only; not clearly the same bug." + }, + { + "left": "issue:45276", + "right": "issue:45292", + "accept": true, + "reason": "Same underlying regression: `resize_token_embeddings` does not update tied/output embeddings; `45276` is just the Gemma4-specific manifestation." + }, + { + "left": "issue:44479", + "right": "issue:44877", + "accept": false, + "reason": "Video input regression and strict config loading are different model/config bugs." + }, + { + "left": "issue:43381", + "right": "issue:44928", + "accept": false, + "reason": "Eval-mode gradient checkpointing limitation and RLHF NaN explosion from 3D `position_ids` are unrelated." + }, + { + "left": "issue:44164", + "right": "issue:44756", + "accept": false, + "reason": "Save/from_pretrained `extra_state` handling and Strix Halo mmap/OOM are unrelated." + }, + { + "left": "issue:42796", + "right": "issue:46326", + "accept": false, + "reason": "Tokenizer BPE-marker handling and `continue_final_message` behavior are different tokenizer issues." + }, + { + "left": "issue:45588", + "right": "issue:45663", + "accept": false, + "reason": "Flash-attention sinkless-model crash and Gemma4 FSDP2 attention `KeyError` are separate attention bugs." + }, + { + "left": "issue:45684", + "right": "issue:45698", + "accept": false, + "reason": "Read-only permission propagation on save and wrong custom module loading on reload are different save/load problems." + }, + { + "left": "issue:43854", + "right": "issue:45216", + "accept": false, + "reason": "Unit-test model loading for GLM-4.7 vs Qwen3.5 checkpoint regression are different model-specific issues." + }, + { + "left": "issue:45292", + "right": "issue:45335", + "accept": true, + "reason": "Same core `resize_token_embeddings` regression, expressed for different embedding paths (`output_embeddings` vs `decoder.embed_tokens`)." + }, + { + "left": "issue:43645", + "right": "issue:44164", + "accept": false, + "reason": "Custom-model init in notebooks vs `extra_state` save/load handling are related to custom models but not the same bug." + }, + { + "left": "issue:43646", + "right": "issue:43708", + "accept": false, + "reason": "Custom model initialization breakage and Trainer `max_steps` miscalculation are unrelated." + }, + { + "left": "issue:44402", + "right": "issue:44451", + "accept": false, + "reason": "Both are model-loading complaints, but they concern different models and likely different vocab/config issues." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative on the soft-edge calls. The two accepted pairs around `resize_token_embeddings` are the only clearly mergeable duplicate family here, and choosing `issue:45292` as the generic anchor is well supported by the titles. The remaining pair rejections are appropriately cautious and do 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": 25, + "review_unit_index": 9, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-504", + "nodes": [ + "issue:36032", + "issue:39404", + "issue:43299", + "issue:43425", + "issue:43452", + "issue:43596", + "issue:43611", + "issue:43645", + "issue:43716", + "issue:43828", + "issue:43856", + "issue:43901", + "issue:43906", + "issue:43931", + "issue:43957", + "issue:43994", + "issue:44079", + "issue:44164", + "issue:44265", + "issue:44479", + "issue:44509", + "issue:44530", + "issue:44589", + "issue:44671", + "issue:44683", + "issue:44756", + "issue:44805", + "issue:44898", + "issue:44912", + "issue:44991", + "issue:45081", + "issue:45084", + "issue:45479", + "issue:45701", + "issue:45759", + "issue:45812", + "issue:45823", + "issue:46050", + "issue:46315", + "issue:46326", + "issue:46491", + "issue:46665", + "issue:46821", + "issue:46869", + "issue:46894", + "issue:46897", + "issue:46899", + "issue:46901" + ], + "soft_pairs": [ + "issue:43828|issue:43957", + "issue:46894|issue:46901", + "issue:44589|issue:44756", + "issue:46315|issue:46491", + "issue:43425|issue:43828", + "issue:45812|issue:46315", + "issue:39404|issue:45701", + "issue:43611|issue:43645", + "issue:44530|issue:45084", + "issue:39404|issue:46665", + "issue:43425|issue:46869", + "issue:44683|issue:45823", + "issue:43425|issue:43716", + "issue:43425|issue:45823", + "issue:44479|issue:44805", + "issue:44589|issue:45084", + "issue:43901|issue:44509", + "issue:43906|issue:44530", + "issue:43994|issue:44079", + "issue:36032|issue:43452", + "issue:44265|issue:44898", + "issue:39404|issue:44912", + "issue:46050|issue:46326", + "issue:44164|issue:45759", + "issue:43906|issue:46326", + "issue:44671|issue:44991", + "issue:45823|issue:46899", + "issue:44991|issue:45081", + "issue:43299|issue:43931", + "issue:45479|issue:46894", + "issue:43856|issue:44756", + "issue:44164|issue:46821", + "issue:45479|issue:46897", + "issue:43596|issue:44683" + ], + "prepared_review_unit_hash": "536e59573f225b6af230716791e314e7b9ef932c98cbe28543fc78d2e037fa99", + "component_budget": { + "node_count": 504, + "item_count": 504, + "soft_pair_count": 1853, + "serialized_chars": 961383, + "estimated_input_tokens": 240346, + "estimated_eval_tokens": 480948 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 38135, + "estimated_input_tokens": 9534, + "estimated_eval_tokens": 19324 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab bag of Transformers v5 regressions across tokenizers, model loading, multimodal paths, and training edge cases. The issues share a loose \u201cv5 breaks something\u201d theme, but most are not true duplicates of the same underlying bug.", + "confidence": 0.32, + "canonical_issue_reason": "issue:43611 is the broadest generic model-loading regression in the set and best matches the cluster\u2019s common loading-breakage theme; the rest are mostly model-specific variants or unrelated regressions.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43611 is the best representative issue because it is broad, user-facing, and closer to the shared cluster theme than the narrower model-specific reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43828", + "right": "issue:43957", + "accept": false, + "reason": "Different failure modes: autocast dtype mismatch vs meta-device loading; not the same bug." + }, + { + "left": "issue:46894", + "right": "issue:46901", + "accept": false, + "reason": "Both describe a double-shift pattern, but they are reported on different models/code paths and don\u2019t clearly share one concrete fix." + }, + { + "left": "issue:44589", + "right": "issue:44756", + "accept": false, + "reason": "Unrelated symptoms: missing Float8 storage vs mmap/OOM behavior." + }, + { + "left": "issue:46315", + "right": "issue:46491", + "accept": false, + "reason": "Performance regression in token conversion vs a leading-space encode/decode regression; different issues." + }, + { + "left": "issue:43425", + "right": "issue:43828", + "accept": false, + "reason": "Torch version compatibility problem vs a model dtype mismatch; not the same underlying bug." + }, + { + "left": "issue:45812", + "right": "issue:46315", + "accept": false, + "reason": "Wrong token IDs for Granite models is a correctness bug, while the other is a slowdown in token lookup." + }, + { + "left": "issue:39404", + "right": "issue:45701", + "accept": false, + "reason": "Whisper pipeline return_language regression and a general tokenization-change complaint are different bugs." + }, + { + "left": "issue:43611", + "right": "issue:43645", + "accept": false, + "reason": "Both involve v5 loading, but one is base_model_prefix handling and the other is notebook-defined custom model initialization." + }, + { + "left": "issue:44530", + "right": "issue:45084", + "accept": false, + "reason": "Qwen3.5 cache/group-type crash vs template compilation error; different code paths and symptoms." + }, + { + "left": "issue:39404", + "right": "issue:46665", + "accept": false, + "reason": "Pipeline option regression vs from_pretrained behavior inside classes; not the same problem." + }, + { + "left": "issue:43425", + "right": "issue:46869", + "accept": false, + "reason": "Torch 2.10 incompatibility and multi-GPU device-map failure are unrelated." + }, + { + "left": "issue:44683", + "right": "issue:45823", + "accept": false, + "reason": "Compiled flex_attention failure on newer torch vs Gemma4 device mismatch during forward; different subsystems." + }, + { + "left": "issue:43425", + "right": "issue:43716", + "accept": false, + "reason": "General torch compatibility issue vs a Mistral dtype mismatch bug; not duplicates." + }, + { + "left": "issue:43425", + "right": "issue:45823", + "accept": false, + "reason": "Same broad dependency area, but the actual bugs are unrelated." + }, + { + "left": "issue:44479", + "right": "issue:44805", + "accept": false, + "reason": "Video input regression in Qwen VL models vs a mask-shape index error; different root causes." + }, + { + "left": "issue:44589", + "right": "issue:45084", + "accept": false, + "reason": "Different failures: storage lookup error vs compilation/type error." + }, + { + "left": "issue:43901", + "right": "issue:44509", + "accept": false, + "reason": "Both are docs-related, but they cover different deprecated/removed pipeline mentions and are not the same issue." + }, + { + "left": "issue:43906", + "right": "issue:44530", + "accept": false, + "reason": "An isolated reproduction of a previous issue is not the same as a PagedAttentionCache linear_attention crash." + }, + { + "left": "issue:43994", + "right": "issue:44079", + "accept": false, + "reason": "SigLIP2 wrong outputs and ModelOutput key assignment are unrelated bugs." + }, + { + "left": "issue:36032", + "right": "issue:43452", + "accept": false, + "reason": "Tokenizer special-tokens method conflict vs gguf_file loading breakage; different code paths." + }, + { + "left": "issue:44265", + "right": "issue:44898", + "accept": false, + "reason": "torch.export/exportability problem vs Perceiver interpolation failure; not the same underlying change." + }, + { + "left": "issue:39404", + "right": "issue:44912", + "accept": false, + "reason": "Whisper pipeline regression and MXFP4 quantization fallback are unrelated." + }, + { + "left": "issue:46050", + "right": "issue:46326", + "accept": false, + "reason": "Quantized save/load corruption vs continue_final_message on mistral_common tokenizers; different behavior." + }, + { + "left": "issue:44164", + "right": "issue:45759", + "accept": false, + "reason": "extra_state save/load handling and composite Qwen config unwrapping are distinct loading bugs." + }, + { + "left": "issue:43906", + "right": "issue:46326", + "accept": false, + "reason": "Unrelated issues: isolated repro of an earlier bug vs mistral_common continuation handling." + }, + { + "left": "issue:44671", + "right": "issue:44991", + "accept": false, + "reason": "CamemBERT masked-LM regression and tokenizer loading failure for est-roberta are different bugs." + }, + { + "left": "issue:45823", + "right": "issue:46899", + "accept": false, + "reason": "Device-map mismatch vs unsafe dtype cast in multimodal embedders; different root causes." + }, + { + "left": "issue:44991", + "right": "issue:45081", + "accept": false, + "reason": "Both are tokenizer-load problems, but they affect different models and stem from different fixes." + }, + { + "left": "issue:43299", + "right": "issue:43931", + "accept": false, + "reason": "Same Qwen3-VL family, but one is a MoE loading breakage and the other is a specific weight-shape mismatch; not clearly one bug." + }, + { + "left": "issue:45479", + "right": "issue:46894", + "accept": false, + "reason": "Single-label zero-loss classification bug vs ASR double-shift training bug; unrelated." + }, + { + "left": "issue:43856", + "right": "issue:44756", + "accept": false, + "reason": "Qwen3 MoE memory usage and Strix Halo mmap/OOM workaround are different issues." + }, + { + "left": "issue:44164", + "right": "issue:46821", + "accept": false, + "reason": "save/from_pretrained extra_state handling vs a TimesFM window_size attribute error; different code paths." + }, + { + "left": "issue:45479", + "right": "issue:46897", + "accept": false, + "reason": "Degenerate zero-loss classification bug vs Florence2 double-shift training-loss bug; not the same underlying issue." + }, + { + "left": "issue:43596", + "right": "issue:44683", + "accept": false, + "reason": "DeepSpeed/BertModel zero-size index error is unrelated to compiled flex_attention failures." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 25, + "review_unit_index": 10, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-504", + "nodes": [ + "issue:34567", + "issue:36032", + "issue:39404", + "issue:40444", + "issue:40990", + "issue:42175", + "issue:42796", + "issue:42915", + "issue:43262", + "issue:43317", + "issue:43377", + "issue:43404", + "issue:43421", + "issue:43452", + "issue:43482", + "issue:43541", + "issue:43582", + "issue:43611", + "issue:43632", + "issue:43643", + "issue:43644", + "issue:43645", + "issue:43646", + "issue:43716", + "issue:43883", + "issue:44206", + "issue:44220", + "issue:44451", + "issue:44462", + "issue:44488", + "issue:44530", + "issue:44661", + "issue:44671", + "issue:44683", + "issue:44737", + "issue:44811", + "issue:44987", + "issue:44991", + "issue:45081", + "issue:45084", + "issue:45507", + "issue:45584", + "issue:45859", + "issue:46178", + "issue:46285", + "issue:46326", + "issue:46402", + "issue:46489" + ], + "soft_pairs": [ + "issue:44488|issue:44987", + "issue:44488|issue:45081", + "issue:43611|issue:43644", + "issue:42796|issue:43404", + "issue:44462|issue:46489", + "issue:36032|issue:42915", + "issue:46285|issue:46402", + "issue:43716|issue:45084", + "issue:39404|issue:44671", + "issue:44737|issue:45859", + "issue:43643|issue:44530", + "issue:44661|issue:44683", + "issue:40990|issue:43421", + "issue:42915|issue:44530", + "issue:44451|issue:44987", + "issue:43541|issue:45084", + "issue:34567|issue:40444", + "issue:43644|issue:43646", + "issue:43582|issue:43632", + "issue:40444|issue:46326", + "issue:42175|issue:46178", + "issue:44206|issue:44220", + "issue:36032|issue:43645", + "issue:44811|issue:45584", + "issue:43452|issue:43482", + "issue:44987|issue:44991", + "issue:45084|issue:45507", + "issue:43317|issue:43482", + "issue:43883|issue:44488", + "issue:43262|issue:43377" + ], + "prepared_review_unit_hash": "e2a69380077acc27cb8758b486642b7b3f9d4a15ad5c2ff6821389f597a18e23", + "component_budget": { + "node_count": 504, + "item_count": 504, + "soft_pair_count": 1853, + "serialized_chars": 961383, + "estimated_input_tokens": 240346, + "estimated_eval_tokens": 480948 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36734, + "estimated_input_tokens": 9184, + "estimated_eval_tokens": 18624 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is mostly a collection of separate Transformers v5 regressions, with only loose thematic overlap around tokenization/loading. I would not merge any of the soft pairs as duplicates based on the available titles alone.", + "confidence": 0.62, + "canonical_issue_reason": "issue:43611 is the broadest, most representative loading-regression report in the set; several other items are narrower model/tokenizer breakages, but none are clearly the same bug.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43611 is the best single issue to keep as a representative anchor because it describes a general v5 model-loading regression rather than a model-specific symptom.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44488", + "right": "issue:44987", + "accept": false, + "reason": "Both concern tokenizer/model loading, but they target different models and different failure descriptions; not clearly the same underlying bug." + }, + { + "left": "issue:44488", + "right": "issue:45081", + "accept": false, + "reason": "One is a generic load failure for a specific model; the other is a Mistral regex patch crash in tokenizer internals. Different code paths." + }, + { + "left": "issue:43611", + "right": "issue:43644", + "accept": false, + "reason": "Both are v5 regressions, but one is about base_model_prefix loading and the other about non-persistent buffers; too different to dedupe." + }, + { + "left": "issue:42796", + "right": "issue:43404", + "accept": false, + "reason": "Tokenizer BPE-marker handling and Mistral3 lm_head tying are unrelated bugs." + }, + { + "left": "issue:44462", + "right": "issue:46489", + "accept": false, + "reason": "Both mention tokenizers, but one is AutoTokenizer ignoring tokenizer.json while the other is DeepSeek-Coder output regression tied to a prior fix gap; not the same concrete bug." + }, + { + "left": "issue:36032", + "right": "issue:42915", + "accept": false, + "reason": "T5 tokenizer method-name conflict and Qwen3Moe FP8 config failure are unrelated." + }, + { + "left": "issue:46285", + "right": "issue:46402", + "accept": false, + "reason": "CLIP structure mismatch and Sam3 text encoder weight-loading issues are different model-specific regressions." + }, + { + "left": "issue:43716", + "right": "issue:45084", + "accept": false, + "reason": "Image preprocessor dtype mismatch and template compilation failure are distinct failures." + }, + { + "left": "issue:39404", + "right": "issue:44671", + "accept": false, + "reason": "Whisper pipeline language return and CamemBERT masked-LM prediction issues are unrelated." + }, + { + "left": "issue:44737", + "right": "issue:45859", + "accept": false, + "reason": "Both involve device placement/offload, but they affect different model components and different code paths." + }, + { + "left": "issue:43643", + "right": "issue:44530", + "accept": false, + "reason": "Missing fields from trust_remote_code config and a PagedAttentionCache linear_attention crash are unrelated." + }, + { + "left": "issue:44661", + "right": "issue:44683", + "accept": false, + "reason": "add-new-model-like tokenizer mapping failure and torch>=2.9 flex_attention compilation failure are unrelated." + }, + { + "left": "issue:40990", + "right": "issue:43421", + "accept": false, + "reason": "High perplexity on one model and tokenizer backend post-processor updating are not the same bug." + }, + { + "left": "issue:42915", + "right": "issue:44530", + "accept": false, + "reason": "Qwen3Moe FP8 config failure and Qwen3.5 PagedAttentionCache crash are different issues." + }, + { + "left": "issue:44451", + "right": "issue:44987", + "accept": false, + "reason": "Both are model loading failures, but the models and failure modes differ; not enough to treat as one defect." + }, + { + "left": "issue:43541", + "right": "issue:45084", + "accept": false, + "reason": "Torch dynamo tracing error in Mixtral and a template-node compilation error are unrelated." + }, + { + "left": "issue:34567", + "right": "issue:40444", + "accept": false, + "reason": "Trainer token-count tracking and Qwen2.5-VL iterable-dataset multi-image failure are different subsystems." + }, + { + "left": "issue:43644", + "right": "issue:43646", + "accept": false, + "reason": "Non-persistent buffer junk values and custom model initialization breakage are different symptoms with different likely fixes." + }, + { + "left": "issue:43582", + "right": "issue:43632", + "accept": false, + "reason": "Apple Silicon allocator warmup TypeError and _is_hf_initialized flag regression are unrelated." + }, + { + "left": "issue:40444", + "right": "issue:46326", + "accept": false, + "reason": "Qwen2.5-VL iterable-dataset failure and mistral_common continue_final_message bug do not share a concrete code path." + }, + { + "left": "issue:42175", + "right": "issue:46178", + "accept": false, + "reason": "Missing tensorflow in the torch extra and an unsupported tensorflow_text backend error are related only at a very high level, not the same bug." + }, + { + "left": "issue:44206", + "right": "issue:44220", + "accept": false, + "reason": "Both are audio-feature-extraction related, but one is a specific center-arg regression and the other is an unspecified fbank helper issue; too little evidence they are the same fix." + }, + { + "left": "issue:36032", + "right": "issue:43645", + "accept": false, + "reason": "Tokenizer method conflict and custom model initialization in notebooks are unrelated." + }, + { + "left": "issue:44811", + "right": "issue:45584", + "accept": false, + "reason": "Both involve Whisper special-token handling, but one is batch_decode ignoring skip_special_tokens and the other is empty-transcription failure after align_special_tokens; not clearly the same bug." + }, + { + "left": "issue:43452", + "right": "issue:43482", + "accept": false, + "reason": "Both involve GGUF loading, but one is a broad from_pretrained breakage while the other is a Qwen2.5-GGUF-specific v5 failure." + }, + { + "left": "issue:44987", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer/model load failures, but they are different models and no shared concrete failure mechanism is shown." + }, + { + "left": "issue:45084", + "right": "issue:45507", + "accept": false, + "reason": "Template compilation failure and GraniteMoEHybrid invalid-method calls are unrelated." + }, + { + "left": "issue:43317", + "right": "issue:43482", + "accept": false, + "reason": "Device-map offload loading failure and Qwen2.5-GGUF v5 loading failure are different problems." + }, + { + "left": "issue:43883", + "right": "issue:44488", + "accept": false, + "reason": "Missing all_tied_weights_keys and a model-loading failure are not the same underlying issue." + }, + { + "left": "issue:43262", + "right": "issue:43377", + "accept": false, + "reason": "Audio chat-template sample-rate defaulting and MIMI batched-vs-single padding-mask behavior are different 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": 25, + "review_unit_index": 11, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-504", + "nodes": [ + "issue:28530", + "issue:34567", + "issue:36032", + "issue:41720", + "issue:42915", + "issue:43089", + "issue:43322", + "issue:43377", + "issue:43404", + "issue:43531", + "issue:43540", + "issue:43632", + "issue:43645", + "issue:43646", + "issue:43742", + "issue:43746", + "issue:43792", + "issue:43819", + "issue:43883", + "issue:43994", + "issue:44008", + "issue:44062", + "issue:44265", + "issue:44291", + "issue:44403", + "issue:44451", + "issue:44464", + "issue:44466", + "issue:44479", + "issue:44534", + "issue:44589", + "issue:44610", + "issue:44849", + "issue:44877", + "issue:44987", + "issue:44991", + "issue:45081", + "issue:45084", + "issue:45216", + "issue:45325", + "issue:45357", + "issue:45987", + "issue:46315", + "issue:46326", + "issue:46661", + "issue:46821", + "issue:46869", + "issue:46899" + ], + "soft_pairs": [ + "issue:43746|issue:46326", + "issue:43646|issue:44534", + "issue:43645|issue:46661", + "issue:44403|issue:45081", + "issue:43792|issue:46869", + "issue:42915|issue:45084", + "issue:43377|issue:43819", + "issue:44849|issue:45325", + "issue:43404|issue:44466", + "issue:44464|issue:45987", + "issue:44987|issue:45081", + "issue:28530|issue:34567", + "issue:43994|issue:44610", + "issue:44008|issue:46899", + "issue:42915|issue:44291", + "issue:44451|issue:45081", + "issue:43883|issue:44991", + "issue:36032|issue:43742", + "issue:44062|issue:44987", + "issue:44265|issue:44610", + "issue:43089|issue:45987", + "issue:43632|issue:46821", + "issue:43322|issue:43540", + "issue:42915|issue:44589", + "issue:44479|issue:45325", + "issue:36032|issue:41720", + "issue:43531|issue:44877", + "issue:44991|issue:46315", + "issue:45216|issue:45357" + ], + "prepared_review_unit_hash": "5b377b1ebc4622be79c69d268bfae83f96f983cf989a4d62ba5228621753ea31", + "component_budget": { + "node_count": 504, + "item_count": 504, + "soft_pair_count": 1853, + "serialized_chars": 961383, + "estimated_input_tokens": 240346, + "estimated_eval_tokens": 480948 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36612, + "estimated_input_tokens": 9153, + "estimated_eval_tokens": 18562 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Most items are unrelated regressions, but I see two likely duplicate pairs: Transformers v5 `_is_hf_initialized` handling and Qwen3.5 `save_pretrained` serialization. Everything else looks too different to merge safely.", + "confidence": 0.64, + "canonical_issue_reason": "issue:43632 is the broadest description of the core `_is_hf_initialized` regression, and issue:44291 reads like a specific failure mode of that same initialization change.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43632 is the best standalone issue because it captures the underlying v5 initialization break at the root of the accepted duplicate pair.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43746", + "right": "issue:46326", + "accept": false, + "reason": "Different bugs: PEFT/local checkpoint loading vs tokenizer continue_final_message behavior." + }, + { + "left": "issue:43646", + "right": "issue:44534", + "accept": false, + "reason": "Custom model initialization breakage is not the same as non-persistent buffer serialization corruption." + }, + { + "left": "issue:43645", + "right": "issue:46661", + "accept": false, + "reason": "Notebook/custom initialization failure and remote-code `config_class` lookup are related only at a high level." + }, + { + "left": "issue:44403", + "right": "issue:45081", + "accept": false, + "reason": "Generic loading noise is not the same concrete tokenizer regex crash." + }, + { + "left": "issue:43792", + "right": "issue:46869", + "accept": false, + "reason": "Whisper model loading/running failure and YOLO multi-GPU device-map failure are unrelated." + }, + { + "left": "issue:42915", + "right": "issue:45084", + "accept": false, + "reason": "Qwen3MoE FP8 config failure and template compilation error are different code paths." + }, + { + "left": "issue:43377", + "right": "issue:43819", + "accept": false, + "reason": "Both are audio-model issues, but batched padding-mask mismatch and DAC STE mismatch are distinct bugs." + }, + { + "left": "issue:44849", + "right": "issue:45325", + "accept": false, + "reason": "Hidden-states output bug and Qwen2.5-VL rope index scaling are not the same failure." + }, + { + "left": "issue:43404", + "right": "issue:44466", + "accept": false, + "reason": "One is untied weights in a specific model; the other is device-dependent serialization of tied weights." + }, + { + "left": "issue:44464", + "right": "issue:45987", + "accept": false, + "reason": "Chunked compiled generation inconsistency is unrelated to StaticCache length return type." + }, + { + "left": "issue:44987", + "right": "issue:45081", + "accept": false, + "reason": "Tokenizer load regression for a model family and Mistral regex patch crash are different issues." + }, + { + "left": "issue:28530", + "right": "issue:34567", + "accept": false, + "reason": "Early stopping metric selection and `num_input_tokens_seen` not updating are unrelated trainer problems." + }, + { + "left": "issue:43994", + "right": "issue:44610", + "accept": false, + "reason": "SigLIP2 wrong outputs and OmDet-Turbo processor size mismatch do not share the same bug." + }, + { + "left": "issue:44008", + "right": "issue:46899", + "accept": false, + "reason": "Gemma3n variable collision and Gemma4 4-bit quantization dtype casting are different multimodal failures." + }, + { + "left": "issue:42915", + "right": "issue:44291", + "accept": false, + "reason": "FP8 Qwen3MoE failure and `_is_hf_initialized` init_empty_weights error are unrelated." + }, + { + "left": "issue:44451", + "right": "issue:45081", + "accept": false, + "reason": "ScandiBERT load failure is not the same as the Mistral tokenizer regex crash." + }, + { + "left": "issue:43883", + "right": "issue:44991", + "accept": false, + "reason": "Molmo tied-weights attribute error and tokenizer load failure are unrelated." + }, + { + "left": "issue:36032", + "right": "issue:43742", + "accept": false, + "reason": "T5 tokenizer method conflict and MobileLLM key error are different loading bugs." + }, + { + "left": "issue:44062", + "right": "issue:44987", + "accept": false, + "reason": "`AddedToken` special-argument conflict is not the same as the physical-intelligence/fast loading failure." + }, + { + "left": "issue:44265", + "right": "issue:44610", + "accept": false, + "reason": "`torch.export`/`torch_compilable_check` failure is unrelated to OmDet-Turbo preprocessing size." + }, + { + "left": "issue:43089", + "right": "issue:45987", + "accept": false, + "reason": "Generation sync overhead and cache sequence-length return type are different performance/typing issues." + }, + { + "left": "issue:43632", + "right": "issue:44291", + "accept": true, + "reason": "Same core `_is_hf_initialized` regression: one report is the general v5 breakage, the other is the init_empty_weights TypeError from the same flag handling." + }, + { + "left": "issue:43322", + "right": "issue:43540", + "accept": false, + "reason": "Llava Next load-time segfault and Qwen3OmniMoe video-processing ValueError are distinct multimodal failures." + }, + { + "left": "issue:42915", + "right": "issue:44589", + "accept": false, + "reason": "FP8 config failure and missing Float8 storage type are different low-level problems." + }, + { + "left": "issue:44479", + "right": "issue:45325", + "accept": false, + "reason": "Both involve Qwen VL models, but broad video-input regression and still-image temporal position scaling are not clearly the same concrete bug." + }, + { + "left": "issue:36032", + "right": "issue:41720", + "accept": false, + "reason": "Tokenizer loading conflict and Qwen3 auto device-map CUDA assert are unrelated." + }, + { + "left": "issue:43531", + "right": "issue:44877", + "accept": false, + "reason": "Sliding-window behavior and strict config loading are different issues." + }, + { + "left": "issue:44991", + "right": "issue:46315", + "accept": false, + "reason": "Tokenizer loading failure and slow `convert_tokens_to_ids` regression are unrelated." + }, + { + "left": "issue:45216", + "right": "issue:45357", + "accept": true, + "reason": "Same Qwen3.5 `save_pretrained` serialization bug; issue 45357 is a narrower report about the visual encoder keys." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The analysis is grounded in the packet and stays conservative on the soft edges. The two accepted duplicate pairs (issue:43632/issue:44291 and issue:45216/issue:45357) are plausible from the titles and descriptions, and the other pairwise rejections do not overstate similarity." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 25, + "review_unit_index": 12, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-504", + "nodes": [ + "issue:33666", + "issue:35707", + "issue:40444", + "issue:40990", + "issue:41720", + "issue:42175", + "issue:42796", + "issue:43296", + "issue:43317", + "issue:43377", + "issue:43381", + "issue:43421", + "issue:43425", + "issue:43482", + "issue:43525", + "issue:43531", + "issue:43611", + "issue:43632", + "issue:43646", + "issue:43716", + "issue:43746", + "issue:43792", + "issue:43856", + "issue:44079", + "issue:44220", + "issue:44291", + "issue:44403", + "issue:44462", + "issue:44534", + "issue:44568", + "issue:44589", + "issue:44683", + "issue:44756", + "issue:44811", + "issue:44991", + "issue:45081", + "issue:45325", + "issue:45491", + "issue:45538", + "issue:45542", + "issue:45663", + "issue:45812", + "issue:45923", + "issue:46491", + "issue:46710", + "issue:46821", + "issue:46899" + ], + "soft_pairs": [ + "issue:43716|issue:46899", + "issue:43425|issue:44403", + "issue:40444|issue:45325", + "issue:43611|issue:44534", + "issue:43296|issue:43531", + "issue:44220|issue:44683", + "issue:45812|issue:46491", + "issue:42796|issue:43746", + "issue:43632|issue:44756", + "issue:44403|issue:44991", + "issue:43381|issue:45923", + "issue:33666|issue:40444", + "issue:40990|issue:44811", + "issue:43792|issue:44589", + "issue:44291|issue:44589", + "issue:42796|issue:46710", + "issue:44079|issue:45663", + "issue:35707|issue:40444", + "issue:43482|issue:43525", + "issue:43632|issue:44534", + "issue:43531|issue:44291", + "issue:43421|issue:44568", + "issue:42175|issue:45542", + "issue:43482|issue:45538", + "issue:41720|issue:45081", + "issue:44079|issue:44534", + "issue:43317|issue:43856", + "issue:44462|issue:45812", + "issue:43296|issue:46821", + "issue:43611|issue:43646", + "issue:43377|issue:45491" + ], + "prepared_review_unit_hash": "354743fcaf50d5903f22b26580e9350791062018cdb24d56443318820dcccfa9", + "component_budget": { + "node_count": 504, + "item_count": 504, + "soft_pair_count": 1853, + "serialized_chars": 961383, + "estimated_input_tokens": 240346, + "estimated_eval_tokens": 480948 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 36392, + "estimated_input_tokens": 9098, + "estimated_eval_tokens": 18452 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a loose collection of unrelated Transformers/model bugs. The only plausible near-duplicate is the Transformers v5 model-loading/initialization regression pair (43611/43646); the rest differ by model, subsystem, or failure mode.", + "confidence": 0.87, + "canonical_issue_reason": "issue:43646 is the best anchor because it names the broadest shared regression class (\u201ccustom model initialization\u201d) and can subsume the more specific base_model_prefix loading symptom in 43611.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43646 is the most representative issue in this set: it describes the broad v5 initialization/load breakage that is closest to the only true near-duplicate pair.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43716", + "right": "issue:46899", + "accept": false, + "reason": "Both are multimodal dtype problems, but they affect different models and different code paths." + }, + { + "left": "issue:43425", + "right": "issue:44403", + "accept": false, + "reason": "One is a Torch 2.10 compatibility issue; the other is noisy model-loading output." + }, + { + "left": "issue:40444", + "right": "issue:45325", + "accept": false, + "reason": "Same model family, but one is a multi-image finetuning failure and the other is a rope/temporal position bug." + }, + { + "left": "issue:43611", + "right": "issue:44534", + "accept": false, + "reason": "Different Transformers v5 regressions: model-loading/base_model_prefix versus non-persistent buffer initialization." + }, + { + "left": "issue:43296", + "right": "issue:43531", + "accept": false, + "reason": "Different bugs in different models: vLLM/PaddleOCR-VL loading versus Qwen3-MoE sliding window handling." + }, + { + "left": "issue:44220", + "right": "issue:44683", + "accept": false, + "reason": "Audio feature extraction and compiled flex_attention are unrelated code paths." + }, + { + "left": "issue:45812", + "right": "issue:46491", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different tokenizers and different behaviors." + }, + { + "left": "issue:42796", + "right": "issue:43746", + "accept": false, + "reason": "Tokenizer BPE marker handling and GraniteSpeech PEFT checkpoint loading are unrelated." + }, + { + "left": "issue:43632", + "right": "issue:44756", + "accept": false, + "reason": "Different failures: HF initialization flag handling versus mmap/OOM behavior." + }, + { + "left": "issue:44403", + "right": "issue:44991", + "accept": false, + "reason": "Model-loading noise and AutoTokenizer ignoring tokenizer.json are different bugs." + }, + { + "left": "issue:43381", + "right": "issue:45923", + "accept": false, + "reason": "Both mention gradient checkpointing, but one is an eval-mode restriction and the other is a missing capability flag." + }, + { + "left": "issue:33666", + "right": "issue:40444", + "accept": false, + "reason": "Different Qwen2-VL/Qwen2.5-VL training issues with different symptoms." + }, + { + "left": "issue:40990", + "right": "issue:44811", + "accept": false, + "reason": "Perplexity regression and Whisper batch_decode token skipping are unrelated." + }, + { + "left": "issue:43792", + "right": "issue:44589", + "accept": false, + "reason": "Whisper runtime failure and Float8 storage lookup error are different bugs." + }, + { + "left": "issue:44291", + "right": "issue:44589", + "accept": false, + "reason": "Both are v5-related, but one is init_empty_weights argument handling and the other is a storage backend lookup failure." + }, + { + "left": "issue:42796", + "right": "issue:46710", + "accept": false, + "reason": "Tokenizer marker handling and DeepSeek accuracy regression are not the same issue." + }, + { + "left": "issue:44079", + "right": "issue:45663", + "accept": false, + "reason": "ModelOutput key assignment and Gemma4 shared_kv_states rebuilding are unrelated." + }, + { + "left": "issue:35707", + "right": "issue:40444", + "accept": false, + "reason": "Progressive generation with inputs_embeds/past_key_values is a different bug from Qwen2.5-VL multi-image finetuning." + }, + { + "left": "issue:43482", + "right": "issue:43525", + "accept": false, + "reason": "Different failures: Qwen2.5-GGUF loading versus Llama4Config missing pad_token_id." + }, + { + "left": "issue:43632", + "right": "issue:44534", + "accept": false, + "reason": "Different v5 regressions affecting separate initialization paths." + }, + { + "left": "issue:43531", + "right": "issue:44291", + "accept": false, + "reason": "Qwen3-MoE sliding_window and init_empty_weights argument handling are unrelated." + }, + { + "left": "issue:43421", + "right": "issue:44568", + "accept": false, + "reason": "Different tokenizer special-token bugs with different APIs and models." + }, + { + "left": "issue:42175", + "right": "issue:45542", + "accept": false, + "reason": "Both are TensorFlow/backend packaging problems, but they arise from different install/runtime scenarios." + }, + { + "left": "issue:43482", + "right": "issue:45538", + "accept": false, + "reason": "Qwen2.5-GGUF loading and CLIPTokenizer max_length behavior are unrelated." + }, + { + "left": "issue:41720", + "right": "issue:45081", + "accept": false, + "reason": "Qwen3 auto device mapping on A800 and Mistral regex patch crash are different bugs." + }, + { + "left": "issue:44079", + "right": "issue:44534", + "accept": false, + "reason": "ModelOutput key handling and non-persistent buffer junk are unrelated regressions." + }, + { + "left": "issue:43317", + "right": "issue:43856", + "accept": false, + "reason": "Device-map offload loading and Qwen3 MoE training memory usage are different problems." + }, + { + "left": "issue:44462", + "right": "issue:45812", + "accept": false, + "reason": "AutoTokenizer ignoring tokenizer.json and Granite token-ID regression are distinct tokenizer issues." + }, + { + "left": "issue:43296", + "right": "issue:46821", + "accept": false, + "reason": "PaddleOCR-VL loading failure and TimesFM window_size AttributeError are unrelated." + }, + { + "left": "issue:43611", + "right": "issue:43646", + "accept": true, + "reason": "Both describe the same Transformers v5 model-initialization/loading regression; one is a specific loading symptom and the other the broader custom-init failure." + }, + { + "left": "issue:43377", + "right": "issue:45491", + "accept": false, + "reason": "MIMI batch-padding mismatch and Gemma3 sliding-window NaNs are different model-specific bugs." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative: it identifies the broad Transformers v5 init/load regression as the only plausible near-duplicate cluster and treats the rest as distinct bugs by model, subsystem, or failure mode. The single accepted soft-edge pair (43611/43646) is well supported, and the false verdicts do not overstate similarity." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 25, + "review_unit_index": 13, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-504", + "nodes": [ + "issue:34634", + "issue:35707", + "issue:39692", + "issue:40444", + "issue:40990", + "issue:41553", + "issue:41720", + "issue:42175", + "issue:42796", + "issue:42915", + "issue:43262", + "issue:43296", + "issue:43454", + "issue:43482", + "issue:43493", + "issue:43550", + "issue:43582", + "issue:43606", + "issue:43644", + "issue:43701", + "issue:43746", + "issue:43818", + "issue:43819", + "issue:43828", + "issue:43873", + "issue:43994", + "issue:44079", + "issue:44186", + "issue:44265", + "issue:44291", + "issue:44466", + "issue:44479", + "issue:44509", + "issue:44829", + "issue:44877", + "issue:45072", + "issue:45325", + "issue:45357", + "issue:45381", + "issue:45479", + "issue:45584", + "issue:45701", + "issue:45823", + "issue:45834", + "issue:46402", + "issue:46821", + "issue:46909" + ], + "soft_pairs": [ + "issue:44509|issue:46909", + "issue:42175|issue:43296", + "issue:43644|issue:44079", + "issue:41553|issue:43582", + "issue:44829|issue:45479", + "issue:43818|issue:46402", + "issue:43818|issue:45357", + "issue:40444|issue:45381", + "issue:44265|issue:45072", + "issue:43493|issue:43994", + "issue:45325|issue:45834", + "issue:45325|issue:45381", + "issue:43454|issue:44466", + "issue:42915|issue:43482", + "issue:44291|issue:44877", + "issue:43873|issue:45701", + "issue:43701|issue:45325", + "issue:42796|issue:45381", + "issue:40990|issue:45584", + "issue:43606|issue:44265", + "issue:43262|issue:43746", + "issue:44479|issue:45823", + "issue:43828|issue:46821", + "issue:35707|issue:41720", + "issue:34634|issue:35707", + "issue:39692|issue:40444", + "issue:44186|issue:44265", + "issue:43454|issue:43550", + "issue:41720|issue:45823", + "issue:43606|issue:43819" + ], + "prepared_review_unit_hash": "d97679d351f02b95a14ffb370504f9131d0317c8262a09e4d5c7a87d9af9034b", + "component_budget": { + "node_count": 504, + "item_count": 504, + "soft_pair_count": 1853, + "serialized_chars": 961383, + "estimated_input_tokens": 240346, + "estimated_eval_tokens": 480948 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36266, + "estimated_input_tokens": 9067, + "estimated_eval_tokens": 18390 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Most pairs are clearly different bugs or unrelated docs/model regressions. The only plausible duplicate is the SigLIP2 pair, where one issue describes an implementation mismatch with JAX and the other reports nonsensical outputs from the same model family.", + "confidence": 0.78, + "canonical_issue_reason": "issue:43493 is the best root-cause-style report: it names the specific SigLIP2 implementation discrepancy and points to the underlying model behavior rather than just a downstream symptom.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43493 is the strongest representative bug report in this set and the clearest anchor for the only likely duplicate pair.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44509", + "right": "issue:46909", + "accept": false, + "reason": "Both are documentation problems, but they concern different pages/examples and different removal/mismatch issues." + }, + { + "left": "issue:42175", + "right": "issue:43296", + "accept": false, + "reason": "Unrelated backend packaging issue vs. a model loading/runtime failure in vLLM." + }, + { + "left": "issue:43644", + "right": "issue:44079", + "accept": false, + "reason": "Different core regressions: buffer serialization/junk initialization vs. ModelOutput key assignment." + }, + { + "left": "issue:41553", + "right": "issue:43582", + "accept": false, + "reason": "AutoTokenizer error messaging for Voxtral is unrelated to an Apple Silicon TypeError in allocator warmup." + }, + { + "left": "issue:44829", + "right": "issue:45479", + "accept": false, + "reason": "Both affect training, but the failure modes and code paths are different: FA3 training degeneration vs. single-label num_labels=1 zero-loss behavior." + }, + { + "left": "issue:43818", + "right": "issue:46402", + "accept": false, + "reason": "Different multimodal model bugs: Video-LLaVA architecture/weights vs. Sam3 text encoder loading." + }, + { + "left": "issue:43818", + "right": "issue:45357", + "accept": false, + "reason": "Different models and different problems; one is Video-LLaVA architecture, the other is Qwen3.5 save_pretrained key serialization." + }, + { + "left": "issue:40444", + "right": "issue:45381", + "accept": false, + "reason": "Both are Qwen2.5-VL issues, but one is multi-image IterableDataset finetuning and the other is video position-id computation." + }, + { + "left": "issue:44265", + "right": "issue:45072", + "accept": false, + "reason": "Different subsystems and failure modes: torch.export with torch_compilable_check vs. bfloat16 dtype mismatches in models." + }, + { + "left": "issue:43493", + "right": "issue:43994", + "accept": true, + "reason": "Same underlying SigLIP2 correctness bug: an implementation mismatch that plausibly explains the nonsensical outputs reported in the other issue." + }, + { + "left": "issue:45325", + "right": "issue:45834", + "accept": false, + "reason": "Both involve positional/index behavior in vision/OCR models, but the concrete models and bugs are distinct." + }, + { + "left": "issue:45325", + "right": "issue:45381", + "accept": false, + "reason": "Same model family, but one is still-image temporal scaling and the other is video vision_position_ids; not the same bug." + }, + { + "left": "issue:43454", + "right": "issue:44466", + "accept": false, + "reason": "Both mention lm_head/tied weights, but one is a config loading bug and the other is device-dependent serialization inconsistency." + }, + { + "left": "issue:42915", + "right": "issue:43482", + "accept": false, + "reason": "Different model loading/configuration failures with no shared code-path evident." + }, + { + "left": "issue:44291", + "right": "issue:44877", + "accept": false, + "reason": "Different loading problems: unexpected init_empty_weights arg vs. strict config rejection for granite_speech." + }, + { + "left": "issue:43873", + "right": "issue:45701", + "accept": false, + "reason": "Quantization/offloading behavior is unrelated to version-dependent tokenization changes." + }, + { + "left": "issue:43701", + "right": "issue:45325", + "accept": false, + "reason": "Checkpoint key mismatch and Qwen2.5-VL rope-index scaling are unrelated." + }, + { + "left": "issue:42796", + "right": "issue:45381", + "accept": false, + "reason": "Tokenizer BPE marker handling is unrelated to Qwen2.5-VL video position-id computation." + }, + { + "left": "issue:40990", + "right": "issue:45584", + "accept": false, + "reason": "Different models and symptoms: perplexity regression vs. Whisper empty-transcription failure." + }, + { + "left": "issue:43606", + "right": "issue:44265", + "accept": false, + "reason": "CPU-offload device mismatch is unrelated to torch.export failing on torch_compilable_check." + }, + { + "left": "issue:43262", + "right": "issue:43746", + "accept": false, + "reason": "Audio processor sampling-rate defaulting is unrelated to GraniteSpeech PEFT checkpoint loading." + }, + { + "left": "issue:44479", + "right": "issue:45823", + "accept": false, + "reason": "Different issues in different model families: video-input regression vs. Gemma4 device mismatch." + }, + { + "left": "issue:43828", + "right": "issue:46821", + "accept": false, + "reason": "Autocast dtype mismatch in Phi-tiny-MoE is unrelated to TimesFM window_size AttributeError." + }, + { + "left": "issue:35707", + "right": "issue:41720", + "accept": false, + "reason": "Progressive generation with inputs_embeds/past_key_values is unrelated to Qwen3 auto device mapping cudaErrorAssert." + }, + { + "left": "issue:34634", + "right": "issue:35707", + "accept": false, + "reason": "Bark voice_preset and progressive generation are unrelated." + }, + { + "left": "issue:39692", + "right": "issue:40444", + "accept": false, + "reason": "SigLIP2 docs/example issues are unrelated to Qwen2.5-VL multi-image finetuning failure." + }, + { + "left": "issue:44186", + "right": "issue:44265", + "accept": false, + "reason": "Tokenizer padding/NER crashes are unrelated to export failures from torch_compilable_check." + }, + { + "left": "issue:43454", + "right": "issue:43550", + "accept": false, + "reason": "Different models and mechanisms: tied lm_head weights vs. torch.compile/SDPA failure in Bamba." + }, + { + "left": "issue:41720", + "right": "issue:45823", + "accept": false, + "reason": "Both mention device_map auto, but the model, error, and code-path are different." + }, + { + "left": "issue:43606", + "right": "issue:43819", + "accept": false, + "reason": "CPU offload device mismatch is unrelated to DAC.from_latents/forward mismatch." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The analysis is grounded in the packet and stays conservative. The only accepted soft edge, issue:43493 vs issue:43994, is plausibly the same SigLIP2 bug based on the JAX/HF discrepancy versus nonsensical outputs. The remaining pair rejections are appropriately cautious and not overstated." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 25, + "review_unit_index": 14, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-504", + "nodes": [ + "issue:26413", + "issue:28530", + "issue:36331", + "issue:40990", + "issue:41720", + "issue:42617", + "issue:42796", + "issue:42915", + "issue:42947", + "issue:43065", + "issue:43257", + "issue:43317", + "issue:43322", + "issue:43377", + "issue:43450", + "issue:43454", + "issue:43572", + "issue:43720", + "issue:43749", + "issue:43873", + "issue:43881", + "issue:44186", + "issue:44387", + "issue:44466", + "issue:44488", + "issue:44534", + "issue:44568", + "issue:44610", + "issue:44756", + "issue:44877", + "issue:44898", + "issue:44977", + "issue:44991", + "issue:45072", + "issue:45357", + "issue:45701", + "issue:45704", + "issue:45759", + "issue:45823", + "issue:45920", + "issue:45923", + "issue:46050", + "issue:46209", + "issue:46305", + "issue:46315", + "issue:46402", + "issue:46821" + ], + "soft_pairs": [ + "issue:43377|issue:44610", + "issue:43257|issue:45923", + "issue:44568|issue:45920", + "issue:42796|issue:46209", + "issue:46305|issue:46315", + "issue:43454|issue:45072", + "issue:45823|issue:46821", + "issue:43881|issue:44488", + "issue:40990|issue:42947", + "issue:42617|issue:42915", + "issue:43377|issue:44898", + "issue:43454|issue:43720", + "issue:43749|issue:44534", + "issue:43317|issue:43873", + "issue:43572|issue:45759", + "issue:43322|issue:46050", + "issue:41720|issue:43322", + "issue:36331|issue:42617", + "issue:44387|issue:45704", + "issue:41720|issue:44977", + "issue:36331|issue:42915", + "issue:44466|issue:45357", + "issue:40990|issue:45701", + "issue:43450|issue:45701", + "issue:44877|issue:44991", + "issue:43065|issue:46402", + "issue:41720|issue:42617", + "issue:26413|issue:28530", + "issue:44186|issue:45072", + "issue:43873|issue:44756" + ], + "prepared_review_unit_hash": "39ebfaadc8ff99253fee14d62a9494ec67437ee64ff0c68b3db2848944223280", + "component_budget": { + "node_count": 504, + "item_count": 504, + "soft_pair_count": 1853, + "serialized_chars": 961383, + "estimated_input_tokens": 240346, + "estimated_eval_tokens": 480948 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36064, + "estimated_input_tokens": 9016, + "estimated_eval_tokens": 18288 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is very broad and mostly groups unrelated bugs that only share superficial similarity around loading, tokenization, offloading, or model-specific regressions. I would not merge any of the suggested soft pairs as duplicates.", + "confidence": 0.79, + "canonical_issue_reason": "Issue 43873 is the broadest umbrella representative among the loading/offloading/quantization reports and has the strongest cross-cutting discussion/references, but it is still not a clean duplicate of the other items.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43873 is the best overall representative because it is the most general and active report in the closest shared theme (offloading with quantization).", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43377", + "right": "issue:44610", + "accept": false, + "reason": "Different bugs: batched-vs-single MIMI encoder output mismatch vs processor/model input-size mismatch for OmDet-Turbo." + }, + { + "left": "issue:43257", + "right": "issue:45923", + "accept": false, + "reason": "Different code paths: MoE weight conversion/loading under accelerate+deepspeed vs a missing supports_gradient_checkpointing flag." + }, + { + "left": "issue:44568", + "right": "issue:45920", + "accept": false, + "reason": "Both are tokenizer regressions, but one is specific special-token insertion for mdeberta-v3-base and the other is wrong token IDs across many models." + }, + { + "left": "issue:42796", + "right": "issue:46209", + "accept": false, + "reason": "Unrelated failures: tokenizer BPE marker handling vs FP8 inference on B200 hardware." + }, + { + "left": "issue:46305", + "right": "issue:46315", + "accept": false, + "reason": "Off-by-one sliding-window masking is unrelated to the token lookup slowdown regression." + }, + { + "left": "issue:43454", + "right": "issue:45072", + "accept": false, + "reason": "Different subsystems: tied lm_head weight serialization vs bfloat16 dtype mismatch during inference." + }, + { + "left": "issue:45823", + "right": "issue:46821", + "accept": false, + "reason": "Different components and symptoms: Gemma4 device mismatch in forward vs TimesFM window_size AttributeError." + }, + { + "left": "issue:43881", + "right": "issue:44488", + "accept": false, + "reason": "Both are loading failures, but for different models and with no evidence of the same underlying loader bug." + }, + { + "left": "issue:40990", + "right": "issue:42947", + "accept": false, + "reason": "Perplexity regression and gradient-checkpointing/LoRA behavior are unrelated bugs." + }, + { + "left": "issue:42617", + "right": "issue:42915", + "accept": false, + "reason": "An example/script execution failure is not the same as a Qwen3Moe FineGrainedFP8Config loading/inference bug." + }, + { + "left": "issue:43377", + "right": "issue:44898", + "accept": false, + "reason": "Different models and failure modes: padding-mask output mismatch in MIMI vs Perceiver image-size handling." + }, + { + "left": "issue:43454", + "right": "issue:43720", + "accept": false, + "reason": "Tied-weight serialization is unrelated to packed-weight unpacking during accelerate loading." + }, + { + "left": "issue:43749", + "right": "issue:44534", + "accept": false, + "reason": "FSDP CPU-efficient loading breakage is not the same as non-persistent buffers being filled with junk." + }, + { + "left": "issue:43317", + "right": "issue:43873", + "accept": false, + "reason": "Related offloading/quantization area, but one is a specific dequantized-model load failure and the other is a broad offloading regression; not enough to treat as the same bug." + }, + { + "left": "issue:43572", + "right": "issue:45759", + "accept": false, + "reason": "Missing pad_token_idx in config is different from not unwrapping text_config for composite multimodal configs." + }, + { + "left": "issue:43322", + "right": "issue:46050", + "accept": false, + "reason": "Segfault on Llava Next loading and broken sinq save/load are different failures with different affected paths." + }, + { + "left": "issue:41720", + "right": "issue:43322", + "accept": false, + "reason": "Different models and symptoms: Qwen3 device-map CUDA assert vs Llava Next loading segfault." + }, + { + "left": "issue:36331", + "right": "issue:42617", + "accept": false, + "reason": "CustomTrainer compute_loss signature breakage is unrelated to the 3d_parallel.py execution issue." + }, + { + "left": "issue:44387", + "right": "issue:45704", + "accept": false, + "reason": "Quantization OOM from reserved-memory growth is unrelated to the apex FusedRMSNorm memory leak." + }, + { + "left": "issue:41720", + "right": "issue:44977", + "accept": false, + "reason": "Qwen3 auto device-map CUDA assert and Qwen3.5 flash-attention generation failure are different code paths." + }, + { + "left": "issue:36331", + "right": "issue:42915", + "accept": false, + "reason": "Unexpected compute_loss kwargs is unrelated to Qwen3Moe failing with FineGrainedFP8Config." + }, + { + "left": "issue:44466", + "right": "issue:45357", + "accept": false, + "reason": "Both involve serialization, but one is lm_head weight inconsistency and the other is incorrect visual-encoder keys; different bugs." + }, + { + "left": "issue:40990", + "right": "issue:45701", + "accept": false, + "reason": "A perplexity anomaly on GPT-OSS is not the same as a tokenization-version behavior change." + }, + { + "left": "issue:43450", + "right": "issue:45701", + "accept": false, + "reason": "Video processor batched-shape bug is unrelated to tokenization changes." + }, + { + "left": "issue:44877", + "right": "issue:44991", + "accept": false, + "reason": "Strict-config loading for granite_speech and tokenizer loading regression for est-roberta are different issues." + }, + { + "left": "issue:43065", + "right": "issue:46402", + "accept": false, + "reason": "Same model family, but dummy Conv2d in Sam3PixelDecoder and missing text-encoder weight loading are distinct components and bugs." + }, + { + "left": "issue:41720", + "right": "issue:42617", + "accept": false, + "reason": "CUDA assert on Qwen3 device mapping is unrelated to the 3d_parallel.py failure." + }, + { + "left": "issue:26413", + "right": "issue:28530", + "accept": false, + "reason": "Checkpoint-resume epoch_iterator failure and early-stopping metric lookup are separate training-control bugs." + }, + { + "left": "issue:44186", + "right": "issue:45072", + "accept": false, + "reason": "Tokenizer crash on NER/batched padding is unrelated to bfloat16 dtype mismatches in inference." + }, + { + "left": "issue:43873", + "right": "issue:44756", + "accept": false, + "reason": "Both touch memory/offload behavior, but Strix Halo mmap OOM is a hardware-specific issue distinct from quantization offloading." + } + ] + }, + "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": 25, + "review_unit_index": 15, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-504", + "nodes": [ + "issue:28530", + "issue:33666", + "issue:36010", + "issue:36331", + "issue:41720", + "issue:42617", + "issue:42915", + "issue:43295", + "issue:43317", + "issue:43404", + "issue:43425", + "issue:43526", + "issue:43531", + "issue:43550", + "issue:43572", + "issue:43577", + "issue:43606", + "issue:43646", + "issue:43708", + "issue:43720", + "issue:43881", + "issue:43883", + "issue:44008", + "issue:44186", + "issue:44361", + "issue:44423", + "issue:44464", + "issue:44610", + "issue:44671", + "issue:44734", + "issue:44743", + "issue:44898", + "issue:44991", + "issue:45161", + "issue:45357", + "issue:45406", + "issue:45632", + "issue:45684", + "issue:45685", + "issue:45701", + "issue:45823", + "issue:46291", + "issue:46612", + "issue:46665", + "issue:46821", + "issue:46858", + "issue:46869" + ], + "soft_pairs": [ + "issue:43526|issue:43883", + "issue:43881|issue:44991", + "issue:46612|issue:46858", + "issue:43577|issue:43708", + "issue:43550|issue:43720", + "issue:43295|issue:45701", + "issue:45685|issue:46821", + "issue:43646|issue:46665", + "issue:44186|issue:44610", + "issue:43550|issue:43606", + "issue:36010|issue:42617", + "issue:43404|issue:45357", + "issue:44610|issue:44898", + "issue:42915|issue:43317", + "issue:44734|issue:46858", + "issue:44423|issue:45406", + "issue:46821|issue:46869", + "issue:44008|issue:45823", + "issue:41720|issue:45161", + "issue:28530|issue:33666", + "issue:44464|issue:46858", + "issue:45632|issue:45684", + "issue:43531|issue:43572", + "issue:44671|issue:44743", + "issue:42915|issue:46291", + "issue:36331|issue:41720", + "issue:44186|issue:44361", + "issue:43425|issue:46821" + ], + "prepared_review_unit_hash": "454124b0fb608db49bef8fca0f72c42ba909a410ad6eaa5ca14da82e95b97a74", + "component_budget": { + "node_count": 504, + "item_count": 504, + "soft_pair_count": 1853, + "serialized_chars": 961383, + "estimated_input_tokens": 240346, + "estimated_eval_tokens": 480948 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35675, + "estimated_input_tokens": 8919, + "estimated_eval_tokens": 18094 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly a set of near-similar Transformers bugs across different models and subsystems, but none of the soft pairs look like the same concrete defect. I would reject every soft edge; there are also no PRs in this cluster. Issue 46858 is the best representative anchor because it is a clear core generation/cache regression with a well-scoped fix surface.", + "confidence": 0.91, + "canonical_issue_reason": "issue:46858 is the best canonical anchor: it is a concrete, infrastructure-level cache regression in prefill/static-cache arithmetic with torch.compile on non-CUDA backends, and it is more central than the highly model-specific reports around it.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:46858 is the strongest representative issue for the cluster because it has a precise failure mode, clear reproduction scope, and a core runtime code path likely to recur across similar generation bugs.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43526", + "right": "issue:43883", + "accept": false, + "reason": "Different subsystems and failures: BeitImageProcessorFast label reduction vs Molmo tied-weights metadata." + }, + { + "left": "issue:43881", + "right": "issue:44991", + "accept": false, + "reason": "Unrelated model-loading problems: GLM-4V load failure vs tokenizer load failure for a different model family." + }, + { + "left": "issue:46612", + "right": "issue:46858", + "accept": false, + "reason": "Both involve cache/generation, but one is missing beam-search cache reorder for several models while the other is a static-cache slice-arithmetic bug in prefill on non-CUDA backends." + }, + { + "left": "issue:43577", + "right": "issue:43708", + "accept": false, + "reason": "Different bugs: dtype propagation in BLIP2 loading vs resume_from_checkpoint max_steps calculation." + }, + { + "left": "issue:43550", + "right": "issue:43720", + "accept": false, + "reason": "Different code paths: torch.compile/SDPA issue in Bamba vs packed-weight unpacking during accelerate loading for BitNet." + }, + { + "left": "issue:43295", + "right": "issue:45701", + "accept": false, + "reason": "Both mention tokenization/versioning, but one is a processor API regression and the other is a broader tokenization behavior change; not the same bug." + }, + { + "left": "issue:45685", + "right": "issue:46821", + "accept": false, + "reason": "Completely different failures: MPS histogram support in MoE vs TimesFM window_size AttributeError." + }, + { + "left": "issue:43646", + "right": "issue:46665", + "accept": false, + "reason": "Both concern custom-model loading, but one is a Transformers 5.0 initialization break and the other is inconsistent from_pretrained behavior in Python classes." + }, + { + "left": "issue:44186", + "right": "issue:44610", + "accept": false, + "reason": "Different preprocessing bugs affecting different models: LayoutLMv2 tokenizer padding/truncation vs OmDet-Turbo image resolution mismatch." + }, + { + "left": "issue:43550", + "right": "issue:43606", + "accept": false, + "reason": "Different runtime issues: Bamba torch.compile/SDPA vs Bark CPU-offload device mismatch." + }, + { + "left": "issue:36010", + "right": "issue:42617", + "accept": false, + "reason": "No shared bug: GenerationMixin import error vs inability to run a 3d_parallel script." + }, + { + "left": "issue:43404", + "right": "issue:45357", + "accept": false, + "reason": "Both are multimodal-model-specific, but one is tied lm_head weights and the other is save_pretrained visual-key persistence; different defects." + }, + { + "left": "issue:44610", + "right": "issue:44898", + "accept": false, + "reason": "Both are vision/preprocessing related, but the failures are different: wrong processor output size vs interpolation/positional-encoding handling." + }, + { + "left": "issue:42915", + "right": "issue:43317", + "accept": false, + "reason": "Different loading/parallelization failures: FineGrainedFP8Config vs dequantized model offload with device_map=auto." + }, + { + "left": "issue:44734", + "right": "issue:46858", + "accept": false, + "reason": "Both involve cache/continuation logic, but one is serve KV-cache indexing and the other is static-cache length arithmetic under compile; not the same bug." + }, + { + "left": "issue:44423", + "right": "issue:45406", + "accept": false, + "reason": "Both hit serve with multimodal models, but one is a tensor/string `.to` crash in continuous batching and the other is a missing `_tokenizer` attribute." + }, + { + "left": "issue:46821", + "right": "issue:46869", + "accept": false, + "reason": "Different domains entirely: TimesFM window_size AttributeError vs YOLO multi-GPU device-map failure." + }, + { + "left": "issue:44008", + "right": "issue:45823", + "accept": false, + "reason": "Both are Gemma multimodal bugs, but one is a variable-name collision in forward and the other is a device mismatch with auto device mapping." + }, + { + "left": "issue:41720", + "right": "issue:45161", + "accept": false, + "reason": "Both involve parallel/device mapping, but the concrete failures and models differ: Qwen3 CUDA assert vs GPT-OSS TP support." + }, + { + "left": "issue:28530", + "right": "issue:33666", + "accept": false, + "reason": "No overlap: early stopping metric selection vs Qwen2-VL multi-GPU training." + }, + { + "left": "issue:44464", + "right": "issue:46858", + "accept": false, + "reason": "Both touch compiled generation, but one is inconsistent outputs from chunked generation while the other is a cache-length tensor arithmetic bug in prefill." + }, + { + "left": "issue:45632", + "right": "issue:45684", + "accept": false, + "reason": "Both are custom-model file-handling issues, but one is cache-path collisions and the other is read-only permission propagation." + }, + { + "left": "issue:43531", + "right": "issue:43572", + "accept": false, + "reason": "Different model/config issues: Qwen3-MoE sliding_window vs StableLmConfig missing pad_token_idx." + }, + { + "left": "issue:44671", + "right": "issue:44743", + "accept": false, + "reason": "Different regressions in different architectures: CamemBERT masked-LM predictions vs Qwen3.5 recurrent-state reset under cache." + }, + { + "left": "issue:42915", + "right": "issue:46291", + "accept": false, + "reason": "Different failures: FP8 model loading vs kernels package import/version requirement." + }, + { + "left": "issue:36331", + "right": "issue:41720", + "accept": false, + "reason": "Unrelated bugs: Trainer compute_loss signature mismatch vs Qwen3 auto device mapping CUDA assert." + }, + { + "left": "issue:44186", + "right": "issue:44361", + "accept": false, + "reason": "Both are tokenizer/task failures, but they affect different tokenizers and different error paths." + }, + { + "left": "issue:43425", + "right": "issue:46821", + "accept": false, + "reason": "No shared root cause: Torch 2.10 incompatibility vs 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": 25, + "review_unit_index": 16, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-504", + "nodes": [ + "issue:28530", + "issue:29159", + "issue:30064", + "issue:33357", + "issue:34567", + "issue:34634", + "issue:35707", + "issue:36032", + "issue:41720", + "issue:42490", + "issue:42915", + "issue:43316", + "issue:43322", + "issue:43329", + "issue:43388", + "issue:43526", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43606", + "issue:43653", + "issue:43720", + "issue:43746", + "issue:43782", + "issue:43873", + "issue:43881", + "issue:44077", + "issue:44387", + "issue:44451", + "issue:44492", + "issue:44509", + "issue:44534", + "issue:44589", + "issue:44625", + "issue:44913", + "issue:44991", + "issue:45059", + "issue:45357", + "issue:45406", + "issue:45464", + "issue:45701", + "issue:45704", + "issue:45759", + "issue:45859", + "issue:46402", + "issue:46665", + "issue:46821", + "issue:46858" + ], + "soft_pairs": [ + "issue:43316|issue:44913", + "issue:28530|issue:30064", + "issue:42915|issue:43322", + "issue:33357|issue:35707", + "issue:43540|issue:43782", + "issue:29159|issue:36032", + "issue:44387|issue:45701", + "issue:30064|issue:34634", + "issue:43873|issue:45704", + "issue:43550|issue:43653", + "issue:44534|issue:46665", + "issue:43531|issue:45759", + "issue:41720|issue:43746", + "issue:43526|issue:43881", + "issue:43606|issue:43720", + "issue:44492|issue:44509", + "issue:42490|issue:43329", + "issue:45406|issue:45464", + "issue:43388|issue:45059", + "issue:34567|issue:35707", + "issue:43606|issue:43653", + "issue:34634|issue:41720", + "issue:43531|issue:46821", + "issue:43540|issue:46858", + "issue:45759|issue:45859", + "issue:44451|issue:44991", + "issue:43531|issue:44589", + "issue:45357|issue:46402", + "issue:44077|issue:44625" + ], + "prepared_review_unit_hash": "382a1b7f0e71dd9bd51a73c477f96f59c6d422e348cff5db7feedb90c20f5fe0", + "component_budget": { + "node_count": 504, + "item_count": 504, + "soft_pair_count": 1853, + "serialized_chars": 961383, + "estimated_input_tokens": 240346, + "estimated_eval_tokens": 480948 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36369, + "estimated_input_tokens": 9093, + "estimated_eval_tokens": 18442 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This is a heterogeneous similarity bucket spanning unrelated issues in tokenization, multimodal loading, quantization/offload, cache handling, docs, and model-specific bugs. None of the suggested soft pairs look like the same underlying defect, so there is no clear canonical item.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43316", + "right": "issue:44913", + "accept": false, + "reason": "Different config bugs in different model families: Gemma3TextConfig API mismatch vs GPTNeoX rotary_pct not persisting on reload." + }, + { + "left": "issue:28530", + "right": "issue:30064", + "accept": false, + "reason": "Early stopping/metric selection is unrelated to image processor segmentation-map handling." + }, + { + "left": "issue:42915", + "right": "issue:43322", + "accept": false, + "reason": "Qwen3Moe fine-grained FP8 load failure and Llava Next segfault are different model-loading failures." + }, + { + "left": "issue:33357", + "right": "issue:35707", + "accept": false, + "reason": "MacOS CLIP bus error and progressive generation with inputs_embeds/past_key_values are different code paths." + }, + { + "left": "issue:43540", + "right": "issue:43782", + "accept": false, + "reason": "Video-input processing in Qwen3OmniMoe and Qwen3VL weight_only loading error are distinct multimodal load bugs." + }, + { + "left": "issue:29159", + "right": "issue:36032", + "accept": false, + "reason": "Slow/fast tokenizer inconsistency is not the same as T5Tokenizer add_special_tokens name conflict." + }, + { + "left": "issue:44387", + "right": "issue:45701", + "accept": false, + "reason": "Int4 quantization OOM from increased reserved memory is unrelated to tokenization changes across versions." + }, + { + "left": "issue:30064", + "right": "issue:34634", + "accept": false, + "reason": "Void segmentation-map processing and BarkProcessor voice_preset behavior affect different processors and features." + }, + { + "left": "issue:43873", + "right": "issue:45704", + "accept": false, + "reason": "Quantization/offloading behavior is unrelated to T5's apex FusedRMSNorm memory leak." + }, + { + "left": "issue:43550", + "right": "issue:43653", + "accept": false, + "reason": "torch.compile with SDPA in Bamba and BigBirdTokenizer special-token registration are unrelated bugs." + }, + { + "left": "issue:44534", + "right": "issue:46665", + "accept": false, + "reason": "Non-persistent buffer junk in v5 is unrelated to from_pretrained behavior inside Python classes." + }, + { + "left": "issue:43531", + "right": "issue:45759", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and AutoModelForCausalLM.from_config text_config unwrapping are different bugs." + }, + { + "left": "issue:41720", + "right": "issue:43746", + "accept": false, + "reason": "Qwen3 auto device mapping cudaErrorAssert and GraniteSpeech local PEFT checkpoint loading are unrelated failures." + }, + { + "left": "issue:43526", + "right": "issue:43881", + "accept": false, + "reason": "BeitImageProcessorFast label reduction and glm-4v-9b loading failure do not share a code path." + }, + { + "left": "issue:43606", + "right": "issue:43720", + "accept": false, + "reason": "CPU offload device mismatch for bark-small and BitNet packed-weight unpacking during accelerate loading are different offload/loading issues." + }, + { + "left": "issue:44492", + "right": "issue:44509", + "accept": false, + "reason": "Cache-strategy typo and outdated docs for removed pipelines are both docs-related but not the same defect." + }, + { + "left": "issue:42490", + "right": "issue:43329", + "accept": false, + "reason": "Trailing-slash local path import warning is unrelated to undefined variables in the video branch of multimodal token counting." + }, + { + "left": "issue:45406", + "right": "issue:45464", + "accept": false, + "reason": "Gemma4Processor missing _tokenizer in serve and Qwen3.5 streaming chat/completions failure are separate runtime issues." + }, + { + "left": "issue:43388", + "right": "issue:45059", + "accept": false, + "reason": "gather_for_metrics dropping labels and SAM3 PCS text/bbox behavior involve different subsystems and symptoms." + }, + { + "left": "issue:34567", + "right": "issue:35707", + "accept": false, + "reason": "TrainerState token-count tracking and progressive generation with inputs_embeds/past_key_values are unrelated." + }, + { + "left": "issue:43606", + "right": "issue:43653", + "accept": false, + "reason": "CPU offload device mismatch and BigBirdTokenizer special-token registration are not the same underlying bug." + }, + { + "left": "issue:34634", + "right": "issue:41720", + "accept": false, + "reason": "BarkProcessor voice_preset and Qwen3 auto device mapping CUDA assert are unrelated." + }, + { + "left": "issue:43531", + "right": "issue:46821", + "accept": false, + "reason": "Both mention windowing, but Qwen3-MoE sliding_window and TimesFM2.5 window_size AttributeError are different implementations and failures." + }, + { + "left": "issue:43540", + "right": "issue:46858", + "accept": false, + "reason": "Qwen3OmniMoe video-input handling and static-cache seq_length tensor arithmetic are unrelated code paths." + }, + { + "left": "issue:45759", + "right": "issue:45859", + "accept": false, + "reason": "Composite config unwrapping and Qwen3_5MoeTextRotaryEmbedding CPU-offload compatibility are separate issues." + }, + { + "left": "issue:44451", + "right": "issue:44991", + "accept": false, + "reason": "Two different tokenizer/model loading failures for different checkpoints; no shared concrete bug." + }, + { + "left": "issue:43531", + "right": "issue:44589", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior is unrelated to missing Float8 storage object errors." + }, + { + "left": "issue:45357", + "right": "issue:46402", + "accept": false, + "reason": "Both concern multimodal weight loading, but one is incorrect visual encoder keys on save and the other is text encoder weights not loaded; different directions and code paths." + }, + { + "left": "issue:44077", + "right": "issue:44625", + "accept": false, + "reason": "patchtsmixer post_init validation and Qwen3.5 num_labels propagation are unrelated configuration 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": 25, + "review_unit_index": 17, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-504", + "nodes": [ + "issue:30064", + "issue:36010", + "issue:39692", + "issue:41720", + "issue:42886", + "issue:43381", + "issue:43421", + "issue:43493", + "issue:43644", + "issue:43653", + "issue:43746", + "issue:43782", + "issue:43844", + "issue:43873", + "issue:43927", + "issue:43994", + "issue:44062", + "issue:44186", + "issue:44368", + "issue:44451", + "issue:44514", + "issue:44545", + "issue:44610", + "issue:44625", + "issue:44671", + "issue:44843", + "issue:44898", + "issue:44918", + "issue:44936", + "issue:44987", + "issue:44995", + "issue:45042", + "issue:45072", + "issue:45081", + "issue:45356", + "issue:45357", + "issue:45381", + "issue:45479", + "issue:45704", + "issue:45759", + "issue:45923", + "issue:46032", + "issue:46050", + "issue:46463", + "issue:46655", + "issue:46665", + "issue:46693", + "issue:46858" + ], + "soft_pairs": [ + "issue:43644|issue:46665", + "issue:44062|issue:44451", + "issue:44898|issue:45072", + "issue:44987|issue:45042", + "issue:44625|issue:45479", + "issue:43381|issue:43844", + "issue:39692|issue:44610", + "issue:44368|issue:45357", + "issue:41720|issue:45704", + "issue:43746|issue:46050", + "issue:46655|issue:46693", + "issue:43381|issue:45704", + "issue:43421|issue:43927", + "issue:44918|issue:44936", + "issue:45704|issue:45923", + "issue:42886|issue:44843", + "issue:45759|issue:45923", + "issue:43746|issue:43873", + "issue:44514|issue:44545", + "issue:43994|issue:44671", + "issue:46032|issue:46463", + "issue:39692|issue:43493", + "issue:43421|issue:43653", + "issue:43782|issue:45381", + "issue:30064|issue:36010", + "issue:45081|issue:45356", + "issue:43421|issue:44186", + "issue:44995|issue:46858" + ], + "prepared_review_unit_hash": "11e35b651294c37bc37bad896968646377d70576449de3a672c4bb5a2073101e", + "component_budget": { + "node_count": 504, + "item_count": 504, + "soft_pair_count": 1853, + "serialized_chars": 961383, + "estimated_input_tokens": 240346, + "estimated_eval_tokens": 480948 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36566, + "estimated_input_tokens": 9142, + "estimated_eval_tokens": 18540 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is mostly heterogeneous, with one small tokenizer/special-token/offline-loading subcluster. Issue 43421 is still the best anchor for that theme. The only strong duplicate pairs are the offline tokenizer-loading regression and the Qwen2_5_VLProcessor batched-padding crash; the Mistral-regex pair is too weak to merge on title-level evidence alone.", + "confidence": 0.69, + "canonical_issue_reason": "43421 is the broadest and most central tokenizer-special-token issue in the set, so it best represents the only coherent subcluster.", + "canonical_pr_reason": null, + "best_issue_reason": "43421 is the best global issue representative because it captures the shared tokenizer/special-token theme that actually recurs across the packet.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43644", + "right": "issue:46665", + "accept": false, + "reason": "Both mention loading/from_pretrained, but they describe different failures: non-persistent buffers vs inconsistent class behavior." + }, + { + "left": "issue:44062", + "right": "issue:44451", + "accept": false, + "reason": "One is an AddedToken argument error; the other is a model-loading failure for a specific checkpoint." + }, + { + "left": "issue:44898", + "right": "issue:45072", + "accept": false, + "reason": "Vision interpolation failure and bf16 dtype mismatch are unrelated code paths." + }, + { + "left": "issue:44987", + "right": "issue:45042", + "accept": false, + "reason": "A model-load failure and an image-processor torchvision dependency regression are different issues." + }, + { + "left": "issue:44625", + "right": "issue:45479", + "accept": false, + "reason": "Both involve num_labels/classification, but one is config propagation and the other is degenerate loss behavior." + }, + { + "left": "issue:43381", + "right": "issue:43844", + "accept": false, + "reason": "Gradient checkpointing in eval mode is unrelated to the ZeRO-3 gradient increase regression." + }, + { + "left": "issue:39692", + "right": "issue:44610", + "accept": false, + "reason": "Both are model/processor mismatches, but one is a documentation example with multiple errors and the other is a specific processor resize bug." + }, + { + "left": "issue:44368", + "right": "issue:45357", + "accept": false, + "reason": "A tied-embeddings warning and incorrect visual-encoder save keys are separate issues." + }, + { + "left": "issue:41720", + "right": "issue:45704", + "accept": false, + "reason": "CUDA assert on Qwen3 auto device mapping and a T5 RMSNorm memory leak are unrelated." + }, + { + "left": "issue:43746", + "right": "issue:46050", + "accept": false, + "reason": "Local PEFT checkpoint loading and quantized save/load breakage are different failure modes." + }, + { + "left": "issue:46655", + "right": "issue:46693", + "accept": false, + "reason": "Video padding calculation and FA2 long-context performance regression are not the same bug." + }, + { + "left": "issue:43381", + "right": "issue:45704", + "accept": false, + "reason": "Different models, different subsystems, different failure modes." + }, + { + "left": "issue:43421", + "right": "issue:43927", + "accept": false, + "reason": "Both are token-related, but one is runtime special-token/post-processor updates and the other is config save/load losing custom token IDs." + }, + { + "left": "issue:44918", + "right": "issue:44936", + "accept": false, + "reason": "Different trainer failures: one is embeddings unpacking during SFT, the other is evaluate-after-train behavior." + }, + { + "left": "issue:45704", + "right": "issue:45923", + "accept": false, + "reason": "A memory leak in T5 and a missing gradient-checkpointing flag are unrelated." + }, + { + "left": "issue:42886", + "right": "issue:44843", + "accept": true, + "reason": "Same offline tokenizer-loading regression: 44843 identifies the unconditional model_info() call that breaks HF_HUB_OFFLINE cache loading in 42886." + }, + { + "left": "issue:45759", + "right": "issue:45923", + "accept": false, + "reason": "AutoModelForCausalLM config unwrapping and a trust_remote_code capability flag are different issues." + }, + { + "left": "issue:43746", + "right": "issue:43873", + "accept": false, + "reason": "PEFT local checkpoint loading and quantization offloading behavior are not the same code-path problem." + }, + { + "left": "issue:44514", + "right": "issue:44545", + "accept": true, + "reason": "These are the same Qwen2_5_VLProcessor.apply_chat_template batched-input crash with padding=False." + }, + { + "left": "issue:43994", + "right": "issue:44671", + "accept": false, + "reason": "SigLIP2 inference mismatch and CamemBERT masked-LM predictions are unrelated." + }, + { + "left": "issue:46032", + "right": "issue:46463", + "accept": false, + "reason": "Mamba2Mixer cache correctness and T5 decoder-input error messaging are separate bugs." + }, + { + "left": "issue:39692", + "right": "issue:43493", + "accept": false, + "reason": "Both mention SigLIP2, but one is a docs/model-processor mismatch and the other is a HF-vs-JAX implementation discrepancy." + }, + { + "left": "issue:43421", + "right": "issue:43653", + "accept": false, + "reason": "Both concern special tokens, but the concrete bugs differ: runtime post-processor updates versus BigBird mask-token registration and empty decode output." + }, + { + "left": "issue:43782", + "right": "issue:45381", + "accept": false, + "reason": "Qwen3VL weight_only loading and Qwen2.5-VL video position ids are distinct multimodal bugs." + }, + { + "left": "issue:30064", + "right": "issue:36010", + "accept": false, + "reason": "Image processor void-segmentation handling and a GenerationMixin import error are unrelated." + }, + { + "left": "issue:45081", + "right": "issue:45356", + "accept": false, + "reason": "They share the fix_mistral_regex/tokenizer theme, but the titles point to different model families and failure modes, so this is not strong enough to call the same bug." + }, + { + "left": "issue:43421", + "right": "issue:44186", + "accept": false, + "reason": "Special-token post-processor updates and LayoutLMv2 NER/padding crashes are not the same bug." + }, + { + "left": "issue:44995", + "right": "issue:46858", + "accept": false, + "reason": "A stale indexer cache crash on second forward pass is unrelated to a device-tensor seq-length bug in static cache arithmetic." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The writeup is mostly cautious, but one soft-edge accept is too strong for the packet: issue:45081 vs issue:45356 share the fix_mistral_regex / tokenizer theme, yet the titles point to different model families and different failure modes (an AttributeError crash vs codec-handling/warning regression). With only title-level evidence and no shared targets/files, that is not solid enough to call the same bug or a clear mergeable PR pair. The rest of the summary is reasonable, but this overstates the evidence." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 25, + "review_unit_index": 18, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-504", + "nodes": [ + "issue:30064", + "issue:36331", + "issue:39692", + "issue:41720", + "issue:43295", + "issue:43335", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43596", + "issue:43611", + "issue:43618", + "issue:43643", + "issue:43653", + "issue:43697", + "issue:43720", + "issue:43756", + "issue:43819", + "issue:43873", + "issue:43927", + "issue:44008", + "issue:44062", + "issue:44186", + "issue:44220", + "issue:44448", + "issue:44488", + "issue:44661", + "issue:44671", + "issue:44821", + "issue:44843", + "issue:44877", + "issue:44898", + "issue:44991", + "issue:45072", + "issue:45081", + "issue:45084", + "issue:45356", + "issue:45381", + "issue:45834", + "issue:45907", + "issue:45987", + "issue:46294", + "issue:46665", + "issue:46693", + "issue:46829", + "issue:46832", + "issue:46858", + "issue:46932" + ], + "soft_pairs": [ + "issue:45356|issue:45907", + "issue:39692|issue:43873", + "issue:43720|issue:43819", + "issue:46829|issue:46832", + "issue:45987|issue:46829", + "issue:43653|issue:43720", + "issue:43295|issue:45834", + "issue:44062|issue:44488", + "issue:43550|issue:43927", + "issue:43550|issue:45072", + "issue:43540|issue:46294", + "issue:45381|issue:46693", + "issue:43531|issue:43643", + "issue:43596|issue:44220", + "issue:43611|issue:46665", + "issue:44186|issue:44898", + "issue:44008|issue:46858", + "issue:43653|issue:43819", + "issue:45987|issue:46932", + "issue:41720|issue:44991", + "issue:30064|issue:36331", + "issue:43643|issue:44877", + "issue:44220|issue:44661", + "issue:43335|issue:43756", + "issue:43618|issue:43697", + "issue:44843|issue:45081", + "issue:43550|issue:43819", + "issue:39692|issue:45834", + "issue:44821|issue:45084", + "issue:44448|issue:44671" + ], + "prepared_review_unit_hash": "734a8d0427af707caf079723fa0b0f6ac58b4241e088b6225b36e345ea0a6d1d", + "component_budget": { + "node_count": 504, + "item_count": 504, + "soft_pair_count": 1853, + "serialized_chars": 961383, + "estimated_input_tokens": 240346, + "estimated_eval_tokens": 480948 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 37009, + "estimated_input_tokens": 9253, + "estimated_eval_tokens": 18762 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is broad and heterogeneous: it mixes unrelated tokenizer, config, multimodal, cache, and training regressions. I don\u2019t see any true duplicate pairs; the closest-looking ones only share a subsystem, not the same underlying bug. If one issue must anchor the set, #45081 is the cleanest standalone report.", + "confidence": 0.88, + "canonical_issue_reason": "#45081 is the best anchor because it is a self-contained, concrete crash in a specific helper (`_patch_mistral_regex`) with a clear failure mode and likely narrow fix path. The other items are too diverse to form a single duplicate cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "#45081 is the highest-signal issue here: specific, reproducible, and actionable, without depending on broader mixed symptoms or documentation-only failures.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45356", + "right": "issue:45907", + "accept": false, + "reason": "Tokenizer regression vs hub API forwarding in CI; different code paths and different failure classes." + }, + { + "left": "issue:39692", + "right": "issue:43873", + "accept": false, + "reason": "Doc/example model-processor mismatch and quantization failure is not the same as offloading behavior with quantization." + }, + { + "left": "issue:43720", + "right": "issue:43819", + "accept": false, + "reason": "Accelerate loading of packed weights is unrelated to DAC latent reconstruction mismatch from missing STE." + }, + { + "left": "issue:46829", + "right": "issue:46832", + "accept": false, + "reason": "One is an output-field mix-up in VideoPrism; the other is an RT-DETR feature-level length mismatch." + }, + { + "left": "issue:45987", + "right": "issue:46829", + "accept": false, + "reason": "StaticCache length return-type issue is unrelated to VideoPrism hidden_states assignment." + }, + { + "left": "issue:43653", + "right": "issue:43720", + "accept": false, + "reason": "Tokenizer special-token registration bug is not the same as BitNet packed-weight unpacking during load." + }, + { + "left": "issue:43295", + "right": "issue:45834", + "accept": false, + "reason": "Processor/tokenizer regression and long-ocr index error are different failures in different subsystems." + }, + { + "left": "issue:44062", + "right": "issue:44488", + "accept": false, + "reason": "AddedToken keyword duplication is unrelated to loading a specific tokenizer/model repo." + }, + { + "left": "issue:43550", + "right": "issue:43927", + "accept": false, + "reason": "Torch.compile/SDPA failure on Bamba is not the same as DiaConfig losing custom token IDs on save/load." + }, + { + "left": "issue:43550", + "right": "issue:45072", + "accept": false, + "reason": "Compile-time SDPA crash and bfloat16 dtype mismatch are different bug classes and code paths." + }, + { + "left": "issue:43540", + "right": "issue:46294", + "accept": false, + "reason": "Both involve video inputs in Qwen-family models, but the failure modes are different: processing ValueError vs chat-template feature/token mismatch." + }, + { + "left": "issue:45381", + "right": "issue:46693", + "accept": false, + "reason": "Video position-id 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 AutoConfig trust_remote_code field loss are not the same underlying problem." + }, + { + "left": "issue:43596", + "right": "issue:44220", + "accept": false, + "reason": "Deepspeed zero3/BertModel indexing failure is unrelated to audio fbank feature extraction." + }, + { + "left": "issue:43611", + "right": "issue:46665", + "accept": false, + "reason": "Base-model-prefix loading regression and from_pretrained-in-class inconsistency are only loosely related by loading semantics." + }, + { + "left": "issue:44186", + "right": "issue:44898", + "accept": false, + "reason": "LayoutLMv2 tokenizer padding/NER crash is unrelated to Perceiver non-default-resolution handling." + }, + { + "left": "issue:44008", + "right": "issue:46858", + "accept": false, + "reason": "Gemma3n variable-name collision has nothing to do with static cache seq_length returning a device tensor." + }, + { + "left": "issue:43653", + "right": "issue:43819", + "accept": false, + "reason": "Tokenizer special-token registration and DAC STE behavior are different components with different symptoms." + }, + { + "left": "issue:45987", + "right": "issue:46932", + "accept": false, + "reason": "StaticCache seq_length contract issue is unrelated to Gemma4 quantized vision/audio embedder dtype casting." + }, + { + "left": "issue:41720", + "right": "issue:44991", + "accept": false, + "reason": "Auto device-map CUDA assert on A800 is not the same as a tokenizer-loading failure for EMBEDDIA/est-roberta." + }, + { + "left": "issue:30064", + "right": "issue:36331", + "accept": false, + "reason": "Image processor void-segmentation failure and CustomTrainer loss-signature TypeError are unrelated." + }, + { + "left": "issue:43643", + "right": "issue:44877", + "accept": false, + "reason": "Both touch config loading, but one is missing fields under trust_remote_code and the other is strict-config rejection for granite_speech." + }, + { + "left": "issue:44220", + "right": "issue:44661", + "accept": false, + "reason": "Audio feature extraction helper failure is unrelated to add-new-model-like / TOKENIZER_MAPPING_NAMES handling." + }, + { + "left": "issue:43335", + "right": "issue:43756", + "accept": false, + "reason": "Sparse-layer creation bug and RoPE-layer dropping bug affect different model families and different architecture logic." + }, + { + "left": "issue:43618", + "right": "issue:43697", + "accept": false, + "reason": "CLIPOutput attentions regression and RT-DETR output drift are different model-output issues." + }, + { + "left": "issue:44843", + "right": "issue:45081", + "accept": false, + "reason": "Both hit `_patch_mistral_regex`, but one is an offline hub call and the other is an AttributeError on tokenizer internals; separate bugs." + }, + { + "left": "issue:43550", + "right": "issue:43819", + "accept": false, + "reason": "Different models, different failure modes: torch.compile/SDPA crash vs latent-decoding mismatch." + }, + { + "left": "issue:39692", + "right": "issue:45834", + "accept": false, + "reason": "SigLIP2 doc/quantization problems are not the same as Kosmos2.5 long-OCR indexing." + }, + { + "left": "issue:44821", + "right": "issue:45084", + "accept": false, + "reason": "AutoImageProcessor-from-URL loading and template-node compilation are unrelated failures." + }, + { + "left": "issue:44448", + "right": "issue:44671", + "accept": false, + "reason": "Two different model regressions between v4 and v5; same version context, not 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": 25, + "review_unit_index": 19, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-504", + "nodes": [ + "issue:28218", + "issue:29159", + "issue:34634", + "issue:36010", + "issue:43322", + "issue:43388", + "issue:43421", + "issue:43540", + "issue:43577", + "issue:43582", + "issue:43606", + "issue:43644", + "issue:43716", + "issue:43720", + "issue:43749", + "issue:43782", + "issue:43818", + "issue:43825", + "issue:43827", + "issue:43931", + "issue:43994", + "issue:44008", + "issue:44186", + "issue:44291", + "issue:44442", + "issue:44479", + "issue:44561", + "issue:44610", + "issue:44805", + "issue:44811", + "issue:44936", + "issue:44977", + "issue:44991", + "issue:45020", + "issue:45072", + "issue:45183", + "issue:45381", + "issue:45479", + "issue:45584", + "issue:45685", + "issue:45834", + "issue:46032", + "issue:46291", + "issue:46294", + "issue:46463", + "issue:46512", + "issue:46846" + ], + "soft_pairs": [ + "issue:34634|issue:36010", + "issue:43540|issue:44008", + "issue:44186|issue:44442", + "issue:45183|issue:45479", + "issue:45584|issue:45834", + "issue:43644|issue:43749", + "issue:43322|issue:45685", + "issue:43606|issue:45072", + "issue:43782|issue:44977", + "issue:43388|issue:46032", + "issue:44479|issue:45834", + "issue:43421|issue:44811", + "issue:43582|issue:46512", + "issue:43577|issue:43818", + "issue:44561|issue:45020", + "issue:43825|issue:43994", + "issue:44991|issue:46291", + "issue:46294|issue:46463", + "issue:43716|issue:44008", + "issue:43931|issue:46846", + "issue:44805|issue:44936", + "issue:43540|issue:45381", + "issue:44610|issue:45072", + "issue:43749|issue:44291", + "issue:28218|issue:29159", + "issue:43720|issue:45072", + "issue:43825|issue:43827" + ], + "prepared_review_unit_hash": "bb7f0cd187e30a50b7bda6482fd77c9487d9d48eca30b3e5ee2d085ff7600274", + "component_budget": { + "node_count": 504, + "item_count": 504, + "soft_pair_count": 1853, + "serialized_chars": 961383, + "estimated_input_tokens": 240346, + "estimated_eval_tokens": 480948 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 35592, + "estimated_input_tokens": 8898, + "estimated_eval_tokens": 18052 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These are mostly unrelated issues grouped by broad subsystem. I would not accept any soft-edge duplicates on metadata alone. The tokenizer pair `issue:28218`/`issue:29159` is the closest match, but with only titles and no body-level overlap it remains merely plausible, not a safe duplicate.", + "confidence": 0.82, + "canonical_issue_reason": "`issue:28218` is the most concrete and narrowly scoped report in the set: it describes a specific added-token spacing symptom, making it the best anchor for tokenizer-related triage without overclaiming duplication.", + "canonical_pr_reason": null, + "best_issue_reason": "`issue:28218` is the strongest single issue candidate because it is specific, actionable, and symptom-focused rather than a broader or more generic tokenizer complaint.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:34634", + "right": "issue:36010", + "accept": false, + "reason": "Different subsystems and failure modes: BarkProcessor preset handling vs GenerationMixin import resolution." + }, + { + "left": "issue:43540", + "right": "issue:44008", + "accept": false, + "reason": "Unrelated bugs in different models: Qwen3OmniMoe video input validation vs Gemma 3n forward-path name collision." + }, + { + "left": "issue:44186", + "right": "issue:44442", + "accept": false, + "reason": "Both are tokenizer-related, but the concrete problems differ: LayoutLMv2 NER/padding crash vs AutoTokenizer loading failure." + }, + { + "left": "issue:45183", + "right": "issue:45479", + "accept": false, + "reason": "Input-validation error messaging is not the same bug as degenerate sequence-classification loss behavior." + }, + { + "left": "issue:45584", + "right": "issue:45834", + "accept": false, + "reason": "Different models and symptoms: Whisper empty transcription vs Kosmos2.5 OCR long-input index error." + }, + { + "left": "issue:43644", + "right": "issue:43749", + "accept": false, + "reason": "Both concern loading, but the underlying failures are different: non-persistent buffer junk vs FSDP CPU RAM efficient loading." + }, + { + "left": "issue:43322", + "right": "issue:45685", + "accept": false, + "reason": "A Llava loading segfault is not the same concrete bug as an MPS histogram kernel type error." + }, + { + "left": "issue:43606", + "right": "issue:45072", + "accept": false, + "reason": "Both are runtime mismatches, but on different models and different mechanisms: CPU offload device mismatch vs bfloat16 dtype mismatch." + }, + { + "left": "issue:43782", + "right": "issue:44977", + "accept": false, + "reason": "Qwen3VL weight-only loading error and Qwen3.5 flash-attention generation issue are distinct code paths." + }, + { + "left": "issue:43388", + "right": "issue:46032", + "accept": false, + "reason": "Metric-gathering label truncation and Mamba2 use_cache correctness are different bugs." + }, + { + "left": "issue:44479", + "right": "issue:45834", + "accept": false, + "reason": "Both are video/OCR adjacent, but they affect different models and different failure modes." + }, + { + "left": "issue:43421", + "right": "issue:44811", + "accept": false, + "reason": "Runtime post-processor update behavior is unrelated to Whisper batch_decode skip_special_tokens handling." + }, + { + "left": "issue:43582", + "right": "issue:46512", + "accept": false, + "reason": "Apple Silicon warmup TypeError and stale config dtype after from_config are different dtype/config bugs." + }, + { + "left": "issue:43577", + "right": "issue:43818", + "accept": false, + "reason": "Different model families and different failures: BLIP2 dtype loading vs Video-LLaVA architecture/weight-sharing issue." + }, + { + "left": "issue:44561", + "right": "issue:45020", + "accept": false, + "reason": "A removed helper breaking trust_remote_code is not the same as the broader remote_code regression." + }, + { + "left": "issue:43825", + "right": "issue:43994", + "accept": false, + "reason": "An error-message/docs issue is not the same as a model producing nonsensical outputs." + }, + { + "left": "issue:44991", + "right": "issue:46291", + "accept": false, + "reason": "Tokenizer loading failure and pipeline import failure are unrelated." + }, + { + "left": "issue:46294", + "right": "issue:46463", + "accept": false, + "reason": "Different models and validation paths: Qwen video chat-template mismatch vs T5 decoder-input validation messaging." + }, + { + "left": "issue:43716", + "right": "issue:44008", + "accept": false, + "reason": "Different multimodal dtype mismatch vs Gemma 3n variable-collision bug." + }, + { + "left": "issue:43931", + "right": "issue:46846", + "accept": false, + "reason": "Both are Qwen3-family, but one is a weight-shape mismatch and the other is TP-plan coverage causing OOM/shape issues." + }, + { + "left": "issue:44805", + "right": "issue:44936", + "accept": false, + "reason": "Mask/tensor shape IndexError is not the same as trainer.evaluate() failing after training." + }, + { + "left": "issue:43540", + "right": "issue:45381", + "accept": false, + "reason": "Both mention video, but they affect different models and different validation logic." + }, + { + "left": "issue:44610", + "right": "issue:45072", + "accept": false, + "reason": "Processor resolution mismatch and dtype mismatch are different classes of bug." + }, + { + "left": "issue:43749", + "right": "issue:44291", + "accept": false, + "reason": "FSDP CPU RAM efficient loading and init_empty_weights argument validation are distinct loading failures." + }, + { + "left": "issue:28218", + "right": "issue:29159", + "accept": false, + "reason": "They are thematically similar tokenizer reports, but the evidence here is only title-level; without body overlap it is too weak to call the same duplicate bug." + }, + { + "left": "issue:43720", + "right": "issue:45072", + "accept": false, + "reason": "Packed-weight loading failure is unrelated to a bfloat16 dtype mismatch." + }, + { + "left": "issue:43825", + "right": "issue:43827", + "accept": false, + "reason": "An error-message issue and documentation drift around pipeline removal are related topics, but not the same underlying bug." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The overall read is mostly grounded, but the one positive soft-edge verdict is too strong for the evidence available. From the packet we only have titles/metadata, and `issue:28218` vs `issue:29159` are merely similar tokenizer reports; calling them the same duplicate pair is not conservative enough. The summary also overstates this as the only plausible duplicate. Please downgrade that pair to a tentative/plausible match unless you can cite body-level overlap." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 25, + "review_unit_index": 20, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-504", + "nodes": [ + "issue:34634", + "issue:36010", + "issue:36331", + "issue:42175", + "issue:43257", + "issue:43262", + "issue:43329", + "issue:43452", + "issue:43526", + "issue:43550", + "issue:43577", + "issue:43582", + "issue:43645", + "issue:43653", + "issue:43697", + "issue:43742", + "issue:43782", + "issue:43819", + "issue:43906", + "issue:43927", + "issue:44060", + "issue:44368", + "issue:44554", + "issue:44589", + "issue:44671", + "issue:44857", + "issue:44912", + "issue:44991", + "issue:45003", + "issue:45020", + "issue:45042", + "issue:45081", + "issue:45084", + "issue:45325", + "issue:45372", + "issue:45406", + "issue:45538", + "issue:45600", + "issue:45701", + "issue:46175", + "issue:46209", + "issue:46285", + "issue:46326", + "issue:46665", + "issue:46697", + "issue:46728", + "issue:46932" + ], + "soft_pairs": [ + "issue:43645|issue:46665", + "issue:44671|issue:45701", + "issue:43577|issue:43582", + "issue:42175|issue:45081", + "issue:34634|issue:36331", + "issue:46175|issue:46932", + "issue:46697|issue:46728", + "issue:45003|issue:46285", + "issue:43782|issue:45325", + "issue:43653|issue:44912", + "issue:43262|issue:43819", + "issue:43582|issue:44857", + "issue:45372|issue:46326", + "issue:45081|issue:45406", + "issue:43742|issue:45020", + "issue:44589|issue:45042", + "issue:43550|issue:44912", + "issue:43452|issue:44991", + "issue:43257|issue:43329", + "issue:44060|issue:44368", + "issue:43526|issue:43697", + "issue:36010|issue:43645", + "issue:43906|issue:46209", + "issue:36010|issue:36331", + "issue:43329|issue:45600", + "issue:43526|issue:44554", + "issue:45084|issue:45538", + "issue:43819|issue:43927" + ], + "prepared_review_unit_hash": "8eb6476e6a63272178d0a15332a851d59977a42bdf43441209102e1192cb22e1", + "component_budget": { + "node_count": 504, + "item_count": 504, + "soft_pair_count": 1853, + "serialized_chars": 961383, + "estimated_input_tokens": 240346, + "estimated_eval_tokens": 480948 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "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": "This cluster is not a true duplicate set; it mixes many unrelated Transformers bugs across loading, tokenization, processors, vision/audio, and training/runtime paths. No single canonical issue or PR stands out as a real duplicate anchor.", + "confidence": 0.94, + "canonical_issue_reason": "No coherent canonical issue: the items describe distinct failures in different model families and code paths, so any one issue would misrepresent the cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "If forced to pick a representative, issue:45020 is the broadest and most central-sounding report, but it is still too generic to serve as a real canonical for this heterogeneous set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43645", + "right": "issue:46665", + "accept": false, + "reason": "Both mention model initialization/from_pretrained behavior, but one is a Jupyter/custom-model regression and the other is inconsistent behavior inside Python classes; not the same bug or fix path." + }, + { + "left": "issue:44671", + "right": "issue:45701", + "accept": false, + "reason": "One is a CamemBERT masked-LM correctness bug and the other is a broad tokenization-version change report; same theme, different underlying issue." + }, + { + "left": "issue:43577", + "right": "issue:43582", + "accept": false, + "reason": "Blip2 dtype-loading behavior and an Apple Silicon allocator TypeError are unrelated code paths." + }, + { + "left": "issue:42175", + "right": "issue:45081", + "accept": false, + "reason": "Package/backend install metadata vs Mistral tokenizer regex patching are unrelated." + }, + { + "left": "issue:34634", + "right": "issue:36331", + "accept": false, + "reason": "A Bark voice preset bug and a CustomTrainer loss-signature regression are completely different." + }, + { + "left": "issue:46175", + "right": "issue:46932", + "accept": false, + "reason": "Both are Gemma4-related, but one is a huge one-hot position embedding problem and the other is a dtype-casting bug for quantized embedders; not mergeable as one fix." + }, + { + "left": "issue:46697", + "right": "issue:46728", + "accept": false, + "reason": "Different image-processing bugs in different models: over-padding vs incorrect patch counting." + }, + { + "left": "issue:45003", + "right": "issue:46285", + "accept": false, + "reason": "Unsafe sys.modules access in modeling_utils is unrelated to CLIP model structure inconsistency." + }, + { + "left": "issue:43782", + "right": "issue:45325", + "accept": false, + "reason": "Different Qwen-VL bugs: weight_only loading failure versus rope-index temporal scaling." + }, + { + "left": "issue:43653", + "right": "issue:44912", + "accept": false, + "reason": "BigBirdTokenizer special-token registration and MXFP4 quantization fallback are unrelated." + }, + { + "left": "issue:43262", + "right": "issue:43819", + "accept": false, + "reason": "Both are audio-related, but one is chat-template sampling-rate defaulting and the other is DAC latent reconstruction mismatch." + }, + { + "left": "issue:43582", + "right": "issue:44857", + "accept": false, + "reason": "Apple Silicon warmup TypeError and CUDA AMP loss crash are distinct runtime issues." + }, + { + "left": "issue:45372", + "right": "issue:46326", + "accept": false, + "reason": "Both touch mistral_common, but one is a missing import breaking Gemma4 processor loading while the other concerns continue_final_message handling for tokenizers." + }, + { + "left": "issue:45081", + "right": "issue:45406", + "accept": false, + "reason": "Mistral tokenizer regex patch crash and Gemma4Processor missing _tokenizer are separate failures." + }, + { + "left": "issue:43742", + "right": "issue:45020", + "accept": false, + "reason": "A specific model-load KeyError is not the same as the broad remote_code regression report." + }, + { + "left": "issue:44589", + "right": "issue:45042", + "accept": false, + "reason": "Float8 storage lookup failure and torchvision dependency enforcement are unrelated." + }, + { + "left": "issue:43550", + "right": "issue:44912", + "accept": false, + "reason": "torch.compile/SDPA behavior for Bamba and MXFP4 loading fallback for git-oss-20b are different bugs." + }, + { + "left": "issue:43452", + "right": "issue:44991", + "accept": false, + "reason": "Both concern from_pretrained/tokenizer loading, but one is gguf_file handling and the other is a specific tokenizer regression for EMBEDDIA/est-roberta." + }, + { + "left": "issue:43257", + "right": "issue:43329", + "accept": false, + "reason": "Qwen3 MoE weight conversion under accelerate+deepspeed is unrelated to a multimodal token-count video-branch bug." + }, + { + "left": "issue:44060", + "right": "issue:44368", + "accept": false, + "reason": "One is an actual tied-weights mapping bug in Qwen3-Next, the other is a user-facing warning about tie_word_embeddings in a different Qwen fine-tuning context." + }, + { + "left": "issue:43526", + "right": "issue:43697", + "accept": false, + "reason": "BEiT label reduction and RT-DETRv2 output divergence are different model bugs." + }, + { + "left": "issue:36010", + "right": "issue:43645", + "accept": false, + "reason": "GenerationMixin import failure and custom-model notebook initialization are unrelated." + }, + { + "left": "issue:43906", + "right": "issue:46209", + "accept": false, + "reason": "An isolated reproduction of an older issue and an FP8/B200 inference failure are not the same underlying problem." + }, + { + "left": "issue:36010", + "right": "issue:36331", + "accept": false, + "reason": "Transformers import regression and trainer compute_loss signature regression are unrelated." + }, + { + "left": "issue:43329", + "right": "issue:45600", + "accept": false, + "reason": "A multimodal token-count video path bug and stale auto_mappings references are different issues." + }, + { + "left": "issue:43526", + "right": "issue:44554", + "accept": false, + "reason": "Label reduction in BEiT and MPS attention correctness are unrelated." + }, + { + "left": "issue:45084", + "right": "issue:45538", + "accept": false, + "reason": "Template compilation error and CLIPTokenizer max_length configuration are not the same bug." + }, + { + "left": "issue:43819", + "right": "issue:43927", + "accept": false, + "reason": "DAC latent reconstruction mismatch and DiaConfig custom token IDs persistence 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": 25, + "review_unit_index": 21, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-504", + "nodes": [ + "issue:29159", + "issue:34567", + "issue:38175", + "issue:39692", + "issue:40990", + "issue:42175", + "issue:42490", + "issue:42915", + "issue:43257", + "issue:43262", + "issue:43329", + "issue:43450", + "issue:43454", + "issue:43531", + "issue:43540", + "issue:43577", + "issue:43606", + "issue:43638", + "issue:43643", + "issue:43650", + "issue:43696", + "issue:43720", + "issue:43742", + "issue:43746", + "issue:43749", + "issue:43854", + "issue:43906", + "issue:43931", + "issue:44291", + "issue:44387", + "issue:44479", + "issue:44610", + "issue:44617", + "issue:44756", + "issue:44811", + "issue:44821", + "issue:44912", + "issue:44936", + "issue:44977", + "issue:45042", + "issue:45459", + "issue:45759", + "issue:45803", + "issue:45859", + "issue:46291", + "issue:46421", + "issue:46424", + "issue:46701" + ], + "soft_pairs": [ + "issue:43638|issue:44936", + "issue:43531|issue:45042", + "issue:42175|issue:46291", + "issue:42490|issue:43257", + "issue:43746|issue:44811", + "issue:43854|issue:44977", + "issue:43643|issue:45759", + "issue:39692|issue:44912", + "issue:43720|issue:44610", + "issue:38175|issue:44610", + "issue:43257|issue:43696", + "issue:43262|issue:44811", + "issue:44387|issue:44617", + "issue:43257|issue:43931", + "issue:43329|issue:43450", + "issue:43329|issue:44479", + "issue:45459|issue:45803", + "issue:42915|issue:43742", + "issue:34567|issue:40990", + "issue:46421|issue:46424", + "issue:44291|issue:45042", + "issue:43749|issue:44756", + "issue:43650|issue:43906", + "issue:29159|issue:34567", + "issue:42915|issue:44821", + "issue:43606|issue:45859", + "issue:43540|issue:46701", + "issue:43454|issue:43577" + ], + "prepared_review_unit_hash": "7fc3a45e1a73a848c481e67365a430a6e98f10b53c179662fe20cc9e125a1e13", + "component_budget": { + "node_count": 504, + "item_count": 504, + "soft_pair_count": 1853, + "serialized_chars": 961383, + "estimated_input_tokens": 240346, + "estimated_eval_tokens": 480948 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36139, + "estimated_input_tokens": 9035, + "estimated_eval_tokens": 18326 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: the items cover unrelated tokenizer, trainer, quantization, loading, vision, audio, and video bugs. None of the soft pairs look like the same underlying defect or change.", + "confidence": 0.98, + "canonical_issue_reason": "No clear canonical issue: the set is a grab bag of unrelated reports, and the soft pairs do not collapse into one duplicate bug.", + "canonical_pr_reason": null, + "best_issue_reason": "No single issue is a good representative for this cluster because there is no shared root cause across the items.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43638", + "right": "issue:44936", + "accept": false, + "reason": "Different training failures: ZeRO-3/non-pretrained BERT index error vs evaluate() breaking after train()." + }, + { + "left": "issue:43531", + "right": "issue:45042", + "accept": false, + "reason": "Qwen3-MoE sliding_window bug is unrelated to PIL image processors incorrectly requiring torchvision." + }, + { + "left": "issue:42175", + "right": "issue:46291", + "accept": false, + "reason": "Missing TensorFlow in a torch install is unrelated to kernels v0.15 import-time requirements." + }, + { + "left": "issue:42490", + "right": "issue:43257", + "accept": false, + "reason": "Local-path trailing-slash import warning is unrelated to Qwen3 MoE weight conversion under accelerate+deepspeed." + }, + { + "left": "issue:43746", + "right": "issue:44811", + "accept": false, + "reason": "PEFT local checkpoint loading for GraniteSpeech is unrelated to Whisper batch_decode skip_special_tokens handling." + }, + { + "left": "issue:43854", + "right": "issue:44977", + "accept": false, + "reason": "GLM-4.7-Flash unit-test loading failure is unrelated to Qwen3.5 flash-attention generation behavior." + }, + { + "left": "issue:43643", + "right": "issue:45759", + "accept": false, + "reason": "Both involve config loading, but one is trust_remote_code missing fields and the other is from_config not unwrapping text_config; different code paths." + }, + { + "left": "issue:39692", + "right": "issue:44912", + "accept": false, + "reason": "SigLIP2 docs example errors are unrelated to gpt-oss-20b MXFP4 quantization fallback." + }, + { + "left": "issue:43720", + "right": "issue:44610", + "accept": false, + "reason": "Packed-weight unpacking in accelerate loading is unrelated to OmDet-Turbo processor/model input-size mismatch." + }, + { + "left": "issue:38175", + "right": "issue:44610", + "accept": false, + "reason": "Zero probabilities on siglip2-base is unrelated to OmDet-Turbo producing 640px inputs for a 224px model." + }, + { + "left": "issue:43257", + "right": "issue:43696", + "accept": false, + "reason": "Qwen3 MoE weight conversion/loading bug is unrelated to a CUDA OOM on GPT-oss-20b." + }, + { + "left": "issue:43262", + "right": "issue:44811", + "accept": false, + "reason": "Audio chat-template sample-rate defaulting is unrelated to Whisper decode flags being ignored." + }, + { + "left": "issue:44387", + "right": "issue:44617", + "accept": false, + "reason": "Int4 quantization reserved-memory regression is unrelated to Sam3Video OOM." + }, + { + "left": "issue:43257", + "right": "issue:43931", + "accept": false, + "reason": "Qwen3 MoE conversion/loading issue is unrelated to Qwen3-VL weight-shape mismatch." + }, + { + "left": "issue:43329", + "right": "issue:43450", + "accept": false, + "reason": "Undefined helpers in multimodal token counting is different from batched video-processor shape errors." + }, + { + "left": "issue:43329", + "right": "issue:44479", + "accept": false, + "reason": "Video token-counting undefined variables are not the same bug as the v5.3.0 video-input regression." + }, + { + "left": "issue:45459", + "right": "issue:45803", + "accept": false, + "reason": "Both hide errors with broad excepts, but they are different modules and behaviors: tokenizer protobuf decode vs Fuyu tensor conversion/KeyboardInterrupt." + }, + { + "left": "issue:42915", + "right": "issue:43742", + "accept": false, + "reason": "Qwen3Moe FineGrainedFP8 failure is unrelated to MobileLLM-125M key errors." + }, + { + "left": "issue:34567", + "right": "issue:40990", + "accept": false, + "reason": "TrainerState token counter not updating is unrelated to GPT-oss-20b perplexity being too high." + }, + { + "left": "issue:46421", + "right": "issue:46424", + "accept": false, + "reason": "Both are cache-related, but one is spurious recompilation from lazy init and the other is max_cache_length only applying to Quantized Cache." + }, + { + "left": "issue:44291", + "right": "issue:45042", + "accept": false, + "reason": "init_empty_weights/_is_hf_initialized argument handling is unrelated to PIL backend torchvision dependency checks." + }, + { + "left": "issue:43749", + "right": "issue:44756", + "accept": false, + "reason": "FSDP CPU RAM efficient loading breakage is unrelated to disabling mmap on Strix Halo to avoid OOM." + }, + { + "left": "issue:43650", + "right": "issue:43906", + "accept": false, + "reason": "A placeholder 'ADD THE DATA' issue is unrelated to an isolated reproduction of another bug." + }, + { + "left": "issue:29159", + "right": "issue:34567", + "accept": false, + "reason": "Tokenizer slow/fast inconsistency is unrelated to TrainerState's token counter not updating." + }, + { + "left": "issue:42915", + "right": "issue:44821", + "accept": false, + "reason": "Qwen3Moe FP8 loading failure is unrelated to AutoImageProcessor URL loading." + }, + { + "left": "issue:43606", + "right": "issue:45859", + "accept": false, + "reason": "Bark-small CPU offload device mismatch is unrelated to Qwen3_5Moe text rotary embedding CPU-offload compatibility." + }, + { + "left": "issue:43540", + "right": "issue:46701", + "accept": false, + "reason": "Qwen3OmniMoe video ValueError is unrelated to DiffusionGemma image-text-to-text pipeline failure." + }, + { + "left": "issue:43454", + "right": "issue:43577", + "accept": false, + "reason": "AyaVision lm_head tying failure is unrelated to Blip2 dtype propagation leaving model.qformer in float32." + } + ] + }, + "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": 25, + "review_unit_index": 22, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-504", + "nodes": [ + "issue:24643", + "issue:27957", + "issue:28282", + "issue:29127", + "issue:29159", + "issue:29870", + "issue:33357", + "issue:34567", + "issue:34689", + "issue:41720", + "issue:42175", + "issue:42915", + "issue:43404", + "issue:43425", + "issue:43452", + "issue:43525", + "issue:43540", + "issue:43577", + "issue:43582", + "issue:43697", + "issue:43742", + "issue:43749", + "issue:43824", + "issue:43927", + "issue:44062", + "issue:44291", + "issue:44479", + "issue:44568", + "issue:44849", + "issue:44857", + "issue:44912", + "issue:44936", + "issue:44987", + "issue:44991", + "issue:45127", + "issue:45137", + "issue:45356", + "issue:45357", + "issue:45405", + "issue:45538", + "issue:45701", + "issue:45907", + "issue:46291", + "issue:46512", + "issue:46693", + "issue:46821", + "issue:46832", + "issue:46869" + ], + "soft_pairs": [ + "issue:28282|issue:29870", + "issue:43927|issue:44912", + "issue:44568|issue:45356", + "issue:43525|issue:46291", + "issue:44987|issue:45538", + "issue:28282|issue:34689", + "issue:33357|issue:34567", + "issue:44857|issue:46832", + "issue:43697|issue:45357", + "issue:43425|issue:46291", + "issue:43404|issue:45127", + "issue:42175|issue:43824", + "issue:45137|issue:45405", + "issue:45538|issue:46869", + "issue:42915|issue:45538", + "issue:28282|issue:29127", + "issue:44479|issue:46693", + "issue:44062|issue:44991", + "issue:43742|issue:44291", + "issue:44936|issue:46821", + "issue:42915|issue:43749", + "issue:43452|issue:43582", + "issue:24643|issue:29159", + "issue:43577|issue:46512", + "issue:44849|issue:45701", + "issue:27957|issue:28282", + "issue:44987|issue:45907", + "issue:41720|issue:43540" + ], + "prepared_review_unit_hash": "4771dbd8714d50cd8274becf2c620c4df4065870fd73efd0707d01c243706187", + "component_budget": { + "node_count": 504, + "item_count": 504, + "soft_pair_count": 1853, + "serialized_chars": 961383, + "estimated_input_tokens": 240346, + "estimated_eval_tokens": 480948 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36144, + "estimated_input_tokens": 9036, + "estimated_eval_tokens": 18328 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: most items are unrelated Transformers bugs that only share superficial loading/tokenization/runtime-error wording. None of the soft pairs looks like the same underlying fix, so I would not merge any of them as duplicates.", + "confidence": 0.21, + "canonical_issue_reason": "issue:28282 is the most connected node in the soft-pair graph and is a broad model-loading/import failure, but it still does not cleanly cover the rest of the cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:28282 is the best single representative by connectivity, though the cluster is too mixed for it to be a strong canonical duplicate target.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:28282", + "right": "issue:29870", + "accept": false, + "reason": "Generic AutoModel PyTorch-import failure vs a BART generate() decoder_attention_mask bug; different code paths and symptoms." + }, + { + "left": "issue:43927", + "right": "issue:44912", + "accept": false, + "reason": "Config save/load custom token IDs vs MXFP4 quantization fallback; unrelated model-state issues." + }, + { + "left": "issue:44568", + "right": "issue:45356", + "accept": false, + "reason": "Both are tokenizer regressions, but one is missing BOS/EOS addition and the other is codec/warning handling; not the same bug." + }, + { + "left": "issue:43525", + "right": "issue:46291", + "accept": false, + "reason": "Missing pad_token_id on Llama4Config vs kernels revision/version requirement in pipeline import; unrelated." + }, + { + "left": "issue:44987", + "right": "issue:45538", + "accept": false, + "reason": "Model loading failure for a specific repo vs CLIPTokenizer max_length constant; not the same underlying problem." + }, + { + "left": "issue:28282", + "right": "issue:34689", + "accept": false, + "reason": "PyTorch-not-found import error vs Llama 3.2 Vision loading break; different failure modes." + }, + { + "left": "issue:33357", + "right": "issue:34567", + "accept": false, + "reason": "MacOS bus error in CLIP loading vs TrainerState token-count update bug; unrelated." + }, + { + "left": "issue:44857", + "right": "issue:46832", + "accept": false, + "reason": "LwDetr AMP/CUDA crash vs RT-DETR feature-level mismatch TypeError; different code paths." + }, + { + "left": "issue:43697", + "right": "issue:45357", + "accept": false, + "reason": "RTDetrV2 output drift in v5 vs Qwen3.5 save_pretrained key regression; not the same bug." + }, + { + "left": "issue:43425", + "right": "issue:46291", + "accept": false, + "reason": "Torch version incompatibility vs kernels API revision requirement; unrelated issues." + }, + { + "left": "issue:43404", + "right": "issue:45127", + "accept": false, + "reason": "Both involve tied embeddings/weights, but one is a model tying bug and the other is LoRA merge collapse with extended vocab; not mergeable as one fix." + }, + { + "left": "issue:42175", + "right": "issue:43824", + "accept": false, + "reason": "TensorFlow missing from torch extra vs missing Qwen2_5_VL import; unrelated packaging/import problems." + }, + { + "left": "issue:45137", + "right": "issue:45405", + "accept": false, + "reason": "DeepSpeed ZeRO3 deque failure vs PEFT minimum-version bump; unrelated." + }, + { + "left": "issue:45538", + "right": "issue:46869", + "accept": false, + "reason": "CLIPTokenizer max_length quirk vs YOLO multi-GPU device-map failure; different subsystems and root causes." + }, + { + "left": "issue:42915", + "right": "issue:45538", + "accept": false, + "reason": "Qwen3Moe FP8 config failure vs CLIPTokenizer length constant; unrelated." + }, + { + "left": "issue:28282", + "right": "issue:29127", + "accept": false, + "reason": "Environment/import error vs LayoutLMv3 error-message clarity issue; not the same bug." + }, + { + "left": "issue:44479", + "right": "issue:46693", + "accept": false, + "reason": "Both are regressions, but one is a video-input functional regression and the other is a FA2 long-context performance regression; different fixes." + }, + { + "left": "issue:44062", + "right": "issue:44991", + "accept": false, + "reason": "AddedToken special-arg duplication vs tokenizer load failure for a specific model; both tokenizer-related but different underlying causes." + }, + { + "left": "issue:43742", + "right": "issue:44291", + "accept": false, + "reason": "KeyError loading MobileLLM vs unexpected _is_hf_initialized argument in init_empty_weights; both loading-related, but not the same code-path problem." + }, + { + "left": "issue:44936", + "right": "issue:46821", + "accept": false, + "reason": "trainer.evaluate() after train() bug vs TimesFM window_size AttributeError; unrelated." + }, + { + "left": "issue:42915", + "right": "issue:43749", + "accept": false, + "reason": "Qwen3Moe FP8 issue vs FSDP CPU RAM efficient loading breakage; different features and failures." + }, + { + "left": "issue:43452", + "right": "issue:43582", + "accept": false, + "reason": "gguf_file loading failure vs Apple Silicon caching_allocator_warmup TypeError; unrelated." + }, + { + "left": "issue:24643", + "right": "issue:29159", + "accept": false, + "reason": "DeepSpeed weight-shape RuntimeError vs slow/fast tokenizer inconsistency; unrelated." + }, + { + "left": "issue:43577", + "right": "issue:46512", + "accept": false, + "reason": "Both concern dtype handling, but one is BLIP2 weight dtype propagation and the other is config.dtype staleness in from_config; different fixes." + }, + { + "left": "issue:44849", + "right": "issue:45701", + "accept": false, + "reason": "Qwen3.5 hidden-states bug vs general version-dependent tokenization changes; not the same underlying issue." + }, + { + "left": "issue:27957", + "right": "issue:28282", + "accept": false, + "reason": "Flash Attention 2 compatibility for XLMRoberta vs PyTorch missing import error; unrelated." + }, + { + "left": "issue:44987", + "right": "issue:45907", + "accept": false, + "reason": "Model load regression vs list_repo_files not forwarding revision; different API surfaces and root causes." + }, + { + "left": "issue:41720", + "right": "issue:43540", + "accept": false, + "reason": "Auto device-mapping CUDA assert vs video-input processing ValueError in Qwen3OmniMoe; different failure modes." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 25, + "review_unit_index": 23, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-504", + "nodes": [ + "issue:24643", + "issue:29870", + "issue:34567", + "issue:36331", + "issue:38175", + "issue:42175", + "issue:43257", + "issue:43452", + "issue:43531", + "issue:43540", + "issue:43577", + "issue:43582", + "issue:43716", + "issue:43742", + "issue:43756", + "issue:43906", + "issue:44062", + "issue:44291", + "issue:44479", + "issue:44488", + "issue:44560", + "issue:44568", + "issue:44589", + "issue:44625", + "issue:44737", + "issue:44792", + "issue:44821", + "issue:44877", + "issue:44898", + "issue:44964", + "issue:45042", + "issue:45072", + "issue:45081", + "issue:45325", + "issue:45381", + "issue:45405", + "issue:45488", + "issue:45600", + "issue:45672", + "issue:45674", + "issue:45823", + "issue:46399", + "issue:46463", + "issue:46468", + "issue:46491", + "issue:46693", + "issue:46701", + "issue:46821" + ], + "soft_pairs": [ + "issue:43540|issue:44560", + "issue:44479|issue:45381", + "issue:42175|issue:44488", + "issue:43540|issue:44479", + "issue:34567|issue:36331", + "issue:38175|issue:44898", + "issue:44568|issue:45488", + "issue:44792|issue:44964", + "issue:44062|issue:45081", + "issue:43257|issue:43756", + "issue:44291|issue:44821", + "issue:43582|issue:46821", + "issue:45042|issue:45081", + "issue:43756|issue:46399", + "issue:43742|issue:44589", + "issue:43756|issue:45325", + "issue:43716|issue:46701", + "issue:44568|issue:46491", + "issue:44737|issue:46463", + "issue:43577|issue:45072", + "issue:45405|issue:45600", + "issue:45672|issue:45674", + "issue:43531|issue:44821", + "issue:45823|issue:46463", + "issue:43906|issue:46693", + "issue:24643|issue:29870", + "issue:43906|issue:46468", + "issue:43452|issue:44488", + "issue:44625|issue:44877", + "issue:43540|issue:46693" + ], + "prepared_review_unit_hash": "23bc52ca96ba056903bbffdd556c119e16965615ac9b2d67709ebeb0c82fc003", + "component_budget": { + "node_count": 504, + "item_count": 504, + "soft_pair_count": 1853, + "serialized_chars": 961383, + "estimated_input_tokens": 240346, + "estimated_eval_tokens": 480948 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36988, + "estimated_input_tokens": 9247, + "estimated_eval_tokens": 18750 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly a set of unrelated transformer bug reports. A few issues sit in the same broad Qwen/video-regression area, but none of the soft pairs are strong enough to treat as true duplicates or mergeable PR-equivalents.", + "confidence": 0.91, + "canonical_issue_reason": "issue:44479 is the broadest and most central of the related reports: it describes a regression affecting multiple Qwen VL/MoE variants, which makes it the best anchor for the small Qwen video-regression subgroup in this cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44479 is the most representative issue overall because it captures the widest shared symptom family among the closest-related items while remaining concrete and actionable.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43540", + "right": "issue:44560", + "accept": false, + "reason": "Different model families and different failure modes: Qwen3OmniMoe video processing ValueError vs Qwen3-vl-embedding StopIteration. Same broad area, not the same bug." + }, + { + "left": "issue:44479", + "right": "issue:45381", + "accept": false, + "reason": "Both concern Qwen VL video regressions, but 44479 is a broad multi-model regression report while 45381 is a narrower position_ids bug for Qwen2.5-VL; not enough evidence they are the same concrete defect." + }, + { + "left": "issue:42175", + "right": "issue:44488", + "accept": false, + "reason": "Package/backend installation issue vs a model loading failure for cjvt/sleng-bert. No shared code path or symptom." + }, + { + "left": "issue:43540", + "right": "issue:44479", + "accept": false, + "reason": "Related only at the subsystem level (Qwen video inputs). The reported models and errors differ, so they are not the same underlying bug." + }, + { + "left": "issue:34567", + "right": "issue:36331", + "accept": false, + "reason": "Trainer token accounting vs a CustomTrainer compute_loss signature break. Both are trainer API issues, but they are distinct failures." + }, + { + "left": "issue:38175", + "right": "issue:44898", + "accept": false, + "reason": "Different vision-model regressions with different symptoms; one is zero probabilities in SigLIP2, the other is a Perceiver image-size failure." + }, + { + "left": "issue:44568", + "right": "issue:45488", + "accept": false, + "reason": "Tokenizer special-token addition regression vs pre-tokenizer override behavior in LlamaTokenizer. Different tokenizer code paths and symptoms." + }, + { + "left": "issue:44792", + "right": "issue:44964", + "accept": false, + "reason": "Separate multimodal model load/test failures (Janus vs Phi-4 multimodal). No indication of the same root cause." + }, + { + "left": "issue:44062", + "right": "issue:45081", + "accept": false, + "reason": "Distinct tokenizer internals: AddedToken special-argument collision vs Mistral regex patch accessing backend_tokenizer. Not the same bug." + }, + { + "left": "issue:43257", + "right": "issue:43756", + "accept": false, + "reason": "One is DeepSpeed/accelerate weight conversion, the other is Smollm3 RoPE layer handling. Different model behavior and code paths." + }, + { + "left": "issue:44291", + "right": "issue:44821", + "accept": false, + "reason": "init_empty_weights argument compatibility vs loading AutoImageProcessor from URL. Separate issues in different loading paths." + }, + { + "left": "issue:43582", + "right": "issue:46821", + "accept": false, + "reason": "Apple Silicon allocator warmup TypeError vs TimesFM window_size AttributeError. Completely unrelated failures." + }, + { + "left": "issue:45042", + "right": "issue:45081", + "accept": false, + "reason": "One is an image-processor backend dependency regression, the other is a Mistral tokenizer regex crash. Different subsystems and symptoms." + }, + { + "left": "issue:43756", + "right": "issue:46399", + "accept": false, + "reason": "Smollm3 RoPE-layer drop vs Qwen3.5 kernel registration error. No shared bug mechanism." + }, + { + "left": "issue:43742", + "right": "issue:44589", + "accept": false, + "reason": "Model loading key error for MobileLLM vs Float8 storage lookup TypeError. Different failure modes." + }, + { + "left": "issue:43756", + "right": "issue:45325", + "accept": false, + "reason": "Both involve Qwen-related modeling details, but one is about RoPE layers in Smollm3 and the other is a Qwen2.5-VL still-image position scaling issue. Not the same bug." + }, + { + "left": "issue:43716", + "right": "issue:46701", + "accept": false, + "reason": "Different multimodal regressions: image preprocessor/model dtype mismatch vs a Janus pipeline test failure." + }, + { + "left": "issue:44568", + "right": "issue:46491", + "accept": false, + "reason": "Tokenizer regressions, but one concerns special-token insertion and the other encode-decode space handling in CodeLlama. Different concrete defects." + }, + { + "left": "issue:44737", + "right": "issue:46463", + "accept": false, + "reason": "XLNet CPU tensor creation bug vs an incorrect T5 decoder-input validation message. Not the same issue." + }, + { + "left": "issue:43577", + "right": "issue:45072", + "accept": false, + "reason": "Different dtype problems in different models (Blip2/QFormer vs SwitchTransformers/TimmWrapperModel). Same broad category, not the same bug." + }, + { + "left": "issue:45405", + "right": "issue:45600", + "accept": false, + "reason": "PEFT version requirement mismatch vs stale auto_mappings references. Separate packaging/compatibility problems." + }, + { + "left": "issue:45672", + "right": "issue:45674", + "accept": false, + "reason": "Both touch low-bit inference, but one is a torch.finfo TypeError on uint8 weights while the other is a BitsAndBytes skip-module config regression. Different root causes." + }, + { + "left": "issue:43531", + "right": "issue:44821", + "accept": false, + "reason": "Qwen3-MoE sliding_window issue vs AutoImageProcessor URL loading. No meaningful overlap beyond being model-loading related." + }, + { + "left": "issue:45823", + "right": "issue:46463", + "accept": false, + "reason": "Gemma4 device-map mismatch vs T5 decoder validation error. Unrelated code paths." + }, + { + "left": "issue:43906", + "right": "issue:46693", + "accept": false, + "reason": "One is a reproduction of an older issue, the other is a FA2 long-context performance regression. Different problems." + }, + { + "left": "issue:24643", + "right": "issue:29870", + "accept": false, + "reason": "DeepSpeed training weight-shape RuntimeError vs Bart generate decoder mask UnboundLocalError. Completely different bugs." + }, + { + "left": "issue:43906", + "right": "issue:46468", + "accept": false, + "reason": "Isolated reproduction report vs a broken official Nemotron example. No shared underlying bug is evident." + }, + { + "left": "issue:43452", + "right": "issue:44488", + "accept": false, + "reason": "Tokenizer/model loading via gguf_file vs a separate model-loading complaint for cjvt/sleng-bert. Different failures." + }, + { + "left": "issue:44625", + "right": "issue:44877", + "accept": false, + "reason": "Qwen3.5 num_labels propagation vs strict config blocking granite_speech. Different config-handling issues." + }, + { + "left": "issue:43540", + "right": "issue:46693", + "accept": false, + "reason": "Video input processing bug vs long-context generation performance regression. 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": 25, + "review_unit_index": 24, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-504", + "nodes": [ + "issue:28282", + "issue:32090", + "issue:38175", + "issue:41762", + "issue:43295", + "issue:43452", + "issue:43526", + "issue:43643", + "issue:43653", + "issue:43688", + "issue:43697", + "issue:43720", + "issue:43749", + "issue:43761", + "issue:43819", + "issue:43994", + "issue:44361", + "issue:44442", + "issue:44466", + "issue:44493", + "issue:44737", + "issue:44811", + "issue:44843", + "issue:44857", + "issue:44898", + "issue:44913", + "issue:44936", + "issue:45005", + "issue:45200", + "issue:45216", + "issue:45357", + "issue:45372", + "issue:45375", + "issue:45479", + "issue:45588", + "issue:45663", + "issue:45920", + "issue:46050", + "issue:46121", + "issue:46170", + "issue:46463", + "issue:46829", + "issue:46832", + "issue:46846", + "issue:46899", + "issue:46932", + "issue:47000" + ], + "soft_pairs": [ + "issue:45663|issue:46846", + "issue:43697|issue:46829", + "issue:44737|issue:45588", + "issue:46463|issue:46899", + "issue:45357|issue:45920", + "issue:28282|issue:32090", + "issue:44913|issue:46121", + "issue:43526|issue:45479", + "issue:43697|issue:45216", + "issue:43643|issue:45375", + "issue:43720|issue:44898", + "issue:45200|issue:46463", + "issue:44466|issue:45005", + "issue:41762|issue:44936", + "issue:44493|issue:46050", + "issue:43761|issue:46829", + "issue:43452|issue:44843", + "issue:43688|issue:43749", + "issue:44361|issue:44442", + "issue:43653|issue:44361", + "issue:38175|issue:43295", + "issue:43819|issue:44811", + "issue:43994|issue:44898", + "issue:45372|issue:46170", + "issue:46832|issue:46932", + "issue:44857|issue:47000" + ], + "prepared_review_unit_hash": "662fa678b17c640e8368a166ab540a8b282abb9baf658a67cec8afc0f731902f", + "component_budget": { + "node_count": 504, + "item_count": 504, + "soft_pair_count": 1853, + "serialized_chars": 961383, + "estimated_input_tokens": 240346, + "estimated_eval_tokens": 480948 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 26, + "serialized_chars": 35627, + "estimated_input_tokens": 8907, + "estimated_eval_tokens": 18070 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly unrelated closed issues spanning tokenizer/config regressions, model-output bugs, training failures, and quantization/loading problems. No strong duplicate cluster; only a few are thematically adjacent, not the same concrete bug.", + "confidence": 0.36, + "canonical_issue_reason": "issue #45005 is the broadest, most detailed report in the set and best represents the tied-weights/save-pretrained regression theme among the few related items.", + "canonical_pr_reason": null, + "best_issue_reason": "#45005 has the richest repro/context and the widest potential to anchor nearby tied-weight serialization reports; it is the most suitable representative issue here.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45663", + "right": "issue:46846", + "accept": false, + "reason": "Different models and failure modes: Gemma4 FSDP2 KeyError vs Qwen3.5 tensor-parallel OOM/shape error." + }, + { + "left": "issue:43697", + "right": "issue:46829", + "accept": false, + "reason": "Both are output-regression reports, but for different models and different output fields/code paths." + }, + { + "left": "issue:44737", + "right": "issue:45588", + "accept": false, + "reason": "XLNet CPU arange bug and flash_attention s_aux=None crash are unrelated subsystems." + }, + { + "left": "issue:46463", + "right": "issue:46899", + "accept": false, + "reason": "T5 decoder-input validation error message and Gemma4 4-bit embedder dtype cast are different bugs." + }, + { + "left": "issue:45357", + "right": "issue:45920", + "accept": false, + "reason": "One is Qwen3.5 save_pretrained key serialization, the other is AutoTokenizer token-ID regression across many models." + }, + { + "left": "issue:28282", + "right": "issue:32090", + "accept": false, + "reason": "ImportError for missing PyTorch vs Trainer GPU broadcast TypeError are unrelated." + }, + { + "left": "issue:44913", + "right": "issue:46121", + "accept": false, + "reason": "Both involve RoPE/config handling, but one is config reload defaulting and the other is a JSON-list type error in validation." + }, + { + "left": "issue:43526", + "right": "issue:45479", + "accept": false, + "reason": "BeitImageProcessorFast label reduction and single-label classification zero-loss are different code paths." + }, + { + "left": "issue:43697", + "right": "issue:45216", + "accept": false, + "reason": "Different regressions on different models: RTDetrV2 outputs vs Qwen3.5 save_pretrained checkpoint corruption." + }, + { + "left": "issue:43643", + "right": "issue:45375", + "accept": false, + "reason": "Both mention config fields, but one is trust_remote_code loading and the other is a specific Qwen3_5MoeVisionConfig strict-field omission." + }, + { + "left": "issue:43720", + "right": "issue:44898", + "accept": false, + "reason": "BitNet packed-weight loading and Perceiver position interpolation are unrelated." + }, + { + "left": "issue:45200", + "right": "issue:46463", + "accept": false, + "reason": "Gemma4 missing mm_token_type_ids and T5 decoder validation error are not the same bug." + }, + { + "left": "issue:44466", + "right": "issue:45005", + "accept": false, + "reason": "Both mention tied weights, but one is device-dependent lm_head serialization and the other is a broader translation-model regression without a clear shared code path." + }, + { + "left": "issue:41762", + "right": "issue:44936", + "accept": false, + "reason": "Gemma3 ZeRO-3 load failure and trainer.evaluate-after-train failure are distinct issues." + }, + { + "left": "issue:44493", + "right": "issue:46050", + "accept": false, + "reason": "Unexpected position-id keys and sinq quantized save/load breakage are different serialization problems." + }, + { + "left": "issue:43761", + "right": "issue:46829", + "accept": false, + "reason": "Both concern hidden_states, but in different models and with different output-object behavior." + }, + { + "left": "issue:43452", + "right": "issue:44843", + "accept": false, + "reason": "gguf_file loading breakage and offline Mistral regex hub calls are separate from different parts of from_pretrained." + }, + { + "left": "issue:43688", + "right": "issue:43749", + "accept": false, + "reason": "Aux-loss normalization and FSDP CPU RAM efficient loading are unrelated." + }, + { + "left": "issue:44361", + "right": "issue:44442", + "accept": false, + "reason": "Different tokenizer failures with different classes and error surfaces." + }, + { + "left": "issue:43653", + "right": "issue:44361", + "accept": false, + "reason": "BigBird mask-token decode bug and MLukeTokenizer AttributeError are not the same underlying issue." + }, + { + "left": "issue:38175", + "right": "issue:43295", + "accept": false, + "reason": "Siglip2 zero probabilities and processor.tokenizer/image-passing regression are unrelated regressions." + }, + { + "left": "issue:43819", + "right": "issue:44811", + "accept": false, + "reason": "DAC latent/forward mismatch and Whisper batch_decode skip_special_tokens handling are different APIs and bugs." + }, + { + "left": "issue:43994", + "right": "issue:44898", + "accept": false, + "reason": "Siglip2 nonsensical outputs and Perceiver non-default resolution failure are unrelated model bugs." + }, + { + "left": "issue:45372", + "right": "issue:46170", + "accept": false, + "reason": "Gemma4 mistral_common import failure and Windows ROCm torch.distributed dependency issue are different import/runtime problems." + }, + { + "left": "issue:46832", + "right": "issue:46932", + "accept": false, + "reason": "RT-DETR feature-level mismatch and Gemma4 quantized embedder dtype casting are different models and code paths." + }, + { + "left": "issue:44857", + "right": "issue:47000", + "accept": false, + "reason": "LwDetrImageLoss AMP crash and RTDetrLoss infeasible-cost-matrix error are different detection-loss failures." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 25, + "review_unit_index": 25, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-504", + "nodes": [ + "issue:29159", + "issue:32090", + "issue:33357", + "issue:33666", + "issue:36010", + "issue:42898", + "issue:43295", + "issue:43452", + "issue:43525", + "issue:43531", + "issue:43550", + "issue:43577", + "issue:43646", + "issue:43653", + "issue:43688", + "issue:43742", + "issue:43749", + "issue:43756", + "issue:43927", + "issue:44361", + "issue:44464", + "issue:44466", + "issue:44479", + "issue:44484", + "issue:44568", + "issue:44625", + "issue:44704", + "issue:44734", + "issue:44743", + "issue:44821", + "issue:44843", + "issue:44977", + "issue:44991", + "issue:45356", + "issue:45440", + "issue:45491", + "issue:45542", + "issue:45701", + "issue:45704", + "issue:46002", + "issue:46050", + "issue:46178", + "issue:46402", + "issue:46491", + "issue:46612", + "issue:46693", + "issue:46701", + "issue:46821" + ], + "soft_pairs": [ + "issue:43525|issue:46701", + "issue:43531|issue:43742", + "issue:43295|issue:45356", + "issue:45542|issue:46178", + "issue:29159|issue:33357", + "issue:43653|issue:44568", + "issue:43646|issue:43749", + "issue:43688|issue:45704", + "issue:43452|issue:43577", + "issue:44843|issue:44991", + "issue:42898|issue:46491", + "issue:43688|issue:45701", + "issue:43756|issue:46402", + "issue:44464|issue:44743", + "issue:43653|issue:43927", + "issue:44479|issue:44625", + "issue:45491|issue:46002", + "issue:44484|issue:44704", + "issue:44821|issue:46821", + "issue:43550|issue:44361", + "issue:33666|issue:36010", + "issue:43688|issue:45440", + "issue:32090|issue:33666", + "issue:44466|issue:46050", + "issue:44977|issue:46693", + "issue:44734|issue:46612", + "issue:44464|issue:44977" + ], + "prepared_review_unit_hash": "e5d9f555f93e10d113f31a8722ee9007da7361265595b5f46d38b24244a7ef4e", + "component_budget": { + "node_count": 504, + "item_count": 504, + "soft_pair_count": 1853, + "serialized_chars": 961383, + "estimated_input_tokens": 240346, + "estimated_eval_tokens": 480948 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 35856, + "estimated_input_tokens": 8964, + "estimated_eval_tokens": 18184 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is thematically noisy: many items are tokenizer/model-loading/regression bugs in Transformers, but the soft pairs are mostly only superficially similar and do not look like the same underlying defect.", + "confidence": 0.83, + "canonical_issue_reason": "No clear canonical duplicate exists; the cluster spans many different code paths and model-specific failures. If a representative issue must be chosen, issue:45701 is the broadest tokenizer-regression umbrella, but it is not a true duplicate target.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45701 is the best overall representative because it is the broadest issue about tokenization behavior changing across Transformers versions, which matches the main theme of the cluster better than the other, more model-specific bugs.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43525", + "right": "issue:46701", + "accept": false, + "reason": "Different subsystems and failure modes: Llama4Config attribute access vs DiffusionGemma image-text pipeline crash." + }, + { + "left": "issue:43531", + "right": "issue:43742", + "accept": false, + "reason": "Both are model-specific loading/runtime problems, but the causes and code paths are unrelated." + }, + { + "left": "issue:43295", + "right": "issue:45356", + "accept": false, + "reason": "Both involve processor/tokenizer regressions, but one is about processor.tokenizer/image passing and the other about codec handling and a warning in Kimi-K2.5." + }, + { + "left": "issue:45542", + "right": "issue:46178", + "accept": false, + "reason": "Both are backend-mapping errors, but they concern different backends and different failure points." + }, + { + "left": "issue:29159", + "right": "issue:33357", + "accept": false, + "reason": "Slow/fast tokenizer inconsistency is unrelated to the MacOS bus error on a community CLIP model." + }, + { + "left": "issue:43653", + "right": "issue:44568", + "accept": false, + "reason": "Both concern special-token behavior, but they are different tokenizers and different regressions." + }, + { + "left": "issue:43646", + "right": "issue:43749", + "accept": false, + "reason": "Custom model init breakage is unrelated to the FSDP CPU RAM efficient loading regression." + }, + { + "left": "issue:43688", + "right": "issue:45704", + "accept": false, + "reason": "Aux-loss normalization and an Apex RMSNorm memory leak are different bugs in different components." + }, + { + "left": "issue:43452", + "right": "issue:43577", + "accept": false, + "reason": "gguf_file loading breakage is unrelated to BLIP2 dtype propagation." + }, + { + "left": "issue:44843", + "right": "issue:44991", + "accept": false, + "reason": "Both affect tokenizer loading, but one is an offline-mode model_info() bug and the other is a tokenizer load failure for a specific model." + }, + { + "left": "issue:42898", + "right": "issue:46491", + "accept": false, + "reason": "Tokenization cleanup policy changes and CodeLlama leading-space stripping are related only at a broad behavioral level, not the same bug." + }, + { + "left": "issue:43688", + "right": "issue:45701", + "accept": false, + "reason": "Aux-loss normalization is unrelated to a general tokenization-behavior regression." + }, + { + "left": "issue:43756", + "right": "issue:46402", + "accept": false, + "reason": "RoPE-layer dropping and text-encoder weight loading are unrelated model implementation bugs." + }, + { + "left": "issue:44464", + "right": "issue:44743", + "accept": false, + "reason": "Both involve generation/cache behavior, but one is compiled-forward chunked generation and the other is recurrent-state reset in modular_qwen3_5.py." + }, + { + "left": "issue:43653", + "right": "issue:43927", + "accept": false, + "reason": "Special-token registration for BigBirdTokenizer is not the same as DiaConfig losing custom token IDs on save/load." + }, + { + "left": "issue:44479", + "right": "issue:44625", + "accept": false, + "reason": "Video-input regression and num_labels propagation are separate Qwen3.5 issues with different root causes." + }, + { + "left": "issue:45491", + "right": "issue:46002", + "accept": false, + "reason": "NaNs from mixed-length sliding-window attention are unrelated to NaNs in classification heads after checkout/init." + }, + { + "left": "issue:44484", + "right": "issue:44704", + "accept": false, + "reason": "max_shard_size question is unrelated to AutoProcessor kwargs not being forwarded to cached_file." + }, + { + "left": "issue:44821", + "right": "issue:46821", + "accept": false, + "reason": "AutoImageProcessor URL loading and TimesFM window_size AttributeError are unrelated." + }, + { + "left": "issue:43550", + "right": "issue:44361", + "accept": false, + "reason": "torch.compile/SDPA failure for Bamba is unrelated to MLukeTokenizer task-time AttributeError." + }, + { + "left": "issue:33666", + "right": "issue:36010", + "accept": false, + "reason": "Multi-GPU Qwen2-VL training and a GenerationMixin import error are unrelated." + }, + { + "left": "issue:43688", + "right": "issue:45440", + "accept": false, + "reason": "Aux-loss normalization does not match the DeepseekV3MoE divergence from remote implementation." + }, + { + "left": "issue:32090", + "right": "issue:33666", + "accept": false, + "reason": "Trainer GPU broadcast NoneType error is not the same as Qwen2-VL multi-GPU training issues." + }, + { + "left": "issue:44466", + "right": "issue:46050", + "accept": false, + "reason": "Serialization of tied lm_head weights and sinq quantized save/load breakage are different save/load bugs." + }, + { + "left": "issue:44977", + "right": "issue:46693", + "accept": false, + "reason": "Flash-attention generation correctness issue and FA2 long-context performance regression are not the same underlying bug." + }, + { + "left": "issue:44734", + "right": "issue:46612", + "accept": false, + "reason": "Wrong tensor indexing in KV-cache continuation is different from skipped beam-search cache reordering." + }, + { + "left": "issue:44464", + "right": "issue:44977", + "accept": false, + "reason": "Chunked generation with compiled forward and Qwen3.5 flash-attention generation failures are separate 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": 25, + "review_unit_index": 26, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-504", + "nodes": [ + "issue:28218", + "issue:33357", + "issue:33666", + "issue:36331", + "issue:39692", + "issue:41720", + "issue:42796", + "issue:43262", + "issue:43278", + "issue:43295", + "issue:43452", + "issue:43493", + "issue:43504", + "issue:43525", + "issue:43550", + "issue:43572", + "issue:43577", + "issue:43606", + "issue:43611", + "issue:43643", + "issue:43688", + "issue:43720", + "issue:43782", + "issue:43825", + "issue:43844", + "issue:43927", + "issue:43994", + "issue:44361", + "issue:44451", + "issue:44464", + "issue:44514", + "issue:44554", + "issue:44561", + "issue:44610", + "issue:44625", + "issue:44964", + "issue:44977", + "issue:45290", + "issue:45405", + "issue:45584", + "issue:45823", + "issue:46050", + "issue:46192", + "issue:46209", + "issue:46365", + "issue:46693", + "issue:46846" + ], + "soft_pairs": [ + "issue:41720|issue:44464", + "issue:43504|issue:43550", + "issue:43504|issue:43720", + "issue:43577|issue:44554", + "issue:43782|issue:46693", + "issue:43611|issue:46846", + "issue:43278|issue:43688", + "issue:33666|issue:36331", + "issue:43262|issue:43295", + "issue:43720|issue:43927", + "issue:43643|issue:44561", + "issue:43606|issue:43927", + "issue:43504|issue:44610", + "issue:44514|issue:45290", + "issue:44964|issue:45405", + "issue:43720|issue:44361", + "issue:43493|issue:43825", + "issue:44554|issue:46365", + "issue:43525|issue:43572", + "issue:44977|issue:46209", + "issue:44625|issue:45584", + "issue:43452|issue:44451", + "issue:45823|issue:46050", + "issue:28218|issue:33357", + "issue:43994|issue:46192", + "issue:42796|issue:44977", + "issue:43493|issue:43844", + "issue:39692|issue:43295", + "issue:43278|issue:43844" + ], + "prepared_review_unit_hash": "ba4719e0cf00d8438b363413a46dd584b48e081421a23fd6015a2c13282be3b2", + "component_budget": { + "node_count": 504, + "item_count": 504, + "soft_pair_count": 1853, + "serialized_chars": 961383, + "estimated_input_tokens": 240346, + "estimated_eval_tokens": 480948 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35866, + "estimated_input_tokens": 8967, + "estimated_eval_tokens": 18190 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous: several unrelated model-loading, tokenizer, processor, and performance bugs were grouped by loose transformer/LLM similarity, but none of the soft pairs look like true duplicates of the same concrete bug.", + "confidence": 0.87, + "canonical_issue_reason": "issue:43611 is the broadest, most central regression here: a general v5.0 model-loading breakage that best represents the cluster\u2019s recurring config/loading failures.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43611 is the most representative and actionable issue in the set, covering the widest shared failure mode among the loading/config regressions.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41720", + "right": "issue:44464", + "accept": false, + "reason": "Different failures: cudaErrorAssert on auto device mapping vs inconsistent chunked generation with compiled forward." + }, + { + "left": "issue:43504", + "right": "issue:43550", + "accept": false, + "reason": "Unrelated model-loading preset/legacy-field bug vs Bamba torch.compile + SDPA failure." + }, + { + "left": "issue:43504", + "right": "issue:43720", + "accept": false, + "reason": "Different code paths: Beit pretrained preset loading vs BitNet packed-weight unpacking during accelerate loading." + }, + { + "left": "issue:43577", + "right": "issue:44554", + "accept": false, + "reason": "Different symptoms and subsystems: dtype not propagating on BLIP2 load vs MPS attention correctness issue." + }, + { + "left": "issue:43782", + "right": "issue:46693", + "accept": false, + "reason": "Qwen3VL weight_only load error is unrelated to FA2 long-context generation regression." + }, + { + "left": "issue:43611", + "right": "issue:46846", + "accept": false, + "reason": "Generic base_model_prefix loading regression is not the same bug as missing linear_attn TP plan entries causing OOM/shape errors." + }, + { + "left": "issue:43278", + "right": "issue:43688", + "accept": false, + "reason": "Different bugs: eval-time dtype mismatch vs incorrect auxiliary-loss normalization." + }, + { + "left": "issue:33666", + "right": "issue:36331", + "accept": false, + "reason": "Multi-GPU training support issue is unrelated to CustomTrainer compute_loss signature breakage." + }, + { + "left": "issue:43262", + "right": "issue:43295", + "accept": false, + "reason": "Audio sampling-rate default bug is distinct from processor.tokenizer/image tokenization regression." + }, + { + "left": "issue:43720", + "right": "issue:43927", + "accept": false, + "reason": "Packed-weight loading failure is unrelated to DiaConfig losing custom token IDs on save/load." + }, + { + "left": "issue:43643", + "right": "issue:44561", + "accept": false, + "reason": "Both mention trust_remote_code, but the failures differ: missing returned fields vs removed is_torch_fx_available dependency." + }, + { + "left": "issue:43606", + "right": "issue:43927", + "accept": false, + "reason": "CPU offload device mismatch and config token-ID loss are different bugs." + }, + { + "left": "issue:43504", + "right": "issue:44610", + "accept": false, + "reason": "Different model/component mismatch: Beit legacy field loading vs OmDet-Turbo processor output-size mismatch." + }, + { + "left": "issue:44514", + "right": "issue:45290", + "accept": false, + "reason": "Both involve apply_chat_template, but one is batching/padding and the other is assistant tool-call/no-content handling." + }, + { + "left": "issue:44964", + "right": "issue:45405", + "accept": false, + "reason": "Model loading failure is unrelated to an unreleased PEFT version pin issue." + }, + { + "left": "issue:43720", + "right": "issue:44361", + "accept": false, + "reason": "Different tokenizer/load paths: BitNet packed-weight unpacking vs MLukeTokenizer task AttributeError." + }, + { + "left": "issue:43493", + "right": "issue:43825", + "accept": false, + "reason": "SigLIP2 implementation discrepancy is unrelated to the pipeline translation-task error message regression." + }, + { + "left": "issue:44554", + "right": "issue:46365", + "accept": false, + "reason": "Attention correctness on MPS is unrelated to Trainer import interference from datasets." + }, + { + "left": "issue:43525", + "right": "issue:43572", + "accept": false, + "reason": "Similar shape, but different configs/fields and likely different fixes: pad_token_id vs pad_token_idx." + }, + { + "left": "issue:44977", + "right": "issue:46209", + "accept": false, + "reason": "Flash-attention generation bug is unrelated to FP8 inference failure on B200." + }, + { + "left": "issue:44625", + "right": "issue:45584", + "accept": false, + "reason": "num_labels propagation in Qwen3.5 is unrelated to Whisper empty-transcription generation after align_special_tokens." + }, + { + "left": "issue:43452", + "right": "issue:44451", + "accept": false, + "reason": "gguf_file handling breakage is not the same as a generic inability to load ScandiBERT." + }, + { + "left": "issue:45823", + "right": "issue:46050", + "accept": false, + "reason": "Device-mapping forward mismatch and quantized save/load breakage are different code paths." + }, + { + "left": "issue:28218", + "right": "issue:33357", + "accept": false, + "reason": "Tokenizer extra-space behavior is unrelated to the MacOS bus error CLIP crash." + }, + { + "left": "issue:43994", + "right": "issue:46192", + "accept": false, + "reason": "Nonsensical SigLIP2 outputs are not the same as return_tensors being ignored with explicit text_kwargs." + }, + { + "left": "issue:42796", + "right": "issue:44977", + "accept": false, + "reason": "Tokenizer BPE-marker handling is a different bug from Qwen3.5 flash-attention generation failure." + }, + { + "left": "issue:43493", + "right": "issue:43844", + "accept": false, + "reason": "SigLIP2 implementation mismatch is unrelated to ZeRO-3 gradient growth in DeepSpeed." + }, + { + "left": "issue:39692", + "right": "issue:43295", + "accept": false, + "reason": "Documentation example errors are not the same as a runtime processor/tokenizer regression." + }, + { + "left": "issue:43278", + "right": "issue:43844", + "accept": false, + "reason": "Embedding dtype drift and abnormal gradient increase under ZeRO-3 are distinct issues." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 25, + "review_unit_index": 27, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-504", + "nodes": [ + "issue:33357", + "issue:33666", + "issue:43257", + "issue:43278", + "issue:43299", + "issue:43334", + "issue:43504", + "issue:43572", + "issue:43575", + "issue:43606", + "issue:43646", + "issue:43653", + "issue:43701", + "issue:43824", + "issue:43873", + "issue:43927", + "issue:43937", + "issue:44112", + "issue:44291", + "issue:44361", + "issue:44464", + "issue:44466", + "issue:44488", + "issue:44493", + "issue:44568", + "issue:44589", + "issue:44792", + "issue:44843", + "issue:44849", + "issue:45072", + "issue:45245", + "issue:45357", + "issue:45405", + "issue:45520", + "issue:45759", + "issue:45812", + "issue:46050", + "issue:46209", + "issue:46285", + "issue:46399", + "issue:46424", + "issue:46489", + "issue:46701", + "issue:46710", + "issue:46821", + "issue:46832", + "issue:46846" + ], + "soft_pairs": [ + "issue:44568|issue:46489", + "issue:43646|issue:44466", + "issue:46209|issue:46710", + "issue:33357|issue:33666", + "issue:44488|issue:44843", + "issue:44568|issue:45812", + "issue:44849|issue:46209", + "issue:43278|issue:43701", + "issue:44792|issue:45405", + "issue:43927|issue:44361", + "issue:43575|issue:45405", + "issue:43824|issue:44589", + "issue:44849|issue:45357", + "issue:46821|issue:46832", + "issue:43504|issue:43606", + "issue:43257|issue:43299", + "issue:43334|issue:45759", + "issue:45245|issue:46710", + "issue:44493|issue:46285", + "issue:43334|issue:43572", + "issue:46399|issue:46846", + "issue:44589|issue:45520", + "issue:43572|issue:44291", + "issue:43606|issue:44112", + "issue:45072|issue:46832", + "issue:43504|issue:43653", + "issue:44464|issue:46424", + "issue:43937|issue:46701", + "issue:43873|issue:46050" + ], + "prepared_review_unit_hash": "ef22fe8dda86de5ac2e20e6982715b94a928d474dc2f591f3a6dffc4ec787177", + "component_budget": { + "node_count": 504, + "item_count": 504, + "soft_pair_count": 1853, + "serialized_chars": 961383, + "estimated_input_tokens": 240346, + "estimated_eval_tokens": 480948 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35910, + "estimated_input_tokens": 8978, + "estimated_eval_tokens": 18212 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a loose collection of mostly unrelated Transformers regression issues; they share versioning/tooling themes but not the same underlying bug. No soft pairs are strong enough to merge as duplicates.", + "confidence": 0.87, + "canonical_issue_reason": "issue:45812 is the broadest, most representative regression in the set: a concrete v4\u2192v5 tokenizer break affecting multiple Granite models, with evidence of wider impact.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45812 has the clearest general user impact and is well-scoped enough to serve as the cluster representative, even though the rest of the items are not true duplicates.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44568", + "right": "issue:46489", + "accept": false, + "reason": "Both are tokenizer bugs, but they affect different model families and failure modes: mdeberta BOS/EOS handling vs DeepSeek-Coder v1 output corruption." + }, + { + "left": "issue:43646", + "right": "issue:44466", + "accept": false, + "reason": "Both are v5-era regressions, but one is custom model initialization failure and the other is device-dependent lm_head serialization; different code paths." + }, + { + "left": "issue:46209", + "right": "issue:46710", + "accept": false, + "reason": "Both mention FP8/accuracy problems, but one is B200 FP8 inference failure and the other is a model accuracy regression after upgrade; not the same bug." + }, + { + "left": "issue:33357", + "right": "issue:33666", + "accept": false, + "reason": "Completely different domains: MacOS bus error with CLIP vs Qwen2-VL multi-GPU training." + }, + { + "left": "issue:44488", + "right": "issue:44843", + "accept": false, + "reason": "One is a model loading failure for a specific model, the other is an offline-mode tokenizer patch bug calling model_info(); unrelated code paths." + }, + { + "left": "issue:44568", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer-related regressions, but they are distinct fixes for different tokenizers and different token insertion behavior." + }, + { + "left": "issue:44849", + "right": "issue:46209", + "accept": false, + "reason": "Qwen3.5 hidden-states behavior is unrelated to FP8 inference on B200." + }, + { + "left": "issue:43278", + "right": "issue:43701", + "accept": false, + "reason": "Different bugs: evaluation embedding dtype drift vs resume_from_checkpoint key mismatch." + }, + { + "left": "issue:44792", + "right": "issue:45405", + "accept": false, + "reason": "A janus image generation test failure is unrelated to a PEFT version bump." + }, + { + "left": "issue:43927", + "right": "issue:44361", + "accept": false, + "reason": "Both are generation/tokenization-related errors, but the first is save/load of custom token IDs and the second is MLukeTokenizer task failures; not the same issue." + }, + { + "left": "issue:43575", + "right": "issue:45405", + "accept": false, + "reason": "TP OOM for a large Qwen2 model is unrelated to the minimum PEFT version bump." + }, + { + "left": "issue:43824", + "right": "issue:44589", + "accept": false, + "reason": "Importing Qwen2_5_VLForConditionalGeneration and missing Float8 storage are different breakages in different subsystems." + }, + { + "left": "issue:44849", + "right": "issue:45357", + "accept": false, + "reason": "Both involve Qwen3.5, but one is output_hidden_states behavior and the other is incorrect visual encoder keys on save_pretrained; different bugs." + }, + { + "left": "issue:46821", + "right": "issue:46832", + "accept": false, + "reason": "TimesFM window_size AttributeError and RT-DETR feature-level mismatch are unrelated." + }, + { + "left": "issue:43504", + "right": "issue:43606", + "accept": false, + "reason": "BEiT legacy field loading vs bark-small CPU offload device mismatch are unrelated failures." + }, + { + "left": "issue:43257", + "right": "issue:43299", + "accept": false, + "reason": "Different Qwen3 MOE loading problems: accelerate+deepspeed conversion vs transformers dev config loading breakage." + }, + { + "left": "issue:43334", + "right": "issue:45759", + "accept": false, + "reason": "Qwen3-VL pad_token_id missing and multimodal Qwen 3.5/3.6 text_config unwrapping are different config bugs." + }, + { + "left": "issue:45245", + "right": "issue:46710", + "accept": false, + "reason": "Category-count runtime error is unrelated to a DeepSeek-R1 accuracy regression." + }, + { + "left": "issue:44493", + "right": "issue:46285", + "accept": false, + "reason": "Position-id key warnings and CLIP text model structure inconsistency are different architectural issues." + }, + { + "left": "issue:43334", + "right": "issue:43572", + "accept": false, + "reason": "Qwen3-VL pad_token_id missing vs StableLmConfig missing pad_token_idx are similar in theme but clearly different model/config fixes." + }, + { + "left": "issue:46399", + "right": "issue:46846", + "accept": false, + "reason": "Missing decorator for apply_rotary_pos_emb registration is not the same as missing linear_attn entries in TP plan." + }, + { + "left": "issue:44589", + "right": "issue:45520", + "accept": false, + "reason": "Float8 storage lookup failure and flash_attn import KeyError are separate compatibility issues." + }, + { + "left": "issue:43572", + "right": "issue:44291", + "accept": false, + "reason": "Both involve initialization/config compatibility after v5, but one is a missing config field and the other is an unexpected constructor argument in init_empty_weights." + }, + { + "left": "issue:43606", + "right": "issue:44112", + "accept": false, + "reason": "Both are CI failures, but CPU offload device mismatch and stale device override test are not the same failure mode." + }, + { + "left": "issue:45072", + "right": "issue:46832", + "accept": false, + "reason": "bfloat16 dtype mismatches in inference and RT-DETR forward feature-level mismatch are unrelated." + }, + { + "left": "issue:43504", + "right": "issue:43653", + "accept": false, + "reason": "BEiT legacy field loading and BigBirdTokenizer special-token registration are unrelated." + }, + { + "left": "issue:44464", + "right": "issue:46424", + "accept": false, + "reason": "Chunked generation with compiled forward and cache max length handling are different cache/generation behaviors." + }, + { + "left": "issue:43937", + "right": "issue:46701", + "accept": false, + "reason": "GenerationConfig validation for GLM-5 is unrelated to the DiffusionGemma image-text pipeline failure." + }, + { + "left": "issue:43873", + "right": "issue:46050", + "accept": false, + "reason": "Quantization offloading behavior and sinq save/load breakage are both quantization-related but 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": 25, + "review_unit_index": 28, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-504", + "nodes": [ + "issue:15354", + "issue:28218", + "issue:29159", + "issue:29942", + "issue:30333", + "issue:32090", + "issue:34567", + "issue:37428", + "issue:38175", + "issue:41720", + "issue:42490", + "issue:43065", + "issue:43295", + "issue:43450", + "issue:43493", + "issue:43540", + "issue:43696", + "issue:43701", + "issue:43844", + "issue:43873", + "issue:43957", + "issue:43994", + "issue:44186", + "issue:44423", + "issue:44493", + "issue:44554", + "issue:44734", + "issue:44869", + "issue:44964", + "issue:44977", + "issue:45072", + "issue:45084", + "issue:45198", + "issue:45200", + "issue:45229", + "issue:45406", + "issue:45446", + "issue:45520", + "issue:45588", + "issue:45759", + "issue:45823", + "issue:46050", + "issue:46121", + "issue:46192", + "issue:46369", + "issue:46701", + "issue:46710", + "issue:46752" + ], + "soft_pairs": [ + "issue:43844|issue:44964", + "issue:43994|issue:44493", + "issue:44869|issue:46752", + "issue:45200|issue:45229", + "issue:45229|issue:45823", + "issue:45588|issue:46050", + "issue:42490|issue:43696", + "issue:29942|issue:30333", + "issue:29159|issue:32090", + "issue:44977|issue:46701", + "issue:28218|issue:34567", + "issue:45084|issue:45520", + "issue:43065|issue:46369", + "issue:15354|issue:38175", + "issue:44554|issue:45446", + "issue:44423|issue:44734", + "issue:41720|issue:46710", + "issue:43493|issue:43701", + "issue:45406|issue:46121", + "issue:44977|issue:46710", + "issue:37428|issue:43957", + "issue:45072|issue:45198", + "issue:43295|issue:43450", + "issue:45588|issue:45759", + "issue:43540|issue:45200", + "issue:43295|issue:43873", + "issue:44186|issue:46192", + "issue:45823|issue:46192" + ], + "prepared_review_unit_hash": "4f52fea1a7cb0cb5bfc8e74a6f2a009ea9fafe800ef89e3fdc5f1c4fe1fbde8c", + "component_budget": { + "node_count": 504, + "item_count": 504, + "soft_pair_count": 1853, + "serialized_chars": 961383, + "estimated_input_tokens": 240346, + "estimated_eval_tokens": 480948 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36175, + "estimated_input_tokens": 9044, + "estimated_eval_tokens": 18344 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous: the soft-linked pairs share broad Transformers keywords or subsystems, but they do not appear to describe the same underlying bug/change. All soft edges should be rejected. No pull requests are present.", + "confidence": 0.57, + "canonical_issue_reason": "issue:43295 is the broadest and most reusable representative here because it describes a regression in processor/tokenizer behavior affecting multimodal custom code, which is closer to the few tokenizer/processor-adjacent reports than the model-specific or infra-specific issues.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43295 is the best single issue to stand in for this cluster because it captures a recent, user-visible API regression with broader applicability than the other candidates, which are mostly narrow model or runtime failures.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43844", + "right": "issue:44964", + "accept": false, + "reason": "Different failure modes: ZeRO-3 gradient inflation during training vs. model loading failure for Phi-4 multimodal." + }, + { + "left": "issue:43994", + "right": "issue:44493", + "accept": false, + "reason": "Different underlying bugs: SigLIP2 output discrepancy vs. unexpected position-id key handling." + }, + { + "left": "issue:44869", + "right": "issue:46752", + "accept": false, + "reason": "Whisper timestamp decoding crash is unrelated to empty-list handling in chat templating." + }, + { + "left": "issue:45200", + "right": "issue:45229", + "accept": false, + "reason": "Text-only mm_token_type_ids defaulting bug is unrelated to Gemma4 multi-GPU CUDA OOM." + }, + { + "left": "issue:45229", + "right": "issue:45823", + "accept": false, + "reason": "OOM during inference and device-map mismatch are different problems in different code paths." + }, + { + "left": "issue:45588", + "right": "issue:46050", + "accept": false, + "reason": "Flash-attention sinkless-model crash is unrelated to sinq quantized save/load breakage." + }, + { + "left": "issue:42490", + "right": "issue:43696", + "accept": false, + "reason": "Local-path import warning has nothing to do with GPT-oss CUDA out-of-memory." + }, + { + "left": "issue:29942", + "right": "issue:30333", + "accept": false, + "reason": "Flash Attention 2 test failures and MLFlow job-status reporting are unrelated." + }, + { + "left": "issue:29159", + "right": "issue:32090", + "accept": false, + "reason": "Tokenizer slow/fast inconsistency is unrelated to NoneType broadcast errors in Trainer." + }, + { + "left": "issue:44977", + "right": "issue:46701", + "accept": false, + "reason": "Qwen3.5 flash-attention generation bug is not the same as DiffusionGemma pipeline failure." + }, + { + "left": "issue:28218", + "right": "issue:34567", + "accept": false, + "reason": "Extra space after added token is a tokenizer output bug, not a TrainerState counter issue." + }, + { + "left": "issue:45084", + "right": "issue:45520", + "accept": false, + "reason": "Template-node compilation error is unrelated to the Python 3.13 flash_attn import KeyError." + }, + { + "left": "issue:43065", + "right": "issue:46369", + "accept": false, + "reason": "Dummy Conv2d implementation detail does not match a memory overflow in sam3-litetext." + }, + { + "left": "issue:15354", + "right": "issue:38175", + "accept": false, + "reason": "torch.jit.script GeneratorExp support is unrelated to SigLIP2 zero-probability outputs." + }, + { + "left": "issue:44554", + "right": "issue:45446", + "accept": false, + "reason": "MPS attention correctness bug and PyTorch version gating for AuxRequest are different code paths." + }, + { + "left": "issue:44423", + "right": "issue:44734", + "accept": false, + "reason": "Both are serve crashes, but one is a multimodal .to() type error and the other is KV-cache indexing; not the same bug." + }, + { + "left": "issue:41720", + "right": "issue:46710", + "accept": false, + "reason": "Auto device mapping cudaErrorAssert and post-upgrade accuracy regression are distinct issues." + }, + { + "left": "issue:43493", + "right": "issue:43701", + "accept": false, + "reason": "SigLIP2 implementation discrepancy is unrelated to resume_from_checkpoint key mismatch." + }, + { + "left": "issue:45406", + "right": "issue:46121", + "accept": false, + "reason": "Gemma4Processor missing _tokenizer and JSON-loaded rope validation list handling are unrelated." + }, + { + "left": "issue:44977", + "right": "issue:46710", + "accept": false, + "reason": "Flash-attention generation failure for Qwen3.5 is not the same as DeepSeek accuracy regression." + }, + { + "left": "issue:37428", + "right": "issue:43957", + "accept": false, + "reason": "flash_supports_window_size import breakage is unrelated to meta-device model loading issues." + }, + { + "left": "issue:45072", + "right": "issue:45198", + "accept": false, + "reason": "bfloat16 dtype mismatches in CI are unrelated to Wav2Vec2 save_pretrained/tokenization failures." + }, + { + "left": "issue:43295", + "right": "issue:43450", + "accept": false, + "reason": "Processor.tokenizer regression is not the same as batched video processor shape handling." + }, + { + "left": "issue:45588", + "right": "issue:45759", + "accept": false, + "reason": "Flash-attention aux crash and Qwen multimodal config unwrapping are different problems." + }, + { + "left": "issue:43540", + "right": "issue:45200", + "accept": false, + "reason": "Video input processing failure in Qwen3OmniMoe is unrelated to Gemma4 token-type defaults." + }, + { + "left": "issue:43295", + "right": "issue:43873", + "accept": false, + "reason": "Processor/tokenizer regression and quantization offloading behavior are different concerns." + }, + { + "left": "issue:44186", + "right": "issue:46192", + "accept": false, + "reason": "LayoutLMv2 tokenization crash on NER/batching is unrelated to return_tensors being ignored with text_kwargs." + }, + { + "left": "issue:45823", + "right": "issue:46192", + "accept": false, + "reason": "Gemma4 device-map mismatch is unrelated to return_tensors/text_kwargs precedence." + } + ] + }, + "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": 25, + "review_unit_index": 29, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-504", + "nodes": [ + "issue:28218", + "issue:29870", + "issue:29942", + "issue:35141", + "issue:37428", + "issue:39692", + "issue:42490", + "issue:42915", + "issue:43232", + "issue:43262", + "issue:43278", + "issue:43295", + "issue:43334", + "issue:43450", + "issue:43452", + "issue:43493", + "issue:43525", + "issue:43550", + "issue:43572", + "issue:43575", + "issue:43653", + "issue:43824", + "issue:43844", + "issue:43856", + "issue:43950", + "issue:43975", + "issue:44112", + "issue:44466", + "issue:44521", + "issue:44554", + "issue:44610", + "issue:44737", + "issue:44849", + "issue:44987", + "issue:45127", + "issue:45200", + "issue:45290", + "issue:45356", + "issue:45381", + "issue:45520", + "issue:45823", + "issue:46178", + "issue:46192", + "issue:46209", + "issue:46285", + "issue:46512", + "issue:46821", + "issue:46894" + ], + "soft_pairs": [ + "issue:43572|issue:46821", + "issue:43295|issue:44610", + "issue:45200|issue:45823", + "issue:43550|issue:43844", + "issue:29870|issue:29942", + "issue:43450|issue:43575", + "issue:45520|issue:46178", + "issue:43572|issue:44987", + "issue:37428|issue:43824", + "issue:42490|issue:43493", + "issue:44554|issue:45356", + "issue:39692|issue:46192", + "issue:43232|issue:44849", + "issue:43295|issue:43493", + "issue:44521|issue:45290", + "issue:44466|issue:45127", + "issue:45381|issue:46209", + "issue:44737|issue:46894", + "issue:28218|issue:35141", + "issue:43278|issue:43856", + "issue:42915|issue:43824", + "issue:43824|issue:43975", + "issue:43653|issue:44112", + "issue:43950|issue:46285", + "issue:43452|issue:46512", + "issue:43262|issue:43450", + "issue:43334|issue:43525" + ], + "prepared_review_unit_hash": "c647395986d4c2d28080a96d8d3bf05eca88cf4c14c8b554331de0ac32daaac9", + "component_budget": { + "node_count": 504, + "item_count": 504, + "soft_pair_count": 1853, + "serialized_chars": 961383, + "estimated_input_tokens": 240346, + "estimated_eval_tokens": 480948 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 36171, + "estimated_input_tokens": 9043, + "estimated_eval_tokens": 18342 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is heterogeneous: the soft matches are mostly superficial text-similarity hits across unrelated regressions, so none of the candidate pairs should be merged as duplicates.", + "confidence": 0.91, + "canonical_issue_reason": "No single issue safely represents this cluster; the items span distinct bugs in tokenization, loading, generation, multimodal processing, and config handling.", + "canonical_pr_reason": "No pull requests are present in the cluster.", + "best_issue_reason": "No global best issue: even the most discussed items are model- or subsystem-specific and would misrepresent the rest of the cluster as a duplicate set.", + "best_pr_reason": "No pull request is suitable because there are no PRs in the input.", + "soft_edge_verdicts": [ + { + "left": "issue:43572", + "right": "issue:46821", + "accept": false, + "reason": "Both mention missing config attributes, but they affect different models and different fields (`pad_token_idx` vs `window_size`); not the same bug." + }, + { + "left": "issue:43295", + "right": "issue:44610", + "accept": false, + "reason": "Both are multimodal processor regressions, but one is a `processor.tokenizer` API break and the other is an image-size mismatch; different code paths." + }, + { + "left": "issue:45200", + "right": "issue:45823", + "accept": false, + "reason": "`mm_token_type_ids` defaulting and PLE device-mismatch are unrelated failures in different Gemma 4 paths." + }, + { + "left": "issue:43550", + "right": "issue:43844", + "accept": false, + "reason": "One is a torch.compile/SDPA model failure, the other is a DeepSpeed ZeRO-3 gradient anomaly; not the same defect." + }, + { + "left": "issue:29870", + "right": "issue:29942", + "accept": false, + "reason": "A generation-time Bart mask bug and Flash Attention 2 test failures are unrelated." + }, + { + "left": "issue:43450", + "right": "issue:43575", + "accept": false, + "reason": "Batched video processor output-shape bug and tensor-parallel OOM are different issues." + }, + { + "left": "issue:45520", + "right": "issue:46178", + "accept": false, + "reason": "Import backend lookup failure for `flash_attn` on Python 3.13 is unrelated to `tensorflow_text` backend registration." + }, + { + "left": "issue:43572", + "right": "issue:44987", + "accept": false, + "reason": "Both are loading-related, but one is a missing config attribute and the other is a model-loading failure for a specific repo; no shared concrete bug." + }, + { + "left": "issue:37428", + "right": "issue:43824", + "accept": false, + "reason": "Both are import errors, but they involve different symbols and different modules; too broad to be one duplicate." + }, + { + "left": "issue:42490", + "right": "issue:43493", + "accept": false, + "reason": "A path-with-trailing-slash import warning is not the same as a SigLIP2 implementation discrepancy." + }, + { + "left": "issue:44554", + "right": "issue:45356", + "accept": false, + "reason": "An MPS attention correctness bug and a tokenizer codec regression are unrelated." + }, + { + "left": "issue:39692", + "right": "issue:46192", + "accept": false, + "reason": "Documentation example errors and `return_tensors` being ignored are different classes of bugs." + }, + { + "left": "issue:43232", + "right": "issue:44849", + "accept": false, + "reason": "Generation kwargs update logic and Qwen3.5 hidden-states output are separate generation/model behaviors." + }, + { + "left": "issue:43295", + "right": "issue:43493", + "accept": false, + "reason": "Processor/tokenizer API regression and SigLIP2 implementation drift do not share the same underlying bug." + }, + { + "left": "issue:44521", + "right": "issue:45290", + "accept": false, + "reason": "Both touch `apply_chat_template`, but one is assistant mask handling for multimodal inputs while the other is tool-call/content crash handling." + }, + { + "left": "issue:44466", + "right": "issue:45127", + "accept": false, + "reason": "Both involve tied-weights behavior, but one is serialization depending on device and the other is LoRA merge collapse with extended vocab; different fixes." + }, + { + "left": "issue:45381", + "right": "issue:46209", + "accept": false, + "reason": "Wrong video `vision_position_ids` and FP8 inference failure on B200 are unrelated." + }, + { + "left": "issue:44737", + "right": "issue:46894", + "accept": false, + "reason": "CPU-bound XLNet positional encoding and a CohereASR training-loss shift bug are not the same code path." + }, + { + "left": "issue:28218", + "right": "issue:35141", + "accept": false, + "reason": "Tokenizer spacing after added tokens and output embedding reinitialization after resize are different tokenizer/model-weight issues." + }, + { + "left": "issue:43278", + "right": "issue:43856", + "accept": false, + "reason": "A dtype regression during evaluate and MoE training memory inefficiency are separate problems." + }, + { + "left": "issue:42915", + "right": "issue:43824", + "accept": false, + "reason": "Qwen3Moe FP8 config failure and a Qwen2.5-VL import error are unrelated." + }, + { + "left": "issue:43824", + "right": "issue:43975", + "accept": false, + "reason": "Importing a missing VL class and incorrect detokenization in DeepSeek Coder are different bugs." + }, + { + "left": "issue:43653", + "right": "issue:44112", + "accept": false, + "reason": "A tokenizer special-token registration bug and a stale device override CI failure are not the same underlying issue." + }, + { + "left": "issue:43950", + "right": "issue:46285", + "accept": false, + "reason": "Non-persistent buffer corruption in `from_pretrained` and CLIP text-model structure divergence are unrelated regressions." + }, + { + "left": "issue:43452", + "right": "issue:46512", + "accept": false, + "reason": "`gguf_file` loading breakage and stale `model.config.dtype` after `from_config` affect different initialization paths." + }, + { + "left": "issue:43262", + "right": "issue:43450", + "accept": false, + "reason": "Audio chat-template sample-rate defaulting and batched video shape handling are different processor bugs." + }, + { + "left": "issue:43334", + "right": "issue:43525", + "accept": false, + "reason": "Both surface as missing `pad_token_id`, but they are model-specific config classes and not clearly the same root cause." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 25, + "review_unit_index": 30, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-504", + "nodes": [ + "issue:28282", + "issue:29942", + "issue:32090", + "issue:33357", + "issue:37428", + "issue:38175", + "issue:41720", + "issue:43335", + "issue:43388", + "issue:43425", + "issue:43504", + "issue:43526", + "issue:43550", + "issue:43606", + "issue:43611", + "issue:43653", + "issue:43819", + "issue:43827", + "issue:43901", + "issue:44112", + "issue:44206", + "issue:44442", + "issue:44466", + "issue:44479", + "issue:44561", + "issue:44610", + "issue:44792", + "issue:44857", + "issue:44898", + "issue:45083", + "issue:45198", + "issue:45200", + "issue:45325", + "issue:45412", + "issue:45563", + "issue:45584", + "issue:45593", + "issue:45759", + "issue:46192", + "issue:46209", + "issue:46234", + "issue:46285", + "issue:46424", + "issue:46512", + "issue:46821", + "issue:46858", + "issue:46899", + "issue:46932" + ], + "soft_pairs": [ + "issue:45200|issue:46899", + "issue:45200|issue:46932", + "issue:44442|issue:45198", + "issue:44792|issue:45563", + "issue:44898|issue:45412", + "issue:44479|issue:46192", + "issue:43819|issue:44112", + "issue:45200|issue:45325", + "issue:41720|issue:46209", + "issue:43335|issue:43550", + "issue:43827|issue:43901", + "issue:44561|issue:46234", + "issue:44610|issue:44857", + "issue:43819|issue:45083", + "issue:43388|issue:43526", + "issue:46512|issue:46821", + "issue:45759|issue:46285", + "issue:44206|issue:45584", + "issue:44857|issue:45593", + "issue:43606|issue:45083", + "issue:46424|issue:46858", + "issue:38175|issue:45412", + "issue:43335|issue:43653", + "issue:37428|issue:43425", + "issue:29942|issue:32090", + "issue:28282|issue:33357", + "issue:43550|issue:44112", + "issue:43611|issue:44466", + "issue:43335|issue:43504" + ], + "prepared_review_unit_hash": "adc14f1028922e83d020e55ecd2fa31c485a58fa351ce24f4d822f4f4c2daf7a", + "component_budget": { + "node_count": 504, + "item_count": 504, + "soft_pair_count": 1853, + "serialized_chars": 961383, + "estimated_input_tokens": 240346, + "estimated_eval_tokens": 480948 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "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 mostly heterogeneous issue noise rather than one duplicate family. None of the soft pairs look like the same underlying bug/change. If a representative issue is needed, #45200 is the strongest single issue, but only weakly so.", + "confidence": 0.88, + "canonical_issue_reason": "#45200 has the most discussion and is a concrete, user-facing Gemma 4 regression; among this mixed set it is the best representative, though the cluster is not truly cohesive.", + "canonical_pr_reason": null, + "best_issue_reason": "#45200 is the clearest standalone bug report with enough context to represent the cluster, but it should not be treated as a strong canonical for the other items.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45200", + "right": "issue:46899", + "accept": false, + "reason": "Both are Gemma4-related, but one is text-only fine-tuning token type IDs and the other is 4-bit vision/audio dtype casting; different bugs." + }, + { + "left": "issue:45200", + "right": "issue:46932", + "accept": false, + "reason": "#46932 is about quantized vision/audio embedder dtype casting, while #45200 is about mm_token_type_ids for text-only fine-tuning." + }, + { + "left": "issue:44442", + "right": "issue:45198", + "accept": false, + "reason": "Both concern speech/tokenizer workflows, but they affect different models and different failure modes." + }, + { + "left": "issue:44792", + "right": "issue:45563", + "accept": false, + "reason": "Janus image generation test failure and a stale generate warning are unrelated code-paths." + }, + { + "left": "issue:44898", + "right": "issue:45412", + "accept": false, + "reason": "Perceiver resolution handling and RT-DETR memory release are unrelated bugs." + }, + { + "left": "issue:44479", + "right": "issue:46192", + "accept": false, + "reason": "Both touch multimodal input handling, but one is a video-input regression and the other is return_tensors/text_kwargs behavior." + }, + { + "left": "issue:43819", + "right": "issue:44112", + "accept": false, + "reason": "DAC latent reconstruction mismatch and GraniteSpeech CI device-override failure are different issues." + }, + { + "left": "issue:45200", + "right": "issue:45325", + "accept": false, + "reason": "Gemma4 mm_token_type_ids and Qwen2.5-VL rope index scaling are unrelated." + }, + { + "left": "issue:41720", + "right": "issue:46209", + "accept": false, + "reason": "Different hardware-specific failures on different models; no shared underlying bug." + }, + { + "left": "issue:43335", + "right": "issue:43550", + "accept": false, + "reason": "SwitchTransformers sparse-layer config bug and Bamba torch.compile/SDPA failure are unrelated." + }, + { + "left": "issue:43827", + "right": "issue:43901", + "accept": false, + "reason": "Both are docs-related, but one is about removed pipeline() references and the other about return_all_scores semantics." + }, + { + "left": "issue:44561", + "right": "issue:46234", + "accept": false, + "reason": "Different missing/removal of import-utils helpers causing different breakages." + }, + { + "left": "issue:44610", + "right": "issue:44857", + "accept": false, + "reason": "OmDet input-size mismatch and LwDetr AMP crash are different model bugs." + }, + { + "left": "issue:43819", + "right": "issue:45083", + "accept": false, + "reason": "DAC from_latents mismatch and qwen3_omni_moe length helper behavior are unrelated." + }, + { + "left": "issue:43388", + "right": "issue:43526", + "accept": false, + "reason": "Both mention label handling, but they are different functions, models, and symptoms." + }, + { + "left": "issue:46512", + "right": "issue:46821", + "accept": false, + "reason": "Model config dtype staleness and TimesFM window_size AttributeError are unrelated." + }, + { + "left": "issue:45759", + "right": "issue:46285", + "accept": false, + "reason": "Both involve model structure/config changes, but they affect different model families and different breakages." + }, + { + "left": "issue:44206", + "right": "issue:45584", + "accept": false, + "reason": "Unsupported feature-extractor arg and Whisper empty-transcription failure are not the same bug." + }, + { + "left": "issue:44857", + "right": "issue:45593", + "accept": false, + "reason": "AMP crash in LwDetr loss and missing auxiliary losses in D-FINE are unrelated." + }, + { + "left": "issue:43606", + "right": "issue:45083", + "accept": false, + "reason": "CPU offload device mismatch and qwen3_omni_moe output-length helper behavior are different issues." + }, + { + "left": "issue:46424", + "right": "issue:46858", + "accept": false, + "reason": "Both are cache-related, but they fail in different places and with different mechanics." + }, + { + "left": "issue:38175", + "right": "issue:45412", + "accept": false, + "reason": "Siglip2 zero probabilities and RT-DETR memory cleanup are unrelated." + }, + { + "left": "issue:43335", + "right": "issue:43653", + "accept": false, + "reason": "SwitchTransformers config bug and BigBirdTokenizer special-token bug are unrelated." + }, + { + "left": "issue:37428", + "right": "issue:43425", + "accept": false, + "reason": "A missing flash-attention import and generic Torch 2.10 incompatibility are not the same concrete issue." + }, + { + "left": "issue:29942", + "right": "issue:32090", + "accept": false, + "reason": "Flash Attention 2 test failures and a Trainer _gpu_broadcast_one NoneType error are unrelated." + }, + { + "left": "issue:28282", + "right": "issue:33357", + "accept": false, + "reason": "AutoModel missing PyTorch and MacOS bus error in CLIP are unrelated." + }, + { + "left": "issue:43550", + "right": "issue:44112", + "accept": false, + "reason": "Bamba torch.compile/SDPA failure and GraniteSpeech stale device-override CI failure are unrelated." + }, + { + "left": "issue:43611", + "right": "issue:44466", + "accept": false, + "reason": "base_model_prefix loading breakage and lm_head.weight serialization inconsistency are different problems." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 25, + "review_unit_index": 31, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-504", + "nodes": [ + "issue:26413", + "issue:28218", + "issue:29127", + "issue:31501", + "issue:32090", + "issue:34689", + "issue:35141", + "issue:37428", + "issue:39692", + "issue:42490", + "issue:43278", + "issue:43335", + "issue:43526", + "issue:43606", + "issue:43720", + "issue:43819", + "issue:43825", + "issue:43854", + "issue:44112", + "issue:44206", + "issue:44351", + "issue:44448", + "issue:44493", + "issue:44514", + "issue:44521", + "issue:44617", + "issue:44743", + "issue:44779", + "issue:44855", + "issue:44857", + "issue:45083", + "issue:45127", + "issue:45245", + "issue:45290", + "issue:45310", + "issue:45459", + "issue:45478", + "issue:45520", + "issue:45588", + "issue:45593", + "issue:45823", + "issue:45859", + "issue:46170", + "issue:46234", + "issue:46326", + "issue:46431", + "issue:46566", + "issue:46697" + ], + "soft_pairs": [ + "issue:45520|issue:46170", + "issue:44855|issue:45083", + "issue:44448|issue:44743", + "issue:43278|issue:43825", + "issue:43335|issue:45083", + "issue:37428|issue:44351", + "issue:44514|issue:44521", + "issue:43335|issue:44112", + "issue:43335|issue:45593", + "issue:45290|issue:46326", + "issue:29127|issue:32090", + "issue:45588|issue:45859", + "issue:42490|issue:43854", + "issue:34689|issue:35141", + "issue:43720|issue:44112", + "issue:43819|issue:44493", + "issue:39692|issue:43526", + "issue:46431|issue:46566", + "issue:43606|issue:44857", + "issue:45310|issue:45478", + "issue:44448|issue:44779", + "issue:26413|issue:31501", + "issue:28218|issue:32090", + "issue:45459|issue:46234", + "issue:45127|issue:45245", + "issue:44617|issue:46697", + "issue:39692|issue:44493", + "issue:44206|issue:45823" + ], + "prepared_review_unit_hash": "10dc48c9901aac1e33c345e8a4b3a17302f32419465928ed155f1180371d566d", + "component_budget": { + "node_count": 504, + "item_count": 504, + "soft_pair_count": 1853, + "serialized_chars": 961383, + "estimated_input_tokens": 240346, + "estimated_eval_tokens": 480948 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36357, + "estimated_input_tokens": 9090, + "estimated_eval_tokens": 18436 + }, + "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 only clear duplicate pair is the Qwen3.5 MoE `from_pretrained` regression (`45310` and `45478`), with `45310` the better anchor. No pull requests are present.", + "confidence": 0.94, + "canonical_issue_reason": "`issue:45310` is the earlier, more detailed report of the same Qwen3.5 MoE `from_pretrained` failure as `issue:45478`, so it is the best canonical issue for that duplicate pair.", + "canonical_pr_reason": null, + "best_issue_reason": "`issue:45310` is the strongest representative issue in this set because it cleanly captures the duplicated Qwen3.5 MoE bug and is better documented than the follow-up report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45520", + "right": "issue:46170", + "accept": false, + "reason": "Both are import/runtime errors, but they affect different code paths and environments; not the same bug." + }, + { + "left": "issue:44855", + "right": "issue:45083", + "accept": false, + "reason": "Different problems: Python 3.13 import parsing vs feature-extractor length helper behavior." + }, + { + "left": "issue:44448", + "right": "issue:44743", + "accept": false, + "reason": "Both mention v5 behavior, but one is Pegasus output drift and the other is recurrent-state reset in modular_qwen3_5.py." + }, + { + "left": "issue:43278", + "right": "issue:43825", + "accept": false, + "reason": "Embedding dtype regression vs pipeline task-support error; unrelated failures." + }, + { + "left": "issue:43335", + "right": "issue:45083", + "accept": false, + "reason": "SwitchTransformers config bug and qwen3_omni_moe feature-length helper bug are different issues." + }, + { + "left": "issue:37428", + "right": "issue:44351", + "accept": false, + "reason": "Different import errors in different modules; no shared underlying defect." + }, + { + "left": "issue:44514", + "right": "issue:44521", + "accept": false, + "reason": "Both involve chat templates, but one is batched padding handling and the other is assistant mask generation for multimodal inputs." + }, + { + "left": "issue:43335", + "right": "issue:44112", + "accept": false, + "reason": "Config construction bug vs CI device override test failure; not the same underlying problem." + }, + { + "left": "issue:43335", + "right": "issue:45593", + "accept": false, + "reason": "Sparse-layer config issue is unrelated to D-FINE auxiliary-loss behavior." + }, + { + "left": "issue:45290", + "right": "issue:46326", + "accept": false, + "reason": "Both touch chat templating, but they fail in different tokenizer paths with different symptoms." + }, + { + "left": "issue:29127", + "right": "issue:32090", + "accept": false, + "reason": "LayoutLMV3 error-message clarity and Trainer GPU broadcast TypeError are unrelated." + }, + { + "left": "issue:45588", + "right": "issue:45859", + "accept": false, + "reason": "Both mention flash attention-related code, but one is an `s_aux=None` crash and the other is CPU-offload incompatibility." + }, + { + "left": "issue:42490", + "right": "issue:43854", + "accept": false, + "reason": "Trailing-slash import warning and GLM-4.7 loading failure are separate issues." + }, + { + "left": "issue:34689", + "right": "issue:35141", + "accept": false, + "reason": "Model-loading regression and embedding reinitialization on resize are different bugs." + }, + { + "left": "issue:43720", + "right": "issue:44112", + "accept": false, + "reason": "Packed-weight loading failure is unrelated to a stale CI device-override test." + }, + { + "left": "issue:43819", + "right": "issue:44493", + "accept": false, + "reason": "DAC latent conversion mismatch and unexpected position-id keys are different code paths." + }, + { + "left": "issue:39692", + "right": "issue:43526", + "accept": false, + "reason": "Documentation/model mismatch and BEiT `reduce_labels` fast processor bug are unrelated." + }, + { + "left": "issue:46431", + "right": "issue:46566", + "accept": false, + "reason": "Missing chat template error vs model weights staying on meta device; not the same bug." + }, + { + "left": "issue:43606", + "right": "issue:44857", + "accept": false, + "reason": "CPU offload device mismatch for Bark and LwDETR AMP crash are distinct issues." + }, + { + "left": "issue:45310", + "right": "issue:45478", + "accept": true, + "reason": "Same reported bug: identical Qwen3.5 MoE `from_pretrained` error, with `45478` appearing to be a duplicate of `45310`." + }, + { + "left": "issue:44448", + "right": "issue:44779", + "accept": false, + "reason": "Both are v5 regressions, but one is Pegasus output divergence and the other is Deepseek tokenizer correctness." + }, + { + "left": "issue:26413", + "right": "issue:31501", + "accept": false, + "reason": "Checkpoint-resume epoch iterator failure and FineWeb training startup failure are not the same underlying bug." + }, + { + "left": "issue:28218", + "right": "issue:32090", + "accept": false, + "reason": "Tokenizer added-space bug and GPU broadcast NoneType error are unrelated." + }, + { + "left": "issue:45459", + "right": "issue:46234", + "accept": false, + "reason": "Tokenizer protobuf error handling and missing `is_falcon_mamba_ssm_available` utility are separate issues." + }, + { + "left": "issue:45127", + "right": "issue:45245", + "accept": false, + "reason": "LoRA merge collapse and category-count limit error are unrelated." + }, + { + "left": "issue:44617", + "right": "issue:46697", + "accept": false, + "reason": "CUDA OOM and over-padding image processor behavior are different problems." + }, + { + "left": "issue:39692", + "right": "issue:44493", + "accept": false, + "reason": "Documentation/example issues and unexpected position-id keys are unrelated." + }, + { + "left": "issue:44206", + "right": "issue:45823", + "accept": false, + "reason": "Feature-extractor center-arg crash and Gemma4 PLE device mismatch are different failures." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: all items are issues, and the only clearly duplicated pair in the set is `issue:45310`/`issue:45478`. The soft-edge rejections are generally conservative and do not overclaim shared causality. No PRs are present, so the PR-related requirement is satisfied vacuously." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 25, + "review_unit_index": 32, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-504", + "nodes": [ + "issue:10000", + "issue:15354", + "issue:25251", + "issue:27957", + "issue:29870", + "issue:29942", + "issue:32090", + "issue:33290", + "issue:33357", + "issue:34689", + "issue:35141", + "issue:37428", + "issue:38175", + "issue:40444", + "issue:42175", + "issue:42490", + "issue:43278", + "issue:43329", + "issue:43381", + "issue:43526", + "issue:43550", + "issue:43575", + "issue:43701", + "issue:43873", + "issue:43927", + "issue:44360", + "issue:44448", + "issue:44493", + "issue:44561", + "issue:44779", + "issue:44855", + "issue:44857", + "issue:44977", + "issue:45072", + "issue:45083", + "issue:45229", + "issue:45290", + "issue:45381", + "issue:45593", + "issue:45698", + "issue:45920", + "issue:46192", + "issue:46399", + "issue:46421", + "issue:46655", + "issue:46858", + "issue:47000" + ], + "soft_pairs": [ + "issue:43701|issue:45083", + "issue:44857|issue:45072", + "issue:32090|issue:33357", + "issue:42490|issue:43575", + "issue:45593|issue:47000", + "issue:43550|issue:45083", + "issue:29942|issue:35141", + "issue:38175|issue:44493", + "issue:27957|issue:34689", + "issue:29870|issue:32090", + "issue:43278|issue:43329", + "issue:44360|issue:44561", + "issue:45290|issue:45381", + "issue:45920|issue:46192", + "issue:44448|issue:44977", + "issue:10000|issue:15354", + "issue:44855|issue:46399", + "issue:44977|issue:45229", + "issue:43927|issue:45698", + "issue:29870|issue:33290", + "issue:40444|issue:43526", + "issue:45290|issue:46655", + "issue:43278|issue:43381", + "issue:37428|issue:42175", + "issue:32090|issue:33290", + "issue:46421|issue:46858", + "issue:43873|issue:45229", + "issue:42490|issue:43873", + "issue:44561|issue:44779", + "issue:25251|issue:32090" + ], + "prepared_review_unit_hash": "e5545c1d368afc63166f30059272ecd2da8b25fc8622570ef96df721930d5687", + "component_budget": { + "node_count": 504, + "item_count": 504, + "soft_pair_count": 1853, + "serialized_chars": 961383, + "estimated_input_tokens": 240346, + "estimated_eval_tokens": 480948 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36236, + "estimated_input_tokens": 9059, + "estimated_eval_tokens": 18374 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The soft pairs mostly look like superficially similar but ultimately different bugs across unrelated code paths; I would not merge any of them. The strongest representative issue in this set is the broad tokenizer regression report.", + "confidence": 0.61, + "canonical_issue_reason": "issue:45920 is the most representative, high-signal bug report here: it describes a concrete regression affecting multiple models, has clear impact, and is broader than the other, more niche reports.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45920 is the best single issue to anchor triage because it is specific enough to be actionable yet broad enough to capture a recurring regression pattern across models.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43701", + "right": "issue:45083", + "accept": false, + "reason": "Checkpoint-key mismatch and a multimodal length helper bug are different code paths and failures." + }, + { + "left": "issue:44857", + "right": "issue:45072", + "accept": false, + "reason": "Both mention dtype/AMP, but one is a loss crash in float16 AMP and the other is a bfloat16 inference CI mismatch in different models." + }, + { + "left": "issue:32090", + "right": "issue:33357", + "accept": false, + "reason": "Different failures: trainer broadcast TypeError vs MacOS bus error on a CLIP model." + }, + { + "left": "issue:42490", + "right": "issue:43575", + "accept": false, + "reason": "Local-path import warning and tensor-parallel OOM are unrelated issues." + }, + { + "left": "issue:45593", + "right": "issue:47000", + "accept": false, + "reason": "Different detection-loss problems: missing auxiliary losses vs infeasible cost matrix." + }, + { + "left": "issue:43550", + "right": "issue:45083", + "accept": false, + "reason": "torch.compile/SDPA failure in Bamba is unrelated to a qwen3_omni_moe feature-length calculation bug." + }, + { + "left": "issue:29942", + "right": "issue:35141", + "accept": false, + "reason": "Flash-Attention test failures and embedding reinitialization after resize are different bugs." + }, + { + "left": "issue:38175", + "right": "issue:44493", + "accept": false, + "reason": "Unexpected zero probabilities in SigLIP2 and position-id key warnings are not the same failure mode." + }, + { + "left": "issue:27957", + "right": "issue:34689", + "accept": false, + "reason": "XLMRoberta Flash-Attention 2 support and Llama 3.2 Vision model loading regressions are distinct." + }, + { + "left": "issue:29870", + "right": "issue:32090", + "accept": false, + "reason": "Bart generation hits an UnboundLocalError; trainer broadcast fails on NoneType\u2014different paths and symptoms." + }, + { + "left": "issue:43278", + "right": "issue:43329", + "accept": false, + "reason": "A dtype change in evaluate and an undefined-video-branch multimodal token bug are unrelated." + }, + { + "left": "issue:44360", + "right": "issue:44561", + "accept": false, + "reason": "A missing ReLU in the DSA indexer is unrelated to the v5 trust_remote_code breakage." + }, + { + "left": "issue:45290", + "right": "issue:45381", + "accept": false, + "reason": "Chat-template tool-call handling and Qwen2.5-VL video position IDs are different multimodal bugs." + }, + { + "left": "issue:45920", + "right": "issue:46192", + "accept": false, + "reason": "Both concern tokenization, but one is wrong token IDs across models and the other is return_tensors being ignored with explicit text kwargs." + }, + { + "left": "issue:44448", + "right": "issue:44977", + "accept": false, + "reason": "Pegasus v4/v5 output differences and Qwen3.5 flash-attention generation issues are unrelated." + }, + { + "left": "issue:10000", + "right": "issue:15354", + "accept": false, + "reason": "German DistilBertModel issue and a torch.jit.script GeneratorExp export problem are different model/runtime bugs." + }, + { + "left": "issue:44855", + "right": "issue:46399", + "accept": false, + "reason": "Both involve parser/decorator wording, but one is a Python 3.13 torch.jit indentation/import issue and the other is a missing decorator on a Qwen3.5 kernel registration." + }, + { + "left": "issue:44977", + "right": "issue:45229", + "accept": false, + "reason": "Flash-attention generation failure and multi-GPU CUDA OOM are distinct problems." + }, + { + "left": "issue:43927", + "right": "issue:45698", + "accept": false, + "reason": "Saving/loading custom token IDs and loading the wrong custom module after save_pretrained are different persistence bugs." + }, + { + "left": "issue:29870", + "right": "issue:33290", + "accept": false, + "reason": "Generation-time decoder mask bug and DeepSpeed AdaFactor OOM are unrelated." + }, + { + "left": "issue:40444", + "right": "issue:43526", + "accept": false, + "reason": "Qwen2.5-VL multi-image finetuning failure and BeitImageProcessorFast label reduction are different components." + }, + { + "left": "issue:45290", + "right": "issue:46655", + "accept": false, + "reason": "Chat-template tool-call crash and video padding miscalculation are not the same underlying bug." + }, + { + "left": "issue:43278", + "right": "issue:43381", + "accept": false, + "reason": "Embedding dtype drift and gradient-checkpointing-in-eval are unrelated." + }, + { + "left": "issue:37428", + "right": "issue:42175", + "accept": false, + "reason": "Flash-attention import breakage and missing TensorFlow in a torch install are unrelated packaging/runtime issues." + }, + { + "left": "issue:32090", + "right": "issue:33290", + "accept": false, + "reason": "Trainer broadcast TypeError and DeepSpeed OOM are different failure modes." + }, + { + "left": "issue:46421", + "right": "issue:46858", + "accept": false, + "reason": "Both involve cache/compile, but one is spurious recompilation from lazy init and the other is a device-tensor seq-length arithmetic bug." + }, + { + "left": "issue:43873", + "right": "issue:45229", + "accept": false, + "reason": "Quantization/offloading behavior and multi-GPU OOM are not the same bug." + }, + { + "left": "issue:44561", + "right": "issue:44779", + "accept": false, + "reason": "v5 trust_remote_code breakage and DeepSeek tokenizer regression are different regression reports." + }, + { + "left": "issue:25251", + "right": "issue:32090", + "accept": false, + "reason": "Pipeline top_k nesting behavior and trainer broadcast errors 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": 25, + "review_unit_index": 33, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-504", + "nodes": [ + "issue:29127", + "issue:29870", + "issue:29942", + "issue:30064", + "issue:33357", + "issue:34567", + "issue:34689", + "issue:39692", + "issue:41720", + "issue:42915", + "issue:42994", + "issue:43065", + "issue:43278", + "issue:43381", + "issue:43412", + "issue:43575", + "issue:43611", + "issue:43653", + "issue:43701", + "issue:43756", + "issue:43976", + "issue:43994", + "issue:44186", + "issue:44206", + "issue:44265", + "issue:44361", + "issue:44442", + "issue:44448", + "issue:44466", + "issue:44479", + "issue:44568", + "issue:44743", + "issue:44871", + "issue:44977", + "issue:45198", + "issue:45229", + "issue:45372", + "issue:45412", + "issue:45440", + "issue:45459", + "issue:45491", + "issue:45563", + "issue:45588", + "issue:45712", + "issue:45803", + "issue:45823", + "issue:46121", + "issue:46693" + ], + "soft_pairs": [ + "issue:43976|issue:45440", + "issue:44448|issue:44466", + "issue:44568|issue:45491", + "issue:29127|issue:34567", + "issue:44871|issue:44977", + "issue:33357|issue:39692", + "issue:45588|issue:45823", + "issue:43381|issue:43701", + "issue:45198|issue:45803", + "issue:43278|issue:43575", + "issue:41720|issue:45229", + "issue:44977|issue:45563", + "issue:44186|issue:45198", + "issue:44361|issue:45198", + "issue:43611|issue:46121", + "issue:43653|issue:44743", + "issue:29870|issue:34689", + "issue:44206|issue:44479", + "issue:29942|issue:30064", + "issue:45372|issue:45588", + "issue:42915|issue:42994", + "issue:43756|issue:45440", + "issue:43653|issue:44442", + "issue:43412|issue:45588", + "issue:45459|issue:45712", + "issue:45491|issue:46693", + "issue:44265|issue:45198", + "issue:43065|issue:43994", + "issue:29127|issue:33357", + "issue:43065|issue:45412" + ], + "prepared_review_unit_hash": "c272d099e561527ee3b0e9c417d65562f0a620b132ba606f5585ce30e48e4063", + "component_budget": { + "node_count": 504, + "item_count": 504, + "soft_pair_count": 1853, + "serialized_chars": 961383, + "estimated_input_tokens": 240346, + "estimated_eval_tokens": 480948 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36888, + "estimated_input_tokens": 9222, + "estimated_eval_tokens": 18700 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous: the soft pairs span unrelated model, tokenizer, export, and performance bugs, so none look like true duplicates. I selected the long-context FA2 regression issue as the most representative issue in the set.", + "confidence": 0.89, + "canonical_issue_reason": "issue:46693 is the most central/high-signal item here: open, recent, with the most discussion and inbound references, and it sits in a broad performance-regression area that best fits the cluster\u2019s loose FA2/generation theme.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:46693 is the strongest stand-in for the cluster because it has the clearest user impact, active discussion, and a broad regression scope compared with the many narrow, unrelated model-specific bugs.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43976", + "right": "issue:45440", + "accept": false, + "reason": "Python/version compatibility regression vs DeepSeek MoE implementation divergence; unrelated bugs." + }, + { + "left": "issue:44448", + "right": "issue:44466", + "accept": false, + "reason": "Different problems: model output mismatch across versions vs tied-weight serialization behavior." + }, + { + "left": "issue:44568", + "right": "issue:45491", + "accept": false, + "reason": "Tokenizer special-token handling vs Gemma3 NaN embeddings; no shared code-path or symptom." + }, + { + "left": "issue:29127", + "right": "issue:34567", + "accept": false, + "reason": "LayoutLMv3 error-message clarity vs TrainerState token counter update bug; unrelated." + }, + { + "left": "issue:44871", + "right": "issue:44977", + "accept": false, + "reason": "Gemma eos_token_id config mismatch vs Qwen3.5 flash-attention generation failure; different defects." + }, + { + "left": "issue:33357", + "right": "issue:39692", + "accept": false, + "reason": "MacOS bus error in a community CLIP model vs SigLIP2 documentation/example errors; not the same underlying bug." + }, + { + "left": "issue:45588", + "right": "issue:45823", + "accept": false, + "reason": "Flash-attention integration crash on `s_aux=None` vs Gemma4 device-mapping mismatch; different failure modes and code paths." + }, + { + "left": "issue:43381", + "right": "issue:43701", + "accept": false, + "reason": "Eval-mode gradient checkpointing restriction vs checkpoint key mismatch on resume; unrelated." + }, + { + "left": "issue:45198", + "right": "issue:45803", + "accept": false, + "reason": "Wav2Vec2 save/tokenization failure vs Fuyu bare-except exception masking; different components and symptoms." + }, + { + "left": "issue:43278", + "right": "issue:43575", + "accept": false, + "reason": "Dtype regression in evaluation vs tensor-parallel OOM while loading a large Qwen model; unrelated." + }, + { + "left": "issue:41720", + "right": "issue:45229", + "accept": false, + "reason": "Both are inference problems, but one is a CUDA assert with auto device mapping and the other is an OOM; not the same concrete bug." + }, + { + "left": "issue:44977", + "right": "issue:45563", + "accept": false, + "reason": "Flash-attention generation bug vs stale warning in paged generate; unrelated." + }, + { + "left": "issue:44186", + "right": "issue:45198", + "accept": false, + "reason": "LayoutLMv2 tokenizer NER/padding crash vs Wav2Vec2 save/tokenization failure; different tokenizer issues." + }, + { + "left": "issue:44361", + "right": "issue:45198", + "accept": false, + "reason": "MLuke tokenizer AttributeError vs Wav2Vec2 tokenization/save failure; unrelated." + }, + { + "left": "issue:43611", + "right": "issue:46121", + "accept": false, + "reason": "Model loading regression around `base_model_prefix` vs Rope-parameter validation TypeError; different code paths." + }, + { + "left": "issue:43653", + "right": "issue:44743", + "accept": false, + "reason": "BigBirdTokenizer special-token bug vs Qwen3.5 recurrent-state reset bug; unrelated." + }, + { + "left": "issue:29870", + "right": "issue:34689", + "accept": false, + "reason": "BART generate() local variable bug vs Llama 3.2 Vision loading regression; no shared underlying defect." + }, + { + "left": "issue:44206", + "right": "issue:44479", + "accept": false, + "reason": "Feature extractor argument regression vs video-input regression across Qwen VL models; both regressions, but not the same bug." + }, + { + "left": "issue:29942", + "right": "issue:30064", + "accept": false, + "reason": "Flash Attention 2 tests vs segmentation-map processing failure; unrelated." + }, + { + "left": "issue:45372", + "right": "issue:45588", + "accept": false, + "reason": "Gemma 4 processor import failure vs flash-attention integration crash; different components." + }, + { + "left": "issue:42915", + "right": "issue:42994", + "accept": false, + "reason": "FP8 config load failure vs quantized model saving failure; both quantization-related but distinct bugs and code paths." + }, + { + "left": "issue:43756", + "right": "issue:45440", + "accept": false, + "reason": "Smollm3 RoPE-layer mismatch vs DeepSeekV3MoE implementation divergence; different model-specific issues." + }, + { + "left": "issue:43653", + "right": "issue:44442", + "accept": false, + "reason": "Tokenizer special-token registration bug vs AutoTokenizer loading failure for a different tokenizer; unrelated." + }, + { + "left": "issue:43412", + "right": "issue:45588", + "accept": false, + "reason": "Executorch export/guard issue vs flash-attention crash; no meaningful overlap." + }, + { + "left": "issue:45459", + "right": "issue:45712", + "accept": false, + "reason": "Tokenizer exception handling vs dummy class cleanup/dir() leakage; unrelated." + }, + { + "left": "issue:45491", + "right": "issue:46693", + "accept": false, + "reason": "Gemma3 NaN embeddings in sliding-window attention vs FA2 long-context performance regression; both mention generation/FA2, but the concrete bug and symptom differ." + }, + { + "left": "issue:44265", + "right": "issue:45198", + "accept": false, + "reason": "torch.export failure with `torch_compilable_check` vs Wav2Vec2 save/tokenization failure; unrelated." + }, + { + "left": "issue:43065", + "right": "issue:43994", + "accept": false, + "reason": "Sam3 dummy Conv2d placeholder vs SigLIP2 nonsensical output; different models and issues." + }, + { + "left": "issue:29127", + "right": "issue:33357", + "accept": false, + "reason": "LayoutLMv3 error messaging issue vs MacOS bus error in CLIP model loading; unrelated." + }, + { + "left": "issue:43065", + "right": "issue:45412", + "accept": false, + "reason": "Dummy layer placeholder bug vs RT-DETR memory leak on deletion; different defects." + } + ] + }, + "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": 25, + "review_unit_index": 34, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-504", + "nodes": [ + "issue:27957", + "issue:29127", + "issue:33290", + "issue:34689", + "issue:35141", + "issue:42490", + "issue:42915", + "issue:43066", + "issue:43334", + "issue:43381", + "issue:43421", + "issue:43526", + "issue:43531", + "issue:43575", + "issue:43701", + "issue:43824", + "issue:43873", + "issue:43931", + "issue:43994", + "issue:44186", + "issue:44279", + "issue:44387", + "issue:44442", + "issue:44462", + "issue:44464", + "issue:44857", + "issue:45072", + "issue:45245", + "issue:45250", + "issue:45372", + "issue:45406", + "issue:45412", + "issue:45440", + "issue:45459", + "issue:45491", + "issue:45563", + "issue:45584", + "issue:45588", + "issue:45593", + "issue:45834", + "issue:46121", + "issue:46369", + "issue:46399", + "issue:46640", + "issue:46693", + "issue:46701", + "issue:46821" + ], + "soft_pairs": [ + "issue:45372|issue:45406", + "issue:45245|issue:45563", + "issue:43575|issue:43701", + "issue:42490|issue:43381", + "issue:45440|issue:45593", + "issue:29127|issue:35141", + "issue:45372|issue:45459", + "issue:43994|issue:45412", + "issue:43421|issue:45491", + "issue:45406|issue:46701", + "issue:43066|issue:44462", + "issue:45412|issue:46369", + "issue:43575|issue:44387", + "issue:44442|issue:45072", + "issue:43526|issue:45834", + "issue:44464|issue:45584", + "issue:42915|issue:43931", + "issue:43824|issue:44279", + "issue:43526|issue:46693", + "issue:44857|issue:45588", + "issue:27957|issue:29127", + "issue:27957|issue:33290", + "issue:43994|issue:46369", + "issue:43526|issue:44186", + "issue:33290|issue:34689", + "issue:33290|issue:35141", + "issue:43334|issue:43531", + "issue:46121|issue:46399", + "issue:45250|issue:46640", + "issue:45588|issue:46821", + "issue:43381|issue:43873" + ], + "prepared_review_unit_hash": "45d9b9d2b46e11239524eee64505b42841823516fc6e47868be5856921c00eb5", + "component_budget": { + "node_count": 504, + "item_count": 504, + "soft_pair_count": 1853, + "serialized_chars": 961383, + "estimated_input_tokens": 240346, + "estimated_eval_tokens": 480948 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 36170, + "estimated_input_tokens": 9043, + "estimated_eval_tokens": 18342 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a heterogeneous grab bag of unrelated Transformers issues; the soft links are title-level similarity only, not true duplicate bugs/changes. No soft pair should be merged.", + "confidence": 0.96, + "canonical_issue_reason": "No single canonical duplicate emerges from this mixed set; if a fallback representative is needed, issue 45459 is the most self-contained, actionable bug report.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45459 is the clearest standalone bug with a specific failure mode and a straightforward fix path.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45372", + "right": "issue:45406", + "accept": false, + "reason": "Both involve Gemma 4, but one is an import/dependency failure and the other is a missing processor attribute; different root causes and code paths." + }, + { + "left": "issue:45245", + "right": "issue:45563", + "accept": false, + "reason": "Unrelated problems: category cardinality runtime error vs a stale warning in paged generation." + }, + { + "left": "issue:43575", + "right": "issue:43701", + "accept": false, + "reason": "Different bugs entirely: TP OOM on a model load vs checkpoint-resume key mismatch." + }, + { + "left": "issue:42490", + "right": "issue:43381", + "accept": false, + "reason": "Local-path import warning and eval-mode gradient checkpointing are unrelated." + }, + { + "left": "issue:45440", + "right": "issue:45593", + "accept": false, + "reason": "Different model families and failures: DeepSeekV3 implementation divergence vs D-FINE auxiliary-loss behavior." + }, + { + "left": "issue:29127", + "right": "issue:35141", + "accept": false, + "reason": "Error-message clarity for LayoutLMv3 boxes is unrelated to embedding reinitialization after resize." + }, + { + "left": "issue:45372", + "right": "issue:45459", + "accept": false, + "reason": "Gemma 4 processor import failure and tokenizer exception masking are separate issues." + }, + { + "left": "issue:43994", + "right": "issue:45412", + "accept": false, + "reason": "Bad SigLIP2 outputs and RT-DETR memory release are different subsystems and symptoms." + }, + { + "left": "issue:43421", + "right": "issue:45491", + "accept": false, + "reason": "Tokenizer post-processor updates and Gemma3 NaNs under mixed-length batching are unrelated bugs." + }, + { + "left": "issue:45406", + "right": "issue:46701", + "accept": false, + "reason": "Both are Gemma-related, but one is processor loading and the other is image-text pipeline output wiring; not the same bug." + }, + { + "left": "issue:43066", + "right": "issue:44462", + "accept": false, + "reason": "Wrong tokenizer decoder type in v5 and ignoring tokenizer.json are distinct loading/serialization issues." + }, + { + "left": "issue:45412", + "right": "issue:46369", + "accept": false, + "reason": "Model deletion memory leak and SAM memory overflow are different memory problems." + }, + { + "left": "issue:43575", + "right": "issue:44387", + "accept": false, + "reason": "Both mention OOM, but one is TP load-time OOM and the other is int4 CUDA reserved-memory regression; not the same fix." + }, + { + "left": "issue:44442", + "right": "issue:45072", + "accept": false, + "reason": "Tokenizer loading failure and bfloat16 dtype mismatch are unrelated." + }, + { + "left": "issue:43526", + "right": "issue:45834", + "accept": false, + "reason": "BEiT label reduction bug and Kosmos2.5 OCR index error are unrelated." + }, + { + "left": "issue:44464", + "right": "issue:45584", + "accept": false, + "reason": "Chunked generation inconsistency and Whisper empty-transcription failure are different code paths." + }, + { + "left": "issue:42915", + "right": "issue:43931", + "accept": false, + "reason": "Qwen3Moe FP8 config failure and Qwen3-VL weight-shape mismatch are unrelated model-loading bugs." + }, + { + "left": "issue:43824", + "right": "issue:44279", + "accept": false, + "reason": "Import error for a specific VL class and a generic dependency issue are not the same underlying problem." + }, + { + "left": "issue:43526", + "right": "issue:46693", + "accept": false, + "reason": "Label reduction in an image processor and FA2 long-context performance regression are unrelated." + }, + { + "left": "issue:44857", + "right": "issue:45588", + "accept": false, + "reason": "Different failures: LwDetr loss crash under AMP vs flash_attention sink-less model AttributeError." + }, + { + "left": "issue:27957", + "right": "issue:29127", + "accept": false, + "reason": "Flash Attention 2 support for XLMRoberta and a LayoutLMv3 error-message issue are unrelated." + }, + { + "left": "issue:27957", + "right": "issue:33290", + "accept": false, + "reason": "Flash Attention 2 support and deepspeed Adafactor OOM are different bugs." + }, + { + "left": "issue:43994", + "right": "issue:46369", + "accept": false, + "reason": "Nonsensical SigLIP2 outputs and SAM3-LiteText memory overflow are not the same issue." + }, + { + "left": "issue:43526", + "right": "issue:44186", + "accept": false, + "reason": "BEiT processor label handling and LayoutLMv2 tokenizer crashes are unrelated." + }, + { + "left": "issue:33290", + "right": "issue:34689", + "accept": false, + "reason": "OOM with Adafactor and Llama 3.2 Vision load failure are unrelated." + }, + { + "left": "issue:33290", + "right": "issue:35141", + "accept": false, + "reason": "OOM under deepspeed and embedding reinitialization after resize are different code paths." + }, + { + "left": "issue:43334", + "right": "issue:43531", + "accept": false, + "reason": "Qwen3-VL pad_token_id loading error and Qwen3-MoE sliding-window behavior are distinct issues." + }, + { + "left": "issue:46121", + "right": "issue:46399", + "accept": false, + "reason": "RoPE validation TypeError and missing decorator for rotary-pos-emb registration are unrelated." + }, + { + "left": "issue:45250", + "right": "issue:46640", + "accept": false, + "reason": "Both are about Flash Attention 2 in title only; no shared concrete bug or change is evidenced." + }, + { + "left": "issue:45588", + "right": "issue:46821", + "accept": false, + "reason": "Flash-attention sink-less crash and TimesFM window_size AttributeError are unrelated." + }, + { + "left": "issue:43381", + "right": "issue:43873", + "accept": false, + "reason": "Eval-mode gradient checkpointing and quantization offloading behavior are different problems." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 25, + "review_unit_index": 35, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-504", + "nodes": [ + "issue:27957", + "issue:29870", + "issue:42175", + "issue:42490", + "issue:43232", + "issue:43262", + "issue:43316", + "issue:43388", + "issue:43493", + "issue:43525", + "issue:43643", + "issue:43646", + "issue:43720", + "issue:43749", + "issue:43761", + "issue:43827", + "issue:43873", + "issue:43931", + "issue:44062", + "issue:44077", + "issue:44079", + "issue:44190", + "issue:44206", + "issue:44442", + "issue:44479", + "issue:44496", + "issue:44514", + "issue:44743", + "issue:44811", + "issue:44855", + "issue:44871", + "issue:44898", + "issue:44913", + "issue:44977", + "issue:44987", + "issue:45003", + "issue:45137", + "issue:45245", + "issue:45325", + "issue:45381", + "issue:45440", + "issue:45759", + "issue:45803", + "issue:45859", + "issue:45907", + "issue:46178", + "issue:46234", + "issue:46697" + ], + "soft_pairs": [ + "issue:44514|issue:45381", + "issue:43761|issue:45859", + "issue:43646|issue:44077", + "issue:44977|issue:45245", + "issue:44743|issue:44811", + "issue:43262|issue:44206", + "issue:44442|issue:44898", + "issue:42490|issue:44743", + "issue:45003|issue:45440", + "issue:43720|issue:44442", + "issue:42175|issue:46234", + "issue:27957|issue:29870", + "issue:44077|issue:44479", + "issue:43493|issue:43827", + "issue:43316|issue:43525", + "issue:44062|issue:45907", + "issue:45325|issue:46697", + "issue:43873|issue:44871", + "issue:43643|issue:44913", + "issue:43749|issue:43931", + "issue:44855|issue:45137", + "issue:43316|issue:45759", + "issue:44987|issue:46178", + "issue:44442|issue:45803", + "issue:44190|issue:44496", + "issue:43761|issue:44079", + "issue:43232|issue:43388" + ], + "prepared_review_unit_hash": "3bc57f6beb90e82a96fdd2d4c55e0d7f2da3e5bdd7cc50fd9ef35aa6d41f51be", + "component_budget": { + "node_count": 504, + "item_count": 504, + "soft_pair_count": 1853, + "serialized_chars": 961383, + "estimated_input_tokens": 240346, + "estimated_eval_tokens": 480948 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 36090, + "estimated_input_tokens": 9023, + "estimated_eval_tokens": 18302 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The pairs are only superficially related by model family or subsystem; they describe different bugs, regressions, or docs issues, so none should be merged as duplicates.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44514", + "right": "issue:45381", + "accept": false, + "reason": "Both are Qwen2.5-VL, but one is a batched chat-template crash and the other is a video position-id bug; different code paths." + }, + { + "left": "issue:43761", + "right": "issue:45859", + "accept": false, + "reason": "CLIPVisionModel hidden-states regression vs Qwen3_5Moe CPU-offload incompatibility; unrelated failures." + }, + { + "left": "issue:43646", + "right": "issue:44077", + "accept": false, + "reason": "Custom model init/trust_remote_code issue vs patchtsmixer post_init policy; different problems." + }, + { + "left": "issue:44977", + "right": "issue:45245", + "accept": false, + "reason": "Flash-attention generation bug vs category-cardinality runtime error; no shared underlying change." + }, + { + "left": "issue:44743", + "right": "issue:44811", + "accept": false, + "reason": "Qwen recurrent-state cache bug vs Whisper batch_decode skip_special_tokens behavior; unrelated components." + }, + { + "left": "issue:43262", + "right": "issue:44206", + "accept": false, + "reason": "Audio apply_chat_template sampling-rate default vs feature extractor center-arg regression; different processors and symptoms." + }, + { + "left": "issue:44442", + "right": "issue:44898", + "accept": false, + "reason": "Tokenizer loading failure vs Perceiver image-classification resize/interpolation bug; different subsystems." + }, + { + "left": "issue:42490", + "right": "issue:44743", + "accept": false, + "reason": "Local-path import warning vs Qwen recurrent-state reset bug; no common code path." + }, + { + "left": "issue:45003", + "right": "issue:45440", + "accept": false, + "reason": "Unsafe sys.modules access vs DeepSeekV3MoE divergence; unrelated fixes." + }, + { + "left": "issue:43720", + "right": "issue:44442", + "accept": false, + "reason": "BitNet packed-weight loading bug vs tokenizer loading failure; different models and mechanisms." + }, + { + "left": "issue:42175", + "right": "issue:46234", + "accept": false, + "reason": "Torch-extra missing tensorflow backend vs missing import_utils helper; only both are backend-related in a broad sense." + }, + { + "left": "issue:27957", + "right": "issue:29870", + "accept": false, + "reason": "XLMRoberta Flash Attention 2 issue vs BART generate decoder_attention_mask error; different model/generation paths." + }, + { + "left": "issue:44077", + "right": "issue:44479", + "accept": false, + "reason": "patchtsmixer post_init restriction vs Qwen video-input regression; unrelated model families." + }, + { + "left": "issue:43493", + "right": "issue:43827", + "accept": false, + "reason": "SigLIP2 HF/JAX discrepancy vs docs still referencing removed pipeline APIs; one is code behavior, the other documentation." + }, + { + "left": "issue:43316", + "right": "issue:43525", + "accept": false, + "reason": "Gemma3TextConfig API mismatch vs Llama4Config missing pad_token_id; both config-related but distinct fields and models." + }, + { + "left": "issue:44062", + "right": "issue:45907", + "accept": false, + "reason": "AddedToken keyword collision vs list_repo_files revision forwarding; entirely different areas." + }, + { + "left": "issue:45325", + "right": "issue:46697", + "accept": false, + "reason": "Qwen2.5-VL rope/temporal position-id scaling bug vs Swin2SR over-padding; different vision processors." + }, + { + "left": "issue:43873", + "right": "issue:44871", + "accept": false, + "reason": "Quantization offloading problem vs Gemma-3 eos_token_id mismatch; unrelated model/config issues." + }, + { + "left": "issue:43643", + "right": "issue:44913", + "accept": false, + "reason": "trust_remote_code missing config fields vs GPTNeoX rotary_pct not persisting on reload; different serialization/config bugs." + }, + { + "left": "issue:43749", + "right": "issue:43931", + "accept": false, + "reason": "FSDP CPU RAM efficient loading regression vs Qwen3-VL weight-shape mismatch; not the same failure mode." + }, + { + "left": "issue:44855", + "right": "issue:45137", + "accept": false, + "reason": "Python 3.13 Deberta import/parsing error vs DeepSpeed ZeRO3 deque IndexError; unrelated." + }, + { + "left": "issue:43316", + "right": "issue:45759", + "accept": false, + "reason": "Gemma3 text-config API discrepancy vs Qwen composite config unwrapping in from_config; different config objects and fixes." + }, + { + "left": "issue:44987", + "right": "issue:46178", + "accept": false, + "reason": "Loading a specific model on transformers>=5.1.0 vs tensorflow_text backend mapping error; different root causes." + }, + { + "left": "issue:44442", + "right": "issue:45803", + "accept": false, + "reason": "Tokenizer load failure vs Fuyu bare-except swallowing errors; distinct tokenizer/conversion bugs." + }, + { + "left": "issue:44190", + "right": "issue:44496", + "accept": false, + "reason": "Local dataset loading in example script vs unrecognized model/config loading; unrelated." + }, + { + "left": "issue:43761", + "right": "issue:44079", + "accept": false, + "reason": "CLIPVision hidden_states regression vs ModelOutput key assignment bug; different classes and behaviors." + }, + { + "left": "issue:43232", + "right": "issue:43388", + "accept": false, + "reason": "Generation kwargs after sync_gpus vs gather_for_metrics label truncation; separate training/generation utilities." + } + ] + }, + "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": 25, + "review_unit_index": 36, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-504", + "nodes": [ + "issue:16998", + "issue:22355", + "issue:25251", + "issue:27957", + "issue:28282", + "issue:32090", + "issue:42617", + "issue:42907", + "issue:43295", + "issue:43316", + "issue:43404", + "issue:43441", + "issue:43452", + "issue:43550", + "issue:43575", + "issue:43606", + "issue:43646", + "issue:43701", + "issue:43716", + "issue:43742", + "issue:43761", + "issue:43825", + "issue:43931", + "issue:44077", + "issue:44162", + "issue:44188", + "issue:44464", + "issue:44496", + "issue:44534", + "issue:44792", + "issue:44871", + "issue:44913", + "issue:45216", + "issue:45584", + "issue:45632", + "issue:45698", + "issue:45803", + "issue:46050", + "issue:46234", + "issue:46291", + "issue:46365", + "issue:46421", + "issue:46424", + "issue:46506", + "issue:46821", + "issue:46829", + "issue:46932" + ], + "soft_pairs": [ + "issue:46829|issue:46932", + "issue:43931|issue:45216", + "issue:43761|issue:44188", + "issue:43701|issue:46506", + "issue:42617|issue:43575", + "issue:43575|issue:43742", + "issue:42907|issue:45698", + "issue:43550|issue:43701", + "issue:27957|issue:32090", + "issue:25251|issue:28282", + "issue:43606|issue:43701", + "issue:16998|issue:22355", + "issue:43295|issue:43825", + "issue:43295|issue:44871", + "issue:46234|issue:46291", + "issue:44871|issue:45584", + "issue:44464|issue:46421", + "issue:43316|issue:43716", + "issue:44077|issue:44534", + "issue:43316|issue:46821", + "issue:43646|issue:44913", + "issue:44871|issue:46050", + "issue:43452|issue:44496", + "issue:45803|issue:46365", + "issue:44162|issue:44792", + "issue:43404|issue:43441", + "issue:45632|issue:46424" + ], + "prepared_review_unit_hash": "33cab7ef62e77e7f1a9edf869028733a2560de75b6e3206d98652b311683c8ef", + "component_budget": { + "node_count": 504, + "item_count": 504, + "soft_pair_count": 1853, + "serialized_chars": 961383, + "estimated_input_tokens": 240346, + "estimated_eval_tokens": 480948 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 35053, + "estimated_input_tokens": 8764, + "estimated_eval_tokens": 17784 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: it mixes unrelated Transformers bug reports/regressions across loading, quantization, attention, caching, and model-specific behaviors. None of the soft-similarity pairs look like the same underlying bug/change.", + "confidence": 0.98, + "canonical_issue_reason": "No single canonical issue is justified; the cluster is a grab-bag of unrelated reports, so picking one representative would be arbitrary.", + "canonical_pr_reason": null, + "best_issue_reason": "No issue is a good global representative for this cluster because the items do not describe one shared defect or fix path.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46829", + "right": "issue:46932", + "accept": false, + "reason": "Different models and failure modes: VideoPrism output field mix-up vs Gemma4 dtype casting in quantized embedders." + }, + { + "left": "issue:43931", + "right": "issue:45216", + "accept": false, + "reason": "Both are load/save related, but one is a Qwen3-VL shape-mismatch load error and the other is a Qwen3.5 save_pretrained regression." + }, + { + "left": "issue:43761", + "right": "issue:44188", + "accept": false, + "reason": "Unrelated areas: CLIPVision hidden_states regression vs torch.compile attention-kernel branching." + }, + { + "left": "issue:43701", + "right": "issue:46506", + "accept": false, + "reason": "Checkpoint key mismatch and CPU/CUDA output differences are distinct bugs." + }, + { + "left": "issue:42617", + "right": "issue:43575", + "accept": false, + "reason": "Different distributed/parallelism problems: 3d_parallel script failure vs tensor-parallel OOM on Qwen2-57B." + }, + { + "left": "issue:43575", + "right": "issue:43742", + "accept": false, + "reason": "OOM during tensor-parallel loading is unrelated to the MobileLLM-125M key error." + }, + { + "left": "issue:42907", + "right": "issue:45698", + "accept": false, + "reason": "Both involve save/load, but one is dequantized model saving and the other is wrong custom-module resolution after save_pretrained." + }, + { + "left": "issue:43550", + "right": "issue:43701", + "accept": false, + "reason": "torch.compile with SDPA on Bamba is unrelated to resume_from_checkpoint key mismatches." + }, + { + "left": "issue:27957", + "right": "issue:32090", + "accept": false, + "reason": "FlashAttention2 on XLMRoberta and a Trainer broadcast NoneType error are different code paths." + }, + { + "left": "issue:25251", + "right": "issue:28282", + "accept": false, + "reason": "Pipeline top_k nesting behavior is unrelated to missing PyTorch import errors." + }, + { + "left": "issue:43606", + "right": "issue:43701", + "accept": false, + "reason": "CPU offload device mismatch is not the same as checkpoint key mismatch." + }, + { + "left": "issue:16998", + "right": "issue:22355", + "accept": false, + "reason": "DeBERTa model_max_length question and missing transformers.onnx module are unrelated." + }, + { + "left": "issue:43295", + "right": "issue:43825", + "accept": false, + "reason": "Custom processor/tokenizer regression is different from a pipeline error-message issue." + }, + { + "left": "issue:43295", + "right": "issue:44871", + "accept": false, + "reason": "Processor/tokenizer regression and Gemma-3 eos_token_id mismatch are separate issues." + }, + { + "left": "issue:46234", + "right": "issue:46291", + "accept": false, + "reason": "Missing import_utils symbol and kernels version/revision import failure are distinct import issues." + }, + { + "left": "issue:44871", + "right": "issue:45584", + "accept": false, + "reason": "Gemma-3 eos_token_id config mismatch is unrelated to Whisper empty-transcription handling." + }, + { + "left": "issue:44464", + "right": "issue:46421", + "accept": false, + "reason": "Both mention chunked/compiled execution, but one is inconsistent generation outputs and the other is spurious recompilation from cache lazy init." + }, + { + "left": "issue:43316", + "right": "issue:43716", + "accept": false, + "reason": "Gemma3TextConfig API discrepancy and Mistral-3 image dtype mismatch are unrelated." + }, + { + "left": "issue:44077", + "right": "issue:44534", + "accept": false, + "reason": "PatchTSMixer post_init policy and non-persistent buffer junk are different bugs." + }, + { + "left": "issue:43316", + "right": "issue:46821", + "accept": false, + "reason": "Gemma3TextConfig discrepancy and TimesFM window_size AttributeError are unrelated." + }, + { + "left": "issue:43646", + "right": "issue:44913", + "accept": false, + "reason": "Generic custom model initialization breakage is not the same as GPTNeoX rotary_pct persistence." + }, + { + "left": "issue:44871", + "right": "issue:46050", + "accept": false, + "reason": "Gemma-3 eos_token_id inconsistency and sinq quantized save/load breakage are unrelated." + }, + { + "left": "issue:43452", + "right": "issue:44496", + "accept": false, + "reason": "gguf_file loading breakage and an unrecognized-model config error are different load-path failures." + }, + { + "left": "issue:45803", + "right": "issue:46365", + "accept": false, + "reason": "Bare except swallowing errors in Fuyu and Trainer import depending on datasets are unrelated." + }, + { + "left": "issue:44162", + "right": "issue:44792", + "accept": false, + "reason": "ESM2 broken and a Janus image-generation test failure are different model-specific issues." + }, + { + "left": "issue:43404", + "right": "issue:43441", + "accept": false, + "reason": "Mistral3 lm_head weight tying and Ministral flash-attention failure are distinct problems even if they touch the same model family." + }, + { + "left": "issue:45632", + "right": "issue:46424", + "accept": false, + "reason": "Remote-code cache path collision and max_cache_length being honored only for quantized cache are unrelated cache behaviors." + } + ] + }, + "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": 25, + "review_unit_index": 37, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-504", + "nodes": [ + "issue:35141", + "issue:41950", + "issue:42490", + "issue:43065", + "issue:43352", + "issue:43388", + "issue:43475", + "issue:43504", + "issue:43525", + "issue:43531", + "issue:43540", + "issue:43572", + "issue:43650", + "issue:43673", + "issue:43688", + "issue:43761", + "issue:44190", + "issue:44242", + "issue:44479", + "issue:44514", + "issue:44534", + "issue:44610", + "issue:44617", + "issue:44734", + "issue:44743", + "issue:44792", + "issue:44869", + "issue:44913", + "issue:44964", + "issue:44977", + "issue:45072", + "issue:45127", + "issue:45200", + "issue:45406", + "issue:45542", + "issue:45600", + "issue:45698", + "issue:45803", + "issue:46170", + "issue:46178", + "issue:46202", + "issue:46234", + "issue:46369", + "issue:46640", + "issue:46832", + "issue:46894", + "issue:46932" + ], + "soft_pairs": [ + "issue:44242|issue:46894", + "issue:45803|issue:46170", + "issue:44610|issue:46369", + "issue:43065|issue:44617", + "issue:43540|issue:44514", + "issue:43761|issue:44479", + "issue:43650|issue:46202", + "issue:45542|issue:46234", + "issue:43504|issue:45698", + "issue:43572|issue:46178", + "issue:44792|issue:44977", + "issue:44792|issue:45600", + "issue:45127|issue:45200", + "issue:43388|issue:43688", + "issue:43673|issue:44743", + "issue:43352|issue:46640", + "issue:43525|issue:43531", + "issue:44534|issue:44913", + "issue:41950|issue:43475", + "issue:44190|issue:44964", + "issue:35141|issue:42490", + "issue:44734|issue:45406", + "issue:45072|issue:46932", + "issue:44869|issue:46832" + ], + "prepared_review_unit_hash": "028af8768a511a7a15298bb79da54c81d602aa0bacc19877197bff15b1e09fda", + "component_budget": { + "node_count": 504, + "item_count": 504, + "soft_pair_count": 1853, + "serialized_chars": 961383, + "estimated_input_tokens": 240346, + "estimated_eval_tokens": 480948 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 24, + "serialized_chars": 34297, + "estimated_input_tokens": 8575, + "estimated_eval_tokens": 17406 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: the items share broad transformer/modeling vocabulary but describe unrelated bugs across different models, processors, serialization paths, and runtime environments. None of the soft-edge pairs looks like the same underlying issue, so no pair should be merged as duplicates.", + "confidence": 0.96, + "canonical_issue_reason": "No clear canonical issue: the set is a loose bag of unrelated bugs rather than a single duplicate cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "No issue is a strong cluster representative because the problems span different subsystems and failure modes.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44242", + "right": "issue:46894", + "accept": false, + "reason": "Different bugs: one is MoE load-balancing loss gating, the other is a training-loss label-shift issue in CohereASR/Moonshine-style audio models." + }, + { + "left": "issue:45803", + "right": "issue:46170", + "accept": false, + "reason": "Unrelated failures: Fuyu tensor conversion error handling vs a Windows/ROCm import dependency problem." + }, + { + "left": "issue:44610", + "right": "issue:46369", + "accept": false, + "reason": "Different models and symptoms: OmDet-Turbo image size mismatch vs Sam3-LiteText memory overflow." + }, + { + "left": "issue:43065", + "right": "issue:44617", + "accept": false, + "reason": "Sam3 family overlap is too broad; a dummy Conv2d implementation issue is not the same as a CUDA OOM in Sam3Video." + }, + { + "left": "issue:43540", + "right": "issue:44514", + "accept": false, + "reason": "Different code paths: Qwen3OmniMoe video input parsing vs Qwen2_5_VL chat template batching/padding." + }, + { + "left": "issue:43761", + "right": "issue:44479", + "accept": false, + "reason": "Different regressions in different model families: CLIPVision hidden_states vs Qwen VL video input handling." + }, + { + "left": "issue:43650", + "right": "issue:46202", + "accept": false, + "reason": "No substantive overlap: a placeholder/placeholder-data issue vs Gemma token roundtrip behavior." + }, + { + "left": "issue:45542", + "right": "issue:46234", + "accept": false, + "reason": "Completely different concerns: TensorBoard/TensorFlow backend detection vs a missing import_utils availability helper." + }, + { + "left": "issue:43504", + "right": "issue:45698", + "accept": false, + "reason": "Both are loading-related, but one is a legacy config field and the other is incorrect custom-module resolution after save/load." + }, + { + "left": "issue:43572", + "right": "issue:46178", + "accept": false, + "reason": "Different config/backend issues: StableLm pad token field vs tensorflow_text backend registration." + }, + { + "left": "issue:44792", + "right": "issue:44977", + "accept": false, + "reason": "Different failures in different models: janus image-generation test vs Qwen3.5 flash-attention generation bug." + }, + { + "left": "issue:44792", + "right": "issue:45600", + "accept": false, + "reason": "CI breakage in Sam3LiteText mappings is unrelated to the janus image-generation test failure." + }, + { + "left": "issue:45127", + "right": "issue:45200", + "accept": false, + "reason": "Distinct model behaviors: LoRA merge with extended vocab on tied embeddings vs Gemma4 mm_token_type_ids defaults." + }, + { + "left": "issue:43388", + "right": "issue:43688", + "accept": false, + "reason": "Different training/eval bugs: gather_for_metrics label truncation vs auxiliary-loss normalization." + }, + { + "left": "issue:43673", + "right": "issue:44743", + "accept": false, + "reason": "Both mention cache/state, but one is missing GenerationMixin cache in chunked prefill and the other is recurrent state reset in a Qwen module." + }, + { + "left": "issue:43352", + "right": "issue:46640", + "accept": false, + "reason": "Too broad: a model-specific Flash Attention 2 unsupported error is not the same as a generic Flash Attention 2 issue." + }, + { + "left": "issue:43525", + "right": "issue:43531", + "accept": false, + "reason": "Different config attributes and failure modes: missing pad_token_id vs sliding_window behavior in Qwen3-MoE." + }, + { + "left": "issue:44534", + "right": "issue:44913", + "accept": false, + "reason": "Serialization-related, but not the same bug: junk non-persistent buffers vs GPTNeoX rotary_pct reset on reload." + }, + { + "left": "issue:41950", + "right": "issue:43475", + "accept": false, + "reason": "Different multimodal pipeline/model bugs: image processor lookup vs missing fpn_position_embeddings on a SAM3 output object." + }, + { + "left": "issue:44190", + "right": "issue:44964", + "accept": false, + "reason": "Both are loading failures, but one is a local dataset script issue and the other is model loading in a multimodal checkpoint." + }, + { + "left": "issue:35141", + "right": "issue:42490", + "accept": false, + "reason": "Different areas: embedding resize reinitialization vs path parsing/import warning for local models with trailing slash." + }, + { + "left": "issue:44734", + "right": "issue:45406", + "accept": false, + "reason": "Different serve crashes: KV-cache continuation indexing vs Gemma4Processor missing _tokenizer." + }, + { + "left": "issue:45072", + "right": "issue:46932", + "accept": false, + "reason": "Both involve dtype handling, but they affect different models and different quantization/inference paths." + }, + { + "left": "issue:44869", + "right": "issue:46832", + "accept": false, + "reason": "Unrelated bugs: Whisper timestamp decoding edge case vs RT-DETR feature-level mismatch." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 25, + "review_unit_index": 38, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-504", + "nodes": [ + "issue:25251", + "issue:27957", + "issue:29870", + "issue:35141", + "issue:39692", + "issue:41720", + "issue:43065", + "issue:43295", + "issue:43335", + "issue:43550", + "issue:43644", + "issue:43673", + "issue:43827", + "issue:43931", + "issue:43994", + "issue:44060", + "issue:44077", + "issue:44190", + "issue:44242", + "issue:44464", + "issue:44479", + "issue:44610", + "issue:44617", + "issue:44734", + "issue:44779", + "issue:44855", + "issue:44877", + "issue:44913", + "issue:44933", + "issue:45127", + "issue:45245", + "issue:45276", + "issue:45357", + "issue:45362", + "issue:45381", + "issue:45563", + "issue:45584", + "issue:45588", + "issue:45632", + "issue:46082", + "issue:46369", + "issue:46421", + "issue:46489", + "issue:46617", + "issue:46655", + "issue:46697", + "issue:46858", + "issue:46897" + ], + "soft_pairs": [ + "issue:44855|issue:45588", + "issue:45632|issue:46617", + "issue:45245|issue:46858", + "issue:46082|issue:46697", + "issue:43827|issue:43994", + "issue:44617|issue:45584", + "issue:29870|issue:35141", + "issue:43673|issue:46421", + "issue:43931|issue:44060", + "issue:43644|issue:44913", + "issue:44242|issue:46897", + "issue:25251|issue:27957", + "issue:43335|issue:44855", + "issue:45563|issue:45584", + "issue:44933|issue:45362", + "issue:44077|issue:44877", + "issue:43550|issue:44190", + "issue:45381|issue:46369", + "issue:41720|issue:45245", + "issue:44479|issue:44734", + "issue:43065|issue:44610", + "issue:43335|issue:44190", + "issue:44617|issue:46369", + "issue:39692|issue:44190", + "issue:44464|issue:45563", + "issue:45127|issue:45357", + "issue:45381|issue:46655", + "issue:43295|issue:45276", + "issue:44779|issue:46489" + ], + "prepared_review_unit_hash": "5ec17917314252045935ceec0b7fc549471e6e22c8427fe0c272c0ad3e904dfc", + "component_budget": { + "node_count": 504, + "item_count": 504, + "soft_pair_count": 1853, + "serialized_chars": 961383, + "estimated_input_tokens": 240346, + "estimated_eval_tokens": 480948 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36558, + "estimated_input_tokens": 9140, + "estimated_eval_tokens": 18536 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly heterogeneous issues with only weak thematic overlap. No soft pair looks like the same concrete bug/change with enough confidence to merge; the closest anchor is the DeepSeek tokenizer regression cluster, but even that is better treated as related follow-up work than a duplicate.", + "confidence": 0.66, + "canonical_issue_reason": "issue:46489 is the most concrete, self-contained bug report in the set: it names a specific v5 tokenizer regression, includes a narrow scope (DeepSeek-Coder v1), and explicitly ties to a prior fix gap, which makes it a strong triage anchor.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:46489 is the best representative issue because it has the clearest failure mode, the tightest scope, and the strongest link to an actionable code-path regression.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44855", + "right": "issue:45588", + "accept": false, + "reason": "Different failures: Python 3.13 import/decorator parsing vs flash-attention handling of s_aux=None." + }, + { + "left": "issue:45632", + "right": "issue:46617", + "accept": false, + "reason": "Both involve trust_remote_code caching, but one is a leaf-dir path collision and the other is a FileNotFoundError; not clearly the same bug." + }, + { + "left": "issue:45245", + "right": "issue:46858", + "accept": false, + "reason": "Unrelated concrete problems: category-count limit vs device-tensor cache length breaking slice arithmetic." + }, + { + "left": "issue:46082", + "right": "issue:46697", + "accept": false, + "reason": "Llama config validation vs image-processor over-padding; no shared code path." + }, + { + "left": "issue:43827", + "right": "issue:43994", + "accept": false, + "reason": "Docs referencing removed pipeline APIs is not the same as SigLIP2 producing bad outputs at runtime." + }, + { + "left": "issue:44617", + "right": "issue:45584", + "accept": false, + "reason": "Different models and failures: Sam3Video OOM vs Whisper empty-transcription generation bug." + }, + { + "left": "issue:29870", + "right": "issue:35141", + "accept": false, + "reason": "Generation-time decoder mask bug vs embedding reinitialization after resize_token_embeddings." + }, + { + "left": "issue:43673", + "right": "issue:46421", + "accept": false, + "reason": "Missing cache in chunked_prefill and spurious recompilation from lazy cache init are related area-wise but not the same concrete defect." + }, + { + "left": "issue:43931", + "right": "issue:44060", + "accept": false, + "reason": "Model load shape mismatch vs tied-weights warning misbinding; different failure modes." + }, + { + "left": "issue:43644", + "right": "issue:44913", + "accept": false, + "reason": "Non-persistent buffer initialization bug vs config reload losing rotary_pct; not the same issue." + }, + { + "left": "issue:44242", + "right": "issue:46897", + "accept": false, + "reason": "Missing load-balancing loss under one flag vs training-loss double-shift regression." + }, + { + "left": "issue:25251", + "right": "issue:27957", + "accept": false, + "reason": "Pipeline output nesting bug vs Flash Attention 2 support on XLMRoberta; unrelated." + }, + { + "left": "issue:43335", + "right": "issue:44855", + "accept": false, + "reason": "Sparse-layer config construction bug vs import-time IndentationError; unrelated." + }, + { + "left": "issue:45563", + "right": "issue:45584", + "accept": false, + "reason": "Stale warning behavior vs Whisper generation crash; different code paths." + }, + { + "left": "issue:44933", + "right": "issue:45362", + "accept": false, + "reason": "Nonexistent import from image_utils vs Qwen3.5 chat crash; no concrete overlap." + }, + { + "left": "issue:44077", + "right": "issue:44877", + "accept": false, + "reason": "Optional post_init policy issue vs strict config loading failure; not the same bug." + }, + { + "left": "issue:43550", + "right": "issue:44190", + "accept": false, + "reason": "torch.compile/SDPA model failure vs local dataset loading script issue." + }, + { + "left": "issue:45381", + "right": "issue:46369", + "accept": false, + "reason": "Qwen video position-id regression vs Sam3-litetext memory overflow; different models and symptoms." + }, + { + "left": "issue:41720", + "right": "issue:45245", + "accept": false, + "reason": "Auto device mapping CUDA assert vs category-limit runtime error; unrelated." + }, + { + "left": "issue:44479", + "right": "issue:44734", + "accept": false, + "reason": "Both are generation-related, but one is a video-input regression and the other is KV-cache continuation indexing in serve; different concrete bugs." + }, + { + "left": "issue:43065", + "right": "issue:44610", + "accept": false, + "reason": "Dummy Conv2d in a decoder vs processor/model resolution mismatch; not the same defect." + }, + { + "left": "issue:43335", + "right": "issue:44190", + "accept": false, + "reason": "Config-layer construction bug vs dataset loading failure; unrelated." + }, + { + "left": "issue:44617", + "right": "issue:46369", + "accept": false, + "reason": "Same broad SAM family, but one is video OOM and the other is litetext memory overflow; not enough evidence of a shared bug." + }, + { + "left": "issue:39692", + "right": "issue:44190", + "accept": false, + "reason": "SigLIP2 docs/example errors vs image-classification script dataset loading; unrelated." + }, + { + "left": "issue:44464", + "right": "issue:45563", + "accept": false, + "reason": "Chunked generation inconsistency under compilation vs a stale warning on num_return_sequences." + }, + { + "left": "issue:45127", + "right": "issue:45357", + "accept": false, + "reason": "LoRA merge collapse with extended vocab vs incorrect visual-encoder keys on save_pretrained; different code paths." + }, + { + "left": "issue:45381", + "right": "issue:46655", + "accept": false, + "reason": "Qwen video position-id regression vs SmolVLM padding calculation bug; different models." + }, + { + "left": "issue:43295", + "right": "issue:45276", + "accept": false, + "reason": "Processor/tokenizer API regression vs Gemma4 resize_token_embeddings not updating outputs; not the same underlying bug." + }, + { + "left": "issue:44779", + "right": "issue:46489", + "accept": false, + "reason": "Very close tokenizer regressions, but one is generic Deepseek and the other is DeepSeek-Coder v1 with a specific follow-up gap; related, but not clearly the same concrete bug/change." + }, + { + "left": "issue:44242", + "right": "issue:46897", + "accept": false, + "reason": "Missing auxiliary loss vs training-loss shift bug; different mechanics." + } + ] + }, + "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": 25, + "review_unit_index": 39, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-504", + "nodes": [ + "issue:25251", + "issue:27957", + "issue:29870", + "issue:32090", + "issue:35141", + "issue:36246", + "issue:38617", + "issue:41628", + "issue:41950", + "issue:42175", + "issue:42796", + "issue:43404", + "issue:43526", + "issue:43531", + "issue:43540", + "issue:43643", + "issue:43673", + "issue:43854", + "issue:44016", + "issue:44112", + "issue:44246", + "issue:44279", + "issue:44295", + "issue:44462", + "issue:44496", + "issue:44521", + "issue:44734", + "issue:44737", + "issue:44938", + "issue:44964", + "issue:45003", + "issue:45216", + "issue:45276", + "issue:45290", + "issue:45381", + "issue:45542", + "issue:45584", + "issue:45600", + "issue:45632", + "issue:45803", + "issue:45907", + "issue:46082", + "issue:46121", + "issue:46234", + "issue:46506", + "issue:46697", + "issue:46752", + "issue:46858" + ], + "soft_pairs": [ + "issue:44112|issue:45600", + "issue:43540|issue:44734", + "issue:45290|issue:46752", + "issue:43526|issue:46697", + "issue:45276|issue:45584", + "issue:44737|issue:45803", + "issue:44521|issue:45381", + "issue:44462|issue:45907", + "issue:44938|issue:45542", + "issue:25251|issue:29870", + "issue:43854|issue:44964", + "issue:43673|issue:46858", + "issue:45632|issue:46234", + "issue:44246|issue:45003", + "issue:43643|issue:44496", + "issue:44964|issue:45600", + "issue:42175|issue:44279", + "issue:27957|issue:35141", + "issue:44112|issue:44964", + "issue:42796|issue:44521", + "issue:46082|issue:46121", + "issue:36246|issue:41628", + "issue:32090|issue:35141", + "issue:43404|issue:45216", + "issue:36246|issue:38617", + "issue:43531|issue:45600", + "issue:41950|issue:44016", + "issue:44295|issue:46506" + ], + "prepared_review_unit_hash": "15e05daabac8d3feac4f7d44b21e1598127ba7f2de3dba0a90f279a5ed1c4989", + "component_budget": { + "node_count": 504, + "item_count": 504, + "soft_pair_count": 1853, + "serialized_chars": 961383, + "estimated_input_tokens": 240346, + "estimated_eval_tokens": 480948 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36411, + "estimated_input_tokens": 9103, + "estimated_eval_tokens": 18462 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is not a true duplicate set: the soft links are mostly superficial similarities around transformers APIs, multimodal handling, imports, or CI failures, but each item describes a different underlying bug or regression.", + "confidence": 0.94, + "canonical_issue_reason": "No single canonical issue is justified here; the cluster is too heterogeneous and the soft edges do not point to one underlying defect.", + "canonical_pr_reason": null, + "best_issue_reason": "If a representative had to be chosen, issue 44521 has the strongest discussion/reference signal, but it is still not a good canonical target because the cluster is not actually one bug.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44112", + "right": "issue:45600", + "accept": false, + "reason": "Both are CI-related, but one is a stale GraniteSpeech test and the other is an auto_mappings config reference break; different causes and code paths." + }, + { + "left": "issue:43540", + "right": "issue:44734", + "accept": false, + "reason": "One is a Qwen3OmniMoe video-input processing error, the other is a serve/KV-cache indexing crash; not the same bug." + }, + { + "left": "issue:45290", + "right": "issue:46752", + "accept": false, + "reason": "Both hit apply_chat_template, but one is tool-call handling with no content and the other is an empty-list IndexError; distinct edge cases." + }, + { + "left": "issue:43526", + "right": "issue:46697", + "accept": false, + "reason": "Both are image-processor bugs, but they affect different models and different preprocessing logic (labels vs padding)." + }, + { + "left": "issue:45276", + "right": "issue:45584", + "accept": false, + "reason": "Unrelated problems: gemma4 embedding resizing vs Whisper empty-transcription generation." + }, + { + "left": "issue:44737", + "right": "issue:45803", + "accept": false, + "reason": "Different subsystems: XLNet device placement in positional encoding versus a bare-except bug in Fuyu tensor conversion." + }, + { + "left": "issue:44521", + "right": "issue:45381", + "accept": false, + "reason": "Both are multimodal chat/template-adjacent, but one is assistant-mask generation and the other is video vision position IDs; not one concrete bug." + }, + { + "left": "issue:44462", + "right": "issue:45907", + "accept": false, + "reason": "Repository file/tokenizer loading issues, but one is AutoTokenizer ignoring tokenizer.json and the other is list_repo_files not forwarding revision." + }, + { + "left": "issue:44938", + "right": "issue:45542", + "accept": false, + "reason": "Both concern import/backend behavior, but one is Python 3.14 import failure and the other is missing TensorFlow backend plumbing." + }, + { + "left": "issue:25251", + "right": "issue:29870", + "accept": false, + "reason": "Different generation/pipeline bugs: nested-list output from pipeline top_k versus Bart decoder_attention_mask initialization." + }, + { + "left": "issue:43854", + "right": "issue:44964", + "accept": false, + "reason": "Both are model-loading failures, but they involve different models and likely different loader issues." + }, + { + "left": "issue:43673", + "right": "issue:46858", + "accept": false, + "reason": "Both mention cache/prefill, but one is a missing GenerationMixin cache in v5.0.0 and the other is device-tensor slice arithmetic on non-CUDA backends." + }, + { + "left": "issue:45632", + "right": "issue:46234", + "accept": false, + "reason": "Unrelated import/cache-path issue versus a missing availability helper in import_utils." + }, + { + "left": "issue:44246", + "right": "issue:45003", + "accept": false, + "reason": "Import performance and sys.modules safety are different problems, even if both touch import-time behavior." + }, + { + "left": "issue:43643", + "right": "issue:44496", + "accept": false, + "reason": "Different config-loading failures: missing fields with trust_remote_code versus an unrecognized model/config mismatch." + }, + { + "left": "issue:44964", + "right": "issue:45600", + "accept": false, + "reason": "Different root causes: model loading regression versus stale auto_mappings references." + }, + { + "left": "issue:42175", + "right": "issue:44279", + "accept": false, + "reason": "Both are dependency/packaging complaints, but they do not describe the same missing dependency or fix." + }, + { + "left": "issue:27957", + "right": "issue:35141", + "accept": false, + "reason": "Flash Attention support for XLMRoberta is unrelated to embedding reinitialization after resize_token_embeddings." + }, + { + "left": "issue:44112", + "right": "issue:44964", + "accept": false, + "reason": "A GraniteSpeech CI test issue and a Phi-4 multimodal loading issue are unrelated." + }, + { + "left": "issue:42796", + "right": "issue:44521", + "accept": false, + "reason": "Tokenizer BPE-marker handling is unrelated to multimodal assistant-mask generation." + }, + { + "left": "issue:46082", + "right": "issue:46121", + "accept": false, + "reason": "Both are config-validation bugs, but one is Llama head_dim handling and the other is rope-parameter JSON type handling." + }, + { + "left": "issue:36246", + "right": "issue:41628", + "accept": false, + "reason": "Both are import errors, but they are for different symbols and different export paths." + }, + { + "left": "issue:32090", + "right": "issue:35141", + "accept": false, + "reason": "Trainer GPU broadcast of NoneType is unrelated to token-embedding reinitialization." + }, + { + "left": "issue:43404", + "right": "issue:45216", + "accept": false, + "reason": "Different model-specific regressions: untied lm_head in Mistral3 versus incorrect save_pretrained behavior in Qwen3.5." + }, + { + "left": "issue:36246", + "right": "issue:38617", + "accept": false, + "reason": "Different missing imports in different modules; no shared underlying bug is evident." + }, + { + "left": "issue:43531", + "right": "issue:45600", + "accept": false, + "reason": "Sliding-window behavior in Qwen3-MoE has nothing to do with removed auto_mappings entries." + }, + { + "left": "issue:41950", + "right": "issue:44016", + "accept": false, + "reason": "A video-classification pipeline bug and a notebook syntax error are unrelated." + }, + { + "left": "issue:44295", + "right": "issue:46506", + "accept": false, + "reason": "Position_ids buffer reading and CPU/CUDA output divergence in PPDocLayoutV3 are different defects." + }, + { + "left": "issue:45276", + "right": "issue:45584", + "accept": false, + "reason": "Embedding-resize behavior in gemma4 is unrelated to Whisper empty-transcription generation." + }, + { + "left": "issue:43643", + "right": "issue:44462", + "accept": false, + "reason": "AutoConfig trust_remote_code field loss and AutoTokenizer repository tokenizer.json loading are different code paths and bugs." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 25, + "review_unit_index": 40, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-504", + "nodes": [ + "issue:39692", + "issue:42907", + "issue:43295", + "issue:43299", + "issue:43381", + "issue:43441", + "issue:43479", + "issue:43526", + "issue:43582", + "issue:43650", + "issue:43673", + "issue:43824", + "issue:43901", + "issue:43976", + "issue:44016", + "issue:44062", + "issue:44220", + "issue:44279", + "issue:44327", + "issue:44336", + "issue:44496", + "issue:44521", + "issue:44683", + "issue:44779", + "issue:44792", + "issue:44933", + "issue:44987", + "issue:45042", + "issue:45083", + "issue:45216", + "issue:45335", + "issue:45375", + "issue:45405", + "issue:45446", + "issue:45584", + "issue:45588", + "issue:45593", + "issue:45759", + "issue:46082", + "issue:46123", + "issue:46369", + "issue:46399", + "issue:46424", + "issue:46506", + "issue:46515", + "issue:46693", + "issue:46752", + "issue:46932" + ], + "soft_pairs": [ + "issue:43673|issue:46424", + "issue:43582|issue:46932", + "issue:43650|issue:44220", + "issue:43295|issue:45335", + "issue:43976|issue:44987", + "issue:45083|issue:46506", + "issue:44016|issue:44220", + "issue:44496|issue:45042", + "issue:43526|issue:43901", + "issue:44683|issue:45446", + "issue:43901|issue:44496", + "issue:42907|issue:43441", + "issue:43673|issue:44336", + "issue:43381|issue:45593", + "issue:43479|issue:45375", + "issue:44496|issue:45759", + "issue:43976|issue:44279", + "issue:44016|issue:44062", + "issue:43441|issue:45588", + "issue:44792|issue:46424", + "issue:43824|issue:44933", + "issue:44279|issue:46515", + "issue:44521|issue:46693", + "issue:45335|issue:45584", + "issue:44327|issue:46752", + "issue:46123|issue:46369", + "issue:43299|issue:45216", + "issue:46082|issue:46399", + "issue:44279|issue:45405", + "issue:43295|issue:44779", + "issue:39692|issue:43901" + ], + "prepared_review_unit_hash": "f538b55e4467160026aeb4e076759ab576156dd300bd9ba9a19c0e4803d6c4f4", + "component_budget": { + "node_count": 504, + "item_count": 504, + "soft_pair_count": 1853, + "serialized_chars": 961383, + "estimated_input_tokens": 240346, + "estimated_eval_tokens": 480948 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36895, + "estimated_input_tokens": 9224, + "estimated_eval_tokens": 18704 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These are mostly false-positive matches: the candidate pairs span unrelated bugs across configs, docs, tokenizers, cache handling, attention kernels, and model-specific regressions rather than one shared underlying issue.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "issue:44521 is the most central/active single issue in the set (highest discussion and inbound references), so it is the best representative if one issue must be chosen, though it is not a duplicate anchor for the others.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43673", + "right": "issue:46424", + "accept": false, + "reason": "GenerationMixin cache missing in chunked_prefill vs cache max length only applying to Quantized Cache; different cache paths and failure modes." + }, + { + "left": "issue:43582", + "right": "issue:46932", + "accept": false, + "reason": "Apple Silicon warmup TypeError vs Gemma4 quantized vision/audio dtype casting; unrelated subsystems." + }, + { + "left": "issue:43650", + "right": "issue:44220", + "accept": false, + "reason": "Placeholder title vs _torch_extract_fbank_features audio helper bug; no shared concrete bug." + }, + { + "left": "issue:43295", + "right": "issue:45335", + "accept": false, + "reason": "processor.tokenizer/images regression vs t5gemma resize_token_embeddings not updating decoder.embed_tokens; different model components." + }, + { + "left": "issue:43976", + "right": "issue:44987", + "accept": false, + "reason": "Python version compatibility break vs loading physical-intelligence/fast failure; unrelated." + }, + { + "left": "issue:45083", + "right": "issue:46506", + "accept": false, + "reason": "qwen3_omni_moe feature-length helper issue vs PPDocLayoutV3 CPU/CUDA divergence; different models and bugs." + }, + { + "left": "issue:44016", + "right": "issue:44220", + "accept": false, + "reason": "Notebook syntax error vs audio feature extraction helper issue; no overlap." + }, + { + "left": "issue:44496", + "right": "issue:45042", + "accept": false, + "reason": "Unrecognized model loading vs PIL backend requiring torchvision; different code paths." + }, + { + "left": "issue:43526", + "right": "issue:43901", + "accept": false, + "reason": "BeitImageProcessorFast reduce_labels bug vs text pipeline docs mentioning return_all_scores; unrelated." + }, + { + "left": "issue:44683", + "right": "issue:45446", + "accept": false, + "reason": "torch>=2.9 flex_attention compile failure vs incorrect version check for AuxRequest import; different compatibility bugs." + }, + { + "left": "issue:43901", + "right": "issue:44496", + "accept": false, + "reason": "Docs mismatch for return_all_scores vs model config/loading error; not the same issue." + }, + { + "left": "issue:42907", + "right": "issue:43441", + "accept": false, + "reason": "Saving dequantized Ministral/Devstral vs FlashAttention failure in Ministral-3; different operations and triggers." + }, + { + "left": "issue:43673", + "right": "issue:44336", + "accept": false, + "reason": "GenerationMixin cache missing vs ANSI codes in loading_report; unrelated." + }, + { + "left": "issue:43381", + "right": "issue:45593", + "accept": false, + "reason": "gradient checkpointing eval-mode restriction vs D-FINE auxiliary losses off; different training behaviors." + }, + { + "left": "issue:43479", + "right": "issue:45375", + "accept": false, + "reason": "Default vision/audio config initialization vs missing deepstack_visual_indexes field; separate config bugs." + }, + { + "left": "issue:44496", + "right": "issue:45759", + "accept": false, + "reason": "Unrecognized model loading vs from_config not unwrapping text_config; different loader problems." + }, + { + "left": "issue:43976", + "right": "issue:44279", + "accept": false, + "reason": "Python support issue vs generic dependency issue; too broad and not the same failure." + }, + { + "left": "issue:44016", + "right": "issue:44062", + "accept": false, + "reason": "Notebook syntax error vs AddedToken special-argument conflict; unrelated." + }, + { + "left": "issue:43441", + "right": "issue:45588", + "accept": false, + "reason": "Ministral-3 FlashAttention bug vs s_aux=None crash in flash_attention.py for sink-less models; different code paths and model classes." + }, + { + "left": "issue:44792", + "right": "issue:46424", + "accept": false, + "reason": "janus model test failure vs cache max length config behavior; unrelated." + }, + { + "left": "issue:43824", + "right": "issue:44933", + "accept": false, + "reason": "Qwen2_5_VL import failure vs nonexistent import from image_utils; both import errors but different symbols/modules." + }, + { + "left": "issue:44279", + "right": "issue:46515", + "accept": false, + "reason": "Generic dependency issue vs torch 2.4.1 incompatibility; not the same concrete bug." + }, + { + "left": "issue:44521", + "right": "issue:46693", + "accept": false, + "reason": "assistant_masks all-zero on multimodal chat templates vs FA2 long-context performance regression; different symptoms and fixes." + }, + { + "left": "issue:45335", + "right": "issue:45584", + "accept": false, + "reason": "t5gemma resize_token_embeddings bug vs Whisper empty-transcription generation failure; unrelated." + }, + { + "left": "issue:44327", + "right": "issue:46752", + "accept": false, + "reason": "QA decode_spans kth-out-of-bounds vs empty-list apply_chat_template IndexError; different utilities and failure conditions." + }, + { + "left": "issue:46123", + "right": "issue:46369", + "accept": false, + "reason": "MaskGenerationPipeline partial-batch dropping vs sam3-litetext memory overflow; unrelated." + }, + { + "left": "issue:43299", + "right": "issue:45216", + "accept": false, + "reason": "Qwen3VL MoE loading breakage vs Qwen3.5 save_pretrained regression; different APIs and code paths." + }, + { + "left": "issue:46082", + "right": "issue:46399", + "accept": false, + "reason": "LlamaConfig head_dim validation vs Qwen3.5 use_kernels apply_rotary_pos_emb registration error; unrelated." + }, + { + "left": "issue:44279", + "right": "issue:45405", + "accept": false, + "reason": "Generic dependency issue vs unreleased peft-version bump; not the same bug." + }, + { + "left": "issue:43295", + "right": "issue:44779", + "accept": false, + "reason": "processor.tokenizer/images regression vs Deepseek tokenizer incorrect results; both tokenizer-related but different models and failures." + }, + { + "left": "issue:39692", + "right": "issue:43901", + "accept": false, + "reason": "SigLIP2 docs example mismatches/quantization failure vs textclassification docs mentioning return_all_scores; different docs and bugs." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 25, + "review_unit_index": 41, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-504", + "nodes": [ + "issue:33290", + "issue:41950", + "issue:42796", + "issue:42994", + "issue:43299", + "issue:43317", + "issue:43381", + "issue:43441", + "issue:43479", + "issue:43525", + "issue:43577", + "issue:43650", + "issue:43653", + "issue:43854", + "issue:43976", + "issue:44016", + "issue:44075", + "issue:44242", + "issue:44291", + "issue:44351", + "issue:44368", + "issue:44462", + "issue:44466", + "issue:44683", + "issue:44779", + "issue:45020", + "issue:45081", + "issue:45103", + "issue:45200", + "issue:45216", + "issue:45276", + "issue:45278", + "issue:45357", + "issue:45372", + "issue:45405", + "issue:45542", + "issue:45588", + "issue:45593", + "issue:45656", + "issue:45812", + "issue:45823", + "issue:45834", + "issue:45907", + "issue:46082", + "issue:46209", + "issue:46512", + "issue:47000" + ], + "soft_pairs": [ + "issue:44075|issue:44368", + "issue:42796|issue:43650", + "issue:43577|issue:45216", + "issue:44351|issue:45278", + "issue:46082|issue:46512", + "issue:43976|issue:45405", + "issue:41950|issue:45020", + "issue:44779|issue:45812", + "issue:43299|issue:45357", + "issue:44466|issue:45276", + "issue:43381|issue:47000", + "issue:43299|issue:43854", + "issue:44242|issue:45200", + "issue:43653|issue:45593", + "issue:43650|issue:46209", + "issue:41950|issue:45823", + "issue:43479|issue:43525", + "issue:44462|issue:45081", + "issue:44016|issue:44291", + "issue:44683|issue:45542", + "issue:45588|issue:47000", + "issue:45081|issue:45907", + "issue:43441|issue:45834", + "issue:33290|issue:45656", + "issue:45103|issue:45372", + "issue:42994|issue:43317" + ], + "prepared_review_unit_hash": "81088deb7694012a3a055c0ea00f8b85f9c360508c6b3cd3b10b77cb36dd2d48", + "component_budget": { + "node_count": 504, + "item_count": 504, + "soft_pair_count": 1853, + "serialized_chars": 961383, + "estimated_input_tokens": 240346, + "estimated_eval_tokens": 480948 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 26, + "serialized_chars": 35016, + "estimated_input_tokens": 8754, + "estimated_eval_tokens": 17764 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is heterogeneous: the soft pairs mostly share only broad vocabulary (tokenizers, config, loading, deepspeed, quantization) but not the same underlying bug. I would not merge any of the candidate pairs.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44075", + "right": "issue:44368", + "accept": false, + "reason": "Optimizer argument handling vs a tie_word_embeddings warning; different codepaths and symptoms." + }, + { + "left": "issue:42796", + "right": "issue:43650", + "accept": false, + "reason": "Tokenizer BPE-marker bug vs an unrelated low-signal request; no shared failure mode." + }, + { + "left": "issue:43577", + "right": "issue:45216", + "accept": false, + "reason": "Both involve dtype-ish behavior, but one is BLIP2 component dtype mismatch and the other is Qwen save_pretrained serialization." + }, + { + "left": "issue:44351", + "right": "issue:45278", + "accept": false, + "reason": "Both mention import issues, but one is a missing HybridCache symbol and the other is a broad upgrade regression." + }, + { + "left": "issue:46082", + "right": "issue:46512", + "accept": false, + "reason": "Llama head_dim validation vs stale config.dtype after from_config; unrelated config bugs." + }, + { + "left": "issue:43976", + "right": "issue:45405", + "accept": false, + "reason": "Python version compatibility claim vs a PEFT minimum-version pin; different dependency problems." + }, + { + "left": "issue:41950", + "right": "issue:45020", + "accept": false, + "reason": "Video pipeline processor lookup vs remote_code regressions; unrelated loading paths." + }, + { + "left": "issue:44779", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different model families and likely different tokenization logic." + }, + { + "left": "issue:43299", + "right": "issue:45357", + "accept": false, + "reason": "Model-loading failure for Qwen3VL MoE vs incorrect visual-encoder key saving for Qwen3.5; different bugs." + }, + { + "left": "issue:44466", + "right": "issue:45276", + "accept": false, + "reason": "Serialization of lm_head weights vs token embedding resize propagation; related area but different concrete defects." + }, + { + "left": "issue:43381", + "right": "issue:47000", + "accept": false, + "reason": "Gradient checkpointing eval-mode restriction vs RTDetrLoss infeasible cost matrix; unrelated runtime failures." + }, + { + "left": "issue:43299", + "right": "issue:43854", + "accept": false, + "reason": "Different model-loading failures with no shared code-path evidence." + }, + { + "left": "issue:44242", + "right": "issue:45200", + "accept": false, + "reason": "MoE load-balancing loss omission vs Gemma 4 text-only mm_token_type_ids defaulting; unrelated training vs input-default bugs." + }, + { + "left": "issue:43653", + "right": "issue:45593", + "accept": false, + "reason": "BigBird tokenizer special-token registration vs D-FINE auxiliary-loss behavior; unrelated subsystems." + }, + { + "left": "issue:43650", + "right": "issue:46209", + "accept": false, + "reason": "Low-content title vs FP8 inference on B200; no underlying bug match." + }, + { + "left": "issue:41950", + "right": "issue:45823", + "accept": false, + "reason": "Processor lookup bug vs Gemma4 device placement mismatch; unrelated failures." + }, + { + "left": "issue:43479", + "right": "issue:43525", + "accept": false, + "reason": "Multimodal config default initialization vs missing pad_token_id attribute; different models and fields." + }, + { + "left": "issue:44462", + "right": "issue:45081", + "accept": false, + "reason": "AutoTokenizer ignoring tokenizer.json vs Mistral regex patch crash; both tokenizer-related but distinct mechanisms." + }, + { + "left": "issue:44016", + "right": "issue:44291", + "accept": false, + "reason": "Notebook syntax error vs init_empty_weights TypeError; unrelated documentation vs model construction." + }, + { + "left": "issue:44683", + "right": "issue:45542", + "accept": false, + "reason": "Torch flex_attention compilation bug vs tensorboard-without-TF backend error; unrelated backend issues." + }, + { + "left": "issue:45588", + "right": "issue:47000", + "accept": false, + "reason": "FlashAttention s_aux=None crash vs RTDetrLoss infeasible cost matrix; different code paths." + }, + { + "left": "issue:45081", + "right": "issue:45907", + "accept": false, + "reason": "Tokenizer backend attribute crash vs Hub API revision forwarding; unrelated fixes." + }, + { + "left": "issue:43441", + "right": "issue:45834", + "accept": false, + "reason": "FlashAttention failure on Ministral-3 vs Kosmos2.5 OCR index error; different models and bugs." + }, + { + "left": "issue:33290", + "right": "issue:45656", + "accept": false, + "reason": "Deepspeed/Adafactor OOM vs deepspeed optimizer step being called twice; same broad area but not the same defect." + }, + { + "left": "issue:45103", + "right": "issue:45372", + "accept": false, + "reason": "auto_docstring future-annotations crash vs Gemma 4 processor import failure; unrelated subsystems." + }, + { + "left": "issue:42994", + "right": "issue:43317", + "accept": false, + "reason": "Quantized-model save failure vs dequantized model load with device_map=auto; different stages 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": 25, + "review_unit_index": 42, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-504", + "nodes": [ + "issue:41628", + "issue:42175", + "issue:42796", + "issue:43441", + "issue:43525", + "issue:43643", + "issue:43673", + "issue:43723", + "issue:43761", + "issue:43784", + "issue:43824", + "issue:43881", + "issue:43901", + "issue:43976", + "issue:44016", + "issue:44162", + "issue:44186", + "issue:44188", + "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:45083", + "issue:45325", + "issue:45362", + "issue:45397", + "issue:45542", + "issue:45561", + "issue:45563", + "issue:45600", + "issue:45712", + "issue:45800", + "issue:45823", + "issue:45859", + "issue:46291", + "issue:46399", + "issue:46655", + "issue:46726", + "issue:46851", + "issue:47000" + ], + "soft_pairs": [ + "issue:44336|issue:46851", + "issue:45859|issue:46851", + "issue:44623|issue:44749", + "issue:44261|issue:44263", + "issue:45600|issue:45712", + "issue:42175|issue:43976", + "issue:44671|issue:44779", + "issue:44623|issue:45397", + "issue:43901|issue:44246", + "issue:43673|issue:43761", + "issue:43723|issue:44162", + "issue:43525|issue:43881", + "issue:44186|issue:47000", + "issue:44016|issue:45823", + "issue:43824|issue:43976", + "issue:42796|issue:43441", + "issue:45542|issue:45800", + "issue:44188|issue:44336", + "issue:43525|issue:43643", + "issue:44589|issue:45362", + "issue:46291|issue:46399", + "issue:45325|issue:46851", + "issue:44336|issue:44373", + "issue:46655|issue:46726", + "issue:44246|issue:44496", + "issue:41628|issue:43976", + "issue:45083|issue:46851", + "issue:43784|issue:45542", + "issue:44297|issue:45397", + "issue:46399|issue:46851", + "issue:45561|issue:45563" + ], + "prepared_review_unit_hash": "071a742d0ddb394a4127be704a29eacac03f0e302e8b77506e251c543e820945", + "component_budget": { + "node_count": 504, + "item_count": 504, + "soft_pair_count": 1853, + "serialized_chars": 961383, + "estimated_input_tokens": 240346, + "estimated_eval_tokens": 480948 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36935, + "estimated_input_tokens": 9234, + "estimated_eval_tokens": 18724 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly a set of unrelated Transformers issues spanning packaging, model loading, tokenizers, docs, and runtime regressions. The soft pairs are mostly title-level similarity only; none look like safe duplicates or mergeable PR equivalents.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "No single issue is a safe canonical for the whole cluster. If one must be chosen as the closest representative, issue 46851 is the most central around the repeated position_ids theme, but it still does not cover the rest of the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44336", + "right": "issue:46851", + "accept": false, + "reason": "Different bugs: ANSI-code terminal handling vs variable-length position_ids in Qwen3.5." + }, + { + "left": "issue:45859", + "right": "issue:46851", + "accept": false, + "reason": "Different code paths and models: CPU offload rotary embedding vs variable-length position_ids handling." + }, + { + "left": "issue:44623", + "right": "issue:44749", + "accept": false, + "reason": "Unrelated failures: missing processor save files vs a performance regression after upgrading Transformers." + }, + { + "left": "issue:44261", + "right": "issue:44263", + "accept": false, + "reason": "Different models and symptoms: MLA layernorm precision/config issue vs GlmMoeDsaIndexer split behavior." + }, + { + "left": "issue:45600", + "right": "issue:45712", + "accept": false, + "reason": "Both are repo-maintenance issues, but one is stale auto-mapping references and the other is leftover dummy classes leaking into checks." + }, + { + "left": "issue:42175", + "right": "issue:43976", + "accept": false, + "reason": "Packaging/backend dependency problem vs Python-version compatibility regression; not the same defect." + }, + { + "left": "issue:44671", + "right": "issue:44779", + "accept": false, + "reason": "Both are v5 regressions, but CamemBERT MLM outputs and Deepseek tokenizer results are different code paths." + }, + { + "left": "issue:44623", + "right": "issue:45397", + "accept": false, + "reason": "Processor save-pretrained file omission is unrelated to gemma-4 ZeRO-3 from_pretrained loading." + }, + { + "left": "issue:43901", + "right": "issue:44246", + "accept": false, + "reason": "Docs mismatch for return_all_scores vs intermittent import latency; no shared underlying bug." + }, + { + "left": "issue:43673", + "right": "issue:43761", + "accept": false, + "reason": "Generation cache chunked-prefill issue vs CLIPVisionModel hidden_states regression are unrelated." + }, + { + "left": "issue:43723", + "right": "issue:44162", + "accept": false, + "reason": "Tokenizer loading in v5 and ESM2 model breakage are different models and failure modes." + }, + { + "left": "issue:43525", + "right": "issue:43881", + "accept": false, + "reason": "Missing pad_token_id in Llama4Config is a distinct config bug from glm-4v-9b loading failure." + }, + { + "left": "issue:44186", + "right": "issue:47000", + "accept": false, + "reason": "Tokenizer batching/NER crash vs RTDetrLoss infeasible cost matrix are unrelated components." + }, + { + "left": "issue:44016", + "right": "issue:45823", + "accept": false, + "reason": "Notebook syntax error and Gemma4 device-mismatch runtime bug are not the same issue." + }, + { + "left": "issue:43824", + "right": "issue:43976", + "accept": false, + "reason": "Missing Qwen2.5-VL export symbol vs Python support regression; no shared code path." + }, + { + "left": "issue:42796", + "right": "issue:43441", + "accept": false, + "reason": "Same model family, but tokenizer BPE-marker handling and FlashAttention failure are different bugs." + }, + { + "left": "issue:45542", + "right": "issue:45800", + "accept": false, + "reason": "TensorFlow backend installation issue vs torch/transformers version incompatibility; distinct causes." + }, + { + "left": "issue:44188", + "right": "issue:44336", + "accept": false, + "reason": "Attention-kernel divergence under torch.compile vs ANSI-code output formatting are unrelated." + }, + { + "left": "issue:43525", + "right": "issue:43643", + "accept": false, + "reason": "Missing config field in Llama4Config vs trust_remote_code returning incomplete AutoConfig fields; different bug surfaces." + }, + { + "left": "issue:44589", + "right": "issue:45362", + "accept": false, + "reason": "Torch storage deserialization problem vs Qwen3.5 chat crash; unrelated runtime failures." + }, + { + "left": "issue:46291", + "right": "issue:46399", + "accept": false, + "reason": "Both mention kernels, but one is pipelines import-time dependency validation and the other is a Qwen3.5 registration crash." + }, + { + "left": "issue:45325", + "right": "issue:46851", + "accept": false, + "reason": "Both involve position_ids, but they are different models and different computations (image rope scaling vs variable-length input handling)." + }, + { + "left": "issue:44336", + "right": "issue:44373", + "accept": false, + "reason": "Terminal ANSI formatting issue vs docstring typo for position_ids; not a duplicate bug." + }, + { + "left": "issue:46655", + "right": "issue:46726", + "accept": false, + "reason": "Video padding calculation bug vs missing vision-backend image processor warning; distinct processor paths." + }, + { + "left": "issue:44246", + "right": "issue:44496", + "accept": false, + "reason": "Import latency issue vs unrecognized model/config loading failure; no overlap in root cause." + }, + { + "left": "issue:41628", + "right": "issue:43976", + "accept": false, + "reason": "AutoImageProcessor import error and Python-version support bug are unrelated." + }, + { + "left": "issue:45083", + "right": "issue:46851", + "accept": false, + "reason": "Different Qwen3.5/Qwen3.5-Omni helper behavior vs variable-length position_ids crash; only broadly related by naming." + }, + { + "left": "issue:43784", + "right": "issue:45542", + "accept": false, + "reason": "Importing sentence-transformers breaks due to missing nn symbol, not because of TensorFlow backend installation." + }, + { + "left": "issue:44297", + "right": "issue:45397", + "accept": false, + "reason": "Tokenizer save metadata mismatch vs gemma-4 ZeRO-3 loading failure; unrelated." + }, + { + "left": "issue:46399", + "right": "issue:46851", + "accept": false, + "reason": "Kernel registration/decorator crash is a different code path from variable-length position_ids handling." + }, + { + "left": "issue:45561", + "right": "issue:45563", + "accept": false, + "reason": "Parallel test-file race vs stale generation warning; unrelated testing vs generation 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": 25, + "review_unit_index": 43, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-504", + "nodes": [ + "issue:36246", + "issue:41950", + "issue:42491", + "issue:42757", + "issue:42886", + "issue:43257", + "issue:43262", + "issue:43299", + "issue:43526", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43901", + "issue:44162", + "issue:44220", + "issue:44242", + "issue:44246", + "issue:44295", + "issue:44336", + "issue:44351", + "issue:44451", + "issue:44485", + "issue:44496", + "issue:44779", + "issue:44871", + "issue:45003", + "issue:45072", + "issue:45103", + "issue:45137", + "issue:45200", + "issue:45292", + "issue:45362", + "issue:45375", + "issue:45397", + "issue:45561", + "issue:45588", + "issue:45593", + "issue:45759", + "issue:46132", + "issue:46399", + "issue:46506", + "issue:46614", + "issue:46655", + "issue:46665", + "issue:46752", + "issue:46821", + "issue:46829", + "issue:46851" + ], + "soft_pairs": [ + "issue:45103|issue:46399", + "issue:43526|issue:45003", + "issue:45072|issue:46829", + "issue:43540|issue:46752", + "issue:42491|issue:43299", + "issue:46614|issue:46665", + "issue:43531|issue:45362", + "issue:45588|issue:46851", + "issue:44246|issue:44871", + "issue:44295|issue:45397", + "issue:44242|issue:45593", + "issue:45003|issue:46821", + "issue:44336|issue:44485", + "issue:42886|issue:46132", + "issue:43550|issue:46506", + "issue:44451|issue:46752", + "issue:44779|issue:45292", + "issue:36246|issue:42757", + "issue:36246|issue:44351", + "issue:43901|issue:45003", + "issue:43257|issue:45137", + "issue:41950|issue:44220", + "issue:43540|issue:46655", + "issue:44496|issue:45003", + "issue:45003|issue:45561", + "issue:43262|issue:44246", + "issue:45375|issue:45759", + "issue:44162|issue:45200" + ], + "prepared_review_unit_hash": "3e37269397fd86dc364fd9e08c54e1ad115f72adb33226cee380585d8879ea03", + "component_budget": { + "node_count": 504, + "item_count": 504, + "soft_pair_count": 1853, + "serialized_chars": 961383, + "estimated_input_tokens": 240346, + "estimated_eval_tokens": 480948 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36114, + "estimated_input_tokens": 9029, + "estimated_eval_tokens": 18314 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "No soft edge looks like a true duplicate; most pairs are only superficially similar (same subsystem, same model family, or same symptom class) but describe different bugs or changes.", + "confidence": 0.84, + "canonical_issue_reason": "Issue 45003 is the most central broad infrastructure bug in this set and is the only node that recurs across multiple weak similarity links, making it the best placeholder canonical issue despite the lack of real duplicates.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45003 has the broadest scope among the candidates and the highest apparent connectivity, so it is the most reasonable single issue to anchor the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45103", + "right": "issue:46399", + "accept": false, + "reason": "Different subsystems and failures: docstring processing with future annotations vs Qwen3.5 kernel registration/decorator error." + }, + { + "left": "issue:43526", + "right": "issue:45003", + "accept": false, + "reason": "BeitImageProcessorFast label reduction bug is unrelated to modeling_utils' sys.modules access bug." + }, + { + "left": "issue:45072", + "right": "issue:46829", + "accept": false, + "reason": "One is a dtype mismatch in inference; the other is a hidden_states/output field mix-up in VideoPrism. Different code paths." + }, + { + "left": "issue:43540", + "right": "issue:46752", + "accept": false, + "reason": "Qwen3OmniMoe video-input validation failure is unrelated to empty-list handling in apply_chat_template()." + }, + { + "left": "issue:42491", + "right": "issue:43299", + "accept": false, + "reason": "Both involve Qwen3 MoE family loading, but one is a LoRA/accelerate/deepspeed conversion problem and the other is a Qwen3VL MoE loading regression. Not the same bug." + }, + { + "left": "issue:46614", + "right": "issue:46665", + "accept": false, + "reason": "Stale phonemizer language state is unrelated to from_pretrained behavior inside Python classes." + }, + { + "left": "issue:43531", + "right": "issue:45362", + "accept": false, + "reason": "Qwen3-MoE sliding_window handling and Qwen3.5 chat crashes are different failures." + }, + { + "left": "issue:45588", + "right": "issue:46851", + "accept": false, + "reason": "Flash-attention sinkless-model s_aux crash and variable-length position_ids failure are distinct issues." + }, + { + "left": "issue:44246", + "right": "issue:44871", + "accept": false, + "reason": "Missing load-balancing loss and inconsistent eos_token_id configuration are unrelated." + }, + { + "left": "issue:44295", + "right": "issue:45397", + "accept": false, + "reason": "A position_ids buffer access error is unrelated to Gemma-4 ZeRO3 from_pretrained failures." + }, + { + "left": "issue:44242", + "right": "issue:45593", + "accept": false, + "reason": "Both concern missing auxiliary losses, but they are different models, flags, and implementations; not the same concrete bug." + }, + { + "left": "issue:45003", + "right": "issue:46821", + "accept": false, + "reason": "modeling_utils sys.modules access and TimesFM window_size AttributeError are unrelated." + }, + { + "left": "issue:44336", + "right": "issue:44485", + "accept": false, + "reason": "ANSI code leakage in loading_report has nothing to do with GLM-5 RoPE implementation." + }, + { + "left": "issue:42886", + "right": "issue:46132", + "accept": false, + "reason": "Offline cache loading and AttentionInterface.register changing callback behavior are different bugs." + }, + { + "left": "issue:43550", + "right": "issue:46506", + "accept": false, + "reason": "torch.compile/SDPA failure in Bamba is unrelated to CPU/CUDA output differences in PPDocLayoutV3." + }, + { + "left": "issue:44451", + "right": "issue:46752", + "accept": false, + "reason": "Model loading regression and empty-list chat template crash are unrelated." + }, + { + "left": "issue:44779", + "right": "issue:45292", + "accept": false, + "reason": "Deepseek tokenizer correctness regression and resize_token_embeddings/output_embeddings mismatch are different issues." + }, + { + "left": "issue:36246", + "right": "issue:42757", + "accept": false, + "reason": "Both are import errors, but they involve different packages and symbols, so they are not the same underlying bug." + }, + { + "left": "issue:36246", + "right": "issue:44351", + "accept": false, + "reason": "Missing Qwen2_5_VLImageProcessor export and missing HybridCache export are separate import regressions." + }, + { + "left": "issue:43901", + "right": "issue:45003", + "accept": false, + "reason": "Docs mismatch for return_all_scores is unrelated to sys.modules access in modeling_utils." + }, + { + "left": "issue:43257", + "right": "issue:45137", + "accept": false, + "reason": "Qwen3 MOE weight conversion with accelerate+deepspeed and DeepSpeed ZeRO3 deque underflow are distinct failures." + }, + { + "left": "issue:41950", + "right": "issue:44220", + "accept": false, + "reason": "Video-classification pipeline processor lookup and _torch_extract_fbank_features() are unrelated." + }, + { + "left": "issue:43540", + "right": "issue:46655", + "accept": false, + "reason": "Both mention video processing, but Qwen3OmniMoe input validation and SmolVLM padding calculation are different bugs." + }, + { + "left": "issue:44496", + "right": "issue:45003", + "accept": false, + "reason": "Unrecognized model/config loading for a specific repo is unrelated to unsafe sys.modules access." + }, + { + "left": "issue:45003", + "right": "issue:45561", + "accept": false, + "reason": "Core import-path bug and pytest-xdist captured_info.txt race are unrelated." + }, + { + "left": "issue:43262", + "right": "issue:44246", + "accept": false, + "reason": "Audio chat template sampling-rate defaulting and import-time performance are unrelated." + }, + { + "left": "issue:45375", + "right": "issue:45759", + "accept": false, + "reason": "Qwen multimodal config field dropping and text_config unwrapping are related in broad area but are different concrete config-loading bugs." + }, + { + "left": "issue:44162", + "right": "issue:45200", + "accept": false, + "reason": "ESM2 breakage and Gemma-4 mm_token_type_ids defaults are unrelated model-specific issues." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 25, + "review_unit_index": 44, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-504", + "nodes": [ + "issue:29870", + "issue:30333", + "issue:36246", + "issue:42199", + "issue:42886", + "issue:43295", + "issue:43352", + "issue:43475", + "issue:43526", + "issue:43596", + "issue:43653", + "issue:44038", + "issue:44060", + "issue:44077", + "issue:44162", + "issue:44242", + "issue:44295", + "issue:44368", + "issue:44466", + "issue:44479", + "issue:44623", + "issue:44749", + "issue:44857", + "issue:44877", + "issue:44977", + "issue:44987", + "issue:45137", + "issue:45229", + "issue:45250", + "issue:45292", + "issue:45335", + "issue:45375", + "issue:45412", + "issue:45459", + "issue:45600", + "issue:45859", + "issue:46123", + "issue:46170", + "issue:46369", + "issue:46399", + "issue:46506", + "issue:46655", + "issue:46726", + "issue:46832", + "issue:46851", + "issue:46894", + "issue:46897", + "issue:47000" + ], + "soft_pairs": [ + "issue:44479|issue:46655", + "issue:45859|issue:46399", + "issue:45292|issue:47000", + "issue:44295|issue:44749", + "issue:45137|issue:45600", + "issue:43475|issue:46369", + "issue:43295|issue:45292", + "issue:44466|issue:45335", + "issue:44877|issue:45375", + "issue:36246|issue:43596", + "issue:44242|issue:44857", + "issue:44623|issue:46726", + "issue:43526|issue:46897", + "issue:44987|issue:45459", + "issue:44038|issue:46506", + "issue:29870|issue:30333", + "issue:42199|issue:46851", + "issue:44479|issue:46170", + "issue:44060|issue:44077", + "issue:43526|issue:46894", + "issue:44368|issue:44977", + "issue:43653|issue:44162", + "issue:45412|issue:46123", + "issue:43352|issue:45250", + "issue:42886|issue:45229", + "issue:46170|issue:46832", + "issue:44877|issue:46170" + ], + "prepared_review_unit_hash": "11d556a76cd4f602a98ac4c0cd6443ac6bf9e00a58f1ee44a5931ff978c4633a", + "component_budget": { + "node_count": 504, + "item_count": 504, + "soft_pair_count": 1853, + "serialized_chars": 961383, + "estimated_input_tokens": 240346, + "estimated_eval_tokens": 480948 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 36054, + "estimated_input_tokens": 9014, + "estimated_eval_tokens": 18284 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is highly heterogeneous; the soft pairs mostly share only broad subsystem keywords, not the same underlying bug. I would not merge any of the proposed soft edges.", + "confidence": 0.78, + "canonical_issue_reason": "No clear canonical duplicate set emerges. If one issue must represent the cluster, issue 44479 is the best anchor because it describes a concrete regression with the broadest user impact across multiple Qwen video variants.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 44479 is the strongest representative title-wise: specific failure, clear regression framing, and broad applicability compared with the more narrow or one-off reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44479", + "right": "issue:46655", + "accept": false, + "reason": "Both are video-related, but one is a multi-model Qwen video regression and the other is a SmolVLM padding bug; different code paths and fixes." + }, + { + "left": "issue:45859", + "right": "issue:46399", + "accept": false, + "reason": "Both involve Qwen3.5, but one is CPU-offload compatibility in rotary embedding and the other is a kernel registration/decorator crash; not the same bug." + }, + { + "left": "issue:45292", + "right": "issue:47000", + "accept": false, + "reason": "Unrelated issues: embedding resize behavior versus RT-DETR loss infeasibility." + }, + { + "left": "issue:44295", + "right": "issue:44749", + "accept": false, + "reason": "One is a position_ids buffer access error; the other is a performance regression report after upgrading Transformers. Different problems." + }, + { + "left": "issue:45137", + "right": "issue:45600", + "accept": false, + "reason": "DeepSpeed ZeRO3 deque failure and removed Sam3LiteText config references are unrelated." + }, + { + "left": "issue:43475", + "right": "issue:46369", + "accept": false, + "reason": "Both touch SAM 3, but one is an output-field attribute error and the other is a memory overflow on a different model path." + }, + { + "left": "issue:43295", + "right": "issue:45292", + "accept": false, + "reason": "Processor/tokenizer regression is unrelated to resize_token_embeddings not updating output embeddings." + }, + { + "left": "issue:44466", + "right": "issue:45335", + "accept": false, + "reason": "Both mention tied embeddings, but the first is device-dependent serialization of lm_head.weight and the second is a T5Gemma resize bug; not mergeable." + }, + { + "left": "issue:44877", + "right": "issue:45375", + "accept": false, + "reason": "Both concern strict config handling, but they are different symptoms on different models/config fields." + }, + { + "left": "issue:36246", + "right": "issue:43596", + "accept": false, + "reason": "ImportError for a missing Qwen image processor is unrelated to a DeepSpeed/BertModel IndexError." + }, + { + "left": "issue:44242", + "right": "issue:44857", + "accept": false, + "reason": "Load-balancing loss omission and mixed-precision RT-DETR loss crashing are different failures." + }, + { + "left": "issue:44623", + "right": "issue:46726", + "accept": false, + "reason": "One is missing files in save_pretrained; the other is an AutoProcessor error when a vision backend is missing. Different bugs." + }, + { + "left": "issue:43526", + "right": "issue:46897", + "accept": false, + "reason": "BeitImageProcessorFast label reduction is unrelated to the Florence2 training-loss double-shift bug." + }, + { + "left": "issue:44987", + "right": "issue:45459", + "accept": false, + "reason": "Model loading failure on transformers>=5.1.0 is not the same as protobuf-related tokenizer error masking." + }, + { + "left": "issue:44038", + "right": "issue:46506", + "accept": false, + "reason": "Qwen3-VL-Moe on transformers 5.0 is unrelated to PPDocLayoutV3 CPU/CUDA result differences." + }, + { + "left": "issue:29870", + "right": "issue:30333", + "accept": false, + "reason": "Bart generate() UnboundLocalError and MLflow job-state reporting are unrelated." + }, + { + "left": "issue:42199", + "right": "issue:46851", + "accept": false, + "reason": "DETR cardinality handling and Qwen3.5 variable-length position_ids are different code paths and different models." + }, + { + "left": "issue:44479", + "right": "issue:46170", + "accept": false, + "reason": "Video-input regression in Qwen variants is unrelated to a Windows/ROCm torch.distributed import problem." + }, + { + "left": "issue:44060", + "right": "issue:44077", + "accept": false, + "reason": "Tied-weights warning in Qwen3-Next and patchtsmixer post_init policy are not the same bug." + }, + { + "left": "issue:43526", + "right": "issue:46894", + "accept": false, + "reason": "Different models, different failures: label reduction versus ASR training-loss double shift." + }, + { + "left": "issue:44368", + "right": "issue:44977", + "accept": false, + "reason": "Both mention Qwen3.5, but one is a tied-embeddings warning and the other is a flash-attention generation crash; not the same underlying issue." + }, + { + "left": "issue:43653", + "right": "issue:44162", + "accept": false, + "reason": "Tokenizer special-token registration bug and ESM2 breakage are unrelated." + }, + { + "left": "issue:45412", + "right": "issue:46123", + "accept": false, + "reason": "Memory reclamation for RT-DETR models and a final-partial-batch flag bug in MaskGenerationPipeline are unrelated." + }, + { + "left": "issue:43352", + "right": "issue:45250", + "accept": false, + "reason": "A specific model lacking Flash Attention 2.0 support is not the same as a general Flash Attention 2.0 topic." + }, + { + "left": "issue:42886", + "right": "issue:45229", + "accept": false, + "reason": "Offline tokenizer cache loading and Gemma4 multi-GPU CUDA OOM are unrelated." + }, + { + "left": "issue:46170", + "right": "issue:46832", + "accept": false, + "reason": "Windows/ROCm dependency import issues are unrelated to RTDetrModel forward crashing when num_feature_levels exceeds backbone outputs." + }, + { + "left": "issue:44877", + "right": "issue:46170", + "accept": false, + "reason": "Strict config loading for granite_speech and Windows/ROCm torch.distributed import failure are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 25, + "review_unit_index": 45, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-504", + "nodes": [ + "issue:28282", + "issue:30990", + "issue:42994", + "issue:43065", + "issue:43408", + "issue:43441", + "issue:43475", + "issue:43482", + "issue:43540", + "issue:43643", + "issue:43646", + "issue:43701", + "issue:43723", + "issue:43906", + "issue:43931", + "issue:43994", + "issue:44162", + "issue:44188", + "issue:44297", + "issue:44361", + "issue:44368", + "issue:44483", + "issue:44623", + "issue:44749", + "issue:44871", + "issue:44995", + "issue:45103", + "issue:45200", + "issue:45375", + "issue:45397", + "issue:45478", + "issue:45563", + "issue:45588", + "issue:45656", + "issue:45685", + "issue:45987", + "issue:46082", + "issue:46123", + "issue:46132", + "issue:46202", + "issue:46421", + "issue:46431", + "issue:46710", + "issue:46726", + "issue:46752", + "issue:46821", + "issue:46851", + "issue:46858" + ], + "soft_pairs": [ + "issue:43475|issue:43540", + "issue:45397|issue:45656", + "issue:43065|issue:43408", + "issue:43723|issue:46710", + "issue:44368|issue:45563", + "issue:44995|issue:45200", + "issue:43931|issue:44368", + "issue:45987|issue:46082", + "issue:44188|issue:46202", + "issue:43906|issue:46202", + "issue:44483|issue:46202", + "issue:44995|issue:45588", + "issue:44188|issue:46421", + "issue:45685|issue:46431", + "issue:45103|issue:46858", + "issue:44361|issue:44749", + "issue:43065|issue:46123", + "issue:44297|issue:44623", + "issue:43994|issue:46726", + "issue:44749|issue:45656", + "issue:43701|issue:44749", + "issue:43646|issue:44162", + "issue:44623|issue:45656", + "issue:44871|issue:46132", + "issue:43441|issue:46752", + "issue:43475|issue:43643", + "issue:42994|issue:43482", + "issue:45375|issue:45478", + "issue:43475|issue:46821", + "issue:28282|issue:30990", + "issue:44188|issue:46851" + ], + "prepared_review_unit_hash": "efe69e82a39e49c18ac601499f146d9ac62e34f975858d72265e4c9c920a8254", + "component_budget": { + "node_count": 504, + "item_count": 504, + "soft_pair_count": 1853, + "serialized_chars": 961383, + "estimated_input_tokens": 240346, + "estimated_eval_tokens": 480948 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37037, + "estimated_input_tokens": 9260, + "estimated_eval_tokens": 18776 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a heterogeneous collection of model-specific and API-regression issues around Transformers v5, not true duplicates. None of the proposed soft pairs look like the same concrete bug/change, so they should stay separate.", + "confidence": 0.81, + "canonical_issue_reason": "Issue 43646 is the broadest, most general regression in the set: a Transformers v5 initialization break that can explain multiple downstream failures better than the narrower model-specific tickets.", + "canonical_pr_reason": null, + "best_issue_reason": "43646 is the best representative issue because it targets the underlying v5 API/init regression rather than a single model or narrow symptom.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43475", + "right": "issue:43540", + "accept": false, + "reason": "Different model families and different failures: missing SAM3 video output attribute vs Qwen3OmniMoe video-processing ValueError." + }, + { + "left": "issue:45397", + "right": "issue:45656", + "accept": false, + "reason": "One is a Gemma-4 ZeRO3 from_pretrained failure; the other is a Deepspeed double optimizer-step bug." + }, + { + "left": "issue:43065", + "right": "issue:43408", + "accept": false, + "reason": "Both are SAM3-related, but one is a dummy Conv2d implementation issue and the other is a model-type/config mismatch warning." + }, + { + "left": "issue:43723", + "right": "issue:46710", + "accept": false, + "reason": "Tokenizer loading in v5 and an accuracy regression after upgrade are different failure modes and code paths." + }, + { + "left": "issue:44368", + "right": "issue:45563", + "accept": false, + "reason": "These are unrelated warnings in different subsystems: LoRA/tie_word_embeddings vs paged generation num_return_sequences." + }, + { + "left": "issue:44995", + "right": "issue:45200", + "accept": false, + "reason": "GlmMoeDsa stale cache crash and Gemma 4 mm_token_type_ids handling are unrelated bugs." + }, + { + "left": "issue:43931", + "right": "issue:44368", + "accept": false, + "reason": "Qwen3-VL weight-shape mismatch and a Qwen3.5 warning about tie_word_embeddings are not the same issue." + }, + { + "left": "issue:45987", + "right": "issue:46082", + "accept": false, + "reason": "StaticCache return-type contract bug and LlamaConfig head_dim validation are separate problems." + }, + { + "left": "issue:44188", + "right": "issue:46202", + "accept": false, + "reason": "Attention-kernel divergence under torch.compile is unrelated to Gemma pipeline roundtrip behavior." + }, + { + "left": "issue:43906", + "right": "issue:46202", + "accept": false, + "reason": "An isolated reproduction of another issue is not the same as the Gemma pipeline roundtrip failure." + }, + { + "left": "issue:44483", + "right": "issue:46202", + "accept": false, + "reason": "Chat/completions request validation and Gemma pipeline token roundtrip are different endpoints and bugs." + }, + { + "left": "issue:44995", + "right": "issue:45588", + "accept": false, + "reason": "A second-forward cache crash is not the same as an s_aux=None flash-attention AttributeError." + }, + { + "left": "issue:44188", + "right": "issue:46421", + "accept": false, + "reason": "Both mention compile/cache behavior, but one is kernel divergence and the other is spurious recompilation from lazy cache init." + }, + { + "left": "issue:45685", + "right": "issue:46431", + "accept": false, + "reason": "MPS histogram support and missing chat template support are unrelated." + }, + { + "left": "issue:45103", + "right": "issue:46858", + "accept": false, + "reason": "auto_docstring annotations handling and cache.get_seq_length device-tensor arithmetic are different code paths." + }, + { + "left": "issue:44361", + "right": "issue:44749", + "accept": false, + "reason": "Tokenizer AttributeError and a data-filtering slowdown after upgrade are not the same bug." + }, + { + "left": "issue:43065", + "right": "issue:46123", + "accept": false, + "reason": "SAM3 PixelDecoder dummy layer and MaskGenerationPipeline final-batch handling are unrelated." + }, + { + "left": "issue:44297", + "right": "issue:44623", + "accept": false, + "reason": "Both are save_pretrained-related, but one is tokenizer_class metadata mismatch and the other is missing processor files; too different to merge." + }, + { + "left": "issue:43994", + "right": "issue:46726", + "accept": false, + "reason": "Nonsensical model outputs and missing vision-backend processor errors are distinct symptoms and layers." + }, + { + "left": "issue:44749", + "right": "issue:45656", + "accept": false, + "reason": "Performance regression in filtering and Deepspeed double stepping are unrelated." + }, + { + "left": "issue:43701", + "right": "issue:44749", + "accept": false, + "reason": "Checkpoint key mismatch and slower filtering after upgrade are different concerns." + }, + { + "left": "issue:43646", + "right": "issue:44162", + "accept": false, + "reason": "General custom-model initialization break and a specific ESM2 failure are related only at a very high level, not as the same concrete bug." + }, + { + "left": "issue:44623", + "right": "issue:45656", + "accept": false, + "reason": "Processor save_pretrained missing files and Deepspeed optimizer-step duplication do not share the same code path." + }, + { + "left": "issue:44871", + "right": "issue:46132", + "accept": false, + "reason": "Gemma eos_token_id config inconsistency and AttentionInterface.register behavior change are separate issues." + }, + { + "left": "issue:43441", + "right": "issue:46752", + "accept": false, + "reason": "FlashAttention failure for Ministral-3 and empty-list apply_chat_template crash are unrelated." + }, + { + "left": "issue:43475", + "right": "issue:43643", + "accept": false, + "reason": "SAM3 video attribute error and AutoConfig trust_remote_code missing fields are not the same bug." + }, + { + "left": "issue:42994", + "right": "issue:43482", + "accept": false, + "reason": "Quantized model saving and Qwen2.5-GGUF loading are both serialization-related but not the same failure." + }, + { + "left": "issue:45375", + "right": "issue:45478", + "accept": false, + "reason": "Both involve Qwen3.5 MoE/Vision, but one is a missing config field dropped by strict serialization and the other is a from_pretrained loading error." + }, + { + "left": "issue:43475", + "right": "issue:46821", + "accept": false, + "reason": "SAM3 video output attribute error and TimesFM window_size AttributeError are unrelated." + }, + { + "left": "issue:28282", + "right": "issue:30990", + "accept": false, + "reason": "PyTorch missing ImportError and Sentence Transformers loading hang are different issues." + }, + { + "left": "issue:44188", + "right": "issue:46851", + "accept": false, + "reason": "torch.compile attention-kernel divergence and Qwen3.5 variable-length position_ids handling are distinct 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": 25, + "review_unit_index": 46, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-504", + "nodes": [ + "issue:36010", + "issue:39692", + "issue:41628", + "issue:42371", + "issue:42673", + "issue:42831", + "issue:42994", + "issue:43232", + "issue:43525", + "issue:43673", + "issue:43704", + "issue:43723", + "issue:43784", + "issue:43824", + "issue:43873", + "issue:43986", + "issue:44038", + "issue:44222", + "issue:44351", + "issue:44373", + "issue:44623", + "issue:44792", + "issue:44857", + "issue:44869", + "issue:44933", + "issue:44945", + "issue:44964", + "issue:45081", + "issue:45092", + "issue:45103", + "issue:45137", + "issue:45230", + "issue:45310", + "issue:45356", + "issue:45375", + "issue:45397", + "issue:45406", + "issue:45593", + "issue:45753", + "issue:46202", + "issue:46326", + "issue:46399", + "issue:46463", + "issue:46701", + "issue:46726", + "issue:46851", + "issue:46877", + "issue:47000" + ], + "soft_pairs": [ + "issue:44964|issue:45137", + "issue:43232|issue:43673", + "issue:45310|issue:45375", + "issue:41628|issue:44933", + "issue:46877|issue:47000", + "issue:46463|issue:46877", + "issue:39692|issue:46726", + "issue:44869|issue:45356", + "issue:43986|issue:46726", + "issue:44373|issue:46851", + "issue:45230|issue:45397", + "issue:44038|issue:44623", + "issue:42994|issue:43525", + "issue:43723|issue:46326", + "issue:42371|issue:45092", + "issue:43873|issue:44945", + "issue:43784|issue:46399", + "issue:45406|issue:46202", + "issue:41628|issue:44351", + "issue:44945|issue:45753", + "issue:45081|issue:45103", + "issue:36010|issue:41628", + "issue:45137|issue:47000", + "issue:44857|issue:46877", + "issue:46202|issue:46701", + "issue:45593|issue:46877", + "issue:44038|issue:45310", + "issue:42994|issue:43824", + "issue:44222|issue:45310", + "issue:42673|issue:43704", + "issue:42831|issue:44222", + "issue:43232|issue:44792" + ], + "prepared_review_unit_hash": "585c5cd703c91f8b710b615fe1488a08bae152849c2549f545a7b840ff8bf68a", + "component_budget": { + "node_count": 504, + "item_count": 504, + "soft_pair_count": 1853, + "serialized_chars": 961383, + "estimated_input_tokens": 240346, + "estimated_eval_tokens": 480948 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 36970, + "estimated_input_tokens": 9243, + "estimated_eval_tokens": 18742 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: it mixes unrelated import regressions, tokenizer/model-loading issues, quantization/saving bugs, and model-specific failures. No soft pair looks like the same underlying bug or change based on titles alone. Issue 41628 is the best canonical anchor because it is the clearest broad import regression among the set.", + "confidence": 0.33, + "canonical_issue_reason": "41628 is a concrete, user-facing import failure with a broad namespace/regression flavor, making it the most reasonable representative anchor in an otherwise mixed cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "41628 is the strongest standalone issue for triage: specific, reproducible, and broadly scoped compared with the more model-specific or ambiguous reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44964", + "right": "issue:45137", + "accept": false, + "reason": "Different failure modes and subsystems: model loading vs DeepSpeed deque underflow." + }, + { + "left": "issue:43232", + "right": "issue:43673", + "accept": false, + "reason": "Both involve generation internals, but one is a post-sync_gpus kwargs update bug and the other is a v5 chunked_prefill cache issue." + }, + { + "left": "issue:45310", + "right": "issue:45375", + "accept": false, + "reason": "Same model family, but one is a from_pretrained error and the other is a config field silently dropped; not the same bug." + }, + { + "left": "issue:41628", + "right": "issue:44933", + "accept": false, + "reason": "Both are import-related, but they reference different symbols and different import paths; too broad to merge." + }, + { + "left": "issue:46877", + "right": "issue:47000", + "accept": false, + "reason": "Docstring import-time logging and an RTDetr loss crash are unrelated." + }, + { + "left": "issue:46463", + "right": "issue:46877", + "accept": false, + "reason": "auto_docstring crash and doc-lint stdout noise are different behaviors, even if both touch doc tooling." + }, + { + "left": "issue:39692", + "right": "issue:46726", + "accept": false, + "reason": "A broken SigLIP2 doc example is not the same as AutoProcessor failing when a vision backend is missing." + }, + { + "left": "issue:44869", + "right": "issue:45356", + "accept": false, + "reason": "Whisper timestamp decoding and Kimi tokenizer codec regression are different tokenizer bugs." + }, + { + "left": "issue:43986", + "right": "issue:46726", + "accept": false, + "reason": "Missing torchvision error handling for AutoProcessor is not the same as a video model loading crash." + }, + { + "left": "issue:44373", + "right": "issue:46851", + "accept": false, + "reason": "Wrong docstring text and a variable-length position_ids bug are unrelated." + }, + { + "left": "issue:45230", + "right": "issue:45397", + "accept": false, + "reason": "Generic bug report vs gemma-4 zero3 from_pretrained issue; no concrete overlap." + }, + { + "left": "issue:44038", + "right": "issue:44623", + "accept": false, + "reason": "Qwen3-VL-Moe/v5 incompatibility and missing processor save files are different problems." + }, + { + "left": "issue:42994", + "right": "issue:43525", + "accept": false, + "reason": "Quantized model saving failure and missing pad_token_id on Llama4Config are unrelated." + }, + { + "left": "issue:43723", + "right": "issue:46326", + "accept": false, + "reason": "Tokenizer loading in v5 and continue_final_message for mistral_common are different code paths." + }, + { + "left": "issue:42371", + "right": "issue:45092", + "accept": false, + "reason": "TF32 API settings and InternVL2 meta-initialization incompatibility are unrelated." + }, + { + "left": "issue:43873", + "right": "issue:44945", + "accept": false, + "reason": "Quantization offloading and incorrect output under pipeline parallelism are different bugs." + }, + { + "left": "issue:43784", + "right": "issue:46399", + "accept": false, + "reason": "Import-time NameError from sentence-transformers and a Qwen3.5 kernel registration crash are not the same issue." + }, + { + "left": "issue:45406", + "right": "issue:46202", + "accept": false, + "reason": "Gemma4 processor _tokenizer missing and Gemma pipeline roundtrip failure share a family but not the same concrete failure." + }, + { + "left": "issue:41628", + "right": "issue:44351", + "accept": false, + "reason": "Different missing exports: AutoImageProcessor vs HybridCache." + }, + { + "left": "issue:44945", + "right": "issue:45753", + "accept": false, + "reason": "Pipeline parallelism output corruption and a specific-image infinite loop are distinct symptoms and likely distinct bugs." + }, + { + "left": "issue:45081", + "right": "issue:45103", + "accept": false, + "reason": "Mistral regex patch crash and auto_docstring annotation handling are unrelated." + }, + { + "left": "issue:36010", + "right": "issue:41628", + "accept": false, + "reason": "Both are import errors, but for different symbols and different underlying regressions." + }, + { + "left": "issue:45137", + "right": "issue:47000", + "accept": false, + "reason": "DeepSpeed deque underflow and RTDetr infeasible cost matrix are unrelated runtime errors." + }, + { + "left": "issue:44857", + "right": "issue:46877", + "accept": false, + "reason": "AMP/CUDA loss crash and doc-lint stdout logging are unrelated." + }, + { + "left": "issue:46202", + "right": "issue:46701", + "accept": false, + "reason": "Both mention Gemma pipelines, but one is a roundtrip tokenizer issue and the other is an image-text-to-text pipeline failure." + }, + { + "left": "issue:45593", + "right": "issue:46877", + "accept": false, + "reason": "D-FINE auxiliary loss behavior and docstring diagnostics output are unrelated." + }, + { + "left": "issue:44038", + "right": "issue:45310", + "accept": false, + "reason": "Both mention Qwen3/Qwen3.5 MoE, but the titles describe different failures and no shared concrete code path is evident." + }, + { + "left": "issue:42994", + "right": "issue:43824", + "accept": false, + "reason": "Quantized model saving failure and missing Qwen2_5_VL import are different bugs." + }, + { + "left": "issue:44222", + "right": "issue:45310", + "accept": false, + "reason": "FP8 save_pretrained on moe and from_pretrained loading error are different operations and likely different fixes." + }, + { + "left": "issue:42673", + "right": "issue:43704", + "accept": false, + "reason": "Same title, but the items are separate reports of the same symptom across time; without evidence of the same underlying code-path change, do not merge." + }, + { + "left": "issue:42831", + "right": "issue:44222", + "accept": false, + "reason": "FP8 accuracy regression and FP8 moe save_pretrained are distinct quantization issues." + }, + { + "left": "issue:43232", + "right": "issue:44792", + "accept": false, + "reason": "Generation kwargs update after sync_gpus and a janus image-generation test failure are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 25, + "review_unit_index": 47, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-504", + "nodes": [ + "issue:27957", + "issue:30333", + "issue:30990", + "issue:33290", + "issue:34689", + "issue:35141", + "issue:36331", + "issue:39692", + "issue:42175", + "issue:42222", + "issue:42673", + "issue:42898", + "issue:43295", + "issue:43479", + "issue:43504", + "issue:43723", + "issue:43784", + "issue:43824", + "issue:43874", + "issue:43976", + "issue:44016", + "issue:44079", + "issue:44295", + "issue:44496", + "issue:44568", + "issue:44623", + "issue:44734", + "issue:44779", + "issue:44869", + "issue:44933", + "issue:45092", + "issue:45103", + "issue:45200", + "issue:45310", + "issue:45356", + "issue:45405", + "issue:45561", + "issue:45600", + "issue:45656", + "issue:45712", + "issue:45812", + "issue:46077", + "issue:46123", + "issue:46231", + "issue:46693", + "issue:46829", + "issue:46877", + "issue:46909" + ], + "soft_pairs": [ + "issue:43504|issue:45561", + "issue:42175|issue:44933", + "issue:45561|issue:45600", + "issue:44496|issue:45561", + "issue:45405|issue:46877", + "issue:43976|issue:44933", + "issue:30333|issue:33290", + "issue:30990|issue:35141", + "issue:42898|issue:44568", + "issue:42175|issue:45712", + "issue:43479|issue:46829", + "issue:44623|issue:45310", + "issue:46077|issue:46123", + "issue:42673|issue:46693", + "issue:42898|issue:45812", + "issue:43479|issue:44869", + "issue:43723|issue:44568", + "issue:44016|issue:46231", + "issue:39692|issue:46909", + "issue:43479|issue:44079", + "issue:42898|issue:44779", + "issue:43784|issue:43824", + "issue:27957|issue:30333", + "issue:42898|issue:43295", + "issue:43874|issue:45092", + "issue:30333|issue:34689", + "issue:42222|issue:45200", + "issue:44734|issue:45103", + "issue:42898|issue:45356", + "issue:44295|issue:45656", + "issue:30333|issue:36331", + "issue:45405|issue:45712" + ], + "prepared_review_unit_hash": "35d1abc1ad95e5506a1ee3522dd2f074c429ca6921b6552352a0509631488fc5", + "component_budget": { + "node_count": 504, + "item_count": 504, + "soft_pair_count": 1853, + "serialized_chars": 961383, + "estimated_input_tokens": 240346, + "estimated_eval_tokens": 480948 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37581, + "estimated_input_tokens": 9396, + "estimated_eval_tokens": 19048 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a loose set of unrelated Transformers bug reports. Several pairs are thematically similar around tokenizer/v5 regressions, loading, or docs, but they do not describe the same underlying defect, so they should not be merged as duplicates.", + "confidence": 0.68, + "canonical_issue_reason": "issue:42898 is the most representative umbrella report in the set: a broad v5 tokenizer behavior regression, central to the tokenizer-focused subset without being overly model-specific.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:42898 is the best single issue anchor because it is broad, regression-oriented, and closest to the cluster\u2019s repeated v5/tokenizer theme.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43504", + "right": "issue:45561", + "accept": false, + "reason": "Legacy-field model loading failure vs pytest-xdist file race; completely different bugs." + }, + { + "left": "issue:42175", + "right": "issue:44933", + "accept": false, + "reason": "Backend dependency packaging vs missing image_utils import; unrelated subsystems and failure modes." + }, + { + "left": "issue:45561", + "right": "issue:45600", + "accept": false, + "reason": "Test utility race condition vs auto_mappings stale config reference; different code paths." + }, + { + "left": "issue:44496", + "right": "issue:45561", + "accept": false, + "reason": "Model config recognition failure vs test-file race; no shared underlying bug." + }, + { + "left": "issue:45405", + "right": "issue:46877", + "accept": false, + "reason": "Dependency version bump issue vs docstring import-time stdout noise; unrelated." + }, + { + "left": "issue:43976", + "right": "issue:44933", + "accept": false, + "reason": "Python version compatibility break vs nonexistent import; not the same defect." + }, + { + "left": "issue:30333", + "right": "issue:33290", + "accept": false, + "reason": "MLFlow reporting after failure vs optimizer OOM in deepspeed; distinct training issues." + }, + { + "left": "issue:30990", + "right": "issue:35141", + "accept": false, + "reason": "Loading hang vs embedding resize/post_init reinitialization; unrelated model behaviors." + }, + { + "left": "issue:42898", + "right": "issue:44568", + "accept": false, + "reason": "Both tokenizer regressions, but one is cleanup_spaces behavior and the other is add_special_tokens BOS/EOS handling; different bugs." + }, + { + "left": "issue:42175", + "right": "issue:45712", + "accept": false, + "reason": "Missing tensorflow backend vs leftover dummy PT classes; unrelated packaging/cleanup issues." + }, + { + "left": "issue:43479", + "right": "issue:46829", + "accept": false, + "reason": "Default multimodal config initialization vs incorrect hidden_states output field; different components." + }, + { + "left": "issue:44623", + "right": "issue:45310", + "accept": false, + "reason": "Saving processor artifacts vs Qwen3.5 MoE from_pretrained failure; not the same code path." + }, + { + "left": "issue:46077", + "right": "issue:46123", + "accept": false, + "reason": "Attention mask construction bug vs final-batch pipeline flag handling; different functionality." + }, + { + "left": "issue:42673", + "right": "issue:46693", + "accept": false, + "reason": "VRAM leak in threaded dataloaders vs FA2 long-context performance regression; only broad performance overlap." + }, + { + "left": "issue:42898", + "right": "issue:45812", + "accept": false, + "reason": "General tokenizer behavior change vs Granite token ID regression; same broad area, different concrete bug." + }, + { + "left": "issue:43479", + "right": "issue:44869", + "accept": false, + "reason": "Config defaulting vs Whisper timestamp decode crash; unrelated." + }, + { + "left": "issue:43723", + "right": "issue:44568", + "accept": false, + "reason": "Tokenizer loading failure vs token insertion behavior; both tokenizer-related but not the same defect." + }, + { + "left": "issue:44016", + "right": "issue:46231", + "accept": false, + "reason": "Notebook syntax error vs documentation parameter name mismatch; different docs problems." + }, + { + "left": "issue:39692", + "right": "issue:46909", + "accept": false, + "reason": "Broken SigLIP2 example vs broken DIA example; both docs, but distinct examples and failures." + }, + { + "left": "issue:43479", + "right": "issue:44079", + "accept": false, + "reason": "Multimodal config initialization vs ModelOutput key assignment logic; unrelated internals." + }, + { + "left": "issue:42898", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer regressions in v5, but one is cleanup_spaces behavior and the other is DeepSeek tokenization correctness; not duplicate." + }, + { + "left": "issue:43784", + "right": "issue:43824", + "accept": false, + "reason": "Import-time NameError in sentence-transformers vs missing Qwen2.5-VL symbol; different import failures." + }, + { + "left": "issue:27957", + "right": "issue:30333", + "accept": false, + "reason": "Flash Attention 2 support vs MLFlow reporting on failed training; unrelated." + }, + { + "left": "issue:42898", + "right": "issue:43295", + "accept": false, + "reason": "Tokenizer cleanup-space regression vs custom model processor.tokenizer/image passthrough regression; different affected paths." + }, + { + "left": "issue:43874", + "right": "issue:45092", + "accept": false, + "reason": "Missing image patch method vs remote-code meta-init incompatibility; both multimodal but not the same bug." + }, + { + "left": "issue:30333", + "right": "issue:34689", + "accept": false, + "reason": "Training-job MLFlow reporting vs model loading regression for Llama 3.2 vision; unrelated." + }, + { + "left": "issue:42222", + "right": "issue:45200", + "accept": false, + "reason": "VitPose model breakage vs Gemma 4 mm_token_type_ids defaulting; different model families and failures." + }, + { + "left": "issue:44734", + "right": "issue:45103", + "accept": false, + "reason": "Serve KV-cache indexing crash vs auto_docstring annotations crash; unrelated code areas." + }, + { + "left": "issue:42898", + "right": "issue:45356", + "accept": false, + "reason": "Different tokenizer regressions: cleanup_spaces behavior vs Kimi codec handling/warning issue." + }, + { + "left": "issue:44295", + "right": "issue:45656", + "accept": false, + "reason": "Position_ids buffer read error vs deepspeed double optimizer step; unrelated training/runtime bugs." + }, + { + "left": "issue:30333", + "right": "issue:36331", + "accept": false, + "reason": "MLFlow reporting on failed training vs Trainer compute_loss signature break; different trainer issues." + }, + { + "left": "issue:45405", + "right": "issue:45712", + "accept": false, + "reason": "PEFT minimum version bump vs leftover dummy classes in check_repo; unrelated maintenance 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": 25, + "review_unit_index": 48, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-504", + "nodes": [ + "issue:22355", + "issue:28282", + "issue:30990", + "issue:38175", + "issue:41628", + "issue:42757", + "issue:42796", + "issue:42831", + "issue:43116", + "issue:43122", + "issue:43232", + "issue:43475", + "issue:43479", + "issue:43644", + "issue:43723", + "issue:44060", + "issue:44075", + "issue:44190", + "issue:44222", + "issue:44263", + "issue:44297", + "issue:44360", + "issue:44373", + "issue:44448", + "issue:44484", + "issue:44485", + "issue:44623", + "issue:44933", + "issue:44977", + "issue:45071", + "issue:45092", + "issue:45125", + "issue:45245", + "issue:45310", + "issue:45656", + "issue:45712", + "issue:45834", + "issue:46082", + "issue:46132", + "issue:46209", + "issue:46231", + "issue:46305", + "issue:46424", + "issue:46431", + "issue:46614", + "issue:46710", + "issue:46762", + "issue:46932" + ], + "soft_pairs": [ + "issue:43116|issue:44190", + "issue:22355|issue:28282", + "issue:44222|issue:44297", + "issue:44075|issue:46231", + "issue:44060|issue:45125", + "issue:44933|issue:45712", + "issue:42796|issue:43723", + "issue:44448|issue:46132", + "issue:42831|issue:44623", + "issue:44297|issue:45656", + "issue:43479|issue:43644", + "issue:44222|issue:44623", + "issue:45245|issue:46132", + "issue:44360|issue:46762", + "issue:46132|issue:46710", + "issue:41628|issue:42757", + "issue:44373|issue:44485", + "issue:44297|issue:45310", + "issue:43723|issue:44977", + "issue:46614|issue:46932", + "issue:45071|issue:46082", + "issue:44222|issue:44484", + "issue:43122|issue:46209", + "issue:44190|issue:46082", + "issue:44263|issue:45092", + "issue:43232|issue:46424", + "issue:43232|issue:45834", + "issue:46209|issue:46431", + "issue:30990|issue:38175", + "issue:43475|issue:46305" + ], + "prepared_review_unit_hash": "055e7f82bc928ba7faf77ecdaef3813c1c7cf7d7b2166313ade3772a12f2f9fd", + "component_budget": { + "node_count": 504, + "item_count": 504, + "soft_pair_count": 1853, + "serialized_chars": 961383, + "estimated_input_tokens": 240346, + "estimated_eval_tokens": 480948 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36341, + "estimated_input_tokens": 9086, + "estimated_eval_tokens": 18428 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a grab-bag of unrelated issue reports that only share superficial vocabulary (imports, tokenizers, save_pretrained, FP8, etc.). None of the soft pairs look like the same underlying bug or change.", + "confidence": 0.96, + "canonical_issue_reason": "No single issue is a clear duplicate hub here; if one must be chosen, issue:46305 is the most concrete, narrowly scoped, and actionable open bug in the set.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue:46305 is a strong representative because it names a specific code path, a precise off-by-one behavior, and is still open for follow-up.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43116", + "right": "issue:44190", + "accept": false, + "reason": "Both involve example classification scripts, but one is empty multi-label output and the other is local dataset loading failure; different 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; unrelated causes." + }, + { + "left": "issue:44222", + "right": "issue:44297", + "accept": false, + "reason": "Both mention save_pretrained, but one is FP8 MoE checkpoint saving and the other is tokenizer metadata mismatch; different code paths." + }, + { + "left": "issue:44075", + "right": "issue:46231", + "accept": false, + "reason": "One is an optimizer bug and the other is a docstring parameter-name mismatch; not the same issue." + }, + { + "left": "issue:44060", + "right": "issue:45125", + "accept": false, + "reason": "Both are Qwen3-Next/Qwen3.5 MoE related, but one is a tied-weights warning and the other is missing tensor-parallel plan support." + }, + { + "left": "issue:44933", + "right": "issue:45712", + "accept": false, + "reason": "Both concern import/export hygiene, but one is a nonexistent image_utils import and the other is leftover dummy PT classes leaking into dir()." + }, + { + "left": "issue:42796", + "right": "issue:43723", + "accept": false, + "reason": "Both are tokenizer issues, but one is BPE marker handling and the other is AutoTokenizer loading in v5; different failures." + }, + { + "left": "issue:44448", + "right": "issue:46132", + "accept": false, + "reason": "One is a model output regression across versions; the other is an AttentionInterface registration behavior change. Too different to merge." + }, + { + "left": "issue:42831", + "right": "issue:44623", + "accept": false, + "reason": "FP8 accuracy concerns versus processor save_pretrained missing files; unrelated bugs." + }, + { + "left": "issue:44297", + "right": "issue:45656", + "accept": false, + "reason": "Tokenizer config metadata issue versus deepspeed optimizer stepping twice; no overlap in underlying bug." + }, + { + "left": "issue:43479", + "right": "issue:43644", + "accept": false, + "reason": "One is incorrect multimodal config initialization, the other non-persistent buffers being filled with junk; different subsystems." + }, + { + "left": "issue:44222", + "right": "issue:44623", + "accept": false, + "reason": "Both involve persistence/saving, but one is FP8 MoE save_pretrained and the other is processor asset saving; not the same bug." + }, + { + "left": "issue:45245", + "right": "issue:46132", + "accept": false, + "reason": "Category-count limit error versus attention registration behavior; no shared failure mode." + }, + { + "left": "issue:44360", + "right": "issue:46762", + "accept": false, + "reason": "Both are numerical/algorithmic concerns, but one is a missing ReLU in a DSA indexer and the other is attention output differences." + }, + { + "left": "issue:46132", + "right": "issue:46710", + "accept": false, + "reason": "AttentionInterface registration semantics and an accuracy regression after upgrade are too far apart to be duplicates." + }, + { + "left": "issue:41628", + "right": "issue:42757", + "accept": false, + "reason": "Both are import errors, but they reference different packages and different missing symbols." + }, + { + "left": "issue:44373", + "right": "issue:44485", + "accept": false, + "reason": "A docstring typo for position_ids is not the same as a GLM-5 RoPE implementation discussion." + }, + { + "left": "issue:44297", + "right": "issue:45310", + "accept": false, + "reason": "Tokenizer save metadata mismatch versus Qwen3.5 MoE from_pretrained error; different concrete problems." + }, + { + "left": "issue:43723", + "right": "issue:44977", + "accept": false, + "reason": "Tokenizer loading in v5 and Qwen3.5 flash-attention generation issues are unrelated code paths." + }, + { + "left": "issue:46614", + "right": "issue:46932", + "accept": false, + "reason": "Stale phonemizer language state is unrelated to Gemma4 dtype casting for quantized embedders." + }, + { + "left": "issue:45071", + "right": "issue:46082", + "accept": false, + "reason": "Type-checking breakage in PretrainedConfig is distinct from LlamaConfig head_dim validation." + }, + { + "left": "issue:44222", + "right": "issue:44484", + "accept": false, + "reason": "FP8 MoE checkpoint saving and max_shard_size behavior are different save_pretrained concerns." + }, + { + "left": "issue:43122", + "right": "issue:46209", + "accept": false, + "reason": "Tokenization changes across versions and FP8 inference failure on B200 are unrelated bugs." + }, + { + "left": "issue:44190", + "right": "issue:46082", + "accept": false, + "reason": "Dataset loading in an example script and LlamaConfig validation are different domains." + }, + { + "left": "issue:44263", + "right": "issue:45092", + "accept": false, + "reason": "torch.split return values in an indexer versus remote-code checkpoint meta-init incompatibility are unrelated." + }, + { + "left": "issue:43232", + "right": "issue:46424", + "accept": false, + "reason": "Generation kwarg updates after sync_gpus and cache-length honoring for quantized cache are different cache/generation behaviors." + }, + { + "left": "issue:43232", + "right": "issue:45834", + "accept": false, + "reason": "Generation kwarg handling is not the same as a long-OCR input index error." + }, + { + "left": "issue:46209", + "right": "issue:46431", + "accept": false, + "reason": "FP8 inference on B200 and missing chat template errors have no common underlying code path." + }, + { + "left": "issue:30990", + "right": "issue:38175", + "accept": false, + "reason": "A loading stall in sentence-transformers is not the same as zero probabilities in a specific SigLIP2 model." + }, + { + "left": "issue:43475", + "right": "issue:46305", + "accept": false, + "reason": "SAM 3 Video output attribute missing and a MoonshineStreaming off-by-one mask bug are unrelated model components." + } + ] + }, + "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": 25, + "review_unit_index": 49, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-504", + "nodes": [ + "issue:22355", + "issue:27957", + "issue:28218", + "issue:30990", + "issue:39401", + "issue:41628", + "issue:42757", + "issue:42796", + "issue:42831", + "issue:42886", + "issue:42907", + "issue:42994", + "issue:43066", + "issue:43122", + "issue:43232", + "issue:43408", + "issue:43540", + "issue:43644", + "issue:43646", + "issue:43824", + "issue:44038", + "issue:44188", + "issue:44261", + "issue:44263", + "issue:44279", + "issue:44295", + "issue:44360", + "issue:44373", + "issue:44483", + "issue:44568", + "issue:44623", + "issue:44829", + "issue:45092", + "issue:45278", + "issue:45310", + "issue:45357", + "issue:45381", + "issue:45406", + "issue:45593", + "issue:45753", + "issue:46002", + "issue:46050", + "issue:46305", + "issue:46328", + "issue:46369", + "issue:46402", + "issue:46655", + "issue:46909" + ], + "soft_pairs": [ + "issue:46305|issue:46655", + "issue:44295|issue:44623", + "issue:44263|issue:44373", + "issue:44263|issue:44360", + "issue:46369|issue:46909", + "issue:42907|issue:46050", + "issue:45092|issue:45357", + "issue:42831|issue:45310", + "issue:45381|issue:46305", + "issue:44279|issue:46328", + "issue:44483|issue:45406", + "issue:22355|issue:27957", + "issue:44829|issue:46002", + "issue:44261|issue:45092", + "issue:43644|issue:46305", + "issue:41628|issue:43824", + "issue:42831|issue:44038", + "issue:43408|issue:46402", + "issue:22355|issue:28218", + "issue:42831|issue:45753", + "issue:39401|issue:44568", + "issue:42886|issue:43066", + "issue:42886|issue:42994", + "issue:42757|issue:45278", + "issue:27957|issue:30990", + "issue:44188|issue:44373", + "issue:43408|issue:46369", + "issue:43232|issue:45593", + "issue:42796|issue:43122", + "issue:45381|issue:46909", + "issue:43540|issue:46909", + "issue:43646|issue:46002" + ], + "prepared_review_unit_hash": "5dd8538e706edfc2229affb0ad24b537e6d3ac883fd025a524d8a114fb2f4c3d", + "component_budget": { + "node_count": 504, + "item_count": 504, + "soft_pair_count": 1853, + "serialized_chars": 961383, + "estimated_input_tokens": 240346, + "estimated_eval_tokens": 480948 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 36744, + "estimated_input_tokens": 9186, + "estimated_eval_tokens": 18628 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a loose grab bag of Transformers issues: tokenizer regressions, import/API breakages, model-specific loading/saving bugs, and a few unrelated attention/quantization problems. The soft links mostly reflect broad semantic similarity rather than the same concrete defect.", + "confidence": 0.69, + "canonical_issue_reason": "issue:43122 is the best representative issue because it captures a broad, recurring theme in the cluster: tokenizer behavior changing across Transformers versions. It is more central than the narrowly scoped model- or API-specific reports, even though the cluster is too heterogeneous for a single true duplicate canonical.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43122 is the strongest single issue to anchor triage for this set: it is version-regression-oriented, user-visible, and thematically close to several other tokenizer complaints in the list.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46305", + "right": "issue:46655", + "accept": false, + "reason": "Different bugs and code paths: MoonshineStreaming mask off-by-one vs SmolVLM video padding calculation." + }, + { + "left": "issue:44295", + "right": "issue:44623", + "accept": false, + "reason": "One is a position_ids buffer read error; the other is processor.save_pretrained missing files. Different persistence paths." + }, + { + "left": "issue:44263", + "right": "issue:44373", + "accept": false, + "reason": "torch.split return-value behavior vs a wrong docstring. Runtime bug vs documentation issue." + }, + { + "left": "issue:44263", + "right": "issue:44360", + "accept": false, + "reason": "Different subsystems entirely: DSA indexer ReLU complaint vs torch.split return values." + }, + { + "left": "issue:46369", + "right": "issue:46909", + "accept": false, + "reason": "SAM3 memory overflow vs a broken DIA documentation example; unrelated." + }, + { + "left": "issue:42907", + "right": "issue:46050", + "accept": false, + "reason": "Both involve quantized model save/load, but the concrete failures differ: dequantized Ministrals/Devstrals save vs sinq quantized model round-trip." + }, + { + "left": "issue:45092", + "right": "issue:45357", + "accept": false, + "reason": "Both are v5/model-saving compatibility issues, but one is remote-code meta init incompatibility and the other is wrong visual encoder keys in save_pretrained." + }, + { + "left": "issue:42831", + "right": "issue:45310", + "accept": false, + "reason": "FineGrainedFP8 accuracy regression vs Qwen3.5 MoE from_pretrained error; different failure modes." + }, + { + "left": "issue:45381", + "right": "issue:46305", + "accept": false, + "reason": "Both mention position/mask logic, but they are different models and different off-by-one code paths." + }, + { + "left": "issue:44279", + "right": "issue:46328", + "accept": false, + "reason": "Generic dependency issue vs a performance inefficiency in SequenceFeatureExtractor.pad." + }, + { + "left": "issue:44483", + "right": "issue:45406", + "accept": false, + "reason": "Chat/completions request rejection vs Gemma4Processor missing _tokenizer; different API layers and symptoms." + }, + { + "left": "issue:22355", + "right": "issue:27957", + "accept": false, + "reason": "Missing transformers.onnx module vs XLMRoberta Flash Attention 2 issue; unrelated." + }, + { + "left": "issue:44829", + "right": "issue:46002", + "accept": false, + "reason": "FlashAttention-3 training degeneration vs NaNs on checkout/init; both are training problems but not the same bug." + }, + { + "left": "issue:44261", + "right": "issue:45092", + "accept": false, + "reason": "MLA q_a_layernorm precision/config issue vs InternVL2 meta-initialization incompatibility; unrelated." + }, + { + "left": "issue:43644", + "right": "issue:46305", + "accept": false, + "reason": "Junk non-persistent buffers after v5.0 vs MoonshineStreaming mask off-by-one; different components." + }, + { + "left": "issue:41628", + "right": "issue:43824", + "accept": false, + "reason": "Different missing exports: AutoImageProcessor vs Qwen2_5_VLForConditionalGeneration." + }, + { + "left": "issue:42831", + "right": "issue:44038", + "accept": false, + "reason": "FineGrainedFP8 accuracy issue vs Qwen3-VL-Moe from_pretrained failure; not the same defect." + }, + { + "left": "issue:43408", + "right": "issue:46402", + "accept": false, + "reason": "SAM3 model-type warning vs SAM3 text encoder weights not loaded; related family, but different concrete bug." + }, + { + "left": "issue:22355", + "right": "issue:28218", + "accept": false, + "reason": "Import error for onnx submodule vs tokenizer adds extra space after added token." + }, + { + "left": "issue:42831", + "right": "issue:45753", + "accept": false, + "reason": "Quantization accuracy regression vs infinite loop on a specific image; unrelated symptoms." + }, + { + "left": "issue:39401", + "right": "issue:44568", + "accept": false, + "reason": "Both are tokenizer bugs, but Qwen3 offset_mapping and mDeBERTa add_special_tokens are different concrete behaviors." + }, + { + "left": "issue:42886", + "right": "issue:43066", + "accept": false, + "reason": "Offline cache load failure vs wrong tokenizer decoder type in v5; different code paths." + }, + { + "left": "issue:42886", + "right": "issue:42994", + "accept": false, + "reason": "Tokenizer cache/offline loading vs quantized model save failure; unrelated." + }, + { + "left": "issue:42757", + "right": "issue:45278", + "accept": false, + "reason": "Single missing import vs a broad set of import errors after upgrade; not the same underlying bug." + }, + { + "left": "issue:27957", + "right": "issue:30990", + "accept": false, + "reason": "Flash Attention 2 on XLMRoberta vs Sentence Transformers loading stall; different problems." + }, + { + "left": "issue:44188", + "right": "issue:44373", + "accept": false, + "reason": "torch.compile attention-kernel divergence vs a wrong docstring; completely different." + }, + { + "left": "issue:43408", + "right": "issue:46369", + "accept": false, + "reason": "SAM3 model-type warning vs SAM3-litetext memory overflow; different failures." + }, + { + "left": "issue:43232", + "right": "issue:45593", + "accept": false, + "reason": "Generation kwarg update after sync_gpus vs D-FINE auxiliary-loss behavior; unrelated." + }, + { + "left": "issue:42796", + "right": "issue:43122", + "accept": false, + "reason": "Both are tokenizer regressions, but one is BPE-marker handling for a specific tokenizer and the other is a broad version-to-version tokenization change; not the same bug." + }, + { + "left": "issue:45381", + "right": "issue:46909", + "accept": false, + "reason": "Qwen2.5-VL video position_ids bug vs a broken DIA documentation example." + }, + { + "left": "issue:43540", + "right": "issue:46909", + "accept": false, + "reason": "Qwen3OmniMoe video-processing ValueError vs documentation example issue; unrelated." + }, + { + "left": "issue:43646", + "right": "issue:46002", + "accept": false, + "reason": "Custom model initialization breakage vs NaNs in classification heads upon checkout/init; different initialization 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": 25, + "review_unit_index": 50, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-504", + "nodes": [ + "issue:22355", + "issue:29159", + "issue:30990", + "issue:33357", + "issue:39401", + "issue:41628", + "issue:42371", + "issue:42757", + "issue:42907", + "issue:43116", + "issue:43122", + "issue:43408", + "issue:43452", + "issue:43475", + "issue:43576", + "issue:43756", + "issue:43784", + "issue:43824", + "issue:43937", + "issue:43976", + "issue:44038", + "issue:44060", + "issue:44117", + "issue:44222", + "issue:44263", + "issue:44295", + "issue:44297", + "issue:44351", + "issue:44360", + "issue:44485", + "issue:44488", + "issue:44521", + "issue:44625", + "issue:44704", + "issue:44779", + "issue:44829", + "issue:44945", + "issue:44964", + "issue:45200", + "issue:45216", + "issue:45278", + "issue:45290", + "issue:45478", + "issue:45600", + "issue:46172", + "issue:46326", + "issue:46614", + "issue:46762" + ], + "soft_pairs": [ + "issue:30990|issue:33357", + "issue:42907|issue:44945", + "issue:42907|issue:44964", + "issue:43976|issue:44945", + "issue:43756|issue:44060", + "issue:39401|issue:44488", + "issue:42371|issue:44263", + "issue:44295|issue:44297", + "issue:41628|issue:45278", + "issue:43576|issue:43784", + "issue:42907|issue:43937", + "issue:46172|issue:46762", + "issue:43784|issue:45600", + "issue:44117|issue:44704", + "issue:39401|issue:44521", + "issue:44625|issue:44829", + "issue:44704|issue:45290", + "issue:43122|issue:44521", + "issue:43408|issue:43475", + "issue:44360|issue:44485", + "issue:43122|issue:46326", + "issue:42907|issue:43452", + "issue:44038|issue:44297", + "issue:22355|issue:29159", + "issue:45216|issue:45478", + "issue:44038|issue:44295", + "issue:39401|issue:46614", + "issue:44038|issue:44222", + "issue:43824|issue:44351", + "issue:43116|issue:45200", + "issue:43122|issue:44779", + "issue:42757|issue:44351" + ], + "prepared_review_unit_hash": "4fb6996a7779ae64d6f0e6d2b3694f3783fe2126da1a8e7b5cecc65a939c168c", + "component_budget": { + "node_count": 504, + "item_count": 504, + "soft_pair_count": 1853, + "serialized_chars": 961383, + "estimated_input_tokens": 240346, + "estimated_eval_tokens": 480948 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 36958, + "estimated_input_tokens": 9240, + "estimated_eval_tokens": 18736 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly false positives: the items cover unrelated import failures, tokenizer regressions, model-specific bugs, and config/runtime issues, with no clear duplicate issue/PR set.", + "confidence": 0.96, + "canonical_issue_reason": "No single canonical issue: the set is heterogeneous, so collapsing it to one issue would be misleading.", + "canonical_pr_reason": null, + "best_issue_reason": "No issue is a strong global representative; the closest items are still about different code paths and symptoms.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:30990", + "right": "issue:33357", + "accept": false, + "reason": "Different failures: a Sentence-Transformers loading hang vs a MacOS bus error on a CLIP community model." + }, + { + "left": "issue:42907", + "right": "issue:44945", + "accept": false, + "reason": "Unrelated problems: dequantized model saving vs incorrect LLM output under pipeline parallelism." + }, + { + "left": "issue:42907", + "right": "issue:44964", + "accept": false, + "reason": "One is about saving dequantized checkpoints; the other is a model loading failure for a multimodal model." + }, + { + "left": "issue:43976", + "right": "issue:44945", + "accept": false, + "reason": "Python-version compatibility regression vs pipeline-parallel inference output bug; not the same code path." + }, + { + "left": "issue:43756", + "right": "issue:44060", + "accept": false, + "reason": "Both mention model internals, but one is RoPE-layer truncation and the other is a tied-weights warning in Qwen3-Next." + }, + { + "left": "issue:39401", + "right": "issue:44488", + "accept": false, + "reason": "Different tokenizer issues: offset_mapping correctness vs a model loading problem for cjvt/sleng-bert." + }, + { + "left": "issue:42371", + "right": "issue:44263", + "accept": false, + "reason": "TF32 settings behavior and torch.split return values in a GLM-MoE indexer are unrelated bugs." + }, + { + "left": "issue:44295", + "right": "issue:44297", + "accept": false, + "reason": "One concerns reading a registered buffer; the other is tokenizer class metadata saved by save_pretrained." + }, + { + "left": "issue:41628", + "right": "issue:45278", + "accept": false, + "reason": "Specific AutoImageProcessor import failure vs broad import errors after a major version upgrade." + }, + { + "left": "issue:43576", + "right": "issue:43784", + "accept": false, + "reason": "A broken env command and a NameError while importing sentence-transformers are different failures." + }, + { + "left": "issue:42907", + "right": "issue:43937", + "accept": false, + "reason": "Checkpoint saving for dequantized models vs invalid GenerationConfig for GLM-5 are separate issues." + }, + { + "left": "issue:46172", + "right": "issue:46762", + "accept": false, + "reason": "DeepSeek-V4 tensor transpose issue vs Minimax attention numerical mismatch; different models and behaviors." + }, + { + "left": "issue:43784", + "right": "issue:45600", + "accept": false, + "reason": "Import-time NameError in sentence-transformers is not the same as stale auto_mappings references to removed configs." + }, + { + "left": "issue:44117", + "right": "issue:44704", + "accept": false, + "reason": "TOKENIZER_MAPPING_NAMES returning None and AutoProcessor not forwarding kwargs are different API bugs." + }, + { + "left": "issue:39401", + "right": "issue:44521", + "accept": false, + "reason": "Tokenizer offset mapping regression vs multimodal assistant mask generation; not the same underlying bug." + }, + { + "left": "issue:44625", + "right": "issue:44829", + "accept": false, + "reason": "num_labels propagation in Qwen3.5 config is unrelated to flash_attention_3 causing degenerate training." + }, + { + "left": "issue:44704", + "right": "issue:45290", + "accept": false, + "reason": "Different apply_chat_template/cached_file paths and different failure modes." + }, + { + "left": "issue:43122", + "right": "issue:44521", + "accept": false, + "reason": "Tokenizer version drift causing different tokenization is not the same as zero assistant masks for multimodal inputs." + }, + { + "left": "issue:43408", + "right": "issue:43475", + "accept": false, + "reason": "Same SAM3 family, but one is a model-type warning and the other is a missing attribute in vision encoder output." + }, + { + "left": "issue:44360", + "right": "issue:44485", + "accept": false, + "reason": "A DSA indexer ReLU discussion is unrelated to GLM-5 RoPE implementation." + }, + { + "left": "issue:43122", + "right": "issue:46326", + "accept": false, + "reason": "General tokenization drift and mistral_common continue_final_message handling are different tokenizer bugs." + }, + { + "left": "issue:42907", + "right": "issue:43452", + "accept": false, + "reason": "Saving dequantized models and gguf_file failures in from_pretrained are separate loading/saving paths." + }, + { + "left": "issue:44038", + "right": "issue:44297", + "accept": false, + "reason": "Qwen3-VL-Moe load issues and tokenizer_class metadata mismatch do not share the same bug." + }, + { + "left": "issue:22355", + "right": "issue:29159", + "accept": false, + "reason": "Missing transformers.onnx module import vs slow/fast tokenizer inconsistency are unrelated." + }, + { + "left": "issue:45216", + "right": "issue:45478", + "accept": false, + "reason": "Qwen3.5 save_pretrained regression and Qwen3.5 from_pretrained error are related by model family but not clearly the same concrete bug." + }, + { + "left": "issue:44038", + "right": "issue:44295", + "accept": false, + "reason": "A model-loading bug and a position_ids buffer access bug are not the same underlying issue." + }, + { + "left": "issue:39401", + "right": "issue:46614", + "accept": false, + "reason": "Qwen3 offset_mapping and Wav2Vec2 phonemizer language caching affect different components." + }, + { + "left": "issue:44038", + "right": "issue:44222", + "accept": false, + "reason": "Qwen3-VL-Moe loading and FP8 save_pretrained for MoE are different code paths." + }, + { + "left": "issue:43824", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but they involve different symbols and modules." + }, + { + "left": "issue:43116", + "right": "issue:45200", + "accept": false, + "reason": "Example-script multi-label output bug vs Gemma 4 mm_token_type_ids defaulting are unrelated." + }, + { + "left": "issue:43122", + "right": "issue:44779", + "accept": false, + "reason": "Generic tokenization changes and DeepSeek tokenizer regressions are not the same bug." + }, + { + "left": "issue:42757", + "right": "issue:44351", + "accept": false, + "reason": "Importing is_offline_mode from huggingface_hub and importing HybridCache from transformers are separate missing-symbol 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": 25, + "review_unit_index": 51, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-504", + "nodes": [ + "issue:22355", + "issue:29127", + "issue:36296", + "issue:38617", + "issue:42175", + "issue:42371", + "issue:42673", + "issue:42898", + "issue:43066", + "issue:43116", + "issue:43278", + "issue:43493", + "issue:43611", + "issue:43618", + "issue:43825", + "issue:43874", + "issue:43937", + "issue:43976", + "issue:43992", + "issue:44038", + "issue:44075", + "issue:44188", + "issue:44355", + "issue:44485", + "issue:44610", + "issue:44625", + "issue:44704", + "issue:44779", + "issue:44936", + "issue:44938", + "issue:44945", + "issue:45072", + "issue:45083", + "issue:45278", + "issue:45357", + "issue:45446", + "issue:45478", + "issue:45753", + "issue:46002", + "issue:46231", + "issue:46328", + "issue:46614", + "issue:46710", + "issue:46726", + "issue:46829", + "issue:46877", + "issue:46909", + "issue:46981" + ], + "soft_pairs": [ + "issue:43278|issue:44945", + "issue:36296|issue:43116", + "issue:22355|issue:29127", + "issue:42175|issue:44938", + "issue:43493|issue:45753", + "issue:46231|issue:46877", + "issue:44188|issue:46328", + "issue:42898|issue:46614", + "issue:38617|issue:45278", + "issue:43937|issue:44485", + "issue:43066|issue:44779", + "issue:43611|issue:46002", + "issue:42673|issue:45072", + "issue:44038|issue:45478", + "issue:43976|issue:45446", + "issue:45357|issue:45478", + "issue:43116|issue:43493", + "issue:44355|issue:46231", + "issue:44625|issue:46002", + "issue:44610|issue:46909", + "issue:42371|issue:43874", + "issue:45083|issue:45446", + "issue:46726|issue:46981", + "issue:44075|issue:44936", + "issue:43618|issue:46829", + "issue:43116|issue:43825", + "issue:43992|issue:44704", + "issue:43066|issue:46710" + ], + "prepared_review_unit_hash": "79c9720df328a77dcbaa69a3792a2de5a1833314310ec2f25ed690d89d2a3c1d", + "component_budget": { + "node_count": 504, + "item_count": 504, + "soft_pair_count": 1853, + "serialized_chars": 961383, + "estimated_input_tokens": 240346, + "estimated_eval_tokens": 480948 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 35772, + "estimated_input_tokens": 8943, + "estimated_eval_tokens": 18142 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These issues are heterogeneous and the soft pairs only share broad themes (tokenization, import errors, model-family regressions, AutoProcessor), not the same concrete bug. All soft-edge candidate pairs should be rejected; there are no PRs in the set.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "No single issue is a true canonical duplicate hub for this cluster. If forced, issue 44704 is the broadest core API regression, but the surrounding items span unrelated subsystems and failure modes.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43278", + "right": "issue:44945", + "accept": false, + "reason": "Both involve evaluation-time behavior, but one is a dtype mismatch between train/eval and the other is incorrect output under pipeline parallelism; different code paths and bugs." + }, + { + "left": "issue:36296", + "right": "issue:43116", + "accept": false, + "reason": "Tensor parallel training bug and multi-label classification example returning empty results are unrelated problems." + }, + { + "left": "issue:22355", + "right": "issue:29127", + "accept": false, + "reason": "Missing module import and a LayoutLMv3 error-message clarity issue are not the same bug." + }, + { + "left": "issue:42175", + "right": "issue:44938", + "accept": false, + "reason": "Both are environment/import failures, but one is about missing TensorFlow in a torch install extra and the other is a Python 3.14 load failure; different root causes." + }, + { + "left": "issue:43493", + "right": "issue:45753", + "accept": false, + "reason": "Different models and symptoms: SigLIP2 HF/JAX numerical discrepancy vs Qwen3_5 infinite loop on a specific image." + }, + { + "left": "issue:46231", + "right": "issue:46877", + "accept": false, + "reason": "One is a documentation parameter-name mismatch, the other is import-time doc-lint output; both are doc-related but not the same issue." + }, + { + "left": "issue:44188", + "right": "issue:46328", + "accept": false, + "reason": "Diverging compiled attention kernels and a padding performance inefficiency are separate problems." + }, + { + "left": "issue:42898", + "right": "issue:46614", + "accept": false, + "reason": "Tokenizer behavior change in v5 and stale phonemizer language backend are different tokenizer-related bugs." + }, + { + "left": "issue:38617", + "right": "issue:45278", + "accept": false, + "reason": "A missing import symbol and a broad collection of import errors after upgrade are not the same concrete failure." + }, + { + "left": "issue:43937", + "right": "issue:44485", + "accept": false, + "reason": "Both involve GLM-5, but one reports invalid GenerationConfig and the other discusses RoPE implementation; not the same bug." + }, + { + "left": "issue:43066", + "right": "issue:44779", + "accept": false, + "reason": "Wrong tokenizer decoder type and DeepSeek tokenizer output regressions are related only at a high level; they are not the same concrete defect." + }, + { + "left": "issue:43611", + "right": "issue:46002", + "accept": false, + "reason": "Model loading with base_model_prefix and NaNs in classification heads are unrelated." + }, + { + "left": "issue:42673", + "right": "issue:45072", + "accept": false, + "reason": "VRAM leak in dataloader-threaded use and bfloat16 dtype mismatches in inference are different failures." + }, + { + "left": "issue:44038", + "right": "issue:45478", + "accept": false, + "reason": "Different Qwen3.5/Qwen3-VL-Moe issues with different symptoms and code paths; not mergeable as one fix." + }, + { + "left": "issue:43976", + "right": "issue:45446", + "accept": false, + "reason": "Python-version support failure and a PyTorch version check bug are distinct environment/version issues." + }, + { + "left": "issue:45357", + "right": "issue:45478", + "accept": false, + "reason": "One is incorrect save_pretrained keys for Qwen3.5 visual encoders, the other is a from_pretrained error for Qwen3.5 Moe; load vs save path, different bugs." + }, + { + "left": "issue:43116", + "right": "issue:43493", + "accept": false, + "reason": "A classification example returning empty results and a SigLIP2 implementation discrepancy are unrelated." + }, + { + "left": "issue:44355", + "right": "issue:46231", + "accept": false, + "reason": "Compiled Python file errors and a training-doc parameter typo are unrelated." + }, + { + "left": "issue:44625", + "right": "issue:46002", + "accept": false, + "reason": "num_labels propagation in Qwen3.5 and NaNs in classification heads are different defects." + }, + { + "left": "issue:44610", + "right": "issue:46909", + "accept": false, + "reason": "Processor/model input-size mismatch and a broken DIA documentation example are unrelated." + }, + { + "left": "issue:42371", + "right": "issue:43874", + "accept": false, + "reason": "TF32 settings guidance and a missing image-patch helper method are unrelated issues." + }, + { + "left": "issue:45083", + "right": "issue:45446", + "accept": false, + "reason": "Unexpected feat-extract length behavior and a PyTorch version-check bug are unrelated." + }, + { + "left": "issue:46726", + "right": "issue:46981", + "accept": false, + "reason": "Both involve AutoProcessor, but one is missing-vision-backend error handling and the other is retry behavior on HTTP 429; different bugs." + }, + { + "left": "issue:44075", + "right": "issue:44936", + "accept": false, + "reason": "SGD args being ignored and trainer.evaluate failing after trainer.train are separate trainer/optimizer problems." + }, + { + "left": "issue:43618", + "right": "issue:46829", + "accept": false, + "reason": "Both are output-field wiring issues, but they affect different model output classes and different fields; not the same concrete bug." + }, + { + "left": "issue:43116", + "right": "issue:43825", + "accept": false, + "reason": "A multi-label classification example bug and a pipeline error-message bug are unrelated." + }, + { + "left": "issue:43992", + "right": "issue:44704", + "accept": false, + "reason": "Missing embed_tokens.weight in UMT5Encoder and AutoProcessor not forwarding kwargs to cached_file are different code paths." + }, + { + "left": "issue:43066", + "right": "issue:46710", + "accept": false, + "reason": "Tokenizer decoder type regression and DeepSeek-R1 accuracy regression after upgrade are not the same underlying bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 25, + "review_unit_index": 52, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-504", + "nodes": [ + "issue:28348", + "issue:33453", + "issue:39401", + "issue:42222", + "issue:42673", + "issue:42796", + "issue:43064", + "issue:43441", + "issue:43450", + "issue:43673", + "issue:43824", + "issue:43827", + "issue:43937", + "issue:43986", + "issue:44117", + "issue:44263", + "issue:44291", + "issue:44380", + "issue:44410", + "issue:44466", + "issue:44779", + "issue:44829", + "issue:44977", + "issue:44995", + "issue:45071", + "issue:45081", + "issue:45092", + "issue:45216", + "issue:45310", + "issue:45341", + "issue:45405", + "issue:45446", + "issue:45561", + "issue:45563", + "issue:45588", + "issue:45632", + "issue:46002", + "issue:46077", + "issue:46328", + "issue:46512", + "issue:46614", + "issue:46640", + "issue:46655", + "issue:46697", + "issue:46752", + "issue:46762", + "issue:46981", + "issue:47000" + ], + "soft_pairs": [ + "issue:46614|issue:46752", + "issue:44995|issue:46697", + "issue:28348|issue:46640", + "issue:42673|issue:42796", + "issue:44263|issue:46762", + "issue:45092|issue:46762", + "issue:43827|issue:45446", + "issue:33453|issue:39401", + "issue:42222|issue:43441", + "issue:43064|issue:43673", + "issue:43937|issue:45563", + "issue:43824|issue:46981", + "issue:42222|issue:47000", + "issue:43673|issue:46328", + "issue:42673|issue:46655", + "issue:44291|issue:45071", + "issue:45405|issue:45446", + "issue:42222|issue:46752", + "issue:44117|issue:45588", + "issue:44380|issue:46077", + "issue:44466|issue:46002", + "issue:39401|issue:44779", + "issue:43937|issue:44977", + "issue:44410|issue:45310", + "issue:45071|issue:46512", + "issue:43450|issue:43986", + "issue:45341|issue:45561", + "issue:45632|issue:46981", + "issue:45341|issue:46328", + "issue:44829|issue:45216", + "issue:44117|issue:45081" + ], + "prepared_review_unit_hash": "d294b2cf25e5a857056bea995403ed8e79f90c6f00f0843bac303182857f1bbf", + "component_budget": { + "node_count": 504, + "item_count": 504, + "soft_pair_count": 1853, + "serialized_chars": 961383, + "estimated_input_tokens": 240346, + "estimated_eval_tokens": 480948 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37056, + "estimated_input_tokens": 9264, + "estimated_eval_tokens": 18784 + }, + "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 subsystem labels (tokenizers, flash attention, video processors, testing utils) rather than the same underlying bug. I would not merge any of the candidate pairs.", + "confidence": 0.95, + "canonical_issue_reason": "No single canonical issue stands out because the items span unrelated regressions across many different models and code paths.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45561 is the strongest standalone bug report by specificity and discussion activity, but it is not a duplicate hub for the rest of the set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46614", + "right": "issue:46752", + "accept": false, + "reason": "Different failures: stale espeak backend state vs empty chat list IndexError." + }, + { + "left": "issue:44995", + "right": "issue:46697", + "accept": false, + "reason": "Unrelated bugs in different components: GlmMoeDsa stale cache vs Swin2SR over-padding." + }, + { + "left": "issue:28348", + "right": "issue:46640", + "accept": false, + "reason": "Both mention flash attention, but one is a GPT-2 FA2 support request and the other is a generic FA2 issue; no same code-path bug." + }, + { + "left": "issue:42673", + "right": "issue:42796", + "accept": false, + "reason": "Different model-specific issues: Qwen3 VRAM leak in threads vs Ministral tokenizer BPE marker handling." + }, + { + "left": "issue:44263", + "right": "issue:46762", + "accept": false, + "reason": "Different problems: torch.split indexing behavior in GlmMoeDsaIndexer vs numerical differences in Minimax attention." + }, + { + "left": "issue:45092", + "right": "issue:46762", + "accept": false, + "reason": "Meta-initialization incompatibility for InternVL2 is unrelated to Minimax attention numerics." + }, + { + "left": "issue:43827", + "right": "issue:45446", + "accept": false, + "reason": "Docs referencing removed pipeline() calls is unrelated to a PyTorch version check bug in flex_attention." + }, + { + "left": "issue:33453", + "right": "issue:39401", + "accept": false, + "reason": "Both are tokenizer regressions, but one is a loading regression and the other is a Qwen3 offset_mapping bug." + }, + { + "left": "issue:42222", + "right": "issue:43441", + "accept": false, + "reason": "Different failures: vitpose model breakage vs Ministral FlashAttention incompatibility." + }, + { + "left": "issue:43064", + "right": "issue:43673", + "accept": false, + "reason": "Training/FSDP optimizer-state corruption is unrelated to missing GenerationMixin cache in chunked prefill." + }, + { + "left": "issue:43937", + "right": "issue:45563", + "accept": false, + "reason": "Invalid GenerationConfig and a stale num_return_sequences warning are different generation bugs." + }, + { + "left": "issue:43824", + "right": "issue:46981", + "accept": false, + "reason": "ImportError for a missing model class is unrelated to repeated HTTP 429 retries in AutoProcessor.from_pretrained." + }, + { + "left": "issue:42222", + "right": "issue:46752", + "accept": false, + "reason": "Different subsystems and symptoms: vitpose breakage vs empty-list chat templating crash." + }, + { + "left": "issue:43673", + "right": "issue:46328", + "accept": false, + "reason": "Generation cache handling and feature-extractor padding performance are not the same bug." + }, + { + "left": "issue:42673", + "right": "issue:46655", + "accept": false, + "reason": "VRAM leak in Qwen3 threads is unrelated to a video processor padding calculation bug." + }, + { + "left": "issue:44291", + "right": "issue:45071", + "accept": false, + "reason": "Unexpected _is_hf_initialized argument during meta init is not the same issue as PretrainedConfig type checking." + }, + { + "left": "issue:45405", + "right": "issue:45446", + "accept": false, + "reason": "Dependency version pinning and a flex_attention PyTorch guard are unrelated." + }, + { + "left": "issue:44117", + "right": "issue:45588", + "accept": false, + "reason": "TOKENIZER_MAPPING_NAMES returning None is unrelated to the flash_attention.py s_aux=None crash." + }, + { + "left": "issue:44380", + "right": "issue:46077", + "accept": false, + "reason": "Both concern attention behavior, but GPT-2 scaling ignored and Gemma4 bidirectional masking are distinct code paths and bugs." + }, + { + "left": "issue:44466", + "right": "issue:46002", + "accept": false, + "reason": "Serialization of tied lm_head weights is unrelated to NaNs in classification heads after checkout/init." + }, + { + "left": "issue:39401", + "right": "issue:44779", + "accept": false, + "reason": "Different tokenizer regressions for different models; no evidence of a shared underlying defect." + }, + { + "left": "issue:43937", + "right": "issue:44977", + "accept": false, + "reason": "GenerationConfig validity and Qwen3.5 flash-attention generation failures are different issues." + }, + { + "left": "issue:44410", + "right": "issue:45310", + "accept": false, + "reason": "Missing qkv/gate projections in qwen3next is unrelated to Qwen3.5 MoE from_pretrained errors." + }, + { + "left": "issue:45071", + "right": "issue:46512", + "accept": false, + "reason": "These are both config-related, but one is type checking and the other is stale dtype propagation; not the same bug." + }, + { + "left": "issue:43450", + "right": "issue:43986", + "accept": false, + "reason": "Incorrect batched video shape and missing torchvision crash are different video-loading problems." + }, + { + "left": "issue:45341", + "right": "issue:45561", + "accept": false, + "reason": "A vague testing_utils bug is not enough to equate it with the specific captured_info.txt xdist race." + }, + { + "left": "issue:45632", + "right": "issue:46981", + "accept": false, + "reason": "Local cache-path collision for trust_remote_code is unrelated to retry behavior on 429 responses." + }, + { + "left": "issue:45341", + "right": "issue:46328", + "accept": false, + "reason": "Testing utils bug and numpy padding inefficiency are unrelated." + }, + { + "left": "issue:44829", + "right": "issue:45216", + "accept": false, + "reason": "Degenerate training with flash_attention_3 and Qwen3.5 save_pretrained regression are different failures." + }, + { + "left": "issue:44117", + "right": "issue:45081", + "accept": false, + "reason": "Tokenizer mapping None and Mistral regex patch AttributeError are different tokenizer-loading bugs." + }, + { + "left": "issue:45081", + "right": "issue:45588", + "accept": false, + "reason": "Mistral regex patch failure and flash_attention s_aux=None crash are unrelated 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": 25, + "review_unit_index": 53, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-504", + "nodes": [ + "issue:38617", + "issue:39401", + "issue:41628", + "issue:42222", + "issue:42371", + "issue:42617", + "issue:43066", + "issue:43097", + "issue:43122", + "issue:43208", + "issue:43408", + "issue:43673", + "issue:43742", + "issue:43874", + "issue:43931", + "issue:43937", + "issue:44038", + "issue:44075", + "issue:44077", + "issue:44220", + "issue:44261", + "issue:44263", + "issue:44410", + "issue:44483", + "issue:44484", + "issue:44485", + "issue:44493", + "issue:44496", + "issue:44877", + "issue:44933", + "issue:45071", + "issue:45278", + "issue:45310", + "issue:45341", + "issue:45362", + "issue:45464", + "issue:45478", + "issue:45542", + "issue:45656", + "issue:46178", + "issue:46209", + "issue:46231", + "issue:46298", + "issue:46328", + "issue:46617", + "issue:46762", + "issue:46894", + "issue:46981" + ], + "soft_pairs": [ + "issue:42617|issue:45341", + "issue:43408|issue:43742", + "issue:38617|issue:41628", + "issue:43122|issue:46298", + "issue:45362|issue:46328", + "issue:42222|issue:46178", + "issue:44877|issue:46231", + "issue:39401|issue:46209", + "issue:44484|issue:45310", + "issue:42371|issue:44261", + "issue:43937|issue:44496", + "issue:44261|issue:46762", + "issue:44933|issue:45278", + "issue:42371|issue:46617", + "issue:44410|issue:45478", + "issue:44075|issue:45656", + "issue:38617|issue:44220", + "issue:43208|issue:46894", + "issue:43066|issue:43122", + "issue:44263|issue:44485", + "issue:43097|issue:44493", + "issue:44483|issue:45464", + "issue:44077|issue:46981", + "issue:43673|issue:45341", + "issue:43931|issue:44410", + "issue:41628|issue:45071", + "issue:45071|issue:45542", + "issue:44484|issue:45478", + "issue:43931|issue:44038", + "issue:43874|issue:44261" + ], + "prepared_review_unit_hash": "c2a03fd665723b2c163d21a1360d2241763d867f91673e11c58a3673ebedd3a4", + "component_budget": { + "node_count": 504, + "item_count": 504, + "soft_pair_count": 1853, + "serialized_chars": 961383, + "estimated_input_tokens": 240346, + "estimated_eval_tokens": 480948 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36056, + "estimated_input_tokens": 9014, + "estimated_eval_tokens": 18284 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This looks like a heterogeneous set of Transformers issues with only superficial overlap around imports, tokenization, model loading, and optimizer behavior. I do not see any soft pair that is the same concrete bug or change, so all candidate duplicate links should be rejected.", + "confidence": 0.94, + "canonical_issue_reason": "No single true duplicate stands out across the whole set; if one issue must serve as the umbrella, #45278 is the broadest representative of the v5 upgrade/import-regression pattern, but the rest of the set is largely unrelated.", + "canonical_pr_reason": null, + "best_issue_reason": "#45278 is the best global representative because it captures the broadest user-facing regression pattern in the set (multiple import failures after upgrading), whereas most other issues are narrower, model-specific, or unrelated.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42617", + "right": "issue:45341", + "accept": false, + "reason": "Different failures: running 3d_parallel.py vs a small testing_utils bug; no shared code path." + }, + { + "left": "issue:43408", + "right": "issue:43742", + "accept": false, + "reason": "Different models and error sites: sam3 tracker type warning vs MobileLLM config/key loading error." + }, + { + "left": "issue:38617", + "right": "issue:41628", + "accept": false, + "reason": "Both are import errors, but for different missing symbols in different modules; not the same bug." + }, + { + "left": "issue:43122", + "right": "issue:46298", + "accept": false, + "reason": "Tokenizer output differences vs a noisy logging message; unrelated root causes." + }, + { + "left": "issue:45362", + "right": "issue:46328", + "accept": false, + "reason": "Qwen chat crash vs a SequenceFeatureExtractor.pad performance issue; different code paths." + }, + { + "left": "issue:42222", + "right": "issue:46178", + "accept": false, + "reason": "Different subsystems and failures: vitpose model breakage vs backend mapping error for tensorflow_text." + }, + { + "left": "issue:44877", + "right": "issue:46231", + "accept": false, + "reason": "Strict config loading bug vs documentation mismatch; not the same concrete issue." + }, + { + "left": "issue:39401", + "right": "issue:46209", + "accept": false, + "reason": "Tokenizer offset mapping bug vs FP8 inference on B200; unrelated." + }, + { + "left": "issue:44484", + "right": "issue:45310", + "accept": false, + "reason": "Max shard size default question vs Qwen3.5 Moe from_pretrained error; different topics." + }, + { + "left": "issue:42371", + "right": "issue:44261", + "accept": false, + "reason": "TF32 API settings issue vs MLA layernorm epsilon precision bug; separate concerns." + }, + { + "left": "issue:43937", + "right": "issue:44496", + "accept": false, + "reason": "GLM-5 GenerationConfig validation vs unrecognized Olmo-Hybrid model config; different loading/validation paths." + }, + { + "left": "issue:44261", + "right": "issue:46762", + "accept": false, + "reason": "Both mention numerical differences, but they are different models with different mechanisms and fixes." + }, + { + "left": "issue:44933", + "right": "issue:45278", + "accept": false, + "reason": "Both are import-related, but 44933 is a specific missing import while 45278 is a broader upgrade regression; not the same bug." + }, + { + "left": "issue:42371", + "right": "issue:46617", + "accept": false, + "reason": "TF32 behavior settings vs trust_remote_code cache FileNotFoundError; unrelated." + }, + { + "left": "issue:44410", + "right": "issue:45478", + "accept": false, + "reason": "Different Qwen variants and different failures: missing projections vs from_pretrained error." + }, + { + "left": "issue:44075", + "right": "issue:45656", + "accept": false, + "reason": "Both are optimizer-related, but one is unused SGD args and the other is a double optimizer step with deepspeed." + }, + { + "left": "issue:38617", + "right": "issue:44220", + "accept": false, + "reason": "ImportError from configuration_utils vs an audio feature extraction issue; not the same path." + }, + { + "left": "issue:43208", + "right": "issue:46894", + "accept": false, + "reason": "Different model families and different training bugs; only superficial training-loss similarity." + }, + { + "left": "issue:43066", + "right": "issue:43122", + "accept": false, + "reason": "Related tokenizer regressions, but one is decoder type selection and the other is a tokenization behavior change; not mergeable as one bug." + }, + { + "left": "issue:44263", + "right": "issue:44485", + "accept": false, + "reason": "Different GLM bugs: torch.split return handling vs RoPE implementation." + }, + { + "left": "issue:43097", + "right": "issue:44493", + "accept": false, + "reason": "Removed config flag vs unexpected state-dict keys with position ids; different underlying issues." + }, + { + "left": "issue:44483", + "right": "issue:45464", + "accept": false, + "reason": "Same chat/completions surface, but different failures and models; not the same concrete bug." + }, + { + "left": "issue:44077", + "right": "issue:46981", + "accept": false, + "reason": "PatchTSMixer post_init restriction vs AutoProcessor 429 retry behavior; unrelated." + }, + { + "left": "issue:43673", + "right": "issue:45341", + "accept": false, + "reason": "Generation cache issue vs a testing_utils bug; no common code path." + }, + { + "left": "issue:43931", + "right": "issue:44410", + "accept": false, + "reason": "Qwen3-VL weight shape mismatch vs qwen3next missing projections; different model-loading/architecture problems." + }, + { + "left": "issue:41628", + "right": "issue:45071", + "accept": false, + "reason": "ImportError for AutoImageProcessor vs PreTrainedConfig type checking regression; different breakages." + }, + { + "left": "issue:45071", + "right": "issue:45542", + "accept": false, + "reason": "Type-checking regression vs backend-mapping TensorFlow error; unrelated." + }, + { + "left": "issue:44484", + "right": "issue:45478", + "accept": false, + "reason": "Max_shard_size default question vs Qwen3.5 Moe loading error; not the same issue." + }, + { + "left": "issue:43931", + "right": "issue:44038", + "accept": false, + "reason": "Same broad Qwen/VL area, but different model variants and failure modes; too different to merge." + }, + { + "left": "issue:43874", + "right": "issue:44261", + "accept": false, + "reason": "Different models and different bugs: missing image-processor method vs q_a_layernorm epsilon precision issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 25, + "review_unit_index": 54, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-504", + "nodes": [ + "issue:27957", + "issue:38617", + "issue:42757", + "issue:42886", + "issue:42890", + "issue:43012", + "issue:43064", + "issue:43097", + "issue:43208", + "issue:43352", + "issue:43441", + "issue:43452", + "issue:43531", + "issue:43577", + "issue:43673", + "issue:43873", + "issue:43874", + "issue:43986", + "issue:44038", + "issue:44062", + "issue:44117", + "issue:44261", + "issue:44263", + "issue:44315", + "issue:44351", + "issue:44360", + "issue:44410", + "issue:44484", + "issue:44485", + "issue:44829", + "issue:44987", + "issue:45003", + "issue:45341", + "issue:45372", + "issue:45375", + "issue:45440", + "issue:45588", + "issue:45753", + "issue:46050", + "issue:46123", + "issue:46172", + "issue:46298", + "issue:46369", + "issue:46655", + "issue:46664", + "issue:46752", + "issue:46897", + "issue:46981" + ], + "soft_pairs": [ + "issue:27957|issue:43352", + "issue:43012|issue:43577", + "issue:44263|issue:46172", + "issue:43441|issue:44829", + "issue:44360|issue:46172", + "issue:43097|issue:43452", + "issue:43986|issue:45341", + "issue:45003|issue:45341", + "issue:42886|issue:46981", + "issue:44261|issue:44485", + "issue:45753|issue:46369", + "issue:44117|issue:44987", + "issue:43531|issue:45341", + "issue:43874|issue:44263", + "issue:43097|issue:45588", + "issue:43673|issue:46123", + "issue:45440|issue:46172", + "issue:44410|issue:45375", + "issue:43986|issue:45372", + "issue:43097|issue:46050", + "issue:44038|issue:44410", + "issue:38617|issue:42757", + "issue:43064|issue:44315", + "issue:43208|issue:46897", + "issue:43986|issue:44484", + "issue:46298|issue:46752", + "issue:46655|issue:46664", + "issue:42890|issue:46298", + "issue:44062|issue:44117", + "issue:43097|issue:43873", + "issue:38617|issue:44351" + ], + "prepared_review_unit_hash": "2bb94a2150cd9a27f416e07bf998c8cedd51a072f1c7feff6cb4d3473c09e932", + "component_budget": { + "node_count": 504, + "item_count": 504, + "soft_pair_count": 1853, + "serialized_chars": 961383, + "estimated_input_tokens": 240346, + "estimated_eval_tokens": 480948 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36848, + "estimated_input_tokens": 9212, + "estimated_eval_tokens": 18680 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is highly heterogeneous: the proposed soft matches mostly share only broad themes like Flash Attention, loading, or dtype handling, but they describe different concrete bugs and code paths. No pull requests are present; issue 43097 is the best available anchor because it is one of the more central v5-regression reports and has inbound references.", + "confidence": 0.84, + "canonical_issue_reason": "Issue 43097 is the closest thing to a central anchor: it has inbound references and represents a broad v5 API-regression class, unlike the many one-off model-specific reports around it.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43097 is the strongest representative issue in this noisy set because it is comparatively broad and externally referenced.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:27957", + "right": "issue:43352", + "accept": false, + "reason": "Both mention Flash Attention 2 support, but they concern different models and likely different model-specific integration paths." + }, + { + "left": "issue:43012", + "right": "issue:43577", + "accept": false, + "reason": "Both are dtype-related, but one is a PyTorch precision warning during compilation and the other is BLIP2 loading leaving dtypes at float32." + }, + { + "left": "issue:44263", + "right": "issue:46172", + "accept": false, + "reason": "Different DeepSeek/GLM tensor-shape or indexing bugs; same general area, but not the same concrete defect." + }, + { + "left": "issue:43441", + "right": "issue:44829", + "accept": false, + "reason": "Both involve Flash Attention, but one is model support failure and the other is a degenerate-training bug in sequence classification." + }, + { + "left": "issue:44360", + "right": "issue:46172", + "accept": false, + "reason": "A missing ReLU in the DSA indexer is unrelated to the deepseek-v4 tensor transpose issue." + }, + { + "left": "issue:43097", + "right": "issue:43452", + "accept": false, + "reason": "One is a removed config flag in v5; the other is a gguf_file loading breakage in AutoTokenizer/AutoModelForCausalLM." + }, + { + "left": "issue:43986", + "right": "issue:45341", + "accept": false, + "reason": "A video-model AutoProcessor crash without torchvision is unrelated to a testing utility bug." + }, + { + "left": "issue:45003", + "right": "issue:45341", + "accept": false, + "reason": "Unsafe sys.modules access in modeling_utils is a different code-path problem from a small testing_utils bug." + }, + { + "left": "issue:42886", + "right": "issue:46981", + "accept": false, + "reason": "Both concern hub/network behavior, but one is offline cache loading and the other is repeated 429 retries via HF_ENDPOINT." + }, + { + "left": "issue:44261", + "right": "issue:44485", + "accept": false, + "reason": "A missing rms_norm_eps in MLA q_a_layernorm is unrelated to GLM-5 RoPE implementation details." + }, + { + "left": "issue:45753", + "right": "issue:46369", + "accept": false, + "reason": "An infinite loop on a specific Qwen3_5 image is not the same bug as SAM3 LiteText memory overflow." + }, + { + "left": "issue:44117", + "right": "issue:44987", + "accept": false, + "reason": "A tokenizer mapping None-handling bug is different from the physical-intelligence/fast load failure." + }, + { + "left": "issue:43531", + "right": "issue:45341", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior is unrelated to a testing utility issue." + }, + { + "left": "issue:43874", + "right": "issue:44263", + "accept": false, + "reason": "Missing get_number_of_image_patches in an image processor is unrelated to the torch.split return-value issue." + }, + { + "left": "issue:43097", + "right": "issue:45588", + "accept": false, + "reason": "A removed v5 config field and a flash_attention.py s_aux=None crash are different concrete failures." + }, + { + "left": "issue:43673", + "right": "issue:46123", + "accept": false, + "reason": "Generation cache handling during chunked_prefill is unrelated to MaskGenerationPipeline\u2019s final-batch is_last bug." + }, + { + "left": "issue:45440", + "right": "issue:46172", + "accept": false, + "reason": "Both are DeepSeek-related, but they affect different model variants and different failing operations." + }, + { + "left": "issue:44410", + "right": "issue:45375", + "accept": false, + "reason": "Missing attn projections in qwen3next is unrelated to a missing deepstack_visual_indexes config field." + }, + { + "left": "issue:43986", + "right": "issue:45372", + "accept": false, + "reason": "A missing torchvision dependency crash is unrelated to the mistral_common ReasoningEffort import error." + }, + { + "left": "issue:43097", + "right": "issue:46050", + "accept": false, + "reason": "Removing a config flag in v5 is unrelated to sinq quantization save/load breakage." + }, + { + "left": "issue:44038", + "right": "issue:44410", + "accept": false, + "reason": "A Qwen3-VL-Moe bug and a qwen3next projection bug are different model-specific problems." + }, + { + "left": "issue:38617", + "right": "issue:42757", + "accept": false, + "reason": "Both are import errors, but they involve different symbols and different dependency breakages." + }, + { + "left": "issue:43064", + "right": "issue:44315", + "accept": false, + "reason": "Wrong optimizer states under FSDP2+PEFT+cpu_ram_efficient_loading is unrelated to Liger Kernel not being applied with model_init." + }, + { + "left": "issue:43208", + "right": "issue:46897", + "accept": false, + "reason": "xLSTM training blockers and a Florence2 double-shift loss bug are different model/training defects." + }, + { + "left": "issue:43986", + "right": "issue:44484", + "accept": false, + "reason": "A processor-loading crash without torchvision is unrelated to the max_shard_size default question." + }, + { + "left": "issue:46298", + "right": "issue:46752", + "accept": false, + "reason": "Noisy logging and an empty-list apply_chat_template IndexError are unrelated." + }, + { + "left": "issue:46655", + "right": "issue:46664", + "accept": false, + "reason": "Both are SmolVLM video-processor issues, but one is padding calculation and the other is num_frames semantics." + }, + { + "left": "issue:42890", + "right": "issue:46298", + "accept": false, + "reason": "Missing set_seed in integration tests is unrelated to a logging-message issue." + }, + { + "left": "issue:44062", + "right": "issue:44117", + "accept": false, + "reason": "An AddedToken keyword collision is not the same as TOKENIZER_MAPPING_NAMES returning None." + }, + { + "left": "issue:43097", + "right": "issue:43873", + "accept": false, + "reason": "A v5 config removal and an offloading/quantization behavior bug are different issues." + }, + { + "left": "issue:44117", + "right": "issue:44987", + "accept": false, + "reason": "A tokenizer mapping assumption bug and a physical-intelligence/fast load failure are not the same underlying defect." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 25, + "review_unit_index": 55, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-504", + "nodes": [ + "issue:36683", + "issue:42175", + "issue:42490", + "issue:42757", + "issue:42907", + "issue:43012", + "issue:43064", + "issue:43066", + "issue:43097", + "issue:43208", + "issue:43352", + "issue:43502", + "issue:43550", + "issue:43582", + "issue:43824", + "issue:43825", + "issue:43906", + "issue:43976", + "issue:43986", + "issue:43992", + "issue:44016", + "issue:44077", + "issue:44117", + "issue:44162", + "issue:44222", + "issue:44368", + "issue:44380", + "issue:44484", + "issue:44655", + "issue:44704", + "issue:44936", + "issue:44938", + "issue:45103", + "issue:45478", + "issue:45479", + "issue:45584", + "issue:45712", + "issue:45753", + "issue:46132", + "issue:46172", + "issue:46178", + "issue:46298", + "issue:46365", + "issue:46421", + "issue:46701", + "issue:46710", + "issue:46821" + ], + "soft_pairs": [ + "issue:46172|issue:46710", + "issue:43012|issue:46821", + "issue:44117|issue:46701", + "issue:43502|issue:43992", + "issue:44936|issue:46365", + "issue:44704|issue:45103", + "issue:44380|issue:46421", + "issue:44938|issue:46178", + "issue:43986|issue:44016", + "issue:42907|issue:44655", + "issue:42907|issue:45753", + "issue:43012|issue:43550", + "issue:43825|issue:44655", + "issue:45712|issue:46298", + "issue:43012|issue:44368", + "issue:43208|issue:43550", + "issue:43992|issue:44484", + "issue:43352|issue:43976", + "issue:43352|issue:44380", + "issue:43066|issue:43906", + "issue:43097|issue:46298", + "issue:45584|issue:46365", + "issue:44162|issue:46172", + "issue:44380|issue:46132", + "issue:44077|issue:46365", + "issue:44222|issue:45478", + "issue:36683|issue:43582", + "issue:44380|issue:45479", + "issue:42175|issue:46365", + "issue:42757|issue:43824", + "issue:43064|issue:44380", + "issue:42490|issue:43012" + ], + "prepared_review_unit_hash": "028ba222028b140bbc882fd132e4cefb54e82f1fb62a8f8132c3f44379e60805", + "component_budget": { + "node_count": 504, + "item_count": 504, + "soft_pair_count": 1853, + "serialized_chars": 961383, + "estimated_input_tokens": 240346, + "estimated_eval_tokens": 480948 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 32, + "serialized_chars": 36567, + "estimated_input_tokens": 9142, + "estimated_eval_tokens": 18540 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is mostly unrelated Transformers issues rather than one duplicate cluster. I rejected every soft pair because they point to different models, APIs, or failure modes, and picked the most established issue as the representative canonical item.", + "confidence": 0.61, + "canonical_issue_reason": "issue:36683 has the strongest discussion signal and a concrete, reproducible runtime bug, making it the best representative target in this noisy set.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:36683 is the most prominent and clearly scoped issue here, so it is the safest canonical issue choice.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46172", + "right": "issue:46710", + "accept": false, + "reason": "Different DeepSeek failures: a specific tensor cast/transpose bug vs an accuracy regression after upgrade." + }, + { + "left": "issue:43012", + "right": "issue:46821", + "accept": false, + "reason": "Unrelated problems: a bfloat16 warning during compile vs an AttributeError in TimesFM window_size handling." + }, + { + "left": "issue:44117", + "right": "issue:46701", + "accept": false, + "reason": "Tokenizer mapping fallback bug is unrelated to a DiffusionGemma pipeline output issue." + }, + { + "left": "issue:43502", + "right": "issue:43992", + "accept": false, + "reason": "One is unwanted network access with local_files_only; the other is a missing UMT5 weight during load." + }, + { + "left": "issue:44936", + "right": "issue:46365", + "accept": false, + "reason": "Trainer.evaluate failing after training is a different code path from failing to import Trainer due to datasets." + }, + { + "left": "issue:44704", + "right": "issue:45103", + "accept": false, + "reason": "AutoProcessor kwargs forwarding is unrelated to the auto_docstring annotations crash." + }, + { + "left": "issue:44380", + "right": "issue:46421", + "accept": false, + "reason": "GPT2 attention scaling is a model correctness bug; cache lazy init affects recompilation behavior." + }, + { + "left": "issue:44938", + "right": "issue:46178", + "accept": false, + "reason": "Python 3.14 import failure is not the same as a backend-mapping error for tensorflow_text." + }, + { + "left": "issue:43986", + "right": "issue:44016", + "accept": false, + "reason": "Video model AutoProcessor import crash is unrelated to a notebook syntax error." + }, + { + "left": "issue:42907", + "right": "issue:44655", + "accept": false, + "reason": "Saving dequantized Ministrals/Devstrals and saving Pipeline objects are different save_pretrained failures." + }, + { + "left": "issue:42907", + "right": "issue:45753", + "accept": false, + "reason": "A save/load bug for dequantized models is unrelated to an image-specific Qwen3.5 infinite loop." + }, + { + "left": "issue:43012", + "right": "issue:44368", + "accept": false, + "reason": "PyTorch precision warning and tie_word_embeddings warning are distinct warning paths with different causes." + }, + { + "left": "issue:43825", + "right": "issue:44655", + "accept": false, + "reason": "Pipeline task messaging and Pipeline serialization are different bugs." + }, + { + "left": "issue:45712", + "right": "issue:46298", + "accept": false, + "reason": "Leftover dummy classes are a repo hygiene issue, not the same as a noisy logging message." + }, + { + "left": "issue:43012", + "right": "issue:44368", + "accept": false, + "reason": "These are separate warnings from different code paths; not the same underlying defect." + }, + { + "left": "issue:43208", + "right": "issue:43550", + "accept": false, + "reason": "xLSTM training blockers and Bamba torch.compile/SDPA failure are unrelated model-specific bugs." + }, + { + "left": "issue:43992", + "right": "issue:44484", + "accept": false, + "reason": "Missing embed_tokens weight on load is not about the 50GB shard-size default." + }, + { + "left": "issue:43352", + "right": "issue:43976", + "accept": false, + "reason": "Flash Attention support gating for Nemotron is unrelated to Python-version import compatibility." + }, + { + "left": "issue:43352", + "right": "issue:44380", + "accept": false, + "reason": "Different models and different issues: unsupported FA2 vs ignored attention scaling config." + }, + { + "left": "issue:43066", + "right": "issue:43906", + "accept": false, + "reason": "Tokenizer decoder type mismatch is not the same as an isolated reproduction of another external issue." + }, + { + "left": "issue:43097", + "right": "issue:46298", + "accept": false, + "reason": "Removed config API and a noisy log line are unrelated changes." + }, + { + "left": "issue:45584", + "right": "issue:46365", + "accept": false, + "reason": "Whisper empty transcription failure is unrelated to importing Trainer with datasets installed." + }, + { + "left": "issue:44162", + "right": "issue:46172", + "accept": false, + "reason": "ESM2 breakage and DeepSeek tensor conversion bug are different model failures." + }, + { + "left": "issue:44380", + "right": "issue:46132", + "accept": false, + "reason": "Attention scaling being ignored is not the same as register() changing behavior." + }, + { + "left": "issue:44077", + "right": "issue:46365", + "accept": false, + "reason": "PatchTSMixer post_init validation is unrelated to a Trainer import conflict." + }, + { + "left": "issue:44222", + "right": "issue:45478", + "accept": false, + "reason": "FP8 save_pretrained MoE and Qwen3.5 MoE from_pretrained errors are different code paths and failure modes." + }, + { + "left": "issue:36683", + "right": "issue:43582", + "accept": false, + "reason": "Gemma3Config missing vocab_size is unrelated to Apple Silicon caching_allocator_warmup TypeError." + }, + { + "left": "issue:44380", + "right": "issue:45479", + "accept": false, + "reason": "Attention scaling config being ignored is not the same as a degenerate zero-loss classification bug." + }, + { + "left": "issue:42175", + "right": "issue:46365", + "accept": false, + "reason": "TensorFlow missing from a torch install extra is unrelated to a Trainer import failure caused by datasets." + }, + { + "left": "issue:42757", + "right": "issue:43824", + "accept": false, + "reason": "These are different import errors from different packages: huggingface_hub vs transformers model class export." + }, + { + "left": "issue:43064", + "right": "issue:44380", + "accept": false, + "reason": "Distributed optimizer-state corruption is unrelated to GPT2 attention scaling behavior." + }, + { + "left": "issue:42490", + "right": "issue:43012", + "accept": false, + "reason": "Local path slash import warning and bfloat16 precision warning are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 25, + "review_unit_index": 56, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-504", + "nodes": [ + "issue:29870", + "issue:36010", + "issue:36296", + "issue:36683", + "issue:38617", + "issue:42757", + "issue:42994", + "issue:43010", + "issue:43064", + "issue:43208", + "issue:43299", + "issue:43352", + "issue:43475", + "issue:43502", + "issue:43525", + "issue:43526", + "issue:43611", + "issue:43618", + "issue:43756", + "issue:43761", + "issue:43867", + "issue:43937", + "issue:43976", + "issue:43992", + "issue:44038", + "issue:44075", + "issue:44077", + "issue:44230", + "issue:44355", + "issue:44380", + "issue:44483", + "issue:44485", + "issue:44492", + "issue:44514", + "issue:44625", + "issue:44655", + "issue:44938", + "issue:45216", + "issue:45276", + "issue:45278", + "issue:45290", + "issue:45310", + "issue:46050", + "issue:46077", + "issue:46082", + "issue:46365", + "issue:46829", + "issue:46877" + ], + "soft_pairs": [ + "issue:44483|issue:44514", + "issue:43618|issue:44380", + "issue:38617|issue:43502", + "issue:43208|issue:43526", + "issue:43756|issue:44485", + "issue:43618|issue:43761", + "issue:44038|issue:44230", + "issue:42994|issue:44655", + "issue:36010|issue:42757", + "issue:43299|issue:43867", + "issue:45276|issue:46077", + "issue:44625|issue:46365", + "issue:44483|issue:45290", + "issue:43611|issue:44655", + "issue:43352|issue:43937", + "issue:36683|issue:43475", + "issue:44355|issue:46877", + "issue:44655|issue:46050", + "issue:44625|issue:46077", + "issue:36683|issue:44077", + "issue:43976|issue:44938", + "issue:43867|issue:45216", + "issue:46077|issue:46082", + "issue:43618|issue:45216", + "issue:43208|issue:46829", + "issue:36683|issue:43525", + "issue:36683|issue:44625", + "issue:29870|issue:36296", + "issue:43064|issue:44492", + "issue:43010|issue:45278", + "issue:44075|issue:46365", + "issue:43992|issue:45310" + ], + "prepared_review_unit_hash": "e52b0e88f8e462cdce254b2f3e28bc66d40132922dde9ccef6deb5a9f8daa02d", + "component_budget": { + "node_count": 504, + "item_count": 504, + "soft_pair_count": 1853, + "serialized_chars": 961383, + "estimated_input_tokens": 240346, + "estimated_eval_tokens": 480948 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 36960, + "estimated_input_tokens": 9240, + "estimated_eval_tokens": 18736 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is mostly a grab-bag of unrelated bugs that only share broad topical similarity (imports, config attributes, loading/saving, model-specific regressions). None of the proposed soft pairs look like true duplicates.", + "confidence": 0.95, + "canonical_issue_reason": "issue:36683 is the most connected item in the similarity graph, but its links are only superficial \"missing config attribute\" lookalikes; the cluster is not a true duplicate group.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:36683 is the best standalone representative by connectivity, but it should not be treated as a duplicate of the others because the underlying bugs differ.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44483", + "right": "issue:44514", + "accept": false, + "reason": "Different failures: chat/completions request validation vs batched chat template crash with tool calls." + }, + { + "left": "issue:43618", + "right": "issue:44380", + "accept": false, + "reason": "Both mention attention, but one is CLIP attentions output regression and the other is GPT2 attention scaling under SDPA/FlashAttention." + }, + { + "left": "issue:38617", + "right": "issue:43502", + "accept": false, + "reason": "ImportError for a removed symbol vs network requests despite local_files_only=True; unrelated code paths." + }, + { + "left": "issue:43208", + "right": "issue:43526", + "accept": false, + "reason": "xLSTM training bugs vs BeitImageProcessorFast label reduction bug; no shared underlying defect." + }, + { + "left": "issue:43756", + "right": "issue:44485", + "accept": false, + "reason": "Smollm3 RoPE-layer drop bug vs a GLM-5 RoPE implementation discussion; not the same issue." + }, + { + "left": "issue:43618", + "right": "issue:43761", + "accept": false, + "reason": "Both are CLIP regressions, but one loses attentions and the other loses hidden_states; different outputs/code paths." + }, + { + "left": "issue:44038", + "right": "issue:44230", + "accept": false, + "reason": "Qwen3-VL-Moe loading bug vs fp8 inference support request; different change requests." + }, + { + "left": "issue:42994", + "right": "issue:44655", + "accept": false, + "reason": "Quantized model save failure vs Pipeline save_pretrained serialization; distinct save flows." + }, + { + "left": "issue:36010", + "right": "issue:42757", + "accept": false, + "reason": "Different import failures: GenerationMixin vs is_offline_mode." + }, + { + "left": "issue:43299", + "right": "issue:43867", + "accept": false, + "reason": "Qwen3VL-Moe loading regression vs state_dict-sorted model loading error; not the same bug." + }, + { + "left": "issue:45276", + "right": "issue:46077", + "accept": false, + "reason": "resize_token_embeddings behavior in Gemma4 vs incorrect causal attention mask construction; unrelated model logic." + }, + { + "left": "issue:44625", + "right": "issue:46365", + "accept": false, + "reason": "Qwen3.5 num_labels propagation issue vs Trainer import blocked by datasets; completely different problems." + }, + { + "left": "issue:44483", + "right": "issue:45290", + "accept": false, + "reason": "Chat completions request rejection vs apply_chat_template crash on assistant tool-call messages." + }, + { + "left": "issue:43611", + "right": "issue:44655", + "accept": false, + "reason": "base_model_prefix loading regression vs Pipeline save_pretrained; different mechanisms and symptoms." + }, + { + "left": "issue:43352", + "right": "issue:43937", + "accept": false, + "reason": "Flash Attention 2 unsupported for NemotronH vs invalid GenerationConfig for GLM-5." + }, + { + "left": "issue:36683", + "right": "issue:43475", + "accept": false, + "reason": "Missing vocab_size on Gemma3Config vs missing fpn_position_embeddings on SAM3 output; both are missing-attribute errors but not the same bug." + }, + { + "left": "issue:44355", + "right": "issue:46877", + "accept": false, + "reason": "Compiled Python file loading errors vs auto_docstring printing diagnostics at import time." + }, + { + "left": "issue:44655", + "right": "issue:46050", + "accept": false, + "reason": "Pipeline save_pretrained failure vs quantized model save_pretrained/from_pretrained corruption; different serialization paths." + }, + { + "left": "issue:44625", + "right": "issue:46077", + "accept": false, + "reason": "num_labels propagation bug vs bidirectional attention mask bug; no shared code-path problem." + }, + { + "left": "issue:36683", + "right": "issue:44077", + "accept": false, + "reason": "Gemma3Config missing vocab_size vs patchtsmixer post_init policy change; unrelated issues." + }, + { + "left": "issue:43976", + "right": "issue:44938", + "accept": false, + "reason": "Python version compatibility/load failure, but for different versions and different failure modes." + }, + { + "left": "issue:43867", + "right": "issue:45216", + "accept": false, + "reason": "State-dict sorting load error vs incorrect saved checkpoint for Qwen3.5; different loading/saving bugs." + }, + { + "left": "issue:46077", + "right": "issue:46082", + "accept": false, + "reason": "Gemma4 causal mask bug vs LlamaConfig head_dim validation; unrelated config behavior." + }, + { + "left": "issue:43618", + "right": "issue:45216", + "accept": false, + "reason": "CLIP attentions regression vs Qwen3.5 checkpoint save regression; no overlap beyond generic v5 regression context." + }, + { + "left": "issue:43208", + "right": "issue:46829", + "accept": false, + "reason": "xLSTM training blockers vs VideoPrism hidden_states assignment bug; different subsystems and failures." + }, + { + "left": "issue:36683", + "right": "issue:43525", + "accept": false, + "reason": "Gemma3Config missing vocab_size vs Llama4Config missing pad_token_id; both config attributes, but not the same model or defect." + }, + { + "left": "issue:36683", + "right": "issue:44625", + "accept": false, + "reason": "Missing vocab_size vs num_labels propagation; superficially similar config issues, but different fields and code paths." + }, + { + "left": "issue:29870", + "right": "issue:36296", + "accept": false, + "reason": "BART generate decoder_attention_mask UnboundLocalError vs tensor-parallel training bug; unrelated failures." + }, + { + "left": "issue:43064", + "right": "issue:44492", + "accept": false, + "reason": "Optimizer state/parameter mismatch in FSDP2/PEFT vs a typo in cache strategies." + }, + { + "left": "issue:43010", + "right": "issue:45278", + "accept": false, + "reason": "Decorator needed for cache update vs broad import errors after upgrade; not the same underlying bug." + }, + { + "left": "issue:44075", + "right": "issue:46365", + "accept": false, + "reason": "SGD args being ignored vs inability to import Trainer due to datasets; different problems." + }, + { + "left": "issue:43992", + "right": "issue:45310", + "accept": false, + "reason": "UMT5Encoder missing embed_tokens.weight vs Qwen3.5 MoE from_pretrained error; 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": 25, + "review_unit_index": 57, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-504", + "nodes": [ + "issue:28282", + "issue:29870", + "issue:33453", + "issue:36296", + "issue:36683", + "issue:41669", + "issue:42890", + "issue:42898", + "issue:43010", + "issue:43064", + "issue:43502", + "issue:43575", + "issue:43618", + "issue:43723", + "issue:43824", + "issue:43867", + "issue:43976", + "issue:43992", + "issue:44062", + "issue:44077", + "issue:44112", + "issue:44222", + "issue:44246", + "issue:44355", + "issue:44360", + "issue:44393", + "issue:44485", + "issue:44556", + "issue:44734", + "issue:44855", + "issue:44908", + "issue:44938", + "issue:44964", + "issue:45071", + "issue:45125", + "issue:45357", + "issue:45375", + "issue:45440", + "issue:45478", + "issue:45561", + "issue:45600", + "issue:45850", + "issue:46202", + "issue:46285", + "issue:46617", + "issue:46664", + "issue:46851", + "issue:47000" + ], + "soft_pairs": [ + "issue:44908|issue:46851", + "issue:44393|issue:47000", + "issue:44938|issue:45071", + "issue:29870|issue:33453", + "issue:44355|issue:44855", + "issue:43867|issue:46202", + "issue:36683|issue:43064", + "issue:43867|issue:45375", + "issue:42890|issue:45561", + "issue:41669|issue:44246", + "issue:43010|issue:45850", + "issue:36296|issue:43575", + "issue:43618|issue:44077", + "issue:43010|issue:43976", + "issue:43867|issue:45357", + "issue:43992|issue:45478", + "issue:28282|issue:33453", + "issue:43618|issue:46285", + "issue:44360|issue:45440", + "issue:42890|issue:44964", + "issue:42890|issue:44112", + "issue:42890|issue:45600", + "issue:43502|issue:44062", + "issue:42898|issue:46664", + "issue:44734|issue:46617", + "issue:43723|issue:44556", + "issue:44222|issue:45125", + "issue:43824|issue:46617", + "issue:43502|issue:44485" + ], + "prepared_review_unit_hash": "e34057875b81a39da19916e32296e57abda17ca20baa909a2d9635dc4eb46db2", + "component_budget": { + "node_count": 504, + "item_count": 504, + "soft_pair_count": 1853, + "serialized_chars": 961383, + "estimated_input_tokens": 240346, + "estimated_eval_tokens": 480948 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36070, + "estimated_input_tokens": 9018, + "estimated_eval_tokens": 18292 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "All proposed soft edges look like false positives; the items span unrelated bugs/features across loading, tokenization, training, CI, model-specific regressions, and Python-version issues.", + "confidence": 0.97, + "canonical_issue_reason": "No canonical issue: this is a heterogeneous set of unrelated issues, not a duplicate cluster around one underlying bug.", + "canonical_pr_reason": null, + "best_issue_reason": "No single issue is a good cluster representative; none of these appears to subsume or clearly represent the others.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44908", + "right": "issue:46851", + "accept": false, + "reason": "Scheduler kwargs passthrough is unrelated to Qwen3.5 variable-length position_ids behavior." + }, + { + "left": "issue:44393", + "right": "issue:47000", + "accept": false, + "reason": "Qwen3-VL 2D bbox hallucinations and RTDetr loss infeasible-cost-matrix errors are different model/code paths." + }, + { + "left": "issue:44938", + "right": "issue:45071", + "accept": false, + "reason": "Python 3.14 import failure and PretrainedConfig type-checking regression are distinct problems." + }, + { + "left": "issue:29870", + "right": "issue:33453", + "accept": false, + "reason": "BART generate decoder_attention_mask bug is unrelated to tokenizer loading regression." + }, + { + "left": "issue:44355", + "right": "issue:44855", + "accept": false, + "reason": "Compiled Python file errors and a torch.jit.script parsing IndentationError are different failures." + }, + { + "left": "issue:43867", + "right": "issue:46202", + "accept": false, + "reason": "State-dict load ordering and Gemma pipeline roundtrip tokenization are not the same bug." + }, + { + "left": "issue:36683", + "right": "issue:43064", + "accept": false, + "reason": "Gemma3Config missing vocab_size and FSDP2+PEFT optimizer-state corruption are unrelated." + }, + { + "left": "issue:43867", + "right": "issue:45375", + "accept": false, + "reason": "Load-time state_dict ordering and missing vision config fields are different issues." + }, + { + "left": "issue:42890", + "right": "issue:45561", + "accept": false, + "reason": "Missing set_seed in SamHQ tests and xdist race on captured_info.txt are separate CI/test problems." + }, + { + "left": "issue:41669", + "right": "issue:44246", + "accept": false, + "reason": "Both mention import time, but one is about removing import * while the other is a vague slowdown report; no shared concrete code path." + }, + { + "left": "issue:43010", + "right": "issue:45850", + "accept": false, + "reason": "Cache/layer update no_grad decoration is unrelated to a broad claim that v5 breaks too many models." + }, + { + "left": "issue:36296", + "right": "issue:43575", + "accept": false, + "reason": "Tensor-parallel training bug and Qwen2-57B tp OOM are not the same underlying defect." + }, + { + "left": "issue:43618", + "right": "issue:44077", + "accept": false, + "reason": "CLIPOutput attentions assignment and patchtsmixer post_init validity are unrelated model issues." + }, + { + "left": "issue:43010", + "right": "issue:43976", + "accept": false, + "reason": "no_grad decoration for cache updates is unrelated to Python 3.9/3.10 compatibility." + }, + { + "left": "issue:43867", + "right": "issue:45357", + "accept": false, + "reason": "State_dict sorting/load errors do not match Qwen3.5 save_pretrained visual-key regression." + }, + { + "left": "issue:43992", + "right": "issue:45478", + "accept": false, + "reason": "UMT5Encoder missing embed_tokens.weight and Qwen3.5 Moe from_pretrained failure are different models and failure modes." + }, + { + "left": "issue:28282", + "right": "issue:33453", + "accept": false, + "reason": "Missing PyTorch ImportError is unrelated to a tokenizer loading regression." + }, + { + "left": "issue:43618", + "right": "issue:46285", + "accept": false, + "reason": "CLIPOutput attentions omission and CLIP text-model structure inconsistency are not the same fix." + }, + { + "left": "issue:44360", + "right": "issue:45440", + "accept": false, + "reason": "DSA indexer activation discussion and DeepseekV3MoE divergence are unrelated." + }, + { + "left": "issue:42890", + "right": "issue:44964", + "accept": false, + "reason": "SamHQ test seeding and Phi-4 multimodal load failure are different bugs." + }, + { + "left": "issue:42890", + "right": "issue:44112", + "accept": false, + "reason": "Seed-related test flakiness and GraniteSpeech stale device override are separate CI issues." + }, + { + "left": "issue:42890", + "right": "issue:45600", + "accept": false, + "reason": "Test seeding flakiness is unrelated to auto_mappings referencing removed configs." + }, + { + "left": "issue:43502", + "right": "issue:44062", + "accept": false, + "reason": "Unexpected API requests with local_files_only and AddedToken special-kwarg duplication are unrelated." + }, + { + "left": "issue:42898", + "right": "issue:46664", + "accept": false, + "reason": "Tokenization cleanup behavior change and SmolVLM num_frames meaning are separate feature/regression reports." + }, + { + "left": "issue:44734", + "right": "issue:46617", + "accept": false, + "reason": "KV-cache continuation tensor indexing and trust_remote_code cache FileNotFoundError are different code paths." + }, + { + "left": "issue:43723", + "right": "issue:44556", + "accept": false, + "reason": "Tokenizer loading regression and checkpoint reload failure after upgrade are not the same defect." + }, + { + "left": "issue:44222", + "right": "issue:45125", + "accept": false, + "reason": "FP8 save_pretrained MoE issue and missing tensor-parallel plan are different concerns." + }, + { + "left": "issue:43824", + "right": "issue:46617", + "accept": false, + "reason": "Missing Qwen2_5_VL import and cache FileNotFoundError are unrelated failures." + }, + { + "left": "issue:43502", + "right": "issue:44485", + "accept": false, + "reason": "local_files_only API requests and GLM-5 RoPE implementation discussion 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": 25, + "review_unit_index": 58, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-504", + "nodes": [ + "issue:29870", + "issue:30333", + "issue:30990", + "issue:31795", + "issue:33453", + "issue:34689", + "issue:36296", + "issue:38617", + "issue:41628", + "issue:42548", + "issue:42757", + "issue:43010", + "issue:43065", + "issue:43232", + "issue:43299", + "issue:43352", + "issue:43475", + "issue:43502", + "issue:43576", + "issue:43824", + "issue:43827", + "issue:43874", + "issue:43901", + "issue:44222", + "issue:44230", + "issue:44315", + "issue:44351", + "issue:44355", + "issue:44360", + "issue:44387", + "issue:44485", + "issue:44556", + "issue:44749", + "issue:44938", + "issue:44961", + "issue:45071", + "issue:45125", + "issue:45375", + "issue:45468", + "issue:45478", + "issue:46132", + "issue:46143", + "issue:46144", + "issue:46209", + "issue:46617", + "issue:46664", + "issue:46726" + ], + "soft_pairs": [ + "issue:43874|issue:46617", + "issue:43010|issue:43065", + "issue:44387|issue:44556", + "issue:43576|issue:46132", + "issue:45125|issue:45478", + "issue:30333|issue:33453", + "issue:44355|issue:44749", + "issue:42548|issue:44351", + "issue:45125|issue:45375", + "issue:30990|issue:31795", + "issue:43502|issue:44222", + "issue:43502|issue:44961", + "issue:46664|issue:46726", + "issue:43010|issue:43232", + "issue:43827|issue:44961", + "issue:30333|issue:36296", + "issue:29870|issue:31795", + "issue:43299|issue:44556", + "issue:33453|issue:34689", + "issue:44355|issue:45071", + "issue:43576|issue:45071", + "issue:42757|issue:43576", + "issue:44315|issue:44360", + "issue:31795|issue:38617", + "issue:43576|issue:43824", + "issue:44961|issue:45468", + "issue:44485|issue:44961", + "issue:44351|issue:46617", + "issue:36296|issue:43901", + "issue:43352|issue:44961", + "issue:43576|issue:44938", + "issue:43475|issue:46617", + "issue:46143|issue:46144", + "issue:44222|issue:44230", + "issue:44315|issue:46209", + "issue:41628|issue:42548" + ], + "prepared_review_unit_hash": "d81f0df296cd0ddcbb4ebd0f46ce5ce4f39c5473f0b587dfba99b2366fe044e0", + "component_budget": { + "node_count": 504, + "item_count": 504, + "soft_pair_count": 1853, + "serialized_chars": 961383, + "estimated_input_tokens": 240346, + "estimated_eval_tokens": 480948 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 36, + "serialized_chars": 37389, + "estimated_input_tokens": 9348, + "estimated_eval_tokens": 18952 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is highly heterogeneous: most items are separate regressions, import errors, docs issues, or model-specific bugs. I would not merge any of the soft pairs; they mostly share only broad subsystem or version-regression wording.", + "confidence": 0.26, + "canonical_issue_reason": "issue:43576 is the most cluster-like representative because it is a clear v5 regression report and sits near several other version-related similarity links, even though the overall cluster is noisy.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43576 is the best anchor for triage because it is a concrete, user-facing regression issue with the broadest apparent similarity neighborhood in this mixed set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43874", + "right": "issue:46617", + "accept": false, + "reason": "Different failures: multimodal token counting vs cache-loading FileNotFoundError." + }, + { + "left": "issue:43010", + "right": "issue:43065", + "accept": false, + "reason": "Unrelated code paths: generation cache updates vs a SAM3 pixel decoder placeholder layer." + }, + { + "left": "issue:44387", + "right": "issue:44556", + "accept": false, + "reason": "Both are version-related regressions, but one is int4 OOM and the other is checkpoint reload incompatibility." + }, + { + "left": "issue:43576", + "right": "issue:46132", + "accept": false, + "reason": "One is a broken CLI command; the other is an AttentionInterface behavior change in registered functions." + }, + { + "left": "issue:45125", + "right": "issue:45478", + "accept": false, + "reason": "Both mention Qwen3.5 MoE loading, but the reported failure modes are too different to treat as the same bug." + }, + { + "left": "issue:30333", + "right": "issue:33453", + "accept": false, + "reason": "MLflow reporting on failed training is unrelated to tokenizer loading regression." + }, + { + "left": "issue:44355", + "right": "issue:44749", + "accept": false, + "reason": "No shared concrete bug: compiled Python file errors vs severe slowdown after upgrade." + }, + { + "left": "issue:42548", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but for different exported symbols and likely different breakages." + }, + { + "left": "issue:45125", + "right": "issue:45375", + "accept": false, + "reason": "Different Qwen3.5 MoE problems: tensor-parallel plan vs config field dropping." + }, + { + "left": "issue:30990", + "right": "issue:31795", + "accept": false, + "reason": "Loading hang is not the same as documentation confusion about forward arguments." + }, + { + "left": "issue:43502", + "right": "issue:44222", + "accept": false, + "reason": "Local-files-only network leakage and FP8 save_pretrained are unrelated." + }, + { + "left": "issue:43502", + "right": "issue:44961", + "accept": false, + "reason": "API calls despite local_files_only is unrelated to the placeholder issue." + }, + { + "left": "issue:46664", + "right": "issue:46726", + "accept": false, + "reason": "Video num_frames semantics and missing-vision-backend processor errors are different issues." + }, + { + "left": "issue:43010", + "right": "issue:43232", + "accept": false, + "reason": "Both touch generation internals, but one is a no_grad/cache update issue and the other is sync_gpus behavior." + }, + { + "left": "issue:43827", + "right": "issue:44961", + "accept": false, + "reason": "Docs still referencing pipeline() is unrelated to the placeholder issue." + }, + { + "left": "issue:30333", + "right": "issue:36296", + "accept": false, + "reason": "MLflow failure reporting and tensor-parallel training bugs are different." + }, + { + "left": "issue:29870", + "right": "issue:31795", + "accept": false, + "reason": "A concrete generate() UnboundLocalError is not the same as documentation ambiguity." + }, + { + "left": "issue:43299", + "right": "issue:44556", + "accept": false, + "reason": "Both are upgrade/reload regressions, but they concern different model families and failure modes." + }, + { + "left": "issue:33453", + "right": "issue:34689", + "accept": false, + "reason": "Tokenizer loading regression and Llama vision model loading breakage are not the same code-path problem." + }, + { + "left": "issue:44355", + "right": "issue:45071", + "accept": false, + "reason": "Compiled-file runtime errors are unrelated to PretrainedConfig type-checking changes." + }, + { + "left": "issue:43576", + "right": "issue:45071", + "accept": false, + "reason": "Broken env command and type-checking regression are separate issues." + }, + { + "left": "issue:42757", + "right": "issue:43576", + "accept": false, + "reason": "Hugging Face Hub import failure is not the same as the transformers env command bug." + }, + { + "left": "issue:44315", + "right": "issue:44360", + "accept": false, + "reason": "Liger Kernel application and DSA indexer ReLU discussion are unrelated." + }, + { + "left": "issue:31795", + "right": "issue:38617", + "accept": false, + "reason": "Docs confusion about model.forward is unrelated to an import error for layer_type_validation." + }, + { + "left": "issue:43576", + "right": "issue:43824", + "accept": false, + "reason": "CLI/environment command breakage is unrelated to missing Qwen2.5-VL class import." + }, + { + "left": "issue:44961", + "right": "issue:45468", + "accept": false, + "reason": "Placeholder issue and Gemma audio positional encoding bug do not match." + }, + { + "left": "issue:44485", + "right": "issue:44961", + "accept": false, + "reason": "RoPE implementation discussion is unrelated to the placeholder issue." + }, + { + "left": "issue:44351", + "right": "issue:46617", + "accept": false, + "reason": "Missing HybridCache export and trust_remote_code cache FileNotFoundError are different failures." + }, + { + "left": "issue:36296", + "right": "issue:43901", + "accept": false, + "reason": "Tensor-parallel training bug and stale docs about return_all_scores are unrelated." + }, + { + "left": "issue:43352", + "right": "issue:44961", + "accept": false, + "reason": "Flash Attention support limitation is unrelated to the placeholder issue." + }, + { + "left": "issue:46143", + "right": "issue:46144", + "accept": false, + "reason": "Closely related topic, but one is kwargs propagation and the other is attention-interface wiring; not enough evidence of the same exact bug." + }, + { + "left": "issue:44222", + "right": "issue:44230", + "accept": false, + "reason": "FP8 save_pretrained and FP8 inference support are different sides of the feature, not the same bug." + }, + { + "left": "issue:44315", + "right": "issue:46209", + "accept": false, + "reason": "Liger Kernel/model_init and FP8 inference on B200 are unrelated." + }, + { + "left": "issue:41628", + "right": "issue:42548", + "accept": false, + "reason": "Different missing imports: AutoImageProcessor vs PreTrainedModel." + } + ] + }, + "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": 25, + "review_unit_index": 59, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-504", + "nodes": [ + "issue:31795", + "issue:33453", + "issue:41669", + "issue:42371", + "issue:42890", + "issue:43352", + "issue:43408", + "issue:43519", + "issue:43525", + "issue:43572", + "issue:43576", + "issue:43673", + "issue:43976", + "issue:44038", + "issue:44077", + "issue:44230", + "issue:44246", + "issue:44273", + "issue:44295", + "issue:44297", + "issue:44315", + "issue:44351", + "issue:44360", + "issue:44393", + "issue:44485", + "issue:44492", + "issue:44556", + "issue:44623", + "issue:44704", + "issue:44829", + "issue:44861", + "issue:44908", + "issue:45003", + "issue:45071", + "issue:45092", + "issue:45125", + "issue:45230", + "issue:45278", + "issue:45341", + "issue:45362", + "issue:45542", + "issue:45753", + "issue:45850", + "issue:46095", + "issue:46218", + "issue:46328", + "issue:46655", + "issue:46664" + ], + "soft_pairs": [ + "issue:45362|issue:45850", + "issue:43673|issue:44492", + "issue:44485|issue:46664", + "issue:44273|issue:45542", + "issue:44623|issue:45230", + "issue:44273|issue:45003", + "issue:44038|issue:45125", + "issue:44360|issue:46664", + "issue:44393|issue:45071", + "issue:44393|issue:45753", + "issue:41669|issue:43673", + "issue:43576|issue:44556", + "issue:43525|issue:45850", + "issue:43572|issue:45850", + "issue:44556|issue:45092", + "issue:44492|issue:45850", + "issue:45278|issue:45850", + "issue:42371|issue:44492", + "issue:41669|issue:46218", + "issue:43408|issue:44315", + "issue:44230|issue:46095", + "issue:44246|issue:44273", + "issue:42890|issue:44908", + "issue:43576|issue:44908", + "issue:43352|issue:44393", + "issue:43976|issue:44393", + "issue:44908|issue:45071", + "issue:44295|issue:45230", + "issue:44297|issue:45230", + "issue:44704|issue:44908", + "issue:44492|issue:46328", + "issue:41669|issue:44351", + "issue:41669|issue:45341", + "issue:43976|issue:45850", + "issue:43976|issue:46218", + "issue:44077|issue:44861", + "issue:31795|issue:33453", + "issue:43576|issue:44273", + "issue:44315|issue:44829", + "issue:43519|issue:46655" + ], + "prepared_review_unit_hash": "99b0ae1eff571664970d8fba004eeca8e74d63c2151bf007c401477e0c56b6d6", + "component_budget": { + "node_count": 504, + "item_count": 504, + "soft_pair_count": 1853, + "serialized_chars": 961383, + "estimated_input_tokens": 240346, + "estimated_eval_tokens": 480948 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 40, + "serialized_chars": 39085, + "estimated_input_tokens": 9772, + "estimated_eval_tokens": 19800 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab-bag of unrelated bug reports; the only plausible duplicate pair is a narrow v5 checkpoint-loading regression subcluster.", + "confidence": 0.36, + "canonical_issue_reason": "44556 is the most concrete anchor in the set: it describes a specific v5 checkpoint reload failure, and it is the best fit for the only plausible related duplicate (45092).", + "canonical_pr_reason": null, + "best_issue_reason": "44556 is the most actionable issue here because it has a clear failure mode and a specific compatibility regression, while most other items are broader or unrelated.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45362", + "right": "issue:45850", + "accept": false, + "reason": "Both are about model breakage, but one is a Qwen3.5 chat crash and the other is a vague umbrella report; not the same bug." + }, + { + "left": "issue:43673", + "right": "issue:44492", + "accept": false, + "reason": "Cache-related wording overlaps, but one is a chunked_prefill cache regression and the other is a cache-strategy typo; different issues." + }, + { + "left": "issue:44485", + "right": "issue:46664", + "accept": false, + "reason": "GLM-5 RoPE implementation and SmolVLM video num_frames semantics are unrelated model/processor bugs." + }, + { + "left": "issue:44273", + "right": "issue:45542", + "accept": false, + "reason": "Lazy loading failure and TensorBoard-without-TF backend error are different code paths and symptoms." + }, + { + "left": "issue:44623", + "right": "issue:45230", + "accept": false, + "reason": "One has a concrete processor.save_pretrained missing-files bug; the other is too generic to establish sameness." + }, + { + "left": "issue:44273", + "right": "issue:45003", + "accept": false, + "reason": "Lazy loading is not working and unsafe sys.modules access are both import-related but not the same concrete bug." + }, + { + "left": "issue:44038", + "right": "issue:45125", + "accept": false, + "reason": "Both mention Qwen3.5/MoE, but one is a general bug report and the other is a tensor-parallelism missing-attribute issue." + }, + { + "left": "issue:44360", + "right": "issue:46664", + "accept": false, + "reason": "DSA indexer ReLU discussion is unrelated to SmolVLM video processing." + }, + { + "left": "issue:44393", + "right": "issue:45071", + "accept": false, + "reason": "Qwen3-VL bbox output bug and PretrainedConfig type-checking regression are unrelated." + }, + { + "left": "issue:44393", + "right": "issue:45753", + "accept": false, + "reason": "Both involve Qwen3-VL family behavior, but bbox output errors and an infinite loop on a specific image are different failures." + }, + { + "left": "issue:41669", + "right": "issue:43673", + "accept": false, + "reason": "Import-* removal / import-time slowdown is not the same as the chunked_prefill cache regression." + }, + { + "left": "issue:43576", + "right": "issue:44556", + "accept": false, + "reason": "Both are v5 breakages, but one is the env command and the other is checkpoint reload compatibility." + }, + { + "left": "issue:43525", + "right": "issue:45850", + "accept": false, + "reason": "Missing pad_token_id on Llama4Config is a specific config bug, not the same as a broad 'v5 breaks many models' report." + }, + { + "left": "issue:43572", + "right": "issue:45850", + "accept": false, + "reason": "StableLmConfig pad_token_idx regression is model-specific and not the same as the umbrella v5 complaint." + }, + { + "left": "issue:44556", + "right": "issue:45092", + "accept": true, + "reason": "Both report v5 checkpoint-loading failures for older checkpoints; they plausibly share the same meta-init / reload regression." + }, + { + "left": "issue:44492", + "right": "issue:45850", + "accept": false, + "reason": "A cache-strategy typo is a narrow fix, not the same as a broad compatibility complaint." + }, + { + "left": "issue:45278", + "right": "issue:45850", + "accept": false, + "reason": "Many import errors after upgrade overlaps only at a very high level with the generic v5 breakage report." + }, + { + "left": "issue:42371", + "right": "issue:44492", + "accept": false, + "reason": "TF32 API guidance and cache-strategy typo are unrelated." + }, + { + "left": "issue:41669", + "right": "issue:46218", + "accept": false, + "reason": "Import-* cleanup/perf and a missing model module import are not the same bug." + }, + { + "left": "issue:43408", + "right": "issue:44315", + "accept": false, + "reason": "SAM model-type warning and Liger kernel application are unrelated." + }, + { + "left": "issue:44230", + "right": "issue:46095", + "accept": false, + "reason": "Qwen3-VL FP8 inference support and DeepSeek weight conversion are different feature requests." + }, + { + "left": "issue:44246", + "right": "issue:44273", + "accept": false, + "reason": "Both are import/lazy-loading adjacent, but one reports slow imports and the other says lazy loading is broken; not enough to call them the same bug." + }, + { + "left": "issue:42890", + "right": "issue:44908", + "accept": false, + "reason": "Missing set_seed in integration tests and inverse_sqrt scheduler kwargs handling are unrelated." + }, + { + "left": "issue:43576", + "right": "issue:44908", + "accept": false, + "reason": "An env-command failure and a scheduler-kwargs bug do not share a concrete code path." + }, + { + "left": "issue:43352", + "right": "issue:44393", + "accept": false, + "reason": "Flash Attention 2 support gating and Qwen3-VL bounding-box hallucination are unrelated." + }, + { + "left": "issue:43976", + "right": "issue:44393", + "accept": false, + "reason": "Python-version compatibility and Qwen3-VL bbox output are different problems." + }, + { + "left": "issue:44908", + "right": "issue:45071", + "accept": false, + "reason": "Scheduler kwargs handling and PretrainedConfig type checking are unrelated." + }, + { + "left": "issue:44295", + "right": "issue:45230", + "accept": false, + "reason": "Position_ids buffer access error is a specific bug; the other issue is too vague to match." + }, + { + "left": "issue:44297", + "right": "issue:45230", + "accept": false, + "reason": "Tokenizer.save_pretrained mismatch is concrete; the paired issue lacks enough detail to establish duplication." + }, + { + "left": "issue:44704", + "right": "issue:44908", + "accept": false, + "reason": "AutoProcessor cached_file kwargs and inverse_sqrt scheduler kwargs are different kwargs bugs in different subsystems." + }, + { + "left": "issue:44492", + "right": "issue:46328", + "accept": false, + "reason": "Cache-strategy typo and feature-extractor padding performance are unrelated." + }, + { + "left": "issue:41669", + "right": "issue:44351", + "accept": false, + "reason": "Import-* slowdown and missing HybridCache import are different import issues with no shared failure mode." + }, + { + "left": "issue:41669", + "right": "issue:45341", + "accept": false, + "reason": "Import-performance cleanup and a testing_utils bug are unrelated." + }, + { + "left": "issue:43976", + "right": "issue:45850", + "accept": false, + "reason": "Python-version compatibility is not the same as a generic v5 breakage umbrella." + }, + { + "left": "issue:43976", + "right": "issue:46218", + "accept": false, + "reason": "Python-version support and a missing model import are unrelated." + }, + { + "left": "issue:44077", + "right": "issue:44861", + "accept": false, + "reason": "Optional post_init policy and a tied-weights AttributeError are different model utility bugs." + }, + { + "left": "issue:31795", + "right": "issue:33453", + "accept": false, + "reason": "Documentation confusion and tokenizer loading regression are not the same issue." + }, + { + "left": "issue:43576", + "right": "issue:44273", + "accept": false, + "reason": "Broken env command and lazy loading malfunction are both v5-related but not the same concrete bug." + }, + { + "left": "issue:44315", + "right": "issue:44829", + "accept": false, + "reason": "Liger-kernel application and Flash Attention 3 training degeneration are unrelated." + }, + { + "left": "issue:43519", + "right": "issue:46655", + "accept": false, + "reason": "Incorrect timestamp calculation and incorrect padding calculation are both processor bugs, but for different models and code paths." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary stays grounded in the packet and the soft-edge judgments are appropriately conservative. The lone accepted pair, 44556\u201345092, is a plausible duplicate match based on the shared v5 checkpoint-loading/meta-init failure mode, and the other pair rejections do not overstate similarity." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 25, + "review_unit_index": 60, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-504", + "nodes": [ + "issue:28348", + "issue:29870", + "issue:30333", + "issue:31515", + "issue:31795", + "issue:34689", + "issue:36296", + "issue:38617", + "issue:41669", + "issue:42371", + "issue:42913", + "issue:43066", + "issue:43298", + "issue:43352", + "issue:43502", + "issue:43519", + "issue:43525", + "issue:43572", + "issue:43576", + "issue:43606", + "issue:43618", + "issue:43704", + "issue:43717", + "issue:44230", + "issue:44263", + "issue:44273", + "issue:44351", + "issue:44360", + "issue:44485", + "issue:44492", + "issue:44623", + "issue:44655", + "issue:44861", + "issue:44908", + "issue:44938", + "issue:44998", + "issue:45230", + "issue:45250", + "issue:45290", + "issue:45310", + "issue:45468", + "issue:45850", + "issue:46018", + "issue:46095", + "issue:46144", + "issue:46172", + "issue:46218", + "issue:46894" + ], + "soft_pairs": [ + "issue:44360|issue:45468", + "issue:44273|issue:44908", + "issue:45468|issue:46894", + "issue:44655|issue:44861", + "issue:45230|issue:45310", + "issue:43519|issue:44485", + "issue:43576|issue:46218", + "issue:43519|issue:44908", + "issue:41669|issue:43704", + "issue:31795|issue:34689", + "issue:43704|issue:44485", + "issue:44485|issue:45468", + "issue:46018|issue:46172", + "issue:43502|issue:43519", + "issue:42371|issue:43704", + "issue:45850|issue:46218", + "issue:43519|issue:44623", + "issue:44263|issue:45468", + "issue:43606|issue:45468", + "issue:43519|issue:43704", + "issue:43298|issue:46095", + "issue:44351|issue:46218", + "issue:43352|issue:46218", + "issue:42913|issue:43066", + "issue:28348|issue:45250", + "issue:44908|issue:44998", + "issue:44492|issue:44998", + "issue:43618|issue:44998", + "issue:44998|issue:45850", + "issue:44938|issue:44998", + "issue:44861|issue:45290", + "issue:31515|issue:38617", + "issue:43572|issue:44861", + "issue:43525|issue:44861", + "issue:44230|issue:44623", + "issue:28348|issue:43352", + "issue:29870|issue:31515", + "issue:30333|issue:31515", + "issue:31515|issue:36296", + "issue:31515|issue:31795", + "issue:44230|issue:45310", + "issue:43298|issue:44230", + "issue:43717|issue:46144" + ], + "prepared_review_unit_hash": "9aeb22711fc6cd75fb3e2dc8c2c0e5c511093c249ebf92a7b1833e35f999589f", + "component_budget": { + "node_count": 504, + "item_count": 504, + "soft_pair_count": 1853, + "serialized_chars": 961383, + "estimated_input_tokens": 240346, + "estimated_eval_tokens": 480948 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 43, + "serialized_chars": 39626, + "estimated_input_tokens": 9907, + "estimated_eval_tokens": 20070 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a loose mix of Transformers regression and model-specific bug reports. The soft pairs mostly overlap only at a broad subsystem or version level, not at the same concrete defect, so none are safe duplicates.", + "confidence": 0.92, + "canonical_issue_reason": "Issue 45850 is the broadest umbrella in the set ('Since 5.0 version it breaks too many models'), so it best matches the cluster's general v5-regression theme.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45850 is the closest thing to a cluster representative because it captures the widest shared theme across the group, even though it is too generic for strict dedupe.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44360", + "right": "issue:45468", + "accept": false, + "reason": "Different bug areas: DSA indexer/ReLU vs Gemma-4 audio positional encoding." + }, + { + "left": "issue:44273", + "right": "issue:44908", + "accept": false, + "reason": "Lazy loading behavior and inverse_sqrt scheduler kwargs are unrelated issues." + }, + { + "left": "issue:45468", + "right": "issue:46894", + "accept": false, + "reason": "Different models and failures: Gemma-4 audio encoding vs CohereASR training-loss shift." + }, + { + "left": "issue:44655", + "right": "issue:44861", + "accept": false, + "reason": "Both touch save_pretrained, but one is pipeline saving and the other is tied-weight key handling." + }, + { + "left": "issue:45230", + "right": "issue:45310", + "accept": false, + "reason": "Generic bug report vs a specific Qwen3.5 MoE from_pretrained regression." + }, + { + "left": "issue:43519", + "right": "issue:44485", + "accept": false, + "reason": "Timestamp calculation in Qwen3VL processor is unrelated to GLM-5 RoPE implementation." + }, + { + "left": "issue:43576", + "right": "issue:46218", + "accept": false, + "reason": "transformers env command breakage is not the same as Qwen3_5ForCausalLM import failure." + }, + { + "left": "issue:43519", + "right": "issue:44908", + "accept": false, + "reason": "Processor timestamp math and scheduler timescale kwargs are different code paths." + }, + { + "left": "issue:41669", + "right": "issue:43704", + "accept": false, + "reason": "Import-star cleanup/performance and VRAM leak in Qwen3ForCausalLM are unrelated." + }, + { + "left": "issue:31795", + "right": "issue:34689", + "accept": false, + "reason": "Documentation confusion in forward() is not the same as a Llama 3.2 Vision model-loading breakage." + }, + { + "left": "issue:43704", + "right": "issue:44485", + "accept": false, + "reason": "VRAM leak in dataloader threads does not match GLM-5 RoPE logic." + }, + { + "left": "issue:44485", + "right": "issue:45468", + "accept": false, + "reason": "GLM-5 RoPE and Gemma-4 audio positional encoding are different model-specific implementations." + }, + { + "left": "issue:46018", + "right": "issue:46172", + "accept": false, + "reason": "DeepSeek-V4 gating behavior and a comb transpose/dtype issue are different defects." + }, + { + "left": "issue:43502", + "right": "issue:43519", + "accept": false, + "reason": "local_files_only network access and Qwen3VL timestamp calculation are unrelated." + }, + { + "left": "issue:42371", + "right": "issue:43704", + "accept": false, + "reason": "TF32 settings and a VRAM leak are different concerns." + }, + { + "left": "issue:45850", + "right": "issue:46218", + "accept": false, + "reason": "Broad v5 breakage complaint is not the same bug as the Qwen3_5ForCausalLM import error." + }, + { + "left": "issue:43519", + "right": "issue:44623", + "accept": false, + "reason": "Processor timestamp math and missing save_pretrained files are different save/load paths." + }, + { + "left": "issue:44263", + "right": "issue:45468", + "accept": false, + "reason": "torch.split return handling in GlmMoeDsaIndexer is unrelated to Gemma-4 audio encoding." + }, + { + "left": "issue:43606", + "right": "issue:45468", + "accept": false, + "reason": "CPU offload device mismatch is not the same as Gemma-4 audio positional encoding." + }, + { + "left": "issue:43519", + "right": "issue:43704", + "accept": false, + "reason": "Qwen3VL timestamp logic and Qwen3ForCausalLM VRAM leakage are separate bugs." + }, + { + "left": "issue:43298", + "right": "issue:46095", + "accept": false, + "reason": "Audio continuous batching support and DeepSeek-V4 weight conversion are unrelated." + }, + { + "left": "issue:44351", + "right": "issue:46218", + "accept": false, + "reason": "HybridCache import failure and Qwen3_5ForCausalLM import failure are distinct symbols." + }, + { + "left": "issue:43352", + "right": "issue:46218", + "accept": false, + "reason": "Flash Attention support for NemotronH is unrelated to a Qwen3_5 module import error." + }, + { + "left": "issue:42913", + "right": "issue:43066", + "accept": false, + "reason": "Both concern tokenizer changes in v5, but the titles indicate different symptoms and not the same concrete failure." + }, + { + "left": "issue:28348", + "right": "issue:45250", + "accept": false, + "reason": "GPT2LMHeadModel flash-attn support request is not the same as a generic Flash Attention 2.0 issue." + }, + { + "left": "issue:44908", + "right": "issue:44998", + "accept": false, + "reason": "Scheduler kwargs bug and unrelated placeholder issue." + }, + { + "left": "issue:44492", + "right": "issue:44998", + "accept": false, + "reason": "Cache-strategy typo and unrelated placeholder issue." + }, + { + "left": "issue:43618", + "right": "issue:44998", + "accept": false, + "reason": "CLIPOutput attentions regression and unrelated placeholder issue." + }, + { + "left": "issue:44998", + "right": "issue:45850", + "accept": false, + "reason": "Placeholder issue text does not match the v5 regression umbrella." + }, + { + "left": "issue:44938", + "right": "issue:44998", + "accept": false, + "reason": "Python 3.14 load failure and unrelated placeholder issue." + }, + { + "left": "issue:44861", + "right": "issue:45290", + "accept": false, + "reason": "Tied-weight key AttributeError and apply_chat_template tool-call crash are different code paths." + }, + { + "left": "issue:31515", + "right": "issue:38617", + "accept": false, + "reason": "Slow from_pretrained checkpoint loading and a missing import symbol are unrelated." + }, + { + "left": "issue:43572", + "right": "issue:44861", + "accept": false, + "reason": "StableLmConfig pad_token_idx regression is unrelated to tied-weight key handling." + }, + { + "left": "issue:43525", + "right": "issue:44861", + "accept": false, + "reason": "Llama4Config pad_token_id missing and tied-weight key handling are different bugs." + }, + { + "left": "issue:44230", + "right": "issue:44623", + "accept": false, + "reason": "FP8 Qwen3-VL/MoE support request is unrelated to processor save_pretrained missing files." + }, + { + "left": "issue:28348", + "right": "issue:43352", + "accept": false, + "reason": "Both mention Flash Attention 2.0, but one is GPT2 support and the other is NemotronH support; not the same change." + }, + { + "left": "issue:29870", + "right": "issue:31515", + "accept": false, + "reason": "BART generate() decoder_attention_mask bug is unrelated to slow checkpoint loading." + }, + { + "left": "issue:30333", + "right": "issue:31515", + "accept": false, + "reason": "MLFlow job finalization and from_pretrained loading speed are unrelated." + }, + { + "left": "issue:31515", + "right": "issue:36296", + "accept": false, + "reason": "Checkpoint loading slowness and tensor-parallel training bug are different problems." + }, + { + "left": "issue:31515", + "right": "issue:31795", + "accept": false, + "reason": "Checkpoint loading performance and forward() documentation confusion are unrelated." + }, + { + "left": "issue:44230", + "right": "issue:45310", + "accept": false, + "reason": "FP8 support request and Qwen3.5 MoE from_pretrained error are different issues." + }, + { + "left": "issue:43298", + "right": "issue:44230", + "accept": false, + "reason": "Continuous batching for audio models and FP8 infer support are not the same bug." + }, + { + "left": "issue:43717", + "right": "issue:46144", + "accept": false, + "reason": "Mamba init_weights behavior and RoFormer attention interface usage 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": 25, + "review_unit_index": 61, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-504", + "nodes": [ + "issue:37934", + "issue:42936", + "issue:43240", + "issue:43668", + "issue:43813", + "issue:44031", + "issue:46018", + "issue:46144" + ], + "soft_pairs": [ + "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": "e9e8ca31ee4f5f97635cd8dc823b9b72aae3beb9946c25905e2b971e34a6881f", + "component_budget": { + "node_count": 504, + "item_count": 504, + "soft_pair_count": 1853, + "serialized_chars": 961383, + "estimated_input_tokens": 240346, + "estimated_eval_tokens": 480948 + }, + "budget": { + "node_count": 8, + "item_count": 8, + "soft_pair_count": 11, + "serialized_chars": 7776, + "estimated_input_tokens": 1944, + "estimated_eval_tokens": 4144 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: the items cover unrelated models, configs, tokenizer warnings, and attention/loss issues. There is no convincing duplicate thread or single underlying bug spanning the set, so all soft edges should be rejected.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "issue:42936 is the most self-contained, concrete bug report in the set, but it is not a valid duplicate anchor for the rest of the cluster because the other items are unrelated.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42936", + "right": "issue:46018", + "accept": false, + "reason": "Different models and failure modes: Mask2former ignore_value handling vs DeepSeek-V4 shared expert gating." + }, + { + "left": "issue:43668", + "right": "issue:44031", + "accept": false, + "reason": "Unrelated components: a ModernBERT config type-hint bug vs a tokenizer regex warning regression." + }, + { + "left": "issue:42936", + "right": "issue:43240", + "accept": false, + "reason": "Different bugs: Mask2former ignore_value usage vs loss-function kwargs propagation." + }, + { + "left": "issue:43240", + "right": "issue:46144", + "accept": false, + "reason": "Different code paths: loss kwargs forwarding vs RoFormer attention interface usage." + }, + { + "left": "issue:42936", + "right": "issue:44031", + "accept": false, + "reason": "Mask2former loss masking issue is unrelated to tokenizer warning behavior." + }, + { + "left": "issue:42936", + "right": "issue:46144", + "accept": false, + "reason": "Different subsystems and symptoms; no shared underlying bug." + }, + { + "left": "issue:42936", + "right": "issue:43813", + "accept": false, + "reason": "Model loss masking bug vs a typo in a quantization-related attribute name." + }, + { + "left": "issue:43668", + "right": "issue:43813", + "accept": false, + "reason": "Both are small correctness issues, but they affect different files and concerns: type hint vs typo." + }, + { + "left": "issue:43240", + "right": "issue:43668", + "accept": false, + "reason": "Loss kwargs forwarding and config type-hint correctness are unrelated." + }, + { + "left": "issue:37934", + "right": "issue:43668", + "accept": false, + "reason": "Llama4 norm implementation question is unrelated to ModernBERT norm_eps typing." + }, + { + "left": "issue:42936", + "right": "issue:43668", + "accept": false, + "reason": "Different model-specific bugs with no shared code path or underlying defect." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 25, + "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": "750cbe32a821e78ef8a5043dfa0cda25f94b871327d259edff3326433e7f715f", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 2878, + "estimated_input_tokens": 720, + "estimated_eval_tokens": 1696 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 2878, + "estimated_input_tokens": 720, + "estimated_eval_tokens": 1696 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These three issues are not duplicates: they request unrelated features in different areas (token truncation behavior, a ReduceLROnPlateau-like training utility, and Wav2Vec2 word boundary timestamps). Similarity is only superficial/lexical.", + "confidence": 0.97, + "canonical_issue_reason": "No true canonical issue exists for this cluster because the topics are unrelated. If one must be picked, issue 10519 is the most substantial and broadly described feature request, but it is not a duplicate of the others.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 10519 is the best representative only in the sense that it is the clearest, most developed request with the most discussion; however, it should not be treated as the same underlying problem as the other issues.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:10519", + "right": "issue:11307", + "accept": false, + "reason": "Different requests: truncation-from-beginning option vs Wav2Vec2 word time offsets. No shared bug or code path." + }, + { + "left": "issue:10519", + "right": "issue:11005", + "accept": false, + "reason": "Unrelated feature requests: tokenizer truncation behavior vs ReduceLROnPlateau-like scheduler functionality." + }, + { + "left": "issue:11005", + "right": "issue:11307", + "accept": false, + "reason": "Different domains and problems: learning-rate scheduling utility vs speech model word timestamp extraction." + } + ] + }, + "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": 25, + "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": "a25e5d1193255f199bbc9b36d0ff1f89521c26bbc292c971f10bd6d1e261cd85", + "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 issue reports: one about Tapas tokenization mismatch, one about an authentication/error-message problem when downloading private models, and one about a generic model-loading failure for bert-base-uncased. The only plausible overlap is between the two loading-related issues, but the available titles suggest different failure modes and likely different root causes.", + "confidence": 0.72, + "canonical_issue_reason": "issue:16618 is the broadest and most representative model-loading report in this set, while the other two are either narrower auth/error-message behavior or a different preprocessing/tokenization problem.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:16618 is the best standalone issue here because it targets an actual model-load failure rather than a peripheral symptom like an error message or an unrelated tokenization discrepancy.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:13244", + "right": "issue:16618", + "accept": false, + "reason": "Tapas tokenization differences and a bert-base-uncased load failure are different code paths and different failure classes; not the same underlying bug." + }, + { + "left": "issue:15980", + "right": "issue:16618", + "accept": false, + "reason": "Both mention model access/loading, but one is specifically about a private-model download/auth error message while the other is a generic inability to load a public model; too different to merge as duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 4, + "component_count": 25, + "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-26350-2", + "nodes": [ + "issue:26350", + "issue:33260" + ], + "soft_pairs": [ + "issue:26350|issue:33260" + ], + "prepared_review_unit_hash": "6ab25d4163eea232cd9ccc20f3eacc079a175a4716b57b3bfcdd0f956a7c3413", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1590, + "estimated_input_tokens": 398, + "estimated_eval_tokens": 1052 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1590, + "estimated_input_tokens": 398, + "estimated_eval_tokens": 1052 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two distinct feature-request issues in the same general area, not duplicates: one is for Flash Attention 2 support across more architectures, the other for GGUF support across more architectures.", + "confidence": 0.97, + "canonical_issue_reason": "No single canonical issue here; the two issues request different capabilities for different code paths and should be tracked separately.", + "canonical_pr_reason": null, + "best_issue_reason": "Neither issue is a better duplicate representative because they are unrelated feature requests rather than the same underlying problem.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:26350", + "right": "issue:33260", + "accept": false, + "reason": "They concern different enhancements (Flash Attention 2 vs GGUF) and 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": 5, + "component_count": 25, + "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-27088-9", + "nodes": [ + "issue:27088", + "issue:28936", + "issue:38435", + "issue:43834", + "issue:44365", + "issue:44370", + "issue:46222", + "issue:46226", + "issue:46931" + ], + "soft_pairs": [ + "issue:27088|issue:44370", + "issue:27088|issue:44365", + "issue:27088|issue:43834", + "issue:27088|issue:38435", + "issue:27088|issue:28936", + "issue:28936|issue:43834", + "issue:28936|issue:44365", + "issue:28936|issue:38435", + "issue:28936|issue:44370", + "issue:38435|issue:44370", + "issue:38435|issue:44365", + "issue:38435|issue:43834", + "issue:38435|issue:46222", + "issue:38435|issue:46226", + "issue:43834|issue:44370", + "issue:43834|issue:44365", + "issue:43834|issue:46222", + "issue:43834|issue:46226", + "issue:43834|issue:46931", + "issue:44365|issue:44370", + "issue:44365|issue:46222", + "issue:44365|issue:46226", + "issue:44365|issue:46931", + "issue:44370|issue:46222", + "issue:44370|issue:46226", + "issue:44370|issue:46931", + "issue:46222|issue:46226", + "issue:46222|issue:46931", + "issue:46226|issue:46931" + ], + "prepared_review_unit_hash": "711b8bf7a1ee6fcb602c25ab3d48cc8217a332111e613126ecd6e8a8b0efae8e", + "component_budget": { + "node_count": 9, + "item_count": 9, + "soft_pair_count": 29, + "serialized_chars": 15983, + "estimated_input_tokens": 3996, + "estimated_eval_tokens": 8248 + }, + "budget": { + "node_count": 9, + "item_count": 9, + "soft_pair_count": 29, + "serialized_chars": 15983, + "estimated_input_tokens": 3996, + "estimated_eval_tokens": 8248 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster mostly contains similar-looking i18n translation requests, but only two small subgroups are true duplicates: the identical placeholder-title issues and the identical Thai-title issues. The concrete language-specific translation issues are not duplicates of each other.", + "confidence": 0.89, + "canonical_issue_reason": "issue:43834 is the best anchor for the cluster because it is the earliest of the exact-title placeholder duplicates and the most neutral/template-like representative.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43834 is the most suitable issue to keep as the representative duplicate target for the placeholder-title subgroup; it is clean, neutral, and duplicated exactly by later copies.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:27088", + "right": "issue:44370", + "accept": false, + "reason": "Different target languages; same i18n theme is too broad to be the same issue." + }, + { + "left": "issue:27088", + "right": "issue:44365", + "accept": false, + "reason": "Different target languages; not the same concrete request." + }, + { + "left": "issue:27088", + "right": "issue:43834", + "accept": false, + "reason": "Turkish-specific request vs generic placeholder title; not the same underlying issue." + }, + { + "left": "issue:27088", + "right": "issue:38435", + "accept": false, + "reason": "Different languages and separate translation requests." + }, + { + "left": "issue:27088", + "right": "issue:28936", + "accept": false, + "reason": "Turkish vs Spanish translation request; related theme only." + }, + { + "left": "issue:28936", + "right": "issue:43834", + "accept": false, + "reason": "Spanish-specific request does not match the generic placeholder issue." + }, + { + "left": "issue:28936", + "right": "issue:44365", + "accept": false, + "reason": "Different language target; not a duplicate." + }, + { + "left": "issue:28936", + "right": "issue:38435", + "accept": false, + "reason": "Spanish vs Romanian translation request; separate issues." + }, + { + "left": "issue:28936", + "right": "issue:44370", + "accept": false, + "reason": "Different language target; same subsystem is not enough." + }, + { + "left": "issue:38435", + "right": "issue:44370", + "accept": false, + "reason": "Romanian request vs placeholder template issue; not the same issue." + }, + { + "left": "issue:38435", + "right": "issue:44365", + "accept": false, + "reason": "Romanian-specific request and generic placeholder are not the same concrete task." + }, + { + "left": "issue:38435", + "right": "issue:43834", + "accept": false, + "reason": "Romanian request vs generic placeholder; related but distinct." + }, + { + "left": "issue:38435", + "right": "issue:46222", + "accept": false, + "reason": "Different titles and different content; only shared i18n-like noise." + }, + { + "left": "issue:38435", + "right": "issue:46226", + "accept": false, + "reason": "Different titles and different content; not the same underlying request." + }, + { + "left": "issue:43834", + "right": "issue:44370", + "accept": true, + "reason": "Identical placeholder-title issue; appears to be the same duplicated request." + }, + { + "left": "issue:43834", + "right": "issue:44365", + "accept": true, + "reason": "Same generic placeholder title and matching issue shape; likely duplicate." + }, + { + "left": "issue:43834", + "right": "issue:46222", + "accept": false, + "reason": "Placeholder translation issue vs unrelated Thai-text issue; not the same report." + }, + { + "left": "issue:43834", + "right": "issue:46226", + "accept": false, + "reason": "Placeholder translation issue vs unrelated Thai-text issue; not a duplicate." + }, + { + "left": "issue:43834", + "right": "issue:46931", + "accept": false, + "reason": "Different title/content; no evidence they describe the same issue." + }, + { + "left": "issue:44365", + "right": "issue:44370", + "accept": true, + "reason": "Identical placeholder-title issues; same underlying duplicate request." + }, + { + "left": "issue:44365", + "right": "issue:46222", + "accept": false, + "reason": "Same broad i18n theme, but the text/content is unrelated." + }, + { + "left": "issue:44365", + "right": "issue:46226", + "accept": false, + "reason": "Different content and no shared concrete target." + }, + { + "left": "issue:44365", + "right": "issue:46931", + "accept": false, + "reason": "Different issue content; only soft similarity from noisy text." + }, + { + "left": "issue:44370", + "right": "issue:46222", + "accept": false, + "reason": "Generic placeholder translation issue vs unrelated Thai-text issue." + }, + { + "left": "issue:44370", + "right": "issue:46226", + "accept": false, + "reason": "Generic placeholder translation issue vs unrelated Thai-text issue." + }, + { + "left": "issue:44370", + "right": "issue:46931", + "accept": false, + "reason": "Different titles/content; not the same underlying change or bug." + }, + { + "left": "issue:46222", + "right": "issue:46226", + "accept": true, + "reason": "Exact same Thai title and same issue shape; likely duplicate." + }, + { + "left": "issue:46222", + "right": "issue:46931", + "accept": false, + "reason": "Thai titles differ and the content appears unrelated." + }, + { + "left": "issue:46226", + "right": "issue:46931", + "accept": false, + "reason": "Thai titles differ and there is no clear evidence of the same underlying issue." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: the placeholder-title issues form one exact-duplicate subgroup, and the two identical Thai-title issues form another. The soft-edge rejections are conservative, with language-specific translation requests kept distinct from each other and from the placeholder template issue. The chosen canonical issue is a reasonable earliest representative for the placeholder subgroup." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 6, + "component_count": 25, + "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-36718-20", + "nodes": [ + "issue:36718", + "issue:36817", + "issue:36879", + "issue:37015", + "issue:41115", + "issue:41211", + "issue:42503", + "issue:42738", + "issue:43671", + "issue:43837", + "issue:43909", + "issue:44121", + "issue:44205", + "issue:45027", + "issue:45177", + "issue:45322", + "issue:46133", + "issue:46645", + "issue:46653", + "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:36879|issue:41211", + "issue:36879|issue:43909", + "issue:36879|issue:44121", + "issue:36879|issue:43837", + "issue:36879|issue:43671", + "issue:37015|issue:43837", + "issue:37015|issue:44121", + "issue:37015|issue:43909", + "issue:36879|issue:37015", + "issue:37015|issue:42503", + "issue:41115|issue:43837", + "issue:41115|issue:44121", + "issue:41115|issue:42503", + "issue:41115|issue:45027", + "issue:41211|issue:43671", + "issue:42503|issue:43837", + "issue:42503|issue:43671", + "issue:42503|issue:42738", + "issue:42738|issue:45027", + "issue:42738|issue:46653", + "issue:43671|issue:43837", + "issue:43671|issue:45027", + "issue:43671|issue:45177", + "issue:43671|issue:44121", + "issue:43837|issue:43909", + "issue:43837|issue:45322", + "issue:43837|issue:44121", + "issue:43909|issue:44205", + "issue:43909|issue:46645", + "issue:44121|issue:45322", + "issue:43837|issue:45027", + "issue:37015|issue:45027", + "issue:43837|issue:45177", + "issue:45322|issue:46133", + "issue:42503|issue:46653", + "issue:45027|issue:46653" + ], + "prepared_review_unit_hash": "4c4ddf662c4ce625365e9e945921d446749b536bb265149cbc6619bc44d12c40", + "component_budget": { + "node_count": 20, + "item_count": 20, + "soft_pair_count": 41, + "serialized_chars": 25570, + "estimated_input_tokens": 6393, + "estimated_eval_tokens": 13042 + }, + "budget": { + "node_count": 20, + "item_count": 20, + "soft_pair_count": 41, + "serialized_chars": 25570, + "estimated_input_tokens": 6393, + "estimated_eval_tokens": 13042 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is not a duplicate set; it groups many unrelated model-addition/config issues that only share a broad \u2018add support for a model\u2019 pattern. All soft edges should be rejected.", + "confidence": 0.94, + "canonical_issue_reason": "Issue 43837 is the cleanest concrete representative of the set, but there is no true canonical duplicate because the items cover distinct models and changes.", + "canonical_pr_reason": null, + "best_issue_reason": "43837 is the most self-contained and actionable model-support request in the group, with a specific target and clear scope.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:36718", + "right": "issue:47004", + "accept": false, + "reason": "RoMa keypoint matcher vs LoMa detector+matcher are different models/features, not the same change." + }, + { + "left": "issue:36718", + "right": "issue:41115", + "accept": false, + "reason": "RoMa matching and MiniCPM3 architecture work on unrelated code paths." + }, + { + "left": "issue:36817", + "right": "issue:41211", + "accept": false, + "reason": "EuroBert config support and DEIMv2 are separate model additions." + }, + { + "left": "issue:36817", + "right": "issue:43671", + "accept": false, + "reason": "EuroBert config and Qwen3-TTS support are unrelated." + }, + { + "left": "issue:36817", + "right": "issue:36879", + "accept": false, + "reason": "EuroBert and RF-DETR are different model targets." + }, + { + "left": "issue:36879", + "right": "issue:41211", + "accept": false, + "reason": "RF-DETR and DEIMv2 are distinct model requests." + }, + { + "left": "issue:36879", + "right": "issue:43909", + "accept": false, + "reason": "RF-DETR detection support is unrelated to the LFM2.5 audio model." + }, + { + "left": "issue:36879", + "right": "issue:44121", + "accept": false, + "reason": "RF-DETR and the weight-sparse transformer request are different changes." + }, + { + "left": "issue:36879", + "right": "issue:43837", + "accept": false, + "reason": "RF-DETR and Qwen3-ASR are separate model integrations." + }, + { + "left": "issue:36879", + "right": "issue:43671", + "accept": false, + "reason": "RF-DETR and Qwen3-TTS are different model additions." + }, + { + "left": "issue:37015", + "right": "issue:43837", + "accept": false, + "reason": "NeoBERT and Qwen3-ASR target different models and code paths." + }, + { + "left": "issue:37015", + "right": "issue:44121", + "accept": false, + "reason": "NeoBERT addition is unrelated to the sparse-transformer architecture request." + }, + { + "left": "issue:37015", + "right": "issue:43909", + "accept": false, + "reason": "NeoBERT and LFM2.5 Audio are different model families." + }, + { + "left": "issue:36879", + "right": "issue:37015", + "accept": false, + "reason": "RF-DETR and NeoBERT are unrelated model requests." + }, + { + "left": "issue:37015", + "right": "issue:42503", + "accept": false, + "reason": "NeoBERT and ModernVBERT are different BERT-family models, not the same change." + }, + { + "left": "issue:41115", + "right": "issue:43837", + "accept": false, + "reason": "MiniCPM3 architecture work and Qwen3-ASR support are unrelated." + }, + { + "left": "issue:41115", + "right": "issue:44121", + "accept": false, + "reason": "MiniCPM3 and weight-sparse transformer requests do not share the same code path." + }, + { + "left": "issue:41115", + "right": "issue:42503", + "accept": false, + "reason": "MiniCPM3 and ModernVBERT are separate model additions." + }, + { + "left": "issue:41115", + "right": "issue:45027", + "accept": false, + "reason": "MiniCPM3 architecture and Voxtral TTS support are unrelated." + }, + { + "left": "issue:41211", + "right": "issue:43671", + "accept": false, + "reason": "DEIMv2 and Qwen3-TTS are distinct model requests." + }, + { + "left": "issue:42503", + "right": "issue:43837", + "accept": false, + "reason": "ModernVBERT and Qwen3-ASR are different model integrations." + }, + { + "left": "issue:42503", + "right": "issue:43671", + "accept": false, + "reason": "ModernVBERT and Qwen3-TTS are unrelated." + }, + { + "left": "issue:42503", + "right": "issue:42738", + "accept": false, + "reason": "Both are BERT-related, but one is a model addition and the other is a broad RoPE architecture request, so not the same change." + }, + { + "left": "issue:42738", + "right": "issue:45027", + "accept": false, + "reason": "BERT-like models with RoPE and Voxtral TTS are unrelated." + }, + { + "left": "issue:42738", + "right": "issue:46653", + "accept": false, + "reason": "Architectural model support request vs an unrelated personal issue; clearly not duplicates." + }, + { + "left": "issue:43671", + "right": "issue:43837", + "accept": false, + "reason": "Qwen3-TTS and Qwen3-ASR are related audio tasks but different model support changes." + }, + { + "left": "issue:43671", + "right": "issue:45027", + "accept": false, + "reason": "Qwen3-TTS and Voxtral TTS are different model integrations." + }, + { + "left": "issue:43671", + "right": "issue:45177", + "accept": false, + "reason": "TTS support and OCR model support are unrelated." + }, + { + "left": "issue:43671", + "right": "issue:44121", + "accept": false, + "reason": "Qwen3-TTS and the sparse-transformer request are different code paths." + }, + { + "left": "issue:43837", + "right": "issue:43909", + "accept": false, + "reason": "Qwen3-ASR and LFM2.5 Audio are different audio models with different implementations." + }, + { + "left": "issue:43837", + "right": "issue:45322", + "accept": false, + "reason": "ASR support and EUPE vision-language encoder support are unrelated." + }, + { + "left": "issue:43837", + "right": "issue:44121", + "accept": false, + "reason": "Qwen3-ASR and the weight-sparse transformer request are different changes." + }, + { + "left": "issue:43909", + "right": "issue:44205", + "accept": false, + "reason": "LFM2.5 Audio and SAM3-LiteText are different model additions." + }, + { + "left": "issue:43909", + "right": "issue:46645", + "accept": false, + "reason": "Audio model support and Granite SWA+sink option are unrelated." + }, + { + "left": "issue:44121", + "right": "issue:45322", + "accept": false, + "reason": "Weight-sparse transformer and EUPE are different architectural/model requests." + }, + { + "left": "issue:43837", + "right": "issue:45027", + "accept": false, + "reason": "Qwen3-ASR and Voxtral TTS are distinct audio-model support requests." + }, + { + "left": "issue:37015", + "right": "issue:45027", + "accept": false, + "reason": "NeoBERT and Voxtral TTS are unrelated models." + }, + { + "left": "issue:43837", + "right": "issue:45177", + "accept": false, + "reason": "ASR support and OCR support are different tasks and code paths." + }, + { + "left": "issue:45322", + "right": "issue:46133", + "accept": false, + "reason": "EUPE and TIPSv2 are both vision-language related, but they are separate model requests." + }, + { + "left": "issue:42503", + "right": "issue:46653", + "accept": false, + "reason": "ModernVBERT and the unrelated personal issue are not comparable." + }, + { + "left": "issue:45027", + "right": "issue:46653", + "accept": false, + "reason": "Voxtral TTS support and the personal 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": 7, + "component_count": 25, + "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": "2d7d6453680eb82b93950edd48985cf1b7b17bbbe53bc22eb7d8fc96302e7658", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1504, + "estimated_input_tokens": 376, + "estimated_eval_tokens": 1008 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1504, + "estimated_input_tokens": 376, + "estimated_eval_tokens": 1008 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues are unrelated: one is a docs request to add `pruna` as an optimization framework, while the other is a Vision RoPE refactor. I would not cluster them as the same underlying problem.", + "confidence": 0.97, + "canonical_issue_reason": "Issue 46443 is the more substantive technical/code-facing report; issue 38740 is a documentation/addition request and not a match for the refactor topic.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 46443 is the best representative issue in this set because it concerns an actual model/code refactor, whereas 38740 is a separate docs-oriented request.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:38740", + "right": "issue:46443", + "accept": false, + "reason": "Different topics and artifact types: a docs/framework listing request versus a Vision RoPE refactor. No evidence they 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": 8, + "component_count": 25, + "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": "6b9445f54ab0ba731b63fa66035011606ddab2ff2b6620be971e16ab79e6ce17", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1480, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1480, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues are not duplicates: one asks for block decoding support, while the other requests DeepSeek v3.2 model support. They affect different features and likely different code paths.", + "confidence": 0.95, + "canonical_issue_reason": "No single canonical issue is appropriate here because the issues are unrelated and should not be merged as duplicates.", + "canonical_pr_reason": null, + "best_issue_reason": "If forced to pick a representative issue, issue 43037 is the more concrete user-facing feature request; issue 41084 is too vague and appears to target a different capability.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41084", + "right": "issue:43037", + "accept": false, + "reason": "Different requests: block decoding implementation vs. DeepSeek v3.2 support. No shared bug or change scope is evident." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 9, + "component_count": 25, + "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": "63f9882b9cf1dbe3711d37bea01f210bd043ef71f334b2a4e88895b88006c692", + "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": "These issues are not duplicates: one requests a `from_pretrained()` flag for TiledFusedLogitsLoss/FLCE, while the other asks for TiledMLP integration to reduce memory footprint. They describe different feature requests with no shared targets or links.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41306", + "right": "issue:41826", + "accept": false, + "reason": "Different underlying requests and code paths: FLCE `from_pretrained()` flag vs TiledMLP memory-footprint integration; not the same bug/change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 10, + "component_count": 25, + "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": "8615373809aded4cc23d58bf2f63773f54860bc8a81c0984538cfc45b5574847", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1584, + "estimated_input_tokens": 396, + "estimated_eval_tokens": 1048 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1584, + "estimated_input_tokens": 396, + "estimated_eval_tokens": 1048 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues are only loosely related through custom trainer support, but they address different problems: `remove_unused_column` customizability vs FLOPS estimation for custom trainers.", + "confidence": 0.96, + "canonical_issue_reason": "#43598 is the more concrete, code-path-specific issue to represent the cluster, but it is not a duplicate of #43600.", + "canonical_pr_reason": null, + "best_issue_reason": "#43598 is the better standalone issue because it is specific and actionable, whereas #43600 is a separate FLOPS-estimation request.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43598", + "right": "issue:43600", + "accept": false, + "reason": "Related only at a broad Trainer/custom-trainer level; they concern different behaviors and would not be merged as the same underlying issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 11, + "component_count": 25, + "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": "12fe93de4dfcb1a082039e4e2036a7d041f19a84965c10fbd839eec4cf445d82", + "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 issues are related to Qwen model support, but they target different API surfaces: one asks for general Qwen3-Omni registration in AutoModel/AutoModelForConditionalGeneration, while the other asks for AutoModelForSequenceClassification support for Qwen3.5. They are not the same underlying bug/change.", + "confidence": 0.94, + "canonical_issue_reason": "Issue 43684 is the broader, more central request about adding Qwen3-Omni registration to the core auto-model classes.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43684 is the better representative because it describes the more general missing-registration problem rather than a single task-specific head.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43684", + "right": "issue:44405", + "accept": false, + "reason": "Different model families and different code paths: general AutoModel/AutoModelForConditionalGeneration registration vs. sequence-classification support. They are related but not duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 12, + "component_count": 25, + "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": "6dd46feed9773a5a8a32900383410c3a2c72ad9f67539e5418af73197e1ba42b", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4265, + "estimated_input_tokens": 1067, + "estimated_eval_tokens": 2390 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4265, + "estimated_input_tokens": 1067, + "estimated_eval_tokens": 2390 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Four very sparse closed issues: one titled \"Fett\" and three titled \"huggingface \". There is not enough body/detail evidence to confirm a shared underlying bug, so the cluster is too weak to merge beyond superficial title similarity.", + "confidence": 0.91, + "canonical_issue_reason": "Issue 43845 is the earliest of the repeated exact-title \"huggingface \" issues, so it is a reasonable anchor if one must pick a canonical issue.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43859 has the only discussion activity, making it the most informative representative despite the weak content.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43835", + "right": "issue:43845", + "accept": false, + "reason": "Only weak title similarity; \"Fett\" and \"huggingface\" do not indicate the same underlying issue." + }, + { + "left": "issue:43835", + "right": "issue:43846", + "accept": false, + "reason": "Only weak title similarity; no body or link evidence that these refer to the same bug." + }, + { + "left": "issue:43835", + "right": "issue:43859", + "accept": false, + "reason": "Only weak title similarity; no concrete shared problem is visible." + }, + { + "left": "issue:43845", + "right": "issue:43846", + "accept": false, + "reason": "Identical titles, but no description or linked evidence to verify the same underlying issue." + }, + { + "left": "issue:43845", + "right": "issue:43859", + "accept": false, + "reason": "Same broad title, but too little evidence to safely treat as duplicates." + }, + { + "left": "issue:43846", + "right": "issue:43859", + "accept": false, + "reason": "Same broad title, but no concrete bug details to confirm duplication." + } + ] + }, + "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": 25, + "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-44371-5", + "nodes": [ + "issue:44371", + "issue:44418", + "issue:44572", + "issue:44573", + "issue:44937" + ], + "soft_pairs": [ + "issue:44371|issue:44572", + "issue:44371|issue:44573", + "issue:44371|issue:44418", + "issue:44371|issue:44937", + "issue:44418|issue:44572", + "issue:44418|issue:44573", + "issue:44572|issue:44573", + "issue:44572|issue:44937", + "issue:44573|issue:44937" + ], + "prepared_review_unit_hash": "2ffd8c38d077895ab8ebfba322a024b1f87c0f42b6a1b7a51684840757009219", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 9, + "serialized_chars": 5788, + "estimated_input_tokens": 1447, + "estimated_eval_tokens": 3150 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 9, + "serialized_chars": 5788, + "estimated_input_tokens": 1447, + "estimated_eval_tokens": 3150 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These look like unrelated low-information/spam issues rather than true duplicates. One issue has a somewhat substantive documentation title, but the rest are generic spam or unrelated phrasing.", + "confidence": 0.22, + "canonical_issue_reason": "issue:44418 is the only item with a plausible non-spam title ('Documentation Enhancement Suggestion'); the others are generic spam-like or unrelated titles with no supporting detail.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44418 is the best available issue to anchor the cluster, but only weakly so; it is the most substantive and least obviously spammy item.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44371", + "right": "issue:44572", + "accept": false, + "reason": "Both are generic '' placeholders with no evidence of the same underlying bug or change beyond superficial similarity." + }, + { + "left": "issue:44371", + "right": "issue:44573", + "accept": false, + "reason": "Both are generic '' placeholders; no concrete shared problem is described." + }, + { + "left": "issue:44371", + "right": "issue:44418", + "accept": false, + "reason": "A spam placeholder and a documentation enhancement request are not the same underlying issue." + }, + { + "left": "issue:44371", + "right": "issue:44937", + "accept": false, + "reason": "'' and 'Check out \"Google LLC\"' do not indicate the same bug/change." + }, + { + "left": "issue:44418", + "right": "issue:44572", + "accept": false, + "reason": "Documentation enhancement request vs spam placeholder; no shared concrete issue." + }, + { + "left": "issue:44418", + "right": "issue:44573", + "accept": false, + "reason": "Documentation enhancement request vs spam placeholder; not a duplicate." + }, + { + "left": "issue:44572", + "right": "issue:44573", + "accept": false, + "reason": "Both are spam placeholders, but there is no evidence they describe the same underlying issue." + }, + { + "left": "issue:44572", + "right": "issue:44937", + "accept": false, + "reason": "A spam placeholder and an unrelated brand-name title are not the same artifact." + }, + { + "left": "issue:44573", + "right": "issue:44937", + "accept": false, + "reason": "A spam placeholder and an unrelated brand-name title are not the same issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 14, + "component_count": 25, + "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": "6f8fdb013f25d03a3d0259ffd227142e1d81a6de6ca3e808668c26bbf3da2da4", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1645, + "estimated_input_tokens": 412, + "estimated_eval_tokens": 1080 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1645, + "estimated_input_tokens": 412, + "estimated_eval_tokens": 1080 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues are highly similar and share the same title, but the evidence is not strong enough to confidently treat them as duplicates. #45145 is still the better canonical candidate if one must be chosen, but this should be a conservative call.", + "confidence": 0.79, + "canonical_issue_reason": "#45145 is the earlier issue and has an inbound reference, so it is the stronger canonical candidate, but the duplication evidence is only moderate rather than clearly decisive.", + "canonical_pr_reason": null, + "best_issue_reason": "#45145 is the best issue to point to because it predates #45151 and already has an inbound reference, though the pair should not be treated as confirmed duplicates based on the current evidence.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45145", + "right": "issue:45151", + "accept": false, + "reason": "Same title and some textual overlap, but the similarity signal is only moderate (Jaccard 0.63) and the metadata is not identical; this is not strong enough to confidently accept as the same underlying issue." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The canonical choice of #45145 is grounded by earlier creation and the inbound reference, but the duplicate claim is overstated. The packet only shows same title and a soft_similarity signal with Jaccard 0.63; that is not clearly \u201cvery high\u201d similarity, and there is some distinguishing metadata (different creation times, discussion activity, inbound references). Please keep the verdict more conservative." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 15, + "component_count": 25, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45295-2", + "nodes": [ + "issue:45295", + "issue:45373" + ], + "soft_pairs": [], + "prepared_review_unit_hash": "f5fd95fada2f530ab0999e343c17c16266cde0c7182bb22509972ca44827cd49", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 0, + "serialized_chars": 1286, + "estimated_input_tokens": 322, + "estimated_eval_tokens": 900 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 0, + "serialized_chars": 1286, + "estimated_input_tokens": 322, + "estimated_eval_tokens": 900 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues describe the same missing Gemma 4 sequence-classification support; the later, more specific open issue is the better cluster representative.", + "confidence": 0.94, + "canonical_issue_reason": "issue #45373 is the clearest canonical tracker: it is open, explicitly names the missing class `Gemma4ForSequenceClassification`, and states the module-level gap relative to Gemma 2/3.", + "canonical_pr_reason": null, + "best_issue_reason": "issue #45373 best captures the concrete request and likely remaining work, while #45295 is a shorter earlier duplicate with less detail and is already closed.", + "best_pr_reason": null, + "soft_edge_verdicts": [] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 16, + "component_count": 25, + "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": "9e6b0f9c86dd096d02aad6a25f3bb2acbbcda5c93c3973e91f4ab4b1a35d028a", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1477, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1477, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two closed issues have unrelated personal-name titles and different dates, with no body, links, or shared targets; they do not look like duplicate bug reports or the same underlying request.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "Neither issue is a good canonical duplicate target because there is no evidence they describe the same problem; they appear to be unrelated standalone entries.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45762", + "right": "issue:45763", + "accept": false, + "reason": "The titles refer to different people and different dates, and there is no supporting discussion, target, or content tying them to the same issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 17, + "component_count": 25, + "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": "f19af9fbc0806a467ba2399a059d475a5c8695669ddbd1889a966fe995b3a4e7", + "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": "These two closed issues do not appear to describe the same underlying problem; they are just name-and-date placeholders with no bug/change details in common.", + "confidence": 0.98, + "canonical_issue_reason": "No canonical issue can be justified here: neither issue contains substantive content, and there is no evidence they refer to the same report.", + "canonical_pr_reason": null, + "best_issue_reason": "Neither issue is a good representative for a duplicate cluster because there is no observable shared defect or subject matter beyond superficial formatting.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45764", + "right": "issue:45765", + "accept": false, + "reason": "Reject: the titles are different personal-name entries with different dates and no body content, so they do not look like the same underlying issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 18, + "component_count": 25, + "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": "84628f27370f88ff19073d53eca402e767a52a9910d266d884ac41c531cde65d", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1541, + "estimated_input_tokens": 386, + "estimated_eval_tokens": 1028 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1541, + "estimated_input_tokens": 386, + "estimated_eval_tokens": 1028 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues are unrelated: one requests adding a Qwen3 token-classification/value-model class, while the other asks for FP8 training support. They do not describe the same underlying bug or change.", + "confidence": 0.96, + "canonical_issue_reason": "Neither issue can serve as a canonical duplicate target for the other; they track different features in different areas.", + "canonical_pr_reason": null, + "best_issue_reason": "No single issue is a good global canonical choice because the requests are orthogonal and should remain separate.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45810", + "right": "issue:46295", + "accept": false, + "reason": "Different feature requests with no shared code path or concrete implementation overlap: Qwen3 token classification vs FP8 training support." + } + ] + }, + "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": 25, + "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": "8e0fb64cccff86d2184e89119a5894a69f3be224540297e30bf5830555db0cde", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 8, + "serialized_chars": 5727, + "estimated_input_tokens": 1432, + "estimated_eval_tokens": 3120 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 8, + "serialized_chars": 5727, + "estimated_input_tokens": 1432, + "estimated_eval_tokens": 3120 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is not one single duplicate set: it contains two exact duplicate issue pairs (45870/45871 and 45872/45873) plus a separate dataset-sales issue (45869). The example-request pair 45870/45871 is the best single canonical candidate because it is an exact duplicate and has slightly more activity.", + "confidence": 0.63, + "canonical_issue_reason": "45870 is an exact duplicate of 45871 and has a bit more discussion activity, so it is the cleanest issue to keep as the representative of that duplicate pair.", + "canonical_pr_reason": null, + "best_issue_reason": "45870 is the strongest representative among the issues because it is duplicated verbatim by 45871; the other exact pair (45872/45873) is a separate topic, and 45869 is unrelated.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45869", + "right": "issue:45870", + "accept": false, + "reason": "Different underlying requests: a financial data bundle/sample versus an example for financial time series prediction with DataForge." + }, + { + "left": "issue:45869", + "right": "issue:45871", + "accept": false, + "reason": "Different underlying requests: a financial data bundle/sample versus an example for financial time series prediction with DataForge." + }, + { + "left": "issue:45870", + "right": "issue:45871", + "accept": true, + "reason": "Exact duplicate title/body describing the same example request; these look like the same issue." + }, + { + "left": "issue:45870", + "right": "issue:45872", + "accept": false, + "reason": "Both are DataForge-related examples, but they describe different example concepts: prediction example versus prediction + scraping service." + }, + { + "left": "issue:45870", + "right": "issue:45873", + "accept": false, + "reason": "Different request text and scope; not the same underlying issue/change." + }, + { + "left": "issue:45871", + "right": "issue:45872", + "accept": false, + "reason": "Same broad area, but different concrete example request; not a duplicate." + }, + { + "left": "issue:45871", + "right": "issue:45873", + "accept": false, + "reason": "Same broad area, but different concrete example request; not a duplicate." + }, + { + "left": "issue:45872", + "right": "issue:45873", + "accept": true, + "reason": "Exact duplicate title/body describing the same DataForge financial time series + scraping service request." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: 45870/45871 and 45872/45873 are the two exact-looking duplicate pairs, and 45869 is clearly a different topic. The canonical choice of 45870 is also supported by its slightly higher discussion activity. The soft-edge verdicts are conservative and consistent with the evidence shown." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 20, + "component_count": 25, + "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": "fdad0476d255bb7189e57a427266c678487046287ddbe24d9f2e04ba30968260", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1636, + "estimated_input_tokens": 409, + "estimated_eval_tokens": 1074 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1636, + "estimated_input_tokens": 409, + "estimated_eval_tokens": 1074 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues are related to static-cache behavior around linear-attention, but they describe different failure modes: one is shape corruption leading to a RuntimeError, the other is a Qwen3.5 KeyError for `linear_attention`. I would not deduplicate them on the available evidence.", + "confidence": 0.76, + "canonical_issue_reason": "Issue #46439 is the better cluster representative because it describes the broader underlying static-cache/linear-attention corruption, while #46441 looks like a more specific model-triggered manifestation.", + "canonical_pr_reason": null, + "best_issue_reason": "#46439 is the best standalone issue to anchor the cluster since it states the core bug more generally and is not limited to one model name or one exception string.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46439", + "right": "issue:46441", + "accept": false, + "reason": "Both mention static cache and linear attention, but the reported failures differ materially (`RuntimeError` from wrong shapes vs `KeyError: 'linear_attention'`). On the available text, they do not clearly look like the same underlying bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 21, + "component_count": 25, + "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": "6b1608d0a1c51dbbe64dcd16ec83fda772a64a5a9d4ec6681dc6fa88aed9cbf1", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1706, + "estimated_input_tokens": 427, + "estimated_eval_tokens": 1110 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1706, + "estimated_input_tokens": 427, + "estimated_eval_tokens": 1110 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues are effectively duplicates: they have the same title and describe the same Wav2Vec2CTCTokenizer v5 special-token regression. The open issue is the better canonical thread for ongoing tracking.", + "confidence": 0.99, + "canonical_issue_reason": "Issue #46552 is open and has inbound references, so it is the better canonical tracker for the duplicated bug report.", + "canonical_pr_reason": null, + "best_issue_reason": "#46552 is the best issue to keep because it is the active/open report for the exact same tokenizer bug.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46551", + "right": "issue:46552", + "accept": true, + "reason": "Exact same title and same underlying regression description; this is a straightforward duplicate pair." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The verdict is grounded in the packet: both issues have identical titles, identical body length, and soft_similarity evidence with Jaccard 1.0. Choosing the open issue (#46552) as the canonical tracker is conservative and supported by its inbound references. No overstatement that would invalidate the duplicate call." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 22, + "component_count": 25, + "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": "319cf4de536fcd026f150bfcd07760eb279fa7358ec02bd1ffb08a5c8de218d2", + "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 both involve object-detection training, but they describe different failure modes: a tensor-shape mismatch versus out-of-memory after several epochs. They do not look like duplicates of the same underlying bug.", + "confidence": 0.87, + "canonical_issue_reason": "Issue #46657 is the better canonical issue because it states a concrete, actionable error symptom (\u201csize of tensors mismatch\u201d) rather than a broader training-stability complaint.", + "canonical_pr_reason": null, + "best_issue_reason": "#46657 is the best representative of the cluster since it is the more specific bug report and is easier to map to a single code-path problem.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46657", + "right": "issue:46692", + "accept": false, + "reason": "Different underlying problems: one is a tensor dimension mismatch during training, the other is OOM after some epochs in RT-DETR v2. Same broad 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": 23, + "component_count": 25, + "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": "f71232e210de7c732f0284921c84377cb4f10cf37465b8d7158ff0279440e035", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1671, + "estimated_input_tokens": 418, + "estimated_eval_tokens": 1092 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1671, + "estimated_input_tokens": 418, + "estimated_eval_tokens": 1092 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues are not duplicates: one reports a ZeRO-3 zero.Init partitioning/OOM problem in a composite multimodal model, while the other reports an unrelated 4-bit + device_map='auto' + max_memory dispatch-to-CPU ValueError.", + "confidence": 0.98, + "canonical_issue_reason": "Issue 46823 is the clearest standalone bug report: it names the exact loading configuration, the incorrect CPU dispatch behavior, and the resulting ValueError.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 46823 is the best representative because it is more self-contained and actionable, with a specific reproducer and explicit failure mode.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46822", + "right": "issue:46823", + "accept": false, + "reason": "Different underlying bugs and code paths: ZeRO-3 zero.Init partitioning/OOM during multi-GPU load vs 4-bit device_map/max_memory routing modules to CPU despite fitting. They share a broad theme of model loading, but not the same defect." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 24, + "component_count": 25, + "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-46906-6", + "nodes": [ + "issue:46906", + "issue:46940", + "issue:46948", + "issue:46969", + "issue:46985", + "issue:46998" + ], + "soft_pairs": [ + "issue:46906|issue:46940", + "issue:46906|issue:46948", + "issue:46906|issue:46969", + "issue:46906|issue:46985", + "issue:46906|issue:46998", + "issue:46940|issue:46948", + "issue:46940|issue:46969", + "issue:46940|issue:46985", + "issue:46940|issue:46998", + "issue:46948|issue:46969", + "issue:46948|issue:46985", + "issue:46948|issue:46998", + "issue:46969|issue:46985", + "issue:46969|issue:46998", + "issue:46985|issue:46998" + ], + "prepared_review_unit_hash": "ca350a7aabc2b3df753089251d05e69665a0fc2b06bb07841139064c1b8a0e47", + "component_budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 15, + "serialized_chars": 8797, + "estimated_input_tokens": 2200, + "estimated_eval_tokens": 4656 + }, + "budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 15, + "serialized_chars": 8797, + "estimated_input_tokens": 2200, + "estimated_eval_tokens": 4656 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "All six items are near-identical daily triage issues for \"serge\" integration failures, but they appear to be separate dated reports rather than one underlying bug report. The safest canonical representative is the earliest and most-referenced issue.", + "confidence": 0.88, + "canonical_issue_reason": "Pick issue 46906: it is the earliest in the series and has the strongest linkage/activity (highest inbound references and some discussion), making it the best cluster representative.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 46906 is the most suitable global issue representative because it is earliest, most visible, and likely the root triage thread for this recurring report pattern.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46906", + "right": "issue:46940", + "accept": false, + "reason": "Same triage template and subsystem, but different dates suggest separate daily reports rather than the same underlying issue." + }, + { + "left": "issue:46906", + "right": "issue:46948", + "accept": false, + "reason": "Looks like another dated triage snapshot; no evidence these describe the same concrete failure instance." + }, + { + "left": "issue:46906", + "right": "issue:46969", + "accept": false, + "reason": "The items are highly similar, but the date-stamped triage context points to distinct reports, not duplicates." + }, + { + "left": "issue:46906", + "right": "issue:46985", + "accept": false, + "reason": "Same recurring report format, but no shared error details or explicit linkage tying them to one bug." + }, + { + "left": "issue:46906", + "right": "issue:46998", + "accept": false, + "reason": "Different day, different triage issue; similarity alone is not enough to treat them as duplicates." + }, + { + "left": "issue:46940", + "right": "issue:46948", + "accept": false, + "reason": "Both are daily serge integration triage issues, but they appear to be separate runs of the same process." + }, + { + "left": "issue:46940", + "right": "issue:46969", + "accept": false, + "reason": "No concrete evidence of a single underlying bug; these read like adjacent dated snapshots." + }, + { + "left": "issue:46940", + "right": "issue:46985", + "accept": false, + "reason": "Highly similar template, but the date progression indicates distinct triage reports." + }, + { + "left": "issue:46940", + "right": "issue:46998", + "accept": false, + "reason": "Similar text is not enough here; likely separate daily integration-failure triage items." + }, + { + "left": "issue:46948", + "right": "issue:46969", + "accept": false, + "reason": "These seem to be successive dated triage issues, not the same issue instance." + }, + { + "left": "issue:46948", + "right": "issue:46985", + "accept": false, + "reason": "Same broad topic, but no explicit shared failure details or linking evidence." + }, + { + "left": "issue:46948", + "right": "issue:46998", + "accept": false, + "reason": "Likely separate reports for different dates in the serge triage series." + }, + { + "left": "issue:46969", + "right": "issue:46985", + "accept": false, + "reason": "Close textual similarity, but the dated triage framing suggests different reports." + }, + { + "left": "issue:46969", + "right": "issue:46998", + "accept": false, + "reason": "No indication they are the same underlying bug; they appear to be consecutive daily entries." + }, + { + "left": "issue:46985", + "right": "issue:46998", + "accept": false, + "reason": "Different dated triage reports with only template-level similarity." + } + ] + }, + "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": 25, + "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": "7cdcaaee5ef604f77e066a3996509829aa8abf4137565adc861f7a45e6322a3b", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1489, + "estimated_input_tokens": 373, + "estimated_eval_tokens": 1002 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1489, + "estimated_input_tokens": 373, + "estimated_eval_tokens": 1002 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues share the same title and have strong soft similarity, so they look like duplicate requests for RWKV7 model support. Issue #46984 is open, so it is the better canonical tracker.", + "confidence": 0.87, + "canonical_issue_reason": "Issue #46984 is open and newer, so it is the better active tracker for the RWKV7 model support request.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue #46984 is the best issue overall because it is open and can serve as the current canonical report for this request.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46983", + "right": "issue:46984", + "accept": true, + "reason": "Same title and strong soft similarity indicate the same underlying issue; the open issue can act as the canonical tracker." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The conclusion is a bit overstated. The packet supports that the two issues share the same title and have strong soft similarity, and that the open issue can be the active canonical tracker. But it does not provide the issue bodies, so saying the descriptions are \"very similar\" is not grounded. Please keep the duplicate/merge judgment more conservative and based on the title plus soft similarity only." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 1, + "component_count": 34, + "review_unit_index": 1, + "review_unit_count": 2, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-40546-36", + "nodes": [ + "pull_request:40546", + "pull_request:43451", + "pull_request:46196", + "pull_request:46266", + "pull_request:46658", + "pull_request:46707", + "pull_request:46836", + "pull_request:46891", + "pull_request:46895", + "pull_request:46902", + "pull_request:46903", + "pull_request:46907", + "pull_request:46908", + "pull_request:46912", + "pull_request:46920", + "pull_request:46926", + "pull_request:46927", + "pull_request:46928", + "pull_request:46941", + "pull_request:46949", + "pull_request:46950", + "pull_request:46951", + "pull_request:46954", + "pull_request:46958", + "pull_request:46961", + "pull_request:46965", + "pull_request:46968", + "pull_request:46970", + "pull_request:46971", + "pull_request:46974", + "pull_request:46977", + "pull_request:46986", + "pull_request:46995", + "pull_request:47006" + ], + "soft_pairs": [ + "pull_request:46895|pull_request:46958", + "pull_request:46903|pull_request:46958", + "pull_request:46950|pull_request:46951", + "pull_request:46927|pull_request:46950", + "pull_request:46950|pull_request:47006", + "pull_request:46927|pull_request:46951", + "pull_request:46951|pull_request:46971", + "pull_request:46949|pull_request:46971", + "pull_request:46927|pull_request:47006", + "pull_request:46951|pull_request:47006", + "pull_request:46971|pull_request:47006", + "pull_request:46941|pull_request:46970", + "pull_request:46908|pull_request:47006", + "pull_request:46908|pull_request:46928", + "pull_request:46902|pull_request:46965", + "pull_request:46970|pull_request:46971", + "pull_request:46907|pull_request:46926", + "pull_request:46927|pull_request:46986", + "pull_request:46926|pull_request:46928", + "pull_request:46951|pull_request:46986", + "pull_request:46926|pull_request:46941", + "pull_request:46928|pull_request:46941", + "pull_request:46907|pull_request:46928", + "pull_request:46928|pull_request:47006", + "pull_request:46954|pull_request:46961", + "pull_request:46941|pull_request:46986", + "pull_request:46954|pull_request:46977", + "pull_request:46941|pull_request:47006", + "pull_request:46907|pull_request:46908", + "pull_request:46908|pull_request:46951", + "pull_request:46907|pull_request:46941", + "pull_request:46926|pull_request:46927", + "pull_request:43451|pull_request:46954", + "pull_request:46954|pull_request:46968", + "pull_request:46954|pull_request:46958", + "pull_request:46958|pull_request:46961", + "pull_request:46958|pull_request:46977", + "pull_request:46961|pull_request:46974", + "pull_request:46958|pull_request:46974", + "pull_request:46974|pull_request:46977", + "pull_request:43451|pull_request:46920", + "pull_request:46920|pull_request:46968", + "pull_request:43451|pull_request:46958", + "pull_request:46968|pull_request:46974", + "pull_request:46971|pull_request:46974", + "pull_request:46920|pull_request:46961", + "pull_request:46961|pull_request:46968", + "pull_request:46920|pull_request:46977", + "pull_request:46968|pull_request:46977", + "pull_request:46958|pull_request:46968", + "pull_request:43451|pull_request:46707", + "pull_request:46266|pull_request:46707", + "pull_request:46707|pull_request:46961", + "pull_request:46891|pull_request:46961", + "pull_request:46196|pull_request:46995", + "pull_request:43451|pull_request:46891", + "pull_request:46707|pull_request:46977", + "pull_request:46891|pull_request:46977", + "pull_request:46707|pull_request:46968", + "pull_request:46891|pull_request:46968", + "pull_request:43451|pull_request:46836", + "pull_request:40546|pull_request:43451", + "pull_request:46912|pull_request:46977", + "pull_request:46196|pull_request:46965", + "pull_request:46836|pull_request:46961", + "pull_request:46836|pull_request:46977", + "pull_request:46836|pull_request:46965", + "pull_request:46196|pull_request:46977", + "pull_request:43451|pull_request:46658", + "pull_request:43451|pull_request:46965", + "pull_request:46836|pull_request:46995", + "pull_request:46658|pull_request:46961" + ], + "prepared_review_unit_hash": "740962695250eb97a7cd83946a5a23cc6a1e7659305bce2a31cf79b183d61cc8", + "component_budget": { + "node_count": 36, + "item_count": 36, + "soft_pair_count": 109, + "serialized_chars": 121331, + "estimated_input_tokens": 30333, + "estimated_eval_tokens": 60922 + }, + "budget": { + "node_count": 34, + "item_count": 34, + "soft_pair_count": 72, + "serialized_chars": 94412, + "estimated_input_tokens": 23603, + "estimated_eval_tokens": 47462 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly unrelated PRs. The only true duplicate-like subcluster is the CohereASR training-loss double-shift fix (46895/46958); the rest are model-additions, test workarounds, docs/CI changes, or different bug fixes.", + "confidence": 0.89, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46895 is the best canonical representative because it is the narrowest, most direct fix for the CohereASR double-shift bug; 46958 addresses the same underlying bug but with a broader alternative implementation.", + "best_issue_reason": null, + "best_pr_reason": "PR 46895 is the clearest global representative for the only real duplicate subcluster in this cluster: the CohereASR training-loss double-shift bug.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46895", + "right": "pull_request:46958", + "accept": true, + "reason": "Same CohereASR training-loss double-shift bug in the same forward/loss path; these are alternative implementations of the same fix." + }, + { + "left": "pull_request:46903", + "right": "pull_request:46958", + "accept": false, + "reason": "Same rough loss-shift theme, but 46903 also touches PPFormulaNet and targets a different issue, so it is not the same concrete change." + }, + { + "left": "pull_request:46950", + "right": "pull_request:46951", + "accept": false, + "reason": "Different fixes: Mamba2 OOM behavior versus a PEFT integration load workaround." + }, + { + "left": "pull_request:46927", + "right": "pull_request:46950", + "accept": false, + "reason": "Different models and failures: GLM46V output handling vs Mamba2 OOM." + }, + { + "left": "pull_request:46950", + "right": "pull_request:47006", + "accept": false, + "reason": "Mamba2 OOM/test workaround and Gemma3 cache behavior are unrelated bugs." + }, + { + "left": "pull_request:46927", + "right": "pull_request:46951", + "accept": false, + "reason": "Different models and subsystems; not the same bug or change." + }, + { + "left": "pull_request:46951", + "right": "pull_request:46971", + "accept": false, + "reason": "PEFT integration and Mamba2 test OOM fixes are unrelated." + }, + { + "left": "pull_request:46949", + "right": "pull_request:46971", + "accept": false, + "reason": "Whisper/audio-flamingo cache logic vs Mamba2 test OOM are different code paths." + }, + { + "left": "pull_request:46927", + "right": "pull_request:47006", + "accept": false, + "reason": "GLM46V model fix vs Gemma3 cache handling are unrelated." + }, + { + "left": "pull_request:46951", + "right": "pull_request:47006", + "accept": false, + "reason": "PEFT integration tweak and Gemma3 cache logic are unrelated changes." + }, + { + "left": "pull_request:46971", + "right": "pull_request:47006", + "accept": false, + "reason": "Mamba2 OOM workaround and Gemma3 cache logic are different bugs." + }, + { + "left": "pull_request:46941", + "right": "pull_request:46970", + "accept": false, + "reason": "DAC decoding math fix and MusicGen Melody generation behavior are different code paths." + }, + { + "left": "pull_request:46908", + "right": "pull_request:47006", + "accept": false, + "reason": "DeepSeekV3.2 test offload workaround vs Gemma3 cache logic are unrelated." + }, + { + "left": "pull_request:46908", + "right": "pull_request:46928", + "accept": false, + "reason": "DeepSeekV3.2 test load workaround and BLIP-2 tokenizer mapping are unrelated." + }, + { + "left": "pull_request:46902", + "right": "pull_request:46965", + "accept": false, + "reason": "Both are DeepSeekV4-related, but one is offload/save conversion and the other is use_cache support; different bugs." + }, + { + "left": "pull_request:46970", + "right": "pull_request:46971", + "accept": false, + "reason": "MusicGen Melody generation fix vs Mamba2 OOM test workaround; unrelated." + }, + { + "left": "pull_request:46907", + "right": "pull_request:46926", + "accept": false, + "reason": "EdgeTAM import-or-config fix and MiniMax M3 VL load workaround are unrelated." + }, + { + "left": "pull_request:46927", + "right": "pull_request:46986", + "accept": false, + "reason": "Different models and fixes: GLM46V vs GLM OCR." + }, + { + "left": "pull_request:46926", + "right": "pull_request:46928", + "accept": false, + "reason": "MiniMax M3 VL load workaround and BLIP-2 tokenizer change are unrelated." + }, + { + "left": "pull_request:46951", + "right": "pull_request:46986", + "accept": false, + "reason": "PEFT integration vs GLM OCR output mismatch are unrelated." + }, + { + "left": "pull_request:46926", + "right": "pull_request:46941", + "accept": false, + "reason": "MiniMax M3 VL load workaround and DAC decoder math fix are unrelated." + }, + { + "left": "pull_request:46928", + "right": "pull_request:46941", + "accept": false, + "reason": "BLIP-2 tokenizer mapping and DAC codebook distance fix are unrelated." + }, + { + "left": "pull_request:46907", + "right": "pull_request:46928", + "accept": false, + "reason": "EdgeTAM backbone kwarg cleanup and BLIP-2 tokenizer mapping are unrelated." + }, + { + "left": "pull_request:46928", + "right": "pull_request:47006", + "accept": false, + "reason": "BLIP-2 tokenizer mapping and Gemma3 cache logic are unrelated." + }, + { + "left": "pull_request:46954", + "right": "pull_request:46961", + "accept": false, + "reason": "Pytest-v9 compatibility fix and workflow normalization are unrelated." + }, + { + "left": "pull_request:46941", + "right": "pull_request:46986", + "accept": false, + "reason": "DAC quantization logic and GLM OCR model init are unrelated." + }, + { + "left": "pull_request:46954", + "right": "pull_request:46977", + "accept": false, + "reason": "Pytest-v9 compatibility fix and Mllama arg-name cleanup are unrelated." + }, + { + "left": "pull_request:46941", + "right": "pull_request:47006", + "accept": false, + "reason": "DAC decoder math fix and Gemma3 cache logic are unrelated." + }, + { + "left": "pull_request:46907", + "right": "pull_request:46908", + "accept": false, + "reason": "EdgeTAM and DeepSeekV3.2 are different model fixes." + }, + { + "left": "pull_request:46908", + "right": "pull_request:46951", + "accept": false, + "reason": "DeepSeekV3.2 test loading workaround and PEFT integration are unrelated." + }, + { + "left": "pull_request:46907", + "right": "pull_request:46941", + "accept": false, + "reason": "EdgeTAM and DAC fixes target different models and bugs." + }, + { + "left": "pull_request:46926", + "right": "pull_request:46927", + "accept": false, + "reason": "MiniMax M3 VL and GLM46V fixes are unrelated." + }, + { + "left": "pull_request:43451", + "right": "pull_request:46954", + "accept": false, + "reason": "Molmo2 model-add PR and GLM ASR pytest compatibility fix are unrelated." + }, + { + "left": "pull_request:46954", + "right": "pull_request:46968", + "accept": false, + "reason": "Workflow normalization and docs autolink cleanup are unrelated." + }, + { + "left": "pull_request:40546", + "right": "pull_request:43451", + "accept": false, + "reason": "VibeVoice and Molmo2 are different model-add PRs, not the same change." + }, + { + "left": "pull_request:46912", + "right": "pull_request:46977", + "accept": false, + "reason": "RoPE test expansion and Mllama arg-name cleanup are unrelated." + }, + { + "left": "pull_request:46196", + "right": "pull_request:46965", + "accept": false, + "reason": "wav2vec2 SDPA dispatch and DeepSeekV4 use_cache support are different model fixes." + }, + { + "left": "pull_request:46836", + "right": "pull_request:46961", + "accept": false, + "reason": "Unlimited OCR add and workflow normalization are unrelated." + }, + { + "left": "pull_request:46836", + "right": "pull_request:46977", + "accept": false, + "reason": "Unlimited OCR add and Mllama arg-name cleanup are unrelated." + }, + { + "left": "pull_request:46836", + "right": "pull_request:46965", + "accept": false, + "reason": "Unlimited OCR add and DeepSeekV4 use_cache support are unrelated." + }, + { + "left": "pull_request:46196", + "right": "pull_request:46977", + "accept": false, + "reason": "wav2vec2 SDPA dispatch and Mllama arg-name cleanup are unrelated." + }, + { + "left": "pull_request:43451", + "right": "pull_request:46658", + "accept": false, + "reason": "Molmo2 model-add PR and Step 3.7 Flash implementation are unrelated." + }, + { + "left": "pull_request:46266", + "right": "pull_request:46707", + "accept": false, + "reason": "DINO conversion-mapping changes and native FSDP2 migration are unrelated." + }, + { + "left": "pull_request:46658", + "right": "pull_request:46961", + "accept": false, + "reason": "Step 3.7 Flash implementation and workflow normalization are unrelated." + }, + { + "left": "pull_request:46891", + "right": "pull_request:46961", + "accept": false, + "reason": "PEFT CI workflow tweak and normalization workflow are unrelated." + }, + { + "left": "pull_request:46196", + "right": "pull_request:46995", + "accept": false, + "reason": "wav2vec2 SDPA dispatch and flash-linear-attention availability are different features." + }, + { + "left": "pull_request:43451", + "right": "pull_request:46891", + "accept": false, + "reason": "Molmo2 add PR and PEFT CI workflow tweak are unrelated." + }, + { + "left": "pull_request:46707", + "right": "pull_request:46977", + "accept": false, + "reason": "Native FSDP2 migration and Mllama arg-name cleanup are unrelated." + }, + { + "left": "pull_request:46891", + "right": "pull_request:46977", + "accept": false, + "reason": "PEFT CI workflow tweak and Mllama arg-name cleanup are unrelated." + }, + { + "left": "pull_request:46707", + "right": "pull_request:46968", + "accept": false, + "reason": "FSDP2 migration and docs autolink cleanup are unrelated." + }, + { + "left": "pull_request:46891", + "right": "pull_request:46968", + "accept": false, + "reason": "PEFT CI workflow tweak and docs autolink cleanup are unrelated." + }, + { + "left": "pull_request:43451", + "right": "pull_request:46836", + "accept": false, + "reason": "Molmo2 add PR and Unlimited OCR add PR are different model additions." + }, + { + "left": "pull_request:40546", + "right": "pull_request:43451", + "accept": false, + "reason": "VibeVoice and Molmo2 add different models and subsystems." + }, + { + "left": "pull_request:46658", + "right": "pull_request:46961", + "accept": false, + "reason": "Step 3.7 Flash implementation and workflow normalization are unrelated." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "Reject: the overall cluster summary is mostly grounded, but the canonical PR rationale overstates the evidence. PR 46958 also has an explicit issue target (46894), so 46895 is not uniquely the PR with an explicit issue link. Since that key distinction is incorrect, I wouldn\u2019t accept the summary as written." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 1, + "component_count": 34, + "review_unit_index": 2, + "review_unit_count": 2, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-40546-36", + "nodes": [ + "pull_request:43451", + "pull_request:44517", + "pull_request:46196", + "pull_request:46658", + "pull_request:46836", + "pull_request:46891", + "pull_request:46907", + "pull_request:46908", + "pull_request:46912", + "pull_request:46926", + "pull_request:46927", + "pull_request:46949", + "pull_request:46950", + "pull_request:46951", + "pull_request:46957", + "pull_request:46961", + "pull_request:46965", + "pull_request:46968", + "pull_request:46970", + "pull_request:46971", + "pull_request:46977", + "pull_request:46986", + "pull_request:47006" + ], + "soft_pairs": [ + "pull_request:46658|pull_request:46977", + "pull_request:44517|pull_request:46836", + "pull_request:43451|pull_request:46912", + "pull_request:44517|pull_request:46957", + "pull_request:43451|pull_request:46196", + "pull_request:43451|pull_request:46957", + "pull_request:46196|pull_request:46961", + "pull_request:46957|pull_request:46961", + "pull_request:46912|pull_request:46961", + "pull_request:44517|pull_request:46891", + "pull_request:46957|pull_request:46977", + "pull_request:46196|pull_request:46957", + "pull_request:46950|pull_request:46971", + "pull_request:46949|pull_request:46950", + "pull_request:46949|pull_request:46951", + "pull_request:46927|pull_request:46949", + "pull_request:46907|pull_request:46927", + "pull_request:46927|pull_request:46971", + "pull_request:46908|pull_request:46926", + "pull_request:46986|pull_request:47006", + "pull_request:46907|pull_request:46949", + "pull_request:46970|pull_request:47006", + "pull_request:46970|pull_request:46986", + "pull_request:46907|pull_request:47006", + "pull_request:46907|pull_request:46970", + "pull_request:46907|pull_request:46986", + "pull_request:46961|pull_request:46977", + "pull_request:43451|pull_request:46968", + "pull_request:43451|pull_request:46961", + "pull_request:43451|pull_request:46977", + "pull_request:46957|pull_request:46965", + "pull_request:46658|pull_request:46836", + "pull_request:46891|pull_request:46957", + "pull_request:46836|pull_request:46957", + "pull_request:46658|pull_request:46957", + "pull_request:46912|pull_request:46957", + "pull_request:46836|pull_request:46912" + ], + "prepared_review_unit_hash": "0efd9e8e1a12a0eaada33240949a847d1d050f8012f0575f9f3fb450abbdd530", + "component_budget": { + "node_count": 36, + "item_count": 36, + "soft_pair_count": 109, + "serialized_chars": 121331, + "estimated_input_tokens": 30333, + "estimated_eval_tokens": 60922 + }, + "budget": { + "node_count": 23, + "item_count": 23, + "soft_pair_count": 37, + "serialized_chars": 63156, + "estimated_input_tokens": 15789, + "estimated_eval_tokens": 31834 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "No soft edges look like true duplicates; the set is mostly unrelated model adds, test-only fixes, docs/workflow changes, and different infra bugs.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "There is no clear canonical PR because the candidates span unrelated changes across many models and subsystems, with no pair looking mergeable into one PR.", + "best_issue_reason": null, + "best_pr_reason": "PR 46957 is the most central infra change in the set, but it still addresses a different code path from the others and is not a safe canonical representative.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46658", + "right": "pull_request:46977", + "accept": false, + "reason": "Different changes: Step-3.7 Flash model build/convert code vs Mllama argument naming/deprecation." + }, + { + "left": "pull_request:44517", + "right": "pull_request:46836", + "accept": false, + "reason": "Both add model docs, but they are separate model additions for Qwen3-TTS and Unlimited OCR." + }, + { + "left": "pull_request:43451", + "right": "pull_request:46912", + "accept": false, + "reason": "Molmo2 model addition vs RoPE test/behavior improvements; unrelated artifacts." + }, + { + "left": "pull_request:44517", + "right": "pull_request:46957", + "accept": false, + "reason": "Qwen3-TTS model implementation vs FP8/generation infrastructure; not the same bug or feature." + }, + { + "left": "pull_request:43451", + "right": "pull_request:46196", + "accept": false, + "reason": "Molmo2 model addition vs wav2vec2 SDPA dispatch support; different code paths." + }, + { + "left": "pull_request:43451", + "right": "pull_request:46957", + "accept": false, + "reason": "Molmo2 addition and finegrained FP8/generation changes are unrelated." + }, + { + "left": "pull_request:46196", + "right": "pull_request:46961", + "accept": false, + "reason": "wav2vec2 modeling change vs CI workflow change; no shared underlying bug." + }, + { + "left": "pull_request:46957", + "right": "pull_request:46961", + "accept": false, + "reason": "FP8/generation code changes vs a branch-normalization CI workflow; unrelated." + }, + { + "left": "pull_request:46912", + "right": "pull_request:46961", + "accept": false, + "reason": "RoPE tests vs CI workflow automation; not the same change." + }, + { + "left": "pull_request:44517", + "right": "pull_request:46891", + "accept": false, + "reason": "Qwen3-TTS model add vs PEFT CI/test workflow update; different artifacts." + }, + { + "left": "pull_request:46957", + "right": "pull_request:46977", + "accept": false, + "reason": "FP8/generation infrastructure vs Mllama arg deprecation rename; different code paths." + }, + { + "left": "pull_request:46196", + "right": "pull_request:46957", + "accept": false, + "reason": "wav2vec2 attention dispatch support vs finegrained FP8/generation logic; unrelated." + }, + { + "left": "pull_request:46950", + "right": "pull_request:46971", + "accept": false, + "reason": "Both mention Mamba2 OOM, but one changes runtime kernel behavior and the other only adjusts tests/dtype loading." + }, + { + "left": "pull_request:46949", + "right": "pull_request:46950", + "accept": false, + "reason": "Whisper/audioflamingo3 cache fixes vs Mamba2 OOM fix; different models and bugs." + }, + { + "left": "pull_request:46949", + "right": "pull_request:46951", + "accept": false, + "reason": "Whisper/audioflamingo3 changes vs PEFT loading logic; unrelated." + }, + { + "left": "pull_request:46927", + "right": "pull_request:46949", + "accept": false, + "reason": "GLM46V input handling vs Whisper/audioflamingo3 cache behavior; different problems." + }, + { + "left": "pull_request:46907", + "right": "pull_request:46927", + "accept": false, + "reason": "EdgeTam processor kwarg cleanup vs GLM46V input casting/forward fix; not the same bug." + }, + { + "left": "pull_request:46927", + "right": "pull_request:46971", + "accept": false, + "reason": "GLM46V fix vs Mamba2 test/load change; different model paths." + }, + { + "left": "pull_request:46908", + "right": "pull_request:46926", + "accept": false, + "reason": "Similar symptom in tests, but they target different models and test files, so not a duplicate." + }, + { + "left": "pull_request:46986", + "right": "pull_request:47006", + "accept": false, + "reason": "GLM OCR model initialization fix vs Gemma3 cache_implementation handling; different code paths." + }, + { + "left": "pull_request:46907", + "right": "pull_request:46949", + "accept": false, + "reason": "EdgeTam backbone kwarg cleanup vs Whisper/audioflamingo3 cache bug; unrelated models." + }, + { + "left": "pull_request:46970", + "right": "pull_request:47006", + "accept": false, + "reason": "MusicGen Melody generation input prep vs Gemma3 cache config handling; different features." + }, + { + "left": "pull_request:46970", + "right": "pull_request:46986", + "accept": false, + "reason": "MusicGen Melody generation fix vs GLM OCR model construction fix; unrelated." + }, + { + "left": "pull_request:46961", + "right": "pull_request:46977", + "accept": false, + "reason": "Automation workflow vs Mllama API rename; no shared underlying change." + }, + { + "left": "pull_request:43451", + "right": "pull_request:46968", + "accept": false, + "reason": "Molmo2 model addition vs docs autolink cleanup; unrelated." + }, + { + "left": "pull_request:43451", + "right": "pull_request:46961", + "accept": false, + "reason": "Model addition vs CI workflow automation; not a duplicate." + }, + { + "left": "pull_request:43451", + "right": "pull_request:46977", + "accept": false, + "reason": "Molmo2 model addition vs Mllama argument deprecation; unrelated." + }, + { + "left": "pull_request:46957", + "right": "pull_request:46965", + "accept": false, + "reason": "Both touch generation/modeling code, but they fix different DeepSeekV4-related behaviors and are not the same bug." + }, + { + "left": "pull_request:46658", + "right": "pull_request:46836", + "accept": false, + "reason": "Two separate model additions (Step-3.7 Flash and Unlimited OCR), not one combined change." + }, + { + "left": "pull_request:46658", + "right": "pull_request:46957", + "accept": false, + "reason": "Step-3.7 Flash model scaffolding vs FP8/generation infrastructure; unrelated." + }, + { + "left": "pull_request:46912", + "right": "pull_request:46957", + "accept": false, + "reason": "RoPE test improvements vs FP8/generation logic; different concerns." + }, + { + "left": "pull_request:46836", + "right": "pull_request:46957", + "accept": false, + "reason": "Unlimited OCR model addition vs finegrained FP8/generation infrastructure; 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": 34, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-40755-2", + "nodes": [ + "pull_request:40755", + "pull_request:41224" + ], + "soft_pairs": [ + "pull_request:40755|pull_request:41224" + ], + "prepared_review_unit_hash": "a07fa1bc6904f80cadba6c98c9e60c7a156d73c94ac155276c697f4597acbae0", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4674, + "estimated_input_tokens": 1169, + "estimated_eval_tokens": 2594 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4674, + "estimated_input_tokens": 1169, + "estimated_eval_tokens": 2594 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two open PRs, but they are unrelated feature additions in different model families and should not be clustered as duplicates.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": "No single PR is a good cluster representative; 40755 adds TimesFM covariate forecasting, while 41224 adds DINOv3 image classification support.", + "soft_edge_verdicts": [ + { + "left": "pull_request:40755", + "right": "pull_request:41224", + "accept": false, + "reason": "Different models and code paths: TimesFM forecasting with covariates vs DINOv3 image classification support. They do not appear to fix the same bug or implement one mergeable change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 3, + "component_count": 34, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-41356-2", + "nodes": [ + "pull_request:41356", + "pull_request:44339" + ], + "soft_pairs": [ + "pull_request:41356|pull_request:44339" + ], + "prepared_review_unit_hash": "aead1308c167b0bae6ff11bf9358340baa5e76f816618383418b505a10a9cd01", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6050, + "estimated_input_tokens": 1513, + "estimated_eval_tokens": 3282 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6050, + "estimated_input_tokens": 1513, + "estimated_eval_tokens": 3282 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two DEIMv2 pull requests target the same model family, but they are not the same change: PR 41356 is an early/basic model + image processor add, while PR 44339 is a much broader follow-up that adds loss code, auto-mappings, conversion tooling, modular files, and more integration work.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44339 is the more complete and representative DEIMv2 implementation; PR 41356 looks like an earlier partial version of the same model bring-up.", + "best_issue_reason": null, + "best_pr_reason": "PR 44339 is the strongest single artifact for the cluster because it subsumes the basic model work and includes the broader integration needed for a full Transformers addition.", + "soft_edge_verdicts": [ + { + "left": "pull_request:41356", + "right": "pull_request:44339", + "accept": false, + "reason": "Same model area, but not the same concrete change: 44339 expands the implementation substantially and adds new code paths beyond the basic PR 41356. They look like related iterations, not mergeable duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 4, + "component_count": 34, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-41855-13", + "nodes": [ + "pull_request:41855", + "pull_request:42668", + "pull_request:43251", + "pull_request:43254", + "pull_request:43424", + "pull_request:43823", + "pull_request:43995", + "pull_request:44827", + "pull_request:45170", + "pull_request:45213", + "pull_request:45655", + "pull_request:46048", + "pull_request:46267" + ], + "soft_pairs": [ + "pull_request:41855|pull_request:43823", + "pull_request:41855|pull_request:43424", + "pull_request:42668|pull_request:43823", + "pull_request:43251|pull_request:43823", + "pull_request:43251|pull_request:44827", + "pull_request:43424|pull_request:44827", + "pull_request:43424|pull_request:43823", + "pull_request:43823|pull_request:45655", + "pull_request:43823|pull_request:43995", + "pull_request:43995|pull_request:45213", + "pull_request:43995|pull_request:44827", + "pull_request:44827|pull_request:45170", + "pull_request:44827|pull_request:46267", + "pull_request:44827|pull_request:46048", + "pull_request:44827|pull_request:45655", + "pull_request:44827|pull_request:45213", + "pull_request:43823|pull_request:45213", + "pull_request:43251|pull_request:43254" + ], + "prepared_review_unit_hash": "0e94a1ee4a49b38d7ebd5d7a51f7d235ffb3bd2507521d21b8ffc1c9b088781f", + "component_budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 18, + "serialized_chars": 34784, + "estimated_input_tokens": 8696, + "estimated_eval_tokens": 17648 + }, + "budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 18, + "serialized_chars": 34784, + "estimated_input_tokens": 8696, + "estimated_eval_tokens": 17648 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is mostly unrelated PRs with one clear duplicate pair around `fixed_cross_entropy` kwargs support. Only PRs 43251 and 43254 appear to implement the same underlying change; the rest touch different models, docs, or features and should not be merged as duplicates.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 43251 is the better canonical representative for the duplicate pair because it is directly issue-linked to 43240 and covers the concrete `fixed_cross_entropy` behavior change in full context.", + "best_issue_reason": null, + "best_pr_reason": "PR 43251 is the best overall representative: it targets the exact code path, has explicit issue linkage, and its diff is the more complete version of the same fix.", + "soft_edge_verdicts": [ + { + "left": "pull_request:41855", + "right": "pull_request:43823", + "accept": false, + "reason": "Different features: Mistral tokenizer method additions vs adding a new MobileLLM model." + }, + { + "left": "pull_request:41855", + "right": "pull_request:43424", + "accept": false, + "reason": "Tokenizer API additions and executorch dynamic-shape tests are unrelated changes." + }, + { + "left": "pull_request:42668", + "right": "pull_request:43823", + "accept": false, + "reason": "Processor auto-loading robustness is unrelated to introducing MobileLLM model support." + }, + { + "left": "pull_request:43251", + "right": "pull_request:43823", + "accept": false, + "reason": "Cross-entropy kwargs plumbing and a new model implementation are unrelated code paths." + }, + { + "left": "pull_request:43251", + "right": "pull_request:44827", + "accept": false, + "reason": "Both mention model/training infrastructure, but they fix different problems in different subsystems." + }, + { + "left": "pull_request:43424", + "right": "pull_request:44827", + "accept": false, + "reason": "Executorch export tests do not overlap with Mistral4 test/model fixes." + }, + { + "left": "pull_request:43424", + "right": "pull_request:43823", + "accept": false, + "reason": "A dynamic-shape export test is not the same underlying change as adding MobileLLM." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45655", + "accept": false, + "reason": "New model addition and config-resolution ordering fix are unrelated." + }, + { + "left": "pull_request:43823", + "right": "pull_request:43995", + "accept": false, + "reason": "Adding MobileLLM and refactoring Falcon output collection are different model changes." + }, + { + "left": "pull_request:43995", + "right": "pull_request:45213", + "accept": false, + "reason": "Falcon forward refactor and a model-creation skill are not the same code change." + }, + { + "left": "pull_request:43995", + "right": "pull_request:44827", + "accept": false, + "reason": "Falcon output-interface refactor and Mistral4 test fixes address different models and bugs." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45170", + "accept": false, + "reason": "Mistral4 test/model fixes and CLIP-like `layrnorm` renaming are unrelated issues." + }, + { + "left": "pull_request:44827", + "right": "pull_request:46267", + "accept": false, + "reason": "Mistral4 fixes and chat response parsing updates are different feature areas." + }, + { + "left": "pull_request:44827", + "right": "pull_request:46048", + "accept": false, + "reason": "Mistral4 testing/model changes and adding a TDT loss kernel are unrelated." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45655", + "accept": false, + "reason": "Mistral4 fixes and config-resolution ordering are different problems." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45213", + "accept": false, + "reason": "A Mistral4 fix PR and a model-creation skill do not share the same concrete change." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45213", + "accept": false, + "reason": "MobileLLM implementation and the model-creation skill are not duplicates." + }, + { + "left": "pull_request:43251", + "right": "pull_request:43254", + "accept": true, + "reason": "Both PRs modify `fixed_cross_entropy` to pass supported `cross_entropy` kwargs (`weight`, `label_smoothing`) and address the same underlying loss-wrapper bug." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The only positive duplicate callout, PR 43251 vs 43254, is supported by the shared file/function, shared issue target 43240, and matching `cross_entropy` kwarg plumbing. The other pairwise rejections are also consistent with the diffs and do not overstate duplication or mergeability." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 5, + "component_count": 34, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-42975-2", + "nodes": [ + "pull_request:42975", + "pull_request:42976" + ], + "soft_pairs": [ + "pull_request:42975|pull_request:42976" + ], + "prepared_review_unit_hash": "b01da44b477dcee5c87bf8c5c99aa105f2e372ae157483cee64259b5b7fb94a0", + "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 maintenance goals: one is specifically for Node 24 compatibility across many actions, while the other upgrades a smaller set of actions to newer major versions. They overlap in some workflows but are not the same change.", + "confidence": 0.87, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #42975 is the better canonical PR because its title and diff describe the clearer underlying change: a broad GitHub Actions compatibility upgrade for Node 24 across many workflows.", + "best_issue_reason": null, + "best_pr_reason": "PR #42975 is the best representative of the cluster since it captures the main maintenance theme more precisely; PR #42976 is a narrower dependency bump focused on docker/build-push-action and related workflow updates.", + "soft_edge_verdicts": [ + { + "left": "pull_request:42975", + "right": "pull_request:42976", + "accept": false, + "reason": "Reject: both are workflow-action upgrade PRs, but they are not the same concrete change. #42975 is about Node 24 compatibility for GitHub Actions, while #42976 upgrades specific actions to latest versions (notably docker/build-push-action v6). They overlap in files but could not be merged as one identical fix." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 6, + "component_count": 34, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-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": "2a36368e6bce87d6677e6481d3f94440359583817fbf42cf96948c5ecb3fd3b5", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 4, + "serialized_chars": 13047, + "estimated_input_tokens": 3262, + "estimated_eval_tokens": 6780 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 4, + "serialized_chars": 13047, + "estimated_input_tokens": 3262, + "estimated_eval_tokens": 6780 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "All four PRs are separate model-addition efforts (ViT NEPA, Molmo, CTSM, Step3p7). They share framework/registry files, but each targets a different model and code path, so none are duplicates.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45490 is a strong representative because it is a substantial, self-contained model addition with high review activity and touches the usual model/config/auto-registration/test surfaces.", + "best_issue_reason": null, + "best_pr_reason": "PR #45490 is the best single representative of the cluster: it is complete enough to stand alone and appears to be the most reviewed/central model-addition PR among the set.", + "soft_edge_verdicts": [ + { + "left": "pull_request:42978", + "right": "pull_request:43448", + "accept": false, + "reason": "Different models and implementations (ViT NEPA vs Molmo). Shared docs/auto-registration files are expected boilerplate, not the same underlying change." + }, + { + "left": "pull_request:42978", + "right": "pull_request:45490", + "accept": false, + "reason": "Different model families with distinct code paths (ViT NEPA vs CTSM). The overlap is only in generic registry/docs files." + }, + { + "left": "pull_request:43448", + "right": "pull_request:45490", + "accept": false, + "reason": "Molmo and CTSM are separate model additions with different configs, model code, and tests; this is not one mergeable fix/change." + }, + { + "left": "pull_request:45490", + "right": "pull_request:46562", + "accept": false, + "reason": "CTSM and Step3p7 are different model additions. Shared auto/modeling/docs files do not indicate the same underlying bug or feature." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 7, + "component_count": 34, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-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": "749efb9ec791085c92d0b67ca94352db7919d778503f4501745fc5bb09657f2d", + "component_budget": { + "node_count": 7, + "item_count": 7, + "soft_pair_count": 15, + "serialized_chars": 19596, + "estimated_input_tokens": 4899, + "estimated_eval_tokens": 10054 + }, + "budget": { + "node_count": 7, + "item_count": 7, + "soft_pair_count": 15, + "serialized_chars": 19596, + "estimated_input_tokens": 4899, + "estimated_eval_tokens": 10054 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The cluster is mostly heterogeneous and contains several unrelated PRs that only share superficial test/issue patterns. The only strong duplicate-like relationship is the YOLOS device mismatch fixes, where PR 46886 is a partial fix and PR 46922 extends the same concrete fix path in the same model file and shared target issue.", + "confidence": 0.89, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46922 is the strongest representative because it fixes the concrete YOLOS device-mismatch path directly and also includes the related `_no_split_modules` change, making it the most complete version of that fix.", + "best_issue_reason": null, + "best_pr_reason": "PR 46922 is the best single PR for the cluster\u2019s only real duplicate-like thread: it addresses the YOLOS auto-device-map mismatch at runtime and is more complete than PR 46886.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43291", + "right": "pull_request:43665", + "accept": false, + "reason": "Both are test-only PRs with generic/fake test changes in different models; no shared bug or concrete code path." + }, + { + "left": "pull_request:43291", + "right": "pull_request:44815", + "accept": false, + "reason": "Whisper tokenizer/test fix and FP8 dequant fix are unrelated subsystems and problems." + }, + { + "left": "pull_request:43291", + "right": "pull_request:46380", + "accept": false, + "reason": "Whisper tests and generation watermarking validation fix are unrelated; only superficial PR similarity." + }, + { + "left": "pull_request:43291", + "right": "pull_request:46922", + "accept": false, + "reason": "Whisper test changes do not match the YOLOS runtime device-mismatch fix." + }, + { + "left": "pull_request:43665", + "right": "pull_request:46539", + "accept": false, + "reason": "Different test files and different targets; no evidence of the same underlying bug." + }, + { + "left": "pull_request:43665", + "right": "pull_request:44815", + "accept": false, + "reason": "Generic test edits versus FP8 loader/dequant logic; not the same change." + }, + { + "left": "pull_request:43665", + "right": "pull_request:46380", + "accept": false, + "reason": "These touch unrelated model tests versus generation config/runtime behavior." + }, + { + "left": "pull_request:43665", + "right": "pull_request:46922", + "accept": false, + "reason": "CLIP/ViT test-only edits are unrelated to YOLOS device placement fixes." + }, + { + "left": "pull_request:44815", + "right": "pull_request:46539", + "accept": false, + "reason": "FP8 quantization/dequant code and Phimoe integration test/CI changes are different problems." + }, + { + "left": "pull_request:44815", + "right": "pull_request:46380", + "accept": false, + "reason": "Different code paths: FP8 kernel/loading versus generation watermarking validation." + }, + { + "left": "pull_request:44815", + "right": "pull_request:46922", + "accept": false, + "reason": "FP8/dequant changes are unrelated to YOLOS model-device mismatch fixes." + }, + { + "left": "pull_request:46380", + "right": "pull_request:46539", + "accept": false, + "reason": "Generation watermarking validation and Phimoe integration test infrastructure fixes are unrelated." + }, + { + "left": "pull_request:46380", + "right": "pull_request:46922", + "accept": false, + "reason": "No shared concrete bug; generation config validation is unrelated to YOLOS runtime behavior." + }, + { + "left": "pull_request:46539", + "right": "pull_request:46922", + "accept": false, + "reason": "CI/device-memory setup for Phimoe tests is not the same issue as YOLOS device mismatch." + }, + { + "left": "pull_request:46886", + "right": "pull_request:46922", + "accept": true, + "reason": "Both PRs target the same YOLOS device-mismatch issue on the same file and shared issue target; 46922 adds a runtime device fix plus the same split-module adjustment, so they are plausibly mergeable into one change." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well grounded in the packet and stays conservative. The YOLOS pair (46886, 46922) is the only clearly related thread: both touch the same model file and shared issue target, and 46922 plausibly subsumes 46886 by adding the runtime device fix plus the `_no_split_modules` adjustment. The unrelated PR pair rejections are also appropriately cautious." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 8, + "component_count": 34, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-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": "45b2f843d8d0c2cecf3f8bfbd65b19e16f6ab0ead3dc8bddbd319adc6f1ca021", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 6349, + "estimated_input_tokens": 1588, + "estimated_eval_tokens": 3432 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 6349, + "estimated_input_tokens": 1588, + "estimated_eval_tokens": 3432 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are three separate '[don't merge]' repository test/CI PRs with only superficial similarity: one changes setup/versioning and a ViT test, one rewrites several comment/notification workflows plus test utilities, and one switches a security-gate workflow trigger. They are not duplicates of the same underlying change.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "No true duplicate canonical PR exists here; the PRs touch different temporary bot/CI code paths. If one must serve as the cluster representative, PR 43532 is the broadest and most informative item.", + "best_issue_reason": null, + "best_pr_reason": "PR 43532 is the best representative of the cluster only because it is the broadest and has the most discussion, but it is still a distinct workflow/test change rather than the same fix as the others.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43488", + "right": "pull_request:46747", + "accept": false, + "reason": "Different changes: setup/version + dependency/test tweak versus a workflow trigger change in pr-ci-security-gate. Only superficial 'don't merge' similarity." + }, + { + "left": "pull_request:43488", + "right": "pull_request:43532", + "accept": false, + "reason": "Both are repo-check/test PRs, but they modify different areas and code paths: setup.py/ViT test versus multiple CI workflows and testing utilities." + }, + { + "left": "pull_request:43532", + "right": "pull_request:46747", + "accept": false, + "reason": "Both touch workflow files, but they are different concrete changes in different workflows and behaviors, so they should not be merged as duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 9, + "component_count": 34, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43612-2", + "nodes": [ + "pull_request:43612", + "pull_request:43613" + ], + "soft_pairs": [ + "pull_request:43612|pull_request:43613" + ], + "prepared_review_unit_hash": "657090d461d2392148a9e56b9c6b839e789e10c585561a65e941cc7b7431dd8a", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6082, + "estimated_input_tokens": 1521, + "estimated_eval_tokens": 3298 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6082, + "estimated_input_tokens": 1521, + "estimated_eval_tokens": 3298 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are related but distinct pull requests: one adds a Promptable Concept Segmentation pipeline, the other adds a Promptable Visual Segmentation pipeline. They share documentation and pipeline plumbing, but they target different tasks, model families, and tests, so they should not be treated as duplicates.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #43613 is the better representative if one must be chosen: it covers a broader, more mature promptable visual segmentation stack and integrates multiple models/tests, whereas #43612 is a separate concept-segmentation feature.", + "best_issue_reason": null, + "best_pr_reason": "PR #43613 is the stronger standalone PR in this cluster because it has wider implementation coverage and more supporting model/test changes. However, it should not subsume #43612 since the underlying task and code path are different.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43612", + "right": "pull_request:43613", + "accept": false, + "reason": "Do not merge: these are different pipelines for different segmentation tasks (concept vs visual). Shared docs and pipeline infrastructure are not enough to indicate the same concrete bug or change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 10, + "component_count": 34, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43651-2", + "nodes": [ + "pull_request:43651", + "pull_request:43663" + ], + "soft_pairs": [ + "pull_request:43651|pull_request:43663" + ], + "prepared_review_unit_hash": "a69e2c1e0ebb67f3eb07329fabf00852bf4bb98d98b13be7b0f7b7cf269eec23", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4292, + "estimated_input_tokens": 1073, + "estimated_eval_tokens": 2402 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4292, + "estimated_input_tokens": 1073, + "estimated_eval_tokens": 2402 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two open PRs both touch `trainer.py`, but they address different extension points in `Trainer`: one changes gradient-accumulation loss scaling, the other extracts signature-column logic for column filtering. They are not the same underlying change.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #43651 is the more concrete behavior change: it alters `training_step` loss normalization and adds `_loss_is_scaled_for_ga` to control gradient-accumulation scaling. It is a clearer representative of the cluster than the column-filtering refactor.", + "best_issue_reason": null, + "best_pr_reason": "PR #43651 is the best representative PR because it contains a targeted functional fix with a specific runtime effect, whereas #43663 is a separate trainer extensibility change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43651", + "right": "pull_request:43663", + "accept": false, + "reason": "Do not merge: both edit `src/transformers/trainer.py`, but one is about gradient-accumulation loss scaling and the other is about extracting signature columns for dataset column filtering. Different code paths, different behavior, not the same fix." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 11, + "component_count": 34, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43656-2", + "nodes": [ + "pull_request:43656", + "pull_request:43842" + ], + "soft_pairs": [ + "pull_request:43656|pull_request:43842" + ], + "prepared_review_unit_hash": "65cd6dc70c9b06c8e0a1dab4ed9f49925b36869e092be42ff111d8548ae38082", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 3663, + "estimated_input_tokens": 916, + "estimated_eval_tokens": 2088 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 3663, + "estimated_input_tokens": 916, + "estimated_eval_tokens": 2088 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both pull requests touch `src/transformers/cli/serve.py` and involve `TypeAdapter`, but they fix different problems: one is a broader annotations/type-hint cleanup tied to a NameError in the CLI, while the other specifically handles `TypeAdapter` when `pydantic` is not installed. They are related but not the same underlying change, so they should not be merged as duplicates.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single canonical PR: these are separate fixes for different `TypeAdapter`/annotation failure modes in the same file.", + "best_issue_reason": null, + "best_pr_reason": "43842 is the more focused and actionable fix because it directly addresses the `TypeAdapter` import/annotation issue when `pydantic` is absent; 43656 is broader and targets a different code-path problem.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43656", + "right": "pull_request:43842", + "accept": false, + "reason": "Same file and similar symptom class, but different root causes: 43656 is an annotations/`TypeAdapter` NameError cleanup, while 43842 specifically fixes the `pydantic`-absent import path. Not the same change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 12, + "component_count": 34, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43779-2", + "nodes": [ + "pull_request:43779", + "pull_request:43816" + ], + "soft_pairs": [ + "pull_request:43779|pull_request:43816" + ], + "prepared_review_unit_hash": "e7c674adcc031aa8883109a5dfc678b4407fb20b10764302092e384d031ba83a", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4362, + "estimated_input_tokens": 1091, + "estimated_eval_tokens": 2438 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4362, + "estimated_input_tokens": 1091, + "estimated_eval_tokens": 2438 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both pull requests appear to implement the same SwanLab integration change: adding run id/resume support in `integration_utils.py` for issue #43698, with one variant also expanding the docs. They are strong duplicate PR candidates.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #43816 is the cleaner representative: it carries the same SwanLab id/resume support plus the accompanying documentation updates, making it the more complete version of the shared change.", + "best_issue_reason": null, + "best_pr_reason": "PR #43816 is the best global representative because it appears to include the full feature change and docs for SwanLab run id/resume support, while #43779 is the narrower implementation-focused variant.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43779", + "right": "pull_request:43816", + "accept": true, + "reason": "Same underlying SwanLab callback enhancement for id/resume support in the same file and same issue target; the doc differences do not change the core code-path change, so these are duplicate PRs." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: both PRs target issue #43698, touch the same file, and the previews indicate the same SwanLab id/resume support with #43816 adding docs. The duplicate/mergeable verdict is conservative enough given the shared target and overlapping code change." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 13, + "component_count": 34, + "review_unit_index": 1, + "review_unit_count": 2, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43996-28", + "nodes": [ + "pull_request:43996", + "pull_request:43997", + "pull_request:44007", + "pull_request:44010", + "pull_request:44013", + "pull_request:44017", + "pull_request:44018", + "pull_request:44019", + "pull_request:44044", + "pull_request:44056", + "pull_request:44059", + "pull_request:44066", + "pull_request:44068", + "pull_request:44071", + "pull_request:44072", + "pull_request:44073", + "pull_request:44074", + "pull_request:44076", + "pull_request:44085", + "pull_request:44086", + "pull_request:44098", + "pull_request:44101", + "pull_request:44116", + "pull_request:44129", + "pull_request:44154", + "pull_request:44161", + "pull_request:44722" + ], + "soft_pairs": [ + "pull_request:43996|pull_request:44085", + "pull_request:43996|pull_request:44044", + "pull_request:44066|pull_request:44085", + "pull_request:44007|pull_request:44072", + "pull_request:44072|pull_request:44722", + "pull_request:44066|pull_request:44072", + "pull_request:44013|pull_request:44044", + "pull_request:44066|pull_request:44086", + "pull_request:44066|pull_request:44071", + "pull_request:44018|pull_request:44068", + "pull_request:44066|pull_request:44068", + "pull_request:44018|pull_request:44066", + "pull_request:44019|pull_request:44722", + "pull_request:44086|pull_request:44722", + "pull_request:44019|pull_request:44085", + "pull_request:44018|pull_request:44019", + "pull_request:44019|pull_request:44071", + 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"summary": "This is mostly a thematic cluster of model-by-model output-tracing refactors tied to the same broad tracking issue, not one true duplicate change. The only strong duplicate/overlap candidates are within GPT-Neo and GPT-J/CodeGen; the rest are separate model-specific PRs that should stay distinct.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44722 is the broadest representative of the GPT-J/CodeGen output-tracing refactor, with explicit issue linkage and the clearest multi-file scope, so it works best as the cluster anchor.", + "best_issue_reason": null, + "best_pr_reason": "PR 44722 is the most suitable triage anchor because it most completely captures the repeated GPT-J/CodeGen decorator-based tracing change that other similar PRs converge on.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43996", + "right": "pull_request:44085", + "accept": false, + "reason": "Different model families; they only share the broad output-tracing theme and issue target, not the same concrete change." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44044", + "accept": false, + "reason": "FNet/CVT refactor vs DeBERTa refactor; same umbrella issue, but unrelated code paths." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44085", + "accept": true, + "reason": "Both are GPT-J output-tracing refactors on the same underlying code path and could plausibly be merged into one PR." + }, + { + "left": "pull_request:44007", + "right": "pull_request:44072", + "accept": false, + "reason": "RegNet/ResNet-style tracing refactor vs EfficientNet tracing refactor; same theme, different model implementations." + }, + { + "left": "pull_request:44072", + "right": "pull_request:44722", + "accept": false, + "reason": "EfficientNet vs GPT-J/CodeGen; only the general tracing pattern matches, not the bug/change." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44072", + "accept": false, + "reason": "GPT-J/CodeGen versus EfficientNet; not the same code-path problem." + }, + { + "left": "pull_request:44013", + "right": "pull_request:44044", + "accept": false, + "reason": "MobileNetV2 tracing cleanup and DeBERTa tracing cleanup are separate model-specific changes." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-J/CodeGen output tracing vs MGP-STR output tracing; different models and implementations." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-J/CodeGen and MPT are unrelated refactors that only resemble each other structurally." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44068", + "accept": true, + "reason": "Both touch GPT-Neo output tracing in the same model/file family and look like the same refactor." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44068", + "accept": false, + "reason": "GPT-J/CodeGen and GPT-Neo are different model code paths, so they are not duplicates." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44066", + "accept": false, + "reason": "GPT-Neo versus GPT-J/CodeGen; similar decorator migration, but not the same change." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44722", + "accept": false, + "reason": "ResNet refactor and GPT-J/CodeGen refactor are unrelated beyond the shared tracing pattern." + }, + { + "left": "pull_request:44086", + "right": "pull_request:44722", + "accept": false, + "reason": "MGP-STR and GPT-J/CodeGen are distinct model implementations; 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same theme only at a very high level." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-Neo and MGP-STR are separate model-specific tracing updates." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT2 output tracing and MGP-STR output tracing are different code paths." + }, + { + "left": "pull_request:44098", + "right": "pull_request:44101", + "accept": false, + "reason": "ViLT and Flaubert/XLM are unrelated model-specific refactors." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44722", + "accept": false, + "reason": "GPT2 and GPT-J/CodeGen are not the same change, only the refactor pattern matches." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44161", + "accept": false, + "reason": "Segformer and LongT5 changes are unrelated beyond sharing standardized output capture language." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44722", + "accept": false, + "reason": "Segformer and GPT-J/CodeGen are different model families and code paths." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44073", + "accept": false, + "reason": "Segformer and VisualBert are separate refactors, not one duplicate change." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-Neo and MPT are different model implementations." + }, + { + "left": "pull_request:44073", + "right": "pull_request:44101", + "accept": false, + "reason": "VisualBert versus Flaubert/XLM; same pattern, different concrete change." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT2 and MPT are unrelated model-specific output-tracing updates." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44101", + "accept": false, + "reason": "MPNet and Flaubert/XLM are separate model families." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44068", + "accept": false, + "reason": "GPT2 and GPT-Neo are different model code paths." + }, + { + "left": "pull_request:44101", + "right": "pull_request:44161", + "accept": false, + "reason": "Flaubert/XLM and LongT5 are unrelated implementations." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44017", + "accept": false, + "reason": "RegNet and Segformer are different vision models; same tracing migration, not same bug." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44056", + "accept": false, + "reason": "RegNet and MPNet are unrelated model families." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44076", + "accept": false, + "reason": "MPT and ImageGPT are separate model-specific refactors." + }, + { + "left": "pull_request:44074", + "right": "pull_request:44101", + "accept": false, + "reason": "TextNet and Flaubert/XLM are different implementations." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44018", + "accept": false, + "reason": "RegNet and GPT-Neo are unrelated model code paths." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44161", + "accept": false, + "reason": "MPNet and LongT5 are different models; only the output-tracing motif is shared." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44161", + "accept": false, + "reason": "RegNet and LongT5 are separate refactors with no shared concrete code path." + }, + { + "left": "pull_request:44074", + "right": "pull_request:44161", + "accept": false, + "reason": "TextNet and LongT5 are unrelated model-specific updates." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44161", + "accept": false, + "reason": "GPT-Neo and LongT5 are different architectures and output paths." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44129", + "accept": false, + "reason": "MPT and SpeechT5 are unrelated changes." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44071", + "accept": false, + "reason": "RegNet and MPT are different model families." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44071", + "accept": false, + "reason": "SqueezeBert and MPT are separate refactors, not a duplicate change." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44129", + "accept": false, + "reason": "GPT-Neo and SpeechT5 are different code paths." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44073", + "accept": false, + "reason": "SqueezeBert and VisualBert are distinct model-specific changes." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44074", + "accept": false, + "reason": "DeBERTa and TextNet are unrelated model implementations." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44074", + "accept": false, + "reason": "RegNet and TextNet are different model families." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44044", + "accept": false, + "reason": "SqueezeBert and DeBERTa refactors are not the same concrete bug/change." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44074", + "accept": false, + "reason": "DeBERTa and TextNet touch different model code paths." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44722", + "accept": true, + "reason": "Both are GPT-J/CodeGen output-tracing decorator refactors and overlap on the same concrete change." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44722", + "accept": true, + "reason": "Both are GPT-J output-tracing refactors on the same code path; they could be merged into one PR." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44129", + "accept": false, + "reason": "GPT-J and SpeechT5 are unrelated model-specific changes." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44007", + "accept": false, + "reason": "FNet/CVT and RegNet/ResNet-style tracing refactors are separate model ports." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44129", + "accept": false, + "reason": "FNet/CVT and SpeechT5 are different model code paths." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44129", + "accept": false, + "reason": "DeBERTa and SpeechT5 are unrelated changes." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44154", + "accept": false, + "reason": "DeBERTa and ViT-S are different model implementations." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The cluster summary is grounded in the packet: these PRs are mostly model-specific output-tracing refactors around the same umbrella issue, with GPT-Neo and GPT-J/CodeGen being the only plausible overlap groups. The true soft-edge matches are conservative and appear mergeable into single bugfix PRs, and the false matches avoid overstating cross-family similarity." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 13, + "component_count": 34, + "review_unit_index": 2, + "review_unit_count": 2, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43996-28", + "nodes": [ + "pull_request:43997", + "pull_request:44010", + "pull_request:44024", + "pull_request:44056", + "pull_request:44073", + "pull_request:44074", + "pull_request:44076", + "pull_request:44129" + ], + "soft_pairs": [ + "pull_request:44024|pull_request:44076", + "pull_request:44073|pull_request:44074", + "pull_request:44056|pull_request:44073", + "pull_request:44056|pull_request:44074", + "pull_request:43997|pull_request:44010", + "pull_request:44010|pull_request:44129" + ], + "prepared_review_unit_hash": "b6d91de1244a7c1ce8ebc16fc33bdd6216f17bad0176d29b13e3ff4015a59545", + "component_budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 78, + "serialized_chars": 84893, + "estimated_input_tokens": 21224, + "estimated_eval_tokens": 42704 + }, + "budget": { + "node_count": 8, + "item_count": 8, + "soft_pair_count": 6, + "serialized_chars": 17123, + "estimated_input_tokens": 4281, + "estimated_eval_tokens": 8818 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "All items are model-specific PRs for the same broad refactor pattern\u2014standardizing output tracing/capture\u2014but they affect different architectures and code paths, so they should not be merged as duplicates. The cluster is thematic rather than duplicate-heavy.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44129 is the best canonical representative: it has an explicit issue target, a clearer end-to-end output-tracing refactor, and enough diff context to describe the pattern without being too trivial.", + "best_issue_reason": null, + "best_pr_reason": "PR 44129 is the strongest single PR to anchor the cluster because it is the most concretely scoped and explicitly linked, while still matching the shared standardized output-capture theme.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44024", + "right": "pull_request:44076", + "accept": false, + "reason": "Both are standardized-output refactors, but they touch different model implementations (FocalNet vs ImageGPT) and different model-specific tracing setups, so they are not the same underlying change." + }, + { + "left": "pull_request:44073", + "right": "pull_request:44074", + "accept": false, + "reason": "These are similar refactors, but VisualBert and TextNet are separate code paths with distinct output handling; they are not mergeable as one duplicate PR." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44073", + "accept": false, + "reason": "Both target output tracing modernization, but they modify different models and different layer classes, so they do not fix the same concrete bug/change." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44074", + "accept": false, + "reason": "Shared theme only; MPNet and TextNet have separate implementations and the diffs are model-specific refactors, not one shared underlying fix." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44010", + "accept": false, + "reason": "RegNet and SqueezeBert are unrelated model paths; these are parallel refactors to standardized output collection, not duplicates of the same change." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44129", + "accept": false, + "reason": "Although both involve output-capture refactoring, SqueezeBert and SpeechT5 change different model code paths and are not plausibly 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": 14, + "component_count": 34, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43998-13", + "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": "2c644e18b20056224f3f0958342a96f7edf9df043a010ed8c260f758585388f3", + "component_budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 40, + "serialized_chars": 40175, + "estimated_input_tokens": 10044, + "estimated_eval_tokens": 20344 + }, + "budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 40, + "serialized_chars": 40175, + "estimated_input_tokens": 10044, + "estimated_eval_tokens": 20344 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs form a topical family of model-specific output-tracing refactors, but they are not duplicates: each targets a different architecture and code path. I reject all soft-edge pairings.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical duplicate PR: the cluster contains separate model-level refactors across unrelated files and architectures, so there is no single underlying change to merge them into.", + "best_issue_reason": null, + "best_pr_reason": "PR 44025 is the most representative single PR in the set because it is a self-contained output-tracing refactor that spans two closely related files, but it is still not a duplicate of the others.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43998", + "right": "pull_request:44002", + "accept": false, + "reason": "Different model-specific refactors in different files; no shared concrete bug or mergeable code path." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44000", + "accept": false, + "reason": "Timm backbone vs vision-text dual encoder are unrelated architectures; similarity is only thematic." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44001", + "accept": false, + "reason": "Different models and files; this is the same refactor pattern, not the same underlying change." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44003", + "accept": false, + "reason": "Timm backbone and mamba/falcon_mamba touch unrelated code paths, so they are not duplicates." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44029", + "accept": false, + "reason": "Backbone refactor vs RWKV refactor are separate model implementations with no shared fix." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44001", + "accept": false, + "reason": "MobileNetV1 and UnivNet are unrelated models; same output-tracing theme, different changes." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44002", + "accept": false, + "reason": "Different architectures and files; no evidence of a single underlying bug or change." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44025", + "accept": false, + "reason": "MobileNetV1 vs Depth Anything are separate model-specific refactors, not one mergeable PR." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44026", + "accept": false, + "reason": "MobileNetV1 and vision-encoder-decoder are unrelated code paths despite similar decorator changes." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44027", + "accept": false, + "reason": "MobileNetV1 and speech-encoder-decoder are different models; not the same concrete bug/change." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44001", + "accept": false, + "reason": "Vision-text dual encoder and UnivNet are unrelated; the overlap is only in refactoring style." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44002", + "accept": false, + "reason": "Different model families and files; no shared code-path problem." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44003", + "accept": false, + "reason": "Vision-text dual encoder and mamba/falcon_mamba are distinct implementations with no common fix." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44025", + "accept": false, + "reason": "These are separate model refactors in unrelated subsystems, not duplicate PRs." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44002", + "accept": false, + "reason": "UnivNet and UperNet are unrelated models; same refactor pattern is not enough." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44003", + "accept": false, + "reason": "UnivNet vs mamba/falcon_mamba do not share a concrete code path or bug." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44025", + "accept": false, + "reason": "Different models and files; no evidence they fix the same underlying issue." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44029", + "accept": false, + "reason": "UperNet and RWKV are unrelated architectures; this is superficial similarity only." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44003", + "accept": false, + "reason": "UperNet vs mamba/falcon_mamba are separate model-specific changes, not duplicates." + }, + { + "left": "pull_request:44003", + "right": "pull_request:44028", + "accept": false, + "reason": "Mamba/falcon_mamba and SuperPoint are unrelated code paths and cannot be merged as one fix." + }, + { + "left": "pull_request:44003", + "right": "pull_request:44004", + "accept": false, + "reason": "Mamba/falcon_mamba and CodeGen are different model families; no shared bug or change." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44004", + "accept": false, + "reason": "Timm backbone and CodeGen are unrelated architectures, so the pair is not a duplicate." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44004", + "accept": false, + "reason": "UnivNet and CodeGen touch different model implementations with no common code path." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44004", + "accept": false, + "reason": "UperNet and CodeGen are unrelated; similar refactor naming does not indicate duplication." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44004", + "accept": false, + "reason": "Vision-text dual encoder vs CodeGen are different subsystems and different fixes." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44026", + "accept": false, + "reason": "Depth Anything and vision-encoder-decoder are separate model wrappers; same output-tracing pattern, different change." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44027", + "accept": false, + "reason": "Depth Anything and speech-encoder-decoder are unrelated model implementations." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44028", + "accept": false, + "reason": "Depth Anything and SuperPoint do not share the same concrete bug or code path." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44029", + "accept": false, + "reason": "Depth Anything and RWKV are unrelated architectures; not mergeable as one PR." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44030", + "accept": false, + "reason": "Depth Anything and DPR are distinct model-specific refactors, not duplicates." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44029", + "accept": false, + "reason": "Vision encoder-decoder and RWKV are unrelated code paths; only the refactor motif overlaps." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44027", + "accept": false, + "reason": "Both are encoder-decoder wrappers, but vision and speech are separate implementations with separate changes." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44028", + "accept": false, + "reason": "Vision encoder-decoder and SuperPoint are different models and do not fix the same problem." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44030", + "accept": false, + "reason": "Vision encoder-decoder and DPR are unrelated model wrappers, so this is not a duplicate pair." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44028", + "accept": false, + "reason": "Speech encoder-decoder and SuperPoint are unrelated code paths; no shared underlying issue." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44029", + "accept": false, + "reason": "Speech encoder-decoder vs RWKV are separate architectures with no common fix." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44030", + "accept": false, + "reason": "Speech encoder-decoder and DPR are different model families; not the same change." + }, + { + "left": "pull_request:44028", + "right": "pull_request:44029", + "accept": false, + "reason": "SuperPoint and RWKV are unrelated models; similarity is only at the refactor pattern level." + }, + { + "left": "pull_request:44028", + "right": "pull_request:44030", + "accept": false, + "reason": "SuperPoint and DPR are different code paths and should not be merged as duplicates." + }, + { + "left": "pull_request:44029", + "right": "pull_request:44030", + "accept": false, + "reason": "RWKV and DPR are unrelated model implementations with no shared 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": 34, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-44662-2", + "nodes": [ + "pull_request:44662", + "pull_request:45401" + ], + "soft_pairs": [ + "pull_request:44662|pull_request:45401" + ], + "prepared_review_unit_hash": "638aee13dd990a323f2f44ad1e23da3b925ade744cb923b31eb47a359a31ee74", + "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": "Both items are model-addition pull requests that overlap in shared registry/docs files, but they implement different models with distinct code paths and should not be deduplicated.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "No issue items are present, so there is no canonical issue. As a PR representative, PenguinVL is the stronger anchor because it is more complete, has far more review activity, and is not a draft.", + "best_issue_reason": null, + "best_pr_reason": "PenguinVL is the better cluster representative due to its larger, finished implementation surface and substantial review history. Voxtral TTS is draft and explicitly tied to a different issue/model.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44662", + "right": "pull_request:45401", + "accept": false, + "reason": "Reject: these are different model integrations (PenguinVL vs Voxtral TTS). The overlap is mostly generic Transformers plumbing and docs/auto-registry updates, not the same concrete bug or change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 16, + "component_count": 34, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-44965-2", + "nodes": [ + "pull_request:44965", + "pull_request:46845" + ], + "soft_pairs": [ + "pull_request:44965|pull_request:46845" + ], + "prepared_review_unit_hash": "11a2c78bba47cb9ad1cb6f6eeac854560dcf16b8fe7fc68ac0df996367c56105", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4219, + "estimated_input_tokens": 1055, + "estimated_eval_tokens": 2366 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4219, + "estimated_input_tokens": 1055, + "estimated_eval_tokens": 2366 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both items are open pull requests with different goals: one changes a workflow to convert PRs to draft, while the other tweaks PR CI routing and adds a placeholder code change. They do not look like the same underlying fix/change, so this is not a duplicate cluster.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "Prefer PR 46845 as the canonical representative because it has a clearer, more concrete CI-related scope and identifiable code changes; PR 44965 is a separate workflow experiment with a vague title and unrelated draft-conversion behavior.", + "best_issue_reason": null, + "best_pr_reason": "PR 46845 is the best representative PR for the cluster since it is more substantive and specific, while PR 44965 appears to be a distinct workflow tweak rather than the same change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44965", + "right": "pull_request:46845", + "accept": false, + "reason": "Different changes: 44965 edits the documentation workflow to convert PRs to draft, while 46845 changes PR CI routing and includes an unrelated placeholder code edit. They are not 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": 17, + "component_count": 34, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-44979-2", + "nodes": [ + "pull_request:44979", + "pull_request:45363" + ], + "soft_pairs": [ + "pull_request:44979|pull_request:45363" + ], + "prepared_review_unit_hash": "ca0b33fab1c5ccdfaef6190c379e31737e432de459463470fb36e9096c512408", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4408, + "estimated_input_tokens": 1102, + "estimated_eval_tokens": 2460 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4408, + "estimated_input_tokens": 1102, + "estimated_eval_tokens": 2460 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs are related at a high level around fusion, but they implement different layers of the feature: one adds a generic Module Fusion API, the other adds a specific n-to-1 KernelConfig-based fusion path and example. They do not look like the same mergeable change.", + "confidence": 0.72, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44979 is the more canonical reusable feature proposal: it introduces a dedicated module fusion API and tests in a focused way. PR 45363 is a broader, draft kernel-fusion integration with different files and a different concrete mechanism.", + "best_issue_reason": null, + "best_pr_reason": "PR 44979 is the best representative of the cluster because it is the core API addition rather than an application-specific fusion integration. It is also more self-contained and appears closer to a stable, reviewable feature.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44979", + "right": "pull_request:45363", + "accept": false, + "reason": "They are fusion-related but not the same underlying change: 44979 adds a generic Module Fusion API, while 45363 wires n-to-1 fusion through KernelConfig with different integration files and a draft example. They would not plausibly be merged as one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 18, + "component_count": 34, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45086-2", + "nodes": [ + "pull_request:45086", + "pull_request:45317" + ], + "soft_pairs": [ + "pull_request:45086|pull_request:45317" + ], + "prepared_review_unit_hash": "1bb6f6ee71266d86a87737ed0d082263059d070a84ca6040b4c246fbfc8e675f", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4414, + "estimated_input_tokens": 1104, + "estimated_eval_tokens": 2464 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4414, + "estimated_input_tokens": 1104, + "estimated_eval_tokens": 2464 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs address the same AttributeError in `_patch_mistral_regex` by switching from `tokenizer.backend_tokenizer.pre_tokenizer` to `tokenizer.pre_tokenizer`; #45317 is the more complete version with added tests.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "#45317 is the better canonical PR because it contains the same fix as #45086 plus tests, and its title/description are more explicit about the failure mode and condition.", + "best_issue_reason": null, + "best_pr_reason": "#45317 is the best representative for the cluster since it fully covers the bug fix and validation, whereas #45086 is just the minimal patch.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45086", + "right": "pull_request:45317", + "accept": true, + "reason": "Same concrete code-path bug and same fix in the same file; #45317 appears to be an expanded follow-up of #45086 with tests, so they are mergeable into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 19, + "component_count": 34, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45115-2", + "nodes": [ + "pull_request:45115", + "pull_request:45569" + ], + "soft_pairs": [ + "pull_request:45115|pull_request:45569" + ], + "prepared_review_unit_hash": "4ef9f2312d9ac02846612c0255fd1843371002f4dd7d7fd0b8d857a8931483f0", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6065, + "estimated_input_tokens": 1517, + "estimated_eval_tokens": 3290 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6065, + "estimated_input_tokens": 1517, + "estimated_eval_tokens": 3290 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs are about Nemotron H, but they target different changes: #45115 is a narrow refactor/backward-compatibility dispatcher and weight-mapping update, while #45569 is a broader implementation split that introduces dedicated NemotronH Dense/Sparse models plus docs/tests. They are related, but not the same underlying change.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "#45569 is the more complete, user-facing implementation: it adds the new NemotronHDense/NemotronHSparse model paths, updates auto-mappings/docs, and includes tests. #45115 is a narrower refactor focused on inheritance and conversion mapping.", + "best_issue_reason": null, + "best_pr_reason": "#45569 is the best representative PR for this cluster because it captures the concrete product change more fully and stands alone as the main model-family implementation work. #45115 is a partial refactor rather than the same change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45115", + "right": "pull_request:45569", + "accept": false, + "reason": "Shared NemotronH files indicate the same subsystem, but the PRs are not the same fix/change: #45115 is a refactor/backward-compat conversion update, while #45569 introduces dedicated dense/sparse model variants, docs, and tests. They could not plausibly be merged as one duplicate PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 20, + "component_count": 34, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45332-2", + "nodes": [ + "pull_request:45332", + "pull_request:45333" + ], + "soft_pairs": [ + "pull_request:45332|pull_request:45333" + ], + "prepared_review_unit_hash": "7cecdd58ef27e371d50982dfbd47a418aebc43a06fdbcc14d34e4272fa519be6", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6091, + "estimated_input_tokens": 1523, + "estimated_eval_tokens": 3302 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6091, + "estimated_input_tokens": 1523, + "estimated_eval_tokens": 3302 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs are closely related but not duplicates: one adds heterogeneous per-layer configuration support, while the other adds broader heterogeneous model/masking/cache integration on top of that configuration layer.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": "PR #45332 is the broader, more representative change set for the overall heterogeneous-model feature, covering configuration plus modeling, cache, and masking integrations.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45332", + "right": "pull_request:45333", + "accept": false, + "reason": "The overlap is mainly the shared configuration/doc/test foundation. #45332 also changes modeling, cache, and masking code paths, while #45333 is limited to per-layer configuration. They are related but not the same concrete fix and would not naturally merge into one PR without scope conflict." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 21, + "component_count": 34, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45415-2", + "nodes": [ + "pull_request:45415", + "pull_request:45425" + ], + "soft_pairs": [ + "pull_request:45415|pull_request:45425" + ], + "prepared_review_unit_hash": "b66861d7a06bc2c948e209db26be2c33c415021d21ec06719ecde655ef262d13", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5513, + "estimated_input_tokens": 1379, + "estimated_eval_tokens": 3014 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5513, + "estimated_input_tokens": 1379, + "estimated_eval_tokens": 3014 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both items are typing-related pull requests, but they address different scopes: one is a broad repository-wide type-checking pass, while the other adds specific typing protocols/helpers for a narrower set of modules. They are related in theme, not duplicates.", + "confidence": 0.87, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45415 is the better canonical representative because it is the broader umbrella change: it updates type-checking settings and touches many transformer modules in one sweep.", + "best_issue_reason": null, + "best_pr_reason": "PR 45415 is the best overall PR to anchor this cluster because it most clearly represents the cluster\u2019s main theme of introducing type checking across the codebase.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45415", + "right": "pull_request:45425", + "accept": false, + "reason": "They are both typing-related, but 45415 is a broad type-checking pass across many files while 45425 adds specific typing protocols and fixes for a narrower set of modules. They do not look like the same underlying change 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": 22, + "component_count": 34, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45548-2", + "nodes": [ + "pull_request:45548", + "pull_request:45662" + ], + "soft_pairs": [ + "pull_request:45548|pull_request:45662" + ], + "prepared_review_unit_hash": "1fbd06cc3e5bb17ac944344b0729e93531f83e58b75315a72b01390c1ea754a8", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4507, + "estimated_input_tokens": 1127, + "estimated_eval_tokens": 2510 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4507, + "estimated_input_tokens": 1127, + "estimated_eval_tokens": 2510 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs are about expert-parallel loading, but they address different bugs: #45548 fixes EP + DeepSpeed ZeRO-3/accelerate-launch config handling, while #45662 fixes EP + FSDP2 expert weights being overwritten by rank-0 broadcast. They are related, but not duplicates.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45662 is the stronger representative for the cluster because it targets a concrete EP/FSDP2 corruption path with a clear fix across loading/sharding code, whereas #45548 addresses a separate accelerate/ZeRO-3 configuration/loading path.", + "best_issue_reason": null, + "best_pr_reason": "PR #45662 is the best single representative of the cluster: it has the most specific failure mode, touches the relevant loading/sharding paths directly, and is not just a broad EP cleanup.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45548", + "right": "pull_request:45662", + "accept": false, + "reason": "Related EP-loading area, but the bugs differ: #45548 adds distributed_config serialization plus has_ep for accelerate/ZeRO-3 loading, while #45662 prevents expert parameters from being overwritten during FSDP2 shard/broadcast handling. Not 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": 23, + "component_count": 34, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45639-2", + "nodes": [ + "pull_request:45639", + "pull_request:45645" + ], + "soft_pairs": [ + "pull_request:45639|pull_request:45645" + ], + "prepared_review_unit_hash": "ec5c56d1c9976df35ffb46a719058221284ae7a67af3707546a3adbf9c00775b", + "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 collision problem under issue #45561. PR #45645 appears to be the broader superset, adding both the worker-safe file handling and CI aggregation of multiple captured_info files, while #45639 covers only the testing_utils side.", + "confidence": 0.88, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45645 is the better canonical PR because it covers the core xdist-safe captured_info fix and also includes the CI workflow update needed to consume multiple worker files.", + "best_issue_reason": null, + "best_pr_reason": "PR #45645 is the best representative of the cluster since it addresses the same underlying bug and includes the broader end-to-end handling; #45639 is a narrower subset.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45639", + "right": "pull_request:45645", + "accept": true, + "reason": "Both PRs fix the same captured_info xdist collision in testing_utils and are plausibly mergeable into one change; #45645 simply adds the CI-side log collection on top." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 24, + "component_count": 34, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45720-2", + "nodes": [ + "pull_request:45720", + "pull_request:46259" + ], + "soft_pairs": [ + "pull_request:45720|pull_request:46259" + ], + "prepared_review_unit_hash": "046a883ea9c56dcda9732b045cc2d10f1d94824aba912b65d6a12562ac4390de", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 7234, + "estimated_input_tokens": 1809, + "estimated_eval_tokens": 3874 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 7234, + "estimated_input_tokens": 1809, + "estimated_eval_tokens": 3874 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two open PRs in transformer modeling files, but they address different linting rules and different code paths: TRF003 changes forward return-dict/tuple behavior, while TRF018 changes weight-initialization patterns. The filename overlap is broad and not enough to treat them as duplicates.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR as a duplicate target: these are distinct PRs for different linter rules (TRF003 vs TRF018) and different fixes.", + "best_issue_reason": null, + "best_pr_reason": "pull_request:45720 is the more concrete, self-contained code-path change (forward signature/return behavior) if one artifact must represent the cluster.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45720", + "right": "pull_request:46259", + "accept": false, + "reason": "Different underlying changes: 45720 implements TRF003 around return-tuple/return_dict handling in model forwards, while 46259 implements TRF018 around model weight initialization. Shared model filenames are incidental." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 25, + "component_count": 34, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45737-2", + "nodes": [ + "pull_request:45737", + "pull_request:45738" + ], + "soft_pairs": [ + "pull_request:45737|pull_request:45738" + ], + "prepared_review_unit_hash": "cc2ade73a49ec6a8883a7a24c433988645588bcd049e8aad2bce56b1b24daa1c", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4131, + "estimated_input_tokens": 1033, + "estimated_eval_tokens": 2322 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4131, + "estimated_input_tokens": 1033, + "estimated_eval_tokens": 2322 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs address the same MusicgenMelody cache initialization bug in `forward()`: replacing `EncoderDecoderCache(DynamicCache, DynamicCache)` with a single `DynamicCache`. PR #45737 is the more complete duplicate because it bundles the fix with a regression test, while #45738 is the fix-only variant.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45737 is the best canonical PR because it contains the same code fix as #45738 plus a regression test, making it the most complete representation of the bug fix.", + "best_issue_reason": null, + "best_pr_reason": "PR #45737 is the strongest overall candidate: it fixes the concrete cache bug and adds a targeted regression test, whereas #45738 only changes the implementation.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45737", + "right": "pull_request:45738", + "accept": true, + "reason": "Same underlying code-path bug in `musicgen_melody` cache setup; the diffs match on the core fix and the test-only addition in #45737 could plausibly live in the same PR as #45738." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The assessment is grounded in the packet: both PRs make the same `musicgen_melody` cache initialization change, and #45737 only adds a regression test on top of that fix. The soft-edge accept is conservative enough because the diffs are mergeable into one PR for the same bugfix." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 26, + "component_count": 34, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45932-2", + "nodes": [ + "pull_request:45932", + "pull_request:46100" + ], + "soft_pairs": [ + "pull_request:45932|pull_request:46100" + ], + "prepared_review_unit_hash": "da6db31f43296c1190049f3f3115d9179b6f155735f9e15464db6e1425a01636", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5161, + "estimated_input_tokens": 1291, + "estimated_eval_tokens": 2838 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5161, + "estimated_input_tokens": 1291, + "estimated_eval_tokens": 2838 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two pull requests are not duplicates: one is a mixed PR about CI/observability and model implementation details, while the other is a test migration adding kernel/model tests. They do not appear to fix the same concrete code-path problem or belong in one merged PR.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": "No clear canonical PR: 45932 is a workflow/model-code change set, while 46100 is a test-only migration; they target different concerns and are not mergeable as one fix.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45932", + "right": "pull_request:46100", + "accept": false, + "reason": "Different scope and purpose: 45932 touches CI secrets and several model/config files, while 46100 adds/updates tests and a DDP config. They do not share the same underlying bug or code-path fix." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 27, + "component_count": 34, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46126-2", + "nodes": [ + "pull_request:46126", + "pull_request:46269" + ], + "soft_pairs": [ + "pull_request:46126|pull_request:46269" + ], + "prepared_review_unit_hash": "d3aeb30af16d81b392a7c9743ea777cee5539445a7b04ab66128b047b7653b8c", + "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 two PRs overlap in distributed code, but they are not the same change: one is a focused EP/trainer integration PR, while the other is a broad branch-base PR spanning CI and many unrelated distributed files.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #46126 is the more specific, concrete change centered on EP + Trainer integration and the router/tensor-parallel code path; it is a better representative than the broad branch-base PR.", + "best_issue_reason": null, + "best_pr_reason": "PR #46126 is the best PR to anchor the cluster because it has a single clear feature scope and a targeted diff, whereas PR #46269 is a wide-ranging distributed branch base with mixed unrelated edits.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46126", + "right": "pull_request:46269", + "accept": false, + "reason": "Reject: they share distributed filenames, but the PRs are not the same underlying fix/change. #46126 is a focused EP/trainer integration, while #46269 is a broad branch-base PR touching CI and many other areas, so they should not be merged as duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 28, + "component_count": 34, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-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": "9b92f6711a1da27918eb285e9ff4917b683f3deec04ebda59a1a5eafc9d6cbe7", + "component_budget": { + "node_count": 10, + "item_count": 10, + "soft_pair_count": 31, + "serialized_chars": 26682, + "estimated_input_tokens": 6671, + "estimated_eval_tokens": 13598 + }, + "budget": { + "node_count": 10, + "item_count": 10, + "soft_pair_count": 31, + "serialized_chars": 26682, + "estimated_input_tokens": 6671, + "estimated_eval_tokens": 13598 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is mostly superficial CI/workflow similarity, not true duplicate changes. The PRs split into several unrelated workflow edits, and none of the soft edges should be merged. If one PR must be chosen as the representative anchor, 46554 is the most substantive standalone security-gate fix.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single PR is a true duplicate canonical for the whole cluster; 46554 is the most substantive, self-contained workflow change and the best representative anchor.", + "best_issue_reason": null, + "best_pr_reason": "46554 is the clearest standalone PR to keep as the representative because it changes actual security-gate behavior, while the others are smaller or unrelated workflow tweaks.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46138", + "right": "pull_request:46554", + "accept": false, + "reason": "Different workflows and different problems: self-comment CI message handling vs security-gate hardening." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46558", + "accept": false, + "reason": "Different workflows; one updates comment CI plumbing, the other changes security-gate permissions/approval flow." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46563", + "accept": false, + "reason": "Different workflows; comment-CI message piping is unrelated to the security-gate note update." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46716", + "accept": false, + "reason": "Different workflows and different changes: comment CI piping vs security-gate secrets tightening." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46504", + "accept": false, + "reason": "Unrelated workflow files and fixes; no shared concrete bug or change." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46503", + "accept": false, + "reason": "SSH-runner hardening vs benchmark trigger changes are unrelated workflow edits." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46501", + "accept": false, + "reason": "Different workflow files and unrelated CI concerns." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46502", + "accept": false, + "reason": "Different workflow files; SSH runner env cleanup is not the same change as reviewer assignment." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46554", + "accept": false, + "reason": "SSH-runner setup changes and pr-ci security-gate hardening solve different problems." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46558", + "accept": false, + "reason": "Different workflows and code paths; no plausible single merged fix." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46503", + "accept": false, + "reason": "Anti-slop and benchmark_v2 are different workflows with unrelated behavior." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46502", + "accept": false, + "reason": "Different CI workflows; no shared underlying bug or change." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46504", + "accept": false, + "reason": "Anti-slop vs build-image workflow update: same subsystem, but different concrete changes." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46554", + "accept": false, + "reason": "Anti-slop workflow changes are unrelated to pr-ci security-gate behavior." + }, + { + "left": "pull_request:46502", + "right": "pull_request:46503", + "accept": false, + "reason": "Reviewer assignment and benchmark triggering are separate workflow changes." + }, + { + "left": "pull_request:46502", + "right": "pull_request:46504", + "accept": false, + "reason": "Different workflow files and unrelated fixes." + }, + { + "left": "pull_request:46502", + "right": "pull_request:46554", + "accept": false, + "reason": "Reviewer assignment logic is unrelated to the security-gate hardening change." + }, + { + "left": "pull_request:46503", + "right": "pull_request:46504", + "accept": false, + "reason": "Benchmark trigger logic and build-image tag detection are different code paths." + }, + { + "left": "pull_request:46503", + "right": "pull_request:46554", + "accept": false, + "reason": "Benchmark workflow dispatch support is unrelated to pr-ci security gating." + }, + { + "left": "pull_request:46504", + "right": "pull_request:46554", + "accept": false, + "reason": "Build-image tag detection and security-gate checks are different workflow problems." + }, + { + "left": "pull_request:46504", + "right": "pull_request:46558", + "accept": false, + "reason": "Different workflow files and unrelated changes." + }, + { + "left": "pull_request:46554", + "right": "pull_request:46558", + "accept": false, + "reason": "Same file, but 46554 adds workflow-file checks while 46558 changes permissions and approval gating." + }, + { + "left": "pull_request:46554", + "right": "pull_request:46563", + "accept": false, + "reason": "Same file, but 46554 is functional hardening and 46563 is only an explanatory comment update." + }, + { + "left": "pull_request:46554", + "right": "pull_request:46716", + "accept": false, + "reason": "Both are security-related, but they fix different issues: diff-based gate checks vs secrets inheritance removal." + }, + { + "left": "pull_request:46558", + "right": "pull_request:46563", + "accept": false, + "reason": "46558 changes job permissions; 46563 only documents reusable-workflow safety." + }, + { + "left": "pull_request:46558", + "right": "pull_request:46716", + "accept": false, + "reason": "Permission scoping and secrets handling are distinct security changes." + }, + { + "left": "pull_request:46563", + "right": "pull_request:46716", + "accept": false, + "reason": "Comment-only clarification is not the same change as removing inherited secrets." + }, + { + "left": "pull_request:46504", + "right": "pull_request:46563", + "accept": false, + "reason": "Different workflow files; build-image tagging is unrelated to security-gate commentary." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46563", + "accept": false, + "reason": "SSH-runner workflow hardening is unrelated to the security-gate note update." + }, + { + "left": "pull_request:46504", + "right": "pull_request:46716", + "accept": false, + "reason": "Different workflow files and unrelated fixes." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46716", + "accept": false, + "reason": "SSH-runner hardening is unrelated to security-gate secrets changes." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 29, + "component_count": 34, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-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": 30, + "component_count": 34, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46281-2", + "nodes": [ + "pull_request:46281", + "pull_request:46890" + ], + "soft_pairs": [ + "pull_request:46281|pull_request:46890" + ], + "prepared_review_unit_hash": "885d2ec2e03d6d9fc7240b83f2af6ccee0472210476909d4b3e52ab1023c9434", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4279, + "estimated_input_tokens": 1070, + "estimated_eval_tokens": 2396 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4279, + "estimated_input_tokens": 1070, + "estimated_eval_tokens": 2396 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two open PRs both harden path handling, but they target different code paths and different attacker-controlled inputs: sharded checkpoint `weight_map` resolution vs `transformers_weights` config filename resolution. They are security-related siblings, not duplicates.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46890 is the better representative because it adds an explicit containment check at the filename resolution point in `modeling_utils.py`, making the fix self-contained and clearly scoped to one concrete path-traversal vector.", + "best_issue_reason": null, + "best_pr_reason": "PR 46890 is the strongest standalone candidate in this cluster: it addresses a specific, well-defined file-resolution bug with a direct guard and accompanying tests.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46281", + "right": "pull_request:46890", + "accept": false, + "reason": "Reject: both are path-traversal fixes, but they operate on different inputs and different loaders (`weight_map` shard files in `hub.py` vs `transformers_weights` in `modeling_utils.py`). They do not look like the same underlying 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": 31, + "component_count": 34, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46376-2", + "nodes": [ + "pull_request:46376", + "pull_request:46417" + ], + "soft_pairs": [ + "pull_request:46376|pull_request:46417" + ], + "prepared_review_unit_hash": "fe6b48e3d0f30b1def0143f6e23d6c75142d8bf15070633c418ead61ae932d70", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5958, + "estimated_input_tokens": 1490, + "estimated_eval_tokens": 3236 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5958, + "estimated_input_tokens": 1490, + "estimated_eval_tokens": 3236 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two pull requests are unrelated: one adds multimodal support to continuous batching, while the other adds the HunYuan VL model and its docs/tests. They do not appear to fix the same bug or implement the same change.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": "pull_request:46417 is the better standalone representative of this cluster because it is a complete model addition with code, docs, and tests; the other PR is a draft infrastructure change in a different subsystem.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46376", + "right": "pull_request:46417", + "accept": false, + "reason": "Different underlying changes and code paths: continuous batching multimodal infrastructure vs. adding a specific HunYuan VL model. They are not mergeable as one PR and do not fix the same issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 32, + "component_count": 34, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46574-2", + "nodes": [ + "pull_request:46574", + "pull_request:46580" + ], + "soft_pairs": [ + "pull_request:46574|pull_request:46580" + ], + "prepared_review_unit_hash": "f1b0a0174325bba23befa1e4fefb7f1d97e5bd8527c2f4750e770703786230dd", + "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 pull requests are unrelated: one fixes CodeLlama decode stripping, the other fixes DeepSeek tokenizer-class loading. They should not be merged or treated 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": "pull_request:46574", + "right": "pull_request:46580", + "accept": false, + "reason": "Different bugs and code paths: 46574 changes CodeLlama decoding behavior in tokenization_code_llama.py, while 46580 changes auto tokenizer selection for DeepSeek checkpoints in tokenization_auto.py. They are not the same underlying fix." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 33, + "component_count": 34, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46933-2", + "nodes": [ + "pull_request:46933", + "pull_request:46942" + ], + "soft_pairs": [ + "pull_request:46933|pull_request:46942" + ], + "prepared_review_unit_hash": "698b8279134a8812afd427b4b35d3af28bfd9016160d69d421d5b6bdfcceed93", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4372, + "estimated_input_tokens": 1093, + "estimated_eval_tokens": 2442 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4372, + "estimated_input_tokens": 1093, + "estimated_eval_tokens": 2442 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs address the same general quantization pitfall\u2014casting float activations to non-float weight dtypes\u2014but they fix different model-specific code paths (Gemma4 vs TimesFM 2.5), so they are related patterns rather than duplicates.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #46933 is the better representative because it includes an explicit issue link and patches a concrete model path with clear context for the quantized-casting fix.", + "best_issue_reason": null, + "best_pr_reason": "PR #46933 is the strongest overall candidate for the cluster because it has the most contextual linkage and a direct, self-contained fix; PR #46942 is similar in theme but narrower and model-specific.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46933", + "right": "pull_request:46942", + "accept": false, + "reason": "Same high-level bug pattern, but they modify different model implementations and different forward paths. They are not the same concrete 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": 34, + "component_count": 34, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46993-2", + "nodes": [ + "pull_request:46993", + "pull_request:46994" + ], + "soft_pairs": [ + "pull_request:46993|pull_request:46994" + ], + "prepared_review_unit_hash": "9cadba91241eb51b1b8729b8b6d39b0a27b272fb1e3cc6aacd21a88882d7f037", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4310, + "estimated_input_tokens": 1078, + "estimated_eval_tokens": 2412 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4310, + "estimated_input_tokens": 1078, + "estimated_eval_tokens": 2412 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs are unrelated: one fixes prompt lookup decoding exceeding max_length, while the other tightens validation for empty lists in bad_words_ids/sequence_bias.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR: the two pull requests fix different generation code paths and would not plausibly be merged as one change.", + "best_issue_reason": null, + "best_pr_reason": "No single best representative for a duplicate cluster; PR 46993 addresses prompt lookup decoding length capping, while PR 46994 addresses input validation for empty token lists.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46993", + "right": "pull_request:46994", + "accept": false, + "reason": "Different subsystems and bugs: candidate generation length handling vs validation of empty token lists. They are not the same underlying change and should not be merged." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + } + ] +} diff --git a/snapshots/20260701T180021Z/analysis-runs/hybrid-model-20260701t180021z/manifest.json b/snapshots/20260701T180021Z/analysis-runs/hybrid-model-20260701t180021z/manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..aeaaeaad9a5a053fcc98146a584b9222fa50cc8a --- /dev/null +++ b/snapshots/20260701T180021Z/analysis-runs/hybrid-model-20260701t180021z/manifest.json @@ -0,0 +1,14 @@ +{ + "analysis_id": "hybrid-model-20260701t180021z", + "artifacts": { + "hybrid": "snapshots/20260701T180021Z/analysis-runs/hybrid-model-20260701t180021z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260701T180021Z/analysis-runs/hybrid-model-20260701t180021z/analysis-report-hybrid.llm-reviews.json" + }, + "channel": "canonical", + "model": null, + "published_at": "2026-07-01T18:12:47Z", + "repo": "huggingface/transformers", + "schema_version": 1, + "snapshot_id": "20260701T180021Z", + "variant": "hybrid" +} diff --git a/snapshots/20260701T180021Z/manifest.json b/snapshots/20260701T180021Z/manifest.json index bb35829dbc0be1b2c394a4bad471e4d7b872e474..7310a30ebaecb6b1a87431c1953a70c4415a098e 100644 --- a/snapshots/20260701T180021Z/manifest.json +++ b/snapshots/20260701T180021Z/manifest.json @@ -32,6 +32,24 @@ "timeline_events": 1542 }, "extracted_at": "2026-07-01T18:00:21Z", + "published_analysis": { + "canonical_analysis_id": "hybrid-model-20260701t180021z", + "runs": { + "hybrid-model-20260701t180021z": { + "analysis_id": "hybrid-model-20260701t180021z", + "artifacts": { + "hybrid": "snapshots/20260701T180021Z/analysis-runs/hybrid-model-20260701t180021z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260701T180021Z/analysis-runs/hybrid-model-20260701t180021z/analysis-report-hybrid.llm-reviews.json" + }, + "channel": "canonical", + "manifest_path": "snapshots/20260701T180021Z/analysis-runs/hybrid-model-20260701t180021z/manifest.json", + "model": null, + "published_at": "2026-07-01T18:12:47Z", + "variant": "hybrid" + } + }, + "schema_version": 1 + }, "repo": "huggingface/transformers", "snapshot_id": "20260701T180021Z", "watermark": {