diff --git a/analysis/current/analysis-report-hybrid.json b/analysis/current/analysis-report-hybrid.json index 76277ffafcaa1a34d5838e0ef68ebae21626218c..01e850c1dde6d6270d586810ada635a6a7b72571 100644 --- a/analysis/current/analysis-report-hybrid.json +++ b/analysis/current/analysis-report-hybrid.json @@ -1,14 +1,14 @@ { "schema_version": "1.0", "repo": "huggingface/transformers", - "snapshot_id": "20260630T000016Z", - "generated_at": "2026-06-30T00:09:40Z", + "snapshot_id": "20260630T060014Z", + "generated_at": "2026-06-30T06:11:30Z", "evidence_quality": "full", "llm_enrichment": true, "meta_bugs": [ { - "cluster_id": "cluster-43451-8", - "summary": "Cluster of 8 related pull requests linked by soft_similarity.", + "cluster_id": "cluster-43451-9", + "summary": "Cluster of 9 related pull requests linked by soft_similarity.", "status": "open", "confidence": 0.5, "canonical_issue_number": null, @@ -16,13 +16,14 @@ "issue_numbers": [], "pr_numbers": [ 43451, - 46658, + 46196, 46707, 46836, 46850, 46891, - 46953, - 46957 + 46957, + 46965, + 46968 ], "evidence_types": [ "soft_similarity" @@ -30,56 +31,14 @@ "pr_comparisons": [ { "left_pr_number": 43451, - "right_pr_number": 46658, - "code_similarity": 0.243, - "size_similarity": 0.955, - "file_overlap": 0.027, + "right_pr_number": 46196, + "code_similarity": 0.167, + "size_similarity": 0.741, + "file_overlap": 0.0, "area_overlap": 0.0, - "patch_similarity": 0.293, - "shared_filenames": [ - "src/transformers/models/auto/auto_mappings.py" - ], - "shared_file_areas": [ - { - "filename": "src/transformers/models/auto/auto_mappings.py", - "left_ranges": [ - [ - 385, - 392 - ], - [ - 813, - 819 - ], - [ - 933, - 939 - ], - [ - 1054, - 1060 - ], - [ - 1186, - 1192 - ] - ], - "right_ranges": [ - [ - 362, - 368 - ], - [ - 591, - 597 - ], - [ - 796, - 802 - ] - ] - } - ] + "patch_similarity": 0.122, + "shared_filenames": [], + "shared_file_areas": [] }, { "left_pr_number": 43451, @@ -249,127 +208,111 @@ }, { "left_pr_number": 43451, - "right_pr_number": 46953, - "code_similarity": 0.002, - "size_similarity": 0.01, + "right_pr_number": 46957, + "code_similarity": 0.012, + "size_similarity": 0.029, "file_overlap": 0.0, "area_overlap": 0.0, - "patch_similarity": 0.003, + "patch_similarity": 0.042, "shared_filenames": [], "shared_file_areas": [] }, { "left_pr_number": 43451, - "right_pr_number": 46957, - "code_similarity": 0.012, - "size_similarity": 0.029, + "right_pr_number": 46965, + "code_similarity": 0.001, + "size_similarity": 0.003, "file_overlap": 0.0, "area_overlap": 0.0, - "patch_similarity": 0.042, + "patch_similarity": 0.005, "shared_filenames": [], "shared_file_areas": [] }, { - "left_pr_number": 46658, + "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": 46196, "right_pr_number": 46707, - "code_similarity": 0.027, - "size_similarity": 0.074, + "code_similarity": 0.031, + "size_similarity": 0.096, "file_overlap": 0.0, "area_overlap": 0.0, - "patch_similarity": 0.079, + "patch_similarity": 0.078, "shared_filenames": [], "shared_file_areas": [] }, { - "left_pr_number": 46658, + "left_pr_number": 46196, "right_pr_number": 46836, - "code_similarity": 0.205, - "size_similarity": 0.748, - "file_overlap": 0.029, + "code_similarity": 0.211, + "size_similarity": 0.964, + "file_overlap": 0.0, "area_overlap": 0.0, - "patch_similarity": 0.31, - "shared_filenames": [ - "src/transformers/models/auto/auto_mappings.py" - ], - "shared_file_areas": [ - { - "filename": "src/transformers/models/auto/auto_mappings.py", - "left_ranges": [ - [ - 362, - 368 - ], - [ - 591, - 597 - ], - [ - 796, - 802 - ] - ], - "right_ranges": [ - [ - 623, - 633 - ], - [ - 898, - 907 - ], - [ - 1102, - 1108 - ], - [ - 1228, - 1234 - ] - ] - } - ] + "patch_similarity": 0.122, + "shared_filenames": [], + "shared_file_areas": [] }, { - "left_pr_number": 46658, + "left_pr_number": 46196, "right_pr_number": 46850, - "code_similarity": 0.028, - "size_similarity": 0.098, + "code_similarity": 0.038, + "size_similarity": 0.126, "file_overlap": 0.0, "area_overlap": 0.0, - "patch_similarity": 0.054, + "patch_similarity": 0.085, "shared_filenames": [], "shared_file_areas": [] }, { - "left_pr_number": 46658, + "left_pr_number": 46196, "right_pr_number": 46891, "code_similarity": 0.003, - "size_similarity": 0.007, + "size_similarity": 0.009, "file_overlap": 0.0, "area_overlap": 0.0, - "patch_similarity": 0.008, + "patch_similarity": 0.011, "shared_filenames": [], "shared_file_areas": [] }, { - "left_pr_number": 46658, - "right_pr_number": 46953, + "left_pr_number": 46196, + "right_pr_number": 46957, + "code_similarity": 0.019, + "size_similarity": 0.039, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.073, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 46196, + "right_pr_number": 46965, "code_similarity": 0.003, - "size_similarity": 0.011, + "size_similarity": 0.004, "file_overlap": 0.0, "area_overlap": 0.0, - "patch_similarity": 0.003, + "patch_similarity": 0.017, "shared_filenames": [], "shared_file_areas": [] }, { - "left_pr_number": 46658, - "right_pr_number": 46957, - "code_similarity": 0.013, - "size_similarity": 0.03, + "left_pr_number": 46196, + "right_pr_number": 46968, + "code_similarity": 0.027, + "size_similarity": 0.063, "file_overlap": 0.0, "area_overlap": 0.0, - "patch_similarity": 0.046, + "patch_similarity": 0.098, "shared_filenames": [], "shared_file_areas": [] }, @@ -406,17 +349,6 @@ "shared_filenames": [], "shared_file_areas": [] }, - { - "left_pr_number": 46707, - "right_pr_number": 46953, - "code_similarity": 0.031, - "size_similarity": 0.143, - "file_overlap": 0.0, - "area_overlap": 0.0, - "patch_similarity": 0.015, - "shared_filenames": [], - "shared_file_areas": [] - }, { "left_pr_number": 46707, "right_pr_number": 46957, @@ -450,6 +382,28 @@ } ] }, + { + "left_pr_number": 46707, + "right_pr_number": 46965, + "code_similarity": 0.01, + "size_similarity": 0.037, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.015, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 46707, + "right_pr_number": 46968, + "code_similarity": 0.147, + "size_similarity": 0.662, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.098, + "shared_filenames": [], + "shared_file_areas": [] + }, { "left_pr_number": 46836, "right_pr_number": 46850, @@ -474,23 +428,34 @@ }, { "left_pr_number": 46836, - "right_pr_number": 46953, - "code_similarity": 0.003, - "size_similarity": 0.014, + "right_pr_number": 46957, + "code_similarity": 0.015, + "size_similarity": 0.04, "file_overlap": 0.0, "area_overlap": 0.0, - "patch_similarity": 0.003, + "patch_similarity": 0.049, "shared_filenames": [], "shared_file_areas": [] }, { "left_pr_number": 46836, - "right_pr_number": 46957, - "code_similarity": 0.015, - "size_similarity": 0.04, + "right_pr_number": 46965, + "code_similarity": 0.002, + "size_similarity": 0.004, "file_overlap": 0.0, "area_overlap": 0.0, - "patch_similarity": 0.049, + "patch_similarity": 0.005, + "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": [] }, @@ -507,34 +472,34 @@ }, { "left_pr_number": 46850, - "right_pr_number": 46953, - "code_similarity": 0.027, - "size_similarity": 0.109, + "right_pr_number": 46957, + "code_similarity": 0.071, + "size_similarity": 0.306, "file_overlap": 0.0, "area_overlap": 0.0, - "patch_similarity": 0.033, + "patch_similarity": 0.068, "shared_filenames": [], "shared_file_areas": [] }, { "left_pr_number": 46850, - "right_pr_number": 46957, - "code_similarity": 0.071, - "size_similarity": 0.306, + "right_pr_number": 46965, + "code_similarity": 0.01, + "size_similarity": 0.028, "file_overlap": 0.0, "area_overlap": 0.0, - "patch_similarity": 0.068, + "patch_similarity": 0.032, "shared_filenames": [], "shared_file_areas": [] }, { - "left_pr_number": 46891, - "right_pr_number": 46953, - "code_similarity": 0.13, - "size_similarity": 0.652, + "left_pr_number": 46850, + "right_pr_number": 46968, + "code_similarity": 0.112, + "size_similarity": 0.503, "file_overlap": 0.0, "area_overlap": 0.0, - "patch_similarity": 0.0, + "patch_similarity": 0.073, "shared_filenames": [], "shared_file_areas": [] }, @@ -550,15 +515,59 @@ "shared_file_areas": [] }, { - "left_pr_number": 46953, - "right_pr_number": 46957, - "code_similarity": 0.075, - "size_similarity": 0.355, + "left_pr_number": 46891, + "right_pr_number": 46965, + "code_similarity": 0.079, + "size_similarity": 0.395, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.0, + "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": 46957, + "right_pr_number": 46965, + "code_similarity": 0.022, + "size_similarity": 0.091, "file_overlap": 0.0, "area_overlap": 0.0, "patch_similarity": 0.027, "shared_filenames": [], "shared_file_areas": [] + }, + { + "left_pr_number": 46957, + "right_pr_number": 46968, + "code_similarity": 0.131, + "size_similarity": 0.608, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.063, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 46965, + "right_pr_number": 46968, + "code_similarity": 0.012, + "size_similarity": 0.056, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.008, + "shared_filenames": [], + "shared_file_areas": [] } ] }, @@ -1708,7 +1717,7 @@ "cluster_id": "cluster-46894-4", "summary": "Cluster of 2 issues and 2 PRs centered on issue #46894.", "status": "open", - "confidence": 0.8, + "confidence": 0.6, "canonical_issue_number": 46894, "canonical_pr_number": 46895, "issue_numbers": [ @@ -1721,7 +1730,6 @@ ], "evidence_types": [ "closing_reference", - "shared_issue_target", "soft_similarity" ], "pr_comparisons": [ @@ -2845,7 +2853,7 @@ "duplicate_issue_numbers": [ 46897 ], - "reason": "Issues in cluster-46894-4 are treated as duplicates because they share closing_reference, shared_issue_target, soft_similarity evidence." + "reason": "Issues in cluster-46894-4 are treated as duplicates because they share closing_reference, soft_similarity evidence." } ], "duplicate_prs": [ @@ -2868,19 +2876,20 @@ "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-43451-8", + "cluster_id": "cluster-43451-9", "canonical_pr_number": 43451, "duplicate_pr_numbers": [ - 46658, + 46196, 46707, 46836, 46850, 46891, - 46953, - 46957 + 46957, + 46965, + 46968 ], "target_issue_number": null, - "reason": "PRs in cluster-43451-8 are treated as duplicates because they share soft_similarity evidence." + "reason": "PRs in cluster-43451-9 are treated as duplicates because they share soft_similarity evidence." }, { "cluster_id": "cluster-43698-3", @@ -2978,7 +2987,7 @@ 46958 ], "target_issue_number": 46894, - "reason": "PRs in cluster-46894-4 are treated as duplicates because they converge on issue #46894 with closing_reference, shared_issue_target, soft_similarity evidence." + "reason": "PRs in cluster-46894-4 are treated as duplicates because they converge on issue #46894 with closing_reference, soft_similarity evidence." } ], "best_issue": { diff --git a/analysis/current/analysis-report-hybrid.llm-reviews.json b/analysis/current/analysis-report-hybrid.llm-reviews.json index 118778e3a235272cc0aa35d9d0e2b115c7b62c32..ca35388b37a36045e460003b19a420d830179275 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": "20260630T000016Z", - "generated_at": "2026-06-30T00:09:40Z", + "snapshot_id": "20260630T060014Z", + "generated_at": "2026-06-30T06:11:30Z", "model": "gpt-5.4-mini?service_tier=flex", "reviews": [ { @@ -10,7 +10,7 @@ "component_index": 1, "component_count": 24, "review_unit_index": 1, - "review_unit_count": 61, + "review_unit_count": 60, "status": "reviewed", "reason": null, "source": "llm", @@ -114,16 +114,16 @@ "issue:43425|issue:44292", "issue:34928|issue:41720", "issue:43828|issue:45161", - "issue:43828|issue:44292", "issue:43541|issue:43716", + "issue:43828|issue:44292", "issue:43716|issue:46468", "issue:44292|issue:44918", "issue:45507|issue:45685", "issue:43716|issue:44292", "issue:44918|issue:45161", "issue:43716|issue:45685", - "issue:41762|issue:43638", "issue:43039|issue:44918", + "issue:41762|issue:43638", "issue:43827|issue:44512", "issue:43828|issue:45685", "issue:43039|issue:43828", @@ -132,385 +132,421 @@ "issue:45237|issue:46015", "issue:43039|issue:44805" ], - "prepared_review_unit_hash": "47580346ddada2b540346b57f447a3c240eb25310bae3ce3ca62120f5963ddc6", + "prepared_review_unit_hash": "81f25962d14c1bcdeffbcc8cb2714831484c87d4fe4a596a50c808f66f61bf8d", "component_budget": { "node_count": 502, "item_count": 502, "soft_pair_count": 1845, - "serialized_chars": 957264, - "estimated_input_tokens": 239316, - "estimated_eval_tokens": 478888 + "serialized_chars": 957282, + "estimated_input_tokens": 239321, + "estimated_eval_tokens": 478898 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 63, - "serialized_chars": 46571, - "estimated_input_tokens": 11643, - "estimated_eval_tokens": 23542 + "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 cluster is mostly heterogeneous: a few true duplicates around ZeRO-3 / torch-version / Qwen3.5-MoE rotary-embedding issues, but many other pairs are only loosely related model/runtime failures or docs regressions and should stay separate.", - "confidence": 0.56, - "canonical_issue_reason": "Issue 45237 is the best cluster representative because it sits in the densest subgroup of model/device-placement failures (GPU, auto device map, offload, MoE/runtime errors) and is broad enough to summarize the dominant theme.", + "summary": "The cluster is still mostly heterogeneous, with a few strong duplicate subclusters: the DeepSpeed ZeRO-3 Bert index error pair and the torch 2.4.1 compatibility pair. The v5 docs-cleanup pair is related in theme but not strong enough to call a duplicate, because the two issues target different removed references.", + "confidence": 0.73, + "canonical_issue_reason": "issue:43638 is the best anchor for the clearest duplicate subcluster: it is the more detailed DeepSpeed ZeRO-3 Bert report and matches the strongest same-bug companion issue.", "canonical_pr_reason": null, - "best_issue_reason": "45237 is the most suitable issue to keep as the global representative: it is concrete, central to the cluster\u2019s main runtime/device-mapping theme, and broader than the more model-specific outliers.", + "best_issue_reason": "issue:43638 is the most suitable global issue representative because it cleanly captures one of the strongest duplicate clusters while the rest of the packet remains too mixed for a single broader canonical.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44322", "right": "issue:45464", "accept": false, - "reason": "Different failures: Qwen3.5 config attribute vs streaming chat/completions API." + "reason": "Different model/config error vs streaming chat API failure." }, { "left": "issue:45237", "right": "issue:45685", "accept": false, - "reason": "Different concrete bugs: AMD GPU failure vs MPS histogram kernel limitation." + "reason": "Different hardware/runtime bugs; unrelated code paths." }, { "left": "issue:43716", "right": "issue:45237", "accept": false, - "reason": "Both are accelerator-related, but they affect different model paths and error types." + "reason": "Different model families and failure modes." }, { "left": "issue:43828", "right": "issue:45237", "accept": false, - "reason": "Autocast dtype mismatch on Phi-tiny-MoE is a different code path from GPT-OSS AMD GPU failure." + "reason": "Both are device/dtype-related, but not the same bug." }, { "left": "issue:45237", "right": "issue:46468", "accept": false, - "reason": "Different models and symptoms; no shared concrete bug." + "reason": "Different model and unrelated example breakage." }, { "left": "issue:45237", "right": "issue:45507", "accept": false, - "reason": "GPU/runtime failure vs invalid method call in GraniteMoEHybrid; not the same bug." + "reason": "Different model/backend issue." }, { "left": "issue:30277", "right": "issue:35545", "accept": false, - "reason": "DeepSpeed collective mismatch is unrelated to ONNX export." + "reason": "Deepspeed collective mismatch vs ONNX export; unrelated." }, { "left": "issue:35545", "right": "issue:42915", "accept": false, - "reason": "ModernBERT ONNX export and Qwen3Moe FineGrainedFP8 are unrelated." + "reason": "Different model/export error vs FP8 runtime failure." }, { "left": "issue:35545", "right": "issue:41720", "accept": false, - "reason": "ONNX export error vs Qwen3 auto device-map assert are different problems." + "reason": "Different failure mode and hardware/model context." }, { "left": "issue:45901", "right": "issue:46015", "accept": false, - "reason": "Table QA crash and RAG docs cleanup are unrelated." + "reason": "Different task crash vs outdated RAG docs." }, { "left": "issue:44509", "right": "issue:44512", "accept": false, - "reason": "Both are docs regressions, but they reference different removed v5 features and are not the same issue." + "reason": "Both are v5 docs cleanup, but they point to different removed references: one is about pipeline tasks and the other is about the run command." }, { "left": "issue:35545", "right": "issue:36010", "accept": false, - "reason": "ONNX export failure is unrelated to GenerationMixin import breakage." + "reason": "Export error vs import error; unrelated code paths." }, { "left": "issue:44918", "right": "issue:46165", "accept": false, - "reason": "TRL SFT embedding unpacking vs resume-training with remote code are different failures." + "reason": "TRL SFT unpacking bug vs resume-training/trust-remote-code issue." }, { "left": "issue:46165", "right": "issue:46869", "accept": false, - "reason": "Resume-training issue is unrelated to YOLO multi-GPU device-map failure." + "reason": "Remote-code resume issue vs YOLO multi-GPU device-map failure." }, { "left": "issue:44805", "right": "issue:45823", "accept": false, - "reason": "Mask/tensor shape mismatch is not the same as Gemma4 PLE device mismatch." + "reason": "Mask shape mismatch vs device placement mismatch." }, { "left": "issue:43638", "right": "issue:44805", "accept": false, - "reason": "Both are IndexErrors, but the tensor shape mismatch is a different failure mode from the ZeRO-3 empty-index bug." + "reason": "Different error signatures and different code paths." }, { - "left": "issue:43596", + "left": "issue:43638", "right": "issue:46165", "accept": false, - "reason": "ZeRO-3 Bert index error is unrelated to resume-training with local models." + "reason": "Bert/ZeRO-3 init bug vs resume-training issue." }, { "left": "issue:43596", "right": "issue:44805", "accept": false, - "reason": "Similar IndexError wording, but the underlying bugs are different." + "reason": "Different errors; not the same Bert/ZeRO-3 bug." }, { "left": "issue:44805", "right": "issue:46294", "accept": false, - "reason": "Mask shape mismatch is unrelated to Qwen3.5 video token/feature mismatch." + "reason": "Different model and chat-template/video token bug." }, { "left": "issue:44805", "right": "issue:45161", "accept": false, - "reason": "Different models and different device/matrix errors." + "reason": "Different model/runtime bug." }, { "left": "issue:46165", "right": "issue:46468", "accept": false, - "reason": "Training resume problem is unrelated to Nemotron example breakage." + "reason": "Resume/trust-remote-code issue vs broken Nemotron example." }, { "left": "issue:44560", "right": "issue:46165", "accept": false, - "reason": "Video input StopIteration and training resume are unrelated." + "reason": "Video chat-template bug vs resume-training issue." }, { "left": "issue:34634", "right": "issue:35545", "accept": false, - "reason": "BarkProcessor voice_preset bug is unrelated to ONNX export." + "reason": "Processor preset issue vs ONNX export; unrelated." }, { "left": "issue:30277", "right": "issue:43638", "accept": false, - "reason": "Both involve DeepSpeed, but they are different concrete failures and code paths." + "reason": "Both mention DeepSpeed, but different models and different failures." }, { "left": "issue:43596", "right": "issue:43638", "accept": true, - "reason": "Same ZeRO-3/Bert empty-index failure; titles differ only by model phrasing." + "reason": "Same DeepSpeed ZeRO-3 Bert index-out-of-bounds bug." }, { "left": "issue:43039", "right": "issue:45161", "accept": false, - "reason": "Liger Kernel cross_entropy call and GPT-OSS TP failure are unrelated." + "reason": "Liger cross-entropy call vs GPT-OSS MoE tensor-parallel issue." }, { "left": "issue:43975", "right": "issue:44457", "accept": false, - "reason": "Different problems: detokenization bug vs LoRA merge/save mismatch." + "reason": "Tokenizer detokenization bug vs LoRA merge/save inconsistency." }, { "left": "issue:44292", "right": "issue:44457", "accept": false, - "reason": "Qwen3-8B NVFP4 runtime error is not the same as LoRA save/reload inconsistency." + "reason": "NVFP4 runtime failure vs LoRA merge/save bug." }, { "left": "issue:44841", "right": "issue:46661", "accept": false, - "reason": "Processor failure for Voxtral is unrelated to remote-code model_class config_class handling." + "reason": "Processor failure vs remote-code config_class import issue." }, { "left": "issue:43716", "right": "issue:46869", "accept": false, - "reason": "Different models and failure modes; only broad device issues overlap." + "reason": "Different model families and error modes." }, { "left": "issue:34928", "right": "issue:44805", "accept": false, - "reason": "FSDP checkpointing recompute mismatch is not the same as the mask/tensor shape IndexError." + "reason": "Activation-checkpoint/FSDP recompute mismatch vs mask-index mismatch." }, { "left": "issue:24643", "right": "issue:30277", "accept": false, - "reason": "DeepSpeed weight-dimension error and collective mismatch are distinct bugs." + "reason": "Different DeepSpeed errors and different models." }, { "left": "issue:45685", "right": "issue:46869", "accept": false, - "reason": "MPS histogram issue is unrelated to YOLO multi-GPU device-map auto." + "reason": "MPS histogram error vs YOLO device-map auto failure." }, { "left": "issue:45859", "right": "issue:45902", - "accept": true, - "reason": "Same Qwen3_5MoeTextRotaryEmbedding offload/materialization bug surface; one report emphasizes CPU offload, the other uninitialized inv_freq state." + "accept": false, + "reason": "Same model class, but CPU-offload and meta-to_empty materialization look like different failure paths." }, { "left": "issue:43638", "right": "issue:45161", "accept": false, - "reason": "Both are model/runtime issues, but Bert ZeRO-3 index error and GPT-OSS TP failure are not the same bug." + "reason": "Bert/ZeRO-3 init bug vs GPT-OSS tensor-parallel bug." }, { "left": "issue:34928", "right": "issue:36331", "accept": false, - "reason": "Activation-checkpointing/FSDP mismatch is unrelated to the CustomTrainer compute_loss signature change." + "reason": "FSDP checkpointing mismatch vs custom trainer loss signature change." }, { "left": "issue:43596", - "right": "issue:45161", + "right": "issue:46165", "accept": false, - "reason": "ZeRO-3 Bert index error is unrelated to GPT-OSS tensor-parallel failure." + "reason": "Bert/ZeRO-3 init bug vs resume/trust-remote-code issue." }, { "left": "issue:43716", "right": "issue:45507", "accept": false, - "reason": "Mistral-3 dtype mismatch and GraniteMoEHybrid invalid method are different issues." + "reason": "Different model families and failure modes." }, { "left": "issue:45874", "right": "issue:46294", "accept": false, - "reason": "Gemma4 reverse-embedding lookup bug is unrelated to Qwen3.5 video token mismatch." + "reason": "inputs_embeds reverse lookup vs video feature/token mismatch." }, { "left": "issue:44292", "right": "issue:45237", "accept": false, - "reason": "Qwen3-8B NVFP4 runtime error and GPT-OSS AMD GPU failure are different model/runtime bugs." + "reason": "Qwen3 NVFP4 runtime vs AMD GPU incompatibility." }, { "left": "issue:39290", "right": "issue:45081", "accept": false, - "reason": "Gemma3 sliding_window_pattern/vLLM regression is unrelated to Mistral regex patch crash." + "reason": "Gemma3 config attribute missing vs tokenizer regex patch crash." }, { "left": "issue:45823", "right": "issue:45874", "accept": false, - "reason": "Gemma4 PLE device mismatch and reverse embedding lookup are separate bugs." + "reason": "Device-map forward mismatch vs reverse embedding lookup." }, { "left": "issue:45800", "right": "issue:46515", "accept": true, - "reason": "Same torch 2.4.1 incompatibility report, just phrased differently." + "reason": "Same torch 2.4.1 compatibility regression." }, { "left": "issue:43425", "right": "issue:44292", "accept": false, - "reason": "Torch version incompatibility and Qwen3 NVFP4 runtime error are not the same issue." + "reason": "General torch incompatibility vs Qwen3 NVFP4 runtime failure." }, { "left": "issue:34928", "right": "issue:41720", "accept": false, - "reason": "FSDP activation-checkpointing mismatch is unrelated to Qwen3 auto device-map assert." + "reason": "FSDP checkpointing mismatch vs Qwen3 auto device-map assert." }, { "left": "issue:43828", - "right": "issue:45685", + "right": "issue:45161", "accept": false, - "reason": "Autocast dtype mismatch is unrelated to the MPS histogram kernel limitation." + "reason": "Autocast dtype mismatch vs GPT-OSS MoE tensor-parallel issue." }, { "left": "issue:43541", "right": "issue:43716", "accept": false, - "reason": "Mixtral grouped_mm torch-dynamo tracing error is unrelated to Mistral-3 dtype mismatch." + "reason": "Grouped_mm tracing error vs image-preprocessor/model dtype mismatch." + }, + { + "left": "issue:43828", + "right": "issue:44292", + "accept": false, + "reason": "Autocast dtype mismatch vs NVFP4 runtime error." }, { "left": "issue:43716", "right": "issue:46468", "accept": false, - "reason": "Different models and failure modes; not the same underlying bug." + "reason": "Different multimodal/model runtime bugs." }, { "left": "issue:44292", "right": "issue:44918", "accept": false, - "reason": "Qwen3 NVFP4 runtime error and TRL SFT embedding unpacking are distinct." + "reason": "Qwen3 NVFP4 runtime vs TRL SFT embedding unpacking." }, { "left": "issue:45507", "right": "issue:45685", "accept": false, - "reason": "GraniteMoEHybrid invalid method call is unrelated to MPS Int histogram support." + "reason": "Invalid method call vs MPS histogram int error." }, { "left": "issue:43716", "right": "issue:44292", "accept": false, - "reason": "Different models and errors; only broad runtime similarity." + "reason": "Different model/runtime bugs." }, { "left": "issue:44918", "right": "issue:45161", "accept": false, - "reason": "TRL embedding unpacking failure is unrelated to GPT-OSS tensor-parallel failure." + "reason": "TRL SFT embedding unpacking vs GPT-OSS tensor-parallel bug." }, { - "left": "issue:41762", - "right": "issue:43638", + "left": "issue:43716", + "right": "issue:45685", "accept": false, - "reason": "Both are ZeRO-3 IndexErrors, but they involve different models and likely different root causes." + "reason": "Different model/runtime bugs." }, { "left": "issue:43039", "right": "issue:44918", "accept": false, - "reason": "Liger Kernel cross_entropy call and Qwen3.5 SFT trainer error are unrelated." + "reason": "Liger cross-entropy issue vs TRL SFT trainer bug." + }, + { + "left": "issue:41762", + "right": "issue:43638", + "accept": false, + "reason": "Same broad Zero-3 symptom, but different model paths and not enough evidence of one underlying bug." }, { "left": "issue:43827", "right": "issue:44512", "accept": false, - "reason": "Both are docs regressions, but they concern different removed v5 topics and should not be merged as one bug." + "reason": "Both are docs cleanup, but they cover different removed references." }, { "left": "issue:43828", "right": "issue:45685", "accept": false, - "reason": "Phi autocast dtype mismatch and MPS histogram error are unrelated." + "reason": "Autocast dtype mismatch vs MPS histogram int error." + }, + { + "left": "issue:43039", + "right": "issue:43828", + "accept": false, + "reason": "Liger cross-entropy vs autocast dtype mismatch; different paths." + }, + { + "left": "issue:30277", + "right": "issue:36331", + "accept": false, + "reason": "Deepspeed collective mismatch vs trainer loss API mismatch." + }, + { + "left": "issue:34928", + "right": "issue:36010", + "accept": false, + "reason": "FSDP checkpointing mismatch vs import error." + }, + { + "left": "issue:45237", + "right": "issue:46015", + "accept": false, + "reason": "AMD GPU model failure vs RAG docs cleanup." }, { "left": "issue:43039", "right": "issue:44805", "accept": false, - "reason": "Liger Kernel cross_entropy issue and mask/index shape mismatch are unrelated." + "reason": "Liger cross-entropy vs mask/index shape mismatch." } ] }, "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet: it correctly treats the cluster as mostly heterogeneous, while identifying the few clearly overlapping pairs (43596/43638, 45859/45902, 45800/46515). The negative soft-edge calls are generally conservative and supported by the titles, and the choice of 45237 as the broad representative is reasonable for the device/runtime theme." + "accept": false, + "feedback": "The cluster framing is mostly grounded, but one soft-edge accept looks too strong for the evidence in the packet: issue:44509 vs issue:44512 are both v5 docs cleanup items, yet the titles point to different removed references (pipeline tasks vs run command), so calling them a duplicate pair overstates the evidence. The DeepSpeed ZeRO-3 Bert pair and the torch 2.4.1 pair are better supported. Because the accepted soft-edge verdicts should stay conservative, I\u2019d reject this as written." }, "evaluator_used": true, - "retried": false, + "retried": true, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -520,7 +556,7 @@ "component_index": 1, "component_count": 24, "review_unit_index": 2, - "review_unit_count": 61, + "review_unit_count": 60, "status": "reviewed", "reason": null, "source": "llm", @@ -578,8 +614,8 @@ "issue:46869" ], "soft_pairs": [ - "issue:43866|issue:46402", "issue:45800|issue:46304", + "issue:43866|issue:46402", "issue:43296|issue:46304", "issue:41762|issue:43596", "issue:39290|issue:41720", @@ -621,292 +657,292 @@ "issue:43572|issue:45070", "issue:45800|issue:45823" ], - "prepared_review_unit_hash": "47bcb7356cf97a5a065b79aa2e0846ce1cf5f656fea68f0f637670c817fd8053", + "prepared_review_unit_hash": "ef89a4b15edf0d7f0c408dff8be5d6fa8b2b79309f62c9cb3da633b1608e737b", "component_budget": { "node_count": 502, "item_count": 502, "soft_pair_count": 1845, - "serialized_chars": 957264, - "estimated_input_tokens": 239316, - "estimated_eval_tokens": 478888 + "serialized_chars": 957282, + "estimated_input_tokens": 239321, + "estimated_eval_tokens": 478898 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 42, - "serialized_chars": 40038, - "estimated_input_tokens": 10010, - "estimated_eval_tokens": 20276 + "serialized_chars": 40043, + "estimated_input_tokens": 10011, + "estimated_eval_tokens": 20278 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The set is mostly heterogeneous, but two soft edges look like true duplicate subsets: the DeepSpeed ZeRO-3 load-time IndexError reports and the v5 AutoTokenizer wrong-token-id regression reports.", - "confidence": 0.61, - "canonical_issue_reason": "issue:45920 is the best canonical issue for the tokenizer-regression subset because it describes the broad v5 AutoTokenizer wrong-token-ID bug across multiple model families, subsuming the narrower Granite-only report.", + "summary": "This cluster is largely heterogeneous. The only strong duplicate-like pairs are the AutoTokenizer regression reports and, more weakly, the ZeRO-3 index-out-of-bounds loading failures. Most other pairs share broad symptoms or subsystems but do not look like the same underlying bug.", + "confidence": 0.72, + "canonical_issue_reason": "Issue 45920 is the broadest and clearest user-facing report of the AutoTokenizer v5 regression, covering multiple model families and likely subsuming the more model-specific Granite report.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45920 is the strongest overall issue anchor: it is broad, specific about the regression, and clearly actionable.", + "best_issue_reason": "Issue 45920 is the best representative issue: it describes the regression succinctly, has broader scope than the Granite-only report, and is likely the most actionable single tracker for the tokenizer bug.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43866", - "right": "issue:46402", + "left": "issue:45800", + "right": "issue:46304", "accept": false, - "reason": "Different models and different failure modes: corrupted checkpoint vs. missing weight loading in Sam3Model." + "reason": "Both are version-compatibility complaints, but one is a torch/transformers incompatibility and the other is a distributed-build regression; they do not describe the same concrete bug." }, { - "left": "issue:45800", - "right": "issue:46304", + "left": "issue:43866", + "right": "issue:46402", "accept": false, - "reason": "Both are compatibility complaints, but they point to different breaks and different trigger conditions." + "reason": "Checkpoint loading failures in different models with different symptoms; one looks like corrupted weights, the other like missing weight loading logic." }, { "left": "issue:43296", "right": "issue:46304", "accept": false, - "reason": "PaddleOCR-VL loading in vLLM is unrelated to the USE_DISTRIBUTED=0 PyTorch support regression." + "reason": "These are unrelated failures: one is PaddleOCR-VL loading in vLLM, the other is a PyTorch distributed build regression." }, { "left": "issue:41762", "right": "issue:43596", "accept": true, - "reason": "Both report the same ZeRO-3 load/init path failing with an index-0 out-of-bounds error; model names differ, but the underlying bug appears shared." + "reason": "Both report the same ZeRO-3 loading failure pattern with the same out-of-bounds index error, so they plausibly share one underlying bug in model loading under DeepSpeed ZeRO-3." }, { "left": "issue:39290", "right": "issue:41720", "accept": false, - "reason": "Gemma3 config attribute error and Qwen3 auto-device-map cuda assert are different code paths and symptoms." + "reason": "Different models and different failure modes; one is a missing config attribute, the other is a CUDA assert with auto device mapping." }, { "left": "issue:43901", "right": "issue:44512", "accept": false, - "reason": "Both are docs issues, but they concern different API docs and do not share the same underlying bug." + "reason": "Both are docs-related, but they concern different removed/deprecated docs content and are not the same issue." }, { "left": "issue:44589", "right": "issue:46304", "accept": false, - "reason": "Float8 storage lookup failure is unrelated to the PyTorch distributed support regression." + "reason": "Different runtime problems: one is a missing Float8 storage type, the other is a build/runtime distributed support breakage." }, { "left": "issue:45237", "right": "issue:45901", "accept": false, - "reason": "AMD GPU support for GPT-OSS is unrelated to the table-question-answering crash." + "reason": "Completely different areas: GPU backend compatibility for GPT-OSS versus a table-question-answering crash." }, { "left": "issue:43975", "right": "issue:46015", "accept": false, - "reason": "Incorrect detokenization and outdated RAG examples are unrelated issues." + "reason": "One is a tokenizer/detokenization bug, the other is stale RAG documentation; no shared underlying change." }, { "left": "issue:43039", "right": "issue:44560", "accept": false, - "reason": "Liger Kernel cross-entropy behavior and Qwen3-vl video StopIteration are different problems." + "reason": "Liger cross-entropy dispatch and Qwen3-VL video template handling are unrelated code paths." }, { "left": "issue:45823", "right": "issue:46294", "accept": false, - "reason": "Gemma4 device-mismatch on auto device mapping is unrelated to Qwen3.5 video token/template mismatches." + "reason": "Both involve multimodal/device handling, but one is a device-mismatch forward bug and the other is a chat-template video token/feature mismatch." }, { "left": "issue:44841", "right": "issue:45823", "accept": false, - "reason": "Voxtral processor failure and Gemma4 device mismatch are distinct model-specific issues." + "reason": "Different model families and different failures; processor behavior for Voxtral is not the same as Gemma4 device placement." }, { "left": "issue:43866", "right": "issue:46772", "accept": false, - "reason": "Checkpoint corruption and NVFP4/ModelOpt compatibility are not the same bug." + "reason": "Both are model-loading issues, but one is a checkpoint corruption report and the other is ModelOpt/NVFP4 compatibility." }, { "left": "issue:44863", "right": "issue:46015", "accept": false, - "reason": "NemotronH checkpoint loading and RAG docs are unrelated." + "reason": "NemotronH checkpoint loading and outdated RAG examples are unrelated." }, { "left": "issue:45020", "right": "issue:46304", "accept": false, - "reason": "Remote-code breakage and PyTorch USE_DISTRIBUTED=0 support are different regressions." + "reason": "Remote-code model breakage and a PyTorch distributed compatibility regression are too broad and different to be the same bug." }, { "left": "issue:45812", "right": "issue:45920", "accept": true, - "reason": "These are the same v5 AutoTokenizer wrong-token-ID regression; 45920 is the broader report covering Granite and other affected model families." + "reason": "Same underlying AutoTokenizer regression in v5 causing wrong token IDs; 45920 is the broader report and clearly subsumes the Granite-specific one." }, { "left": "issue:43866", "right": "issue:44863", "accept": false, - "reason": "Corrupted checkpoint vs. checkpoint loading failure for a different model family are not the same underlying bug." + "reason": "Different model-loading failures with different reported causes; no clear shared code-path bug." }, { "left": "issue:44292", "right": "issue:46015", "accept": false, - "reason": "Qwen NVFP4 runtime failure is unrelated to RAG documentation examples." + "reason": "Qwen-3 NVFP4 runtime errors and RAG docs updates are unrelated." }, { "left": "issue:43872", "right": "issue:46304", "accept": false, - "reason": "bitsandbytes Int8Params incompatibility is unrelated to the distributed-build regression." + "reason": "bitsandbytes parameter-construction incompatibility is a different problem from PyTorch USE_DISTRIBUTED support." }, { "left": "issue:39290", "right": "issue:43531", "accept": false, - "reason": "Both mention sliding_window, but one is a missing config attribute in Gemma3/vLLM while the other is a Qwen3-MoE sliding_window issue; too different to merge." + "reason": "Both mention sliding window, but they are different models and different concrete breakages." }, { "left": "issue:41093", "right": "issue:43638", "accept": false, - "reason": "The mask-shape mismatch and the ZeRO-3 empty-index error are different IndexError classes with different contexts." + "reason": "Both are index-related, but the mask/tensor shape mismatch is not the same as the ZeRO-3 empty-tensor out-of-bounds error." }, { "left": "issue:43792", "right": "issue:45901", "accept": false, - "reason": "Whisper model loading and table-question-answering crashes are unrelated." + "reason": "Whisper runtime failure and table-question-answering crash do not appear to share a code path." }, { "left": "issue:43854", "right": "issue:43866", "accept": false, - "reason": "GLM-4.7-Flash loading in tests and Ovis2 checkpoint corruption are distinct model-specific issues." + "reason": "Different models and different loading failures; no evidence they are the same bug." }, { "left": "issue:43425", "right": "issue:45070", "accept": false, - "reason": "Torch-version incompatibility and pydantic PretrainedConfig breakage are unrelated regressions." + "reason": "A torch-version compatibility complaint and a pydantic model-field regression are unrelated." }, { "left": "issue:43975", "right": "issue:45901", "accept": false, - "reason": "Detokenization bug and table-question-answering crash are unrelated." + "reason": "Tokenizer detokenization and table QA crash are unrelated." }, { "left": "issue:45362", "right": "issue:45464", "accept": false, - "reason": "Both involve Qwen3.5 chat, but one is a transformers chat crash and the other is a streaming chat/completions API failure; not the same concrete bug." + "reason": "Different Qwen3.5 failures: one is a chat crash, the other is a streaming inference API failure." }, { "left": "issue:43596", "right": "issue:45800", "accept": false, - "reason": "ZeRO-3 index error and torch/transformers version incompatibility are different problems." + "reason": "Both mention out-of-bounds or compatibility, but one is a ZeRO-3 loading error and the other is a torch/transformers version incompatibility." }, { "left": "issue:43792", "right": "issue:45070", "accept": false, - "reason": "Whisper loading and pydantic model breakage are unrelated." + "reason": "Whisper loading/runtime failure and a PretrainedConfig/pydantic regression are unrelated." }, { "left": "issue:43541", "right": "issue:46869", "accept": false, - "reason": "Mixtral grouped_mm tracing failure and YOLO multi-GPU device-map failure are different issues." + "reason": "Different models, different execution contexts, and different failure modes; no shared underlying bug is apparent." }, { "left": "issue:44292", "right": "issue:45901", "accept": false, - "reason": "NVFP4 runtime failure and table QA crash are unrelated." + "reason": "Different subsystems and symptoms; one is Qwen NVFP4 inference, the other is a pipeline task crash." }, { "left": "issue:39290", "right": "issue:45823", "accept": false, - "reason": "Gemma3 sliding_window_pattern attribute error and Gemma4 device-mismatch are different model/path failures." + "reason": "Both are model-specific regressions, but they involve different models and different device/configuration failures." }, { "left": "issue:36010", "right": "issue:39290", "accept": false, - "reason": "GenerationMixin import error and Gemma3TextConfig sliding_window_pattern error are unrelated." + "reason": "ImportError for GenerationMixin and a Gemma3 config attribute error are unrelated." }, { "left": "issue:45464", "right": "issue:45685", "accept": false, - "reason": "Qwen3.5 streaming inference and MPS histogram_int support are unrelated." + "reason": "Streaming API failure and an MPS histogram kernel limitation are not the same bug." }, { "left": "issue:43541", "right": "issue:45685", "accept": false, - "reason": "Mixtral tracing failure and MPS histogram_int error are unrelated." + "reason": "Grouped_mm tracing failure and MPS int-histogram failure are different backend issues." }, { "left": "issue:44841", "right": "issue:45084", "accept": false, - "reason": "Voxtral processor failure and template-node compilation error are different bugs." + "reason": "Processor failure for Voxtral and a template-node compilation error are different problems." }, { "left": "issue:43541", "right": "issue:43828", "accept": false, - "reason": "Grouped_mm tracing failure and autocast dtype mismatch are different MoE-related symptoms, not the same code-path bug." + "reason": "Both involve dtype/backend issues, but they affect different models and different failure points." }, { "left": "issue:43404", "right": "issue:43866", "accept": false, - "reason": "Mistral3 lm_head tying issue and Ovis2 checkpoint corruption are unrelated." + "reason": "Weight-tying bug in Mistral3 and corrupted Ovis2 checkpoint are unrelated." }, { "left": "issue:45507", "right": "issue:46869", "accept": false, - "reason": "GraniteMoEHybrid invalid method and YOLO multi-GPU auto device-map failure are different model-specific issues." + "reason": "Invalid method call in GraniteMoEHybrid and YOLO multi-GPU device-map failure are not the same code-path." }, { "left": "issue:41093", "right": "issue:41762", "accept": false, - "reason": "Both are IndexErrors, but the mask/tensor shape mismatch is not the same as the ZeRO-3 empty-index load failure." + "reason": "Both are index/shape errors, but the mask-length mismatch is distinct from the ZeRO-3 zero-size tensor error." }, { "left": "issue:45399", "right": "issue:46661", "accept": false, - "reason": "Flash-attn fallback blocking and remote-code config_class errors are unrelated." + "reason": "Flash-attn2 fallback gating and remote-code model_class/config_class handling are separate issues." }, { "left": "issue:43572", "right": "issue:45070", "accept": false, - "reason": "Missing pad_token_idx in StableLmConfig and pydantic PretrainedConfig breakage are different regressions." + "reason": "Missing pad_token_idx after a major update and a pydantic PretrainedConfig regression are unrelated." }, { "left": "issue:45800", "right": "issue:45823", "accept": false, - "reason": "Torch/transformers compatibility and Gemma4 device mismatch are unrelated." + "reason": "These are different version/device regressions affecting different parts of the stack, not one shared bug." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative overall. The two accepted soft edges are well-supported by the titles: the ZeRO-3 index-out-of-bounds reports share the same failure shape, and 45920 clearly subsumes the Granite-only AutoTokenizer regression in 45812. No evidence looks overstated." + "feedback": "The analysis is grounded in the packet and stays conservative. The two accepted pairs are strongly supported by the titles (same AutoTokenizer v5 regression; same DeepSpeed ZeRO-3 out-of-bounds loading failure). The broader summary is also appropriately cautious: it identifies the cluster as mostly heterogeneous without overstating weaker similarities." }, "evaluator_used": true, "retried": false, @@ -919,7 +955,7 @@ "component_index": 1, "component_count": 24, "review_unit_index": 3, - "review_unit_count": 61, + "review_unit_count": 60, "status": "reviewed", "reason": null, "source": "llm", @@ -979,8 +1015,8 @@ "soft_pairs": [ "issue:43296|issue:43366", "issue:44805|issue:44918", - "issue:44387|issue:45005", "issue:43541|issue:45161", + "issue:44387|issue:45005", "issue:43828|issue:45464", "issue:43366|issue:45464", "issue:44291|issue:45070", @@ -1002,237 +1038,57 @@ "issue:43404|issue:45005", "issue:42915|issue:45399", "issue:43873|issue:45005", - "issue:44530|issue:45005", "issue:44360|issue:44512", + "issue:44530|issue:45005", "issue:44492|issue:44512", "issue:44863|issue:45005", "issue:46489|issue:46491", "issue:45183|issue:46463" ], - "prepared_review_unit_hash": "7053eab7b8448d871516f63d8695caa83f41a47f94de8eebad75a15bf3777738", + "prepared_review_unit_hash": "8a79e74d825d9fc5dd55f8aacb7e9201c689c38b9fc34e4ce6e0623281530d37", "component_budget": { "node_count": 502, "item_count": 502, "soft_pair_count": 1845, - "serialized_chars": 957264, - "estimated_input_tokens": 239316, - "estimated_eval_tokens": 478888 + "serialized_chars": 957282, + "estimated_input_tokens": 239321, + "estimated_eval_tokens": 478898 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 31, - "serialized_chars": 36891, - "estimated_input_tokens": 9223, - "estimated_eval_tokens": 18702 + "serialized_chars": 36894, + "estimated_input_tokens": 9224, + "estimated_eval_tokens": 18704 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly a heterogeneous bucket of unrelated issues; only a few soft edges look like real duplicates. The strongest duplicate-like groups are the Qwen3.5 video-input regression, the remote-code/custom-module loading collision, and the input validation error-message bug. Most other pairs are different model families or different failure modes.", - "confidence": 0.74, - "canonical_issue_reason": "issue:45183 is the broadest root-cause report in the set and cleanly subsumes the T5-specific validation symptom in issue:46463.", + "summary": "The remote-code pair is related but not clearly the same bug from the packet alone. Issue 45698 is the best representative issue to keep because it is more active and describes the concrete user-facing failure, but the duplicate edge to 45632 should be rejected absent clearer root-cause evidence.", + "confidence": 0.62, + "canonical_issue_reason": "issue:45698 is the more active and broadly phrased report, so it is the better anchor for the cluster; issue:45632 reads like a narrower cache-path collision hypothesis rather than a proven duplicate.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45183 is the best standalone representative because it describes the underlying validation bug, not just one model-family manifestation.", + "best_issue_reason": "issue:45698 has the strongest activity/inbound references and the clearest downstream symptom, making it the most representative issue in this set.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:43296", - "right": "issue:43366", - "accept": false, - "reason": "Different problem domains: PaddleOCR-VL load failure vs gpt-oss GGUF architecture support." - }, - { - "left": "issue:44805", - "right": "issue:44918", - "accept": false, - "reason": "Both mention shape-related failures, but the code paths and symptoms differ (mask indexing vs TRL embedding unpacking)." - }, - { - "left": "issue:44387", - "right": "issue:45005", - "accept": false, - "reason": "Unrelated: int4 quantization memory/OOM vs tied-weights behavior on translation models." - }, - { - "left": "issue:43541", - "right": "issue:45161", - "accept": false, - "reason": "Both involve MoE models, but one is a grouped_mm tracing error and the other is a tensor-parallel support issue." - }, - { - "left": "issue:43828", - "right": "issue:45464", - "accept": false, - "reason": "Different failures: autocast dtype mismatch vs chat/completions streaming inference on Qwen3.5-0.8B." - }, - { - "left": "issue:43366", - "right": "issue:45464", - "accept": false, - "reason": "No concrete overlap beyond both being Qwen/gpt-oss-era model issues." - }, - { - "left": "issue:44291", - "right": "issue:45070", - "accept": false, - "reason": "Both are v5 regressions, but one is init_empty_weights argument handling and the other is a PretrainedConfig/pydantic field breakage." - }, - { - "left": "issue:43531", - "right": "issue:45070", - "accept": false, - "reason": "Different bug classes: sliding_window handling vs config serialization/type issues." - }, - { - "left": "issue:41093", - "right": "issue:43596", - "accept": false, - "reason": "Mask-length mismatch and zero-sized index out-of-bounds are distinct runtime errors in different paths." - }, - { - "left": "issue:43716", - "right": "issue:46294", - "accept": false, - "reason": "Both are multimodal input mismatches, but image preprocessor dtype mismatch and video token/feature mismatch are not the same bug." - }, - { - "left": "issue:45020", - "right": "issue:45800", - "accept": false, - "reason": "A broad remote_code regression and a torch/transformers version incompatibility are different root causes." - }, - { - "left": "issue:43054", - "right": "issue:43994", - "accept": false, - "reason": "Same model family, but one is a quality/performance complaint while the other is an inference correctness bug; not clearly the same code path." - }, - { - "left": "issue:44479", - "right": "issue:46294", - "accept": true, - "reason": "46294 looks like a specific Qwen3.5 video-input manifestation of the broader video regression described in 44479." - }, - { - "left": "issue:46468", - "right": "issue:46869", - "accept": false, - "reason": "Official Nemotron example breakage and YOLO multi-GPU device-map failure are unrelated." - }, - { - "left": "issue:45759", - "right": "issue:45902", - "accept": false, - "reason": "Different model/config problems: composite config unwrapping vs uninitialized rotary embedding memory after materialization." - }, - { - "left": "issue:43596", - "right": "issue:46165", - "accept": false, - "reason": "Different areas and symptoms: Deepspeed zero3/BertModel index error vs trust_remote_code resume behavior." - }, - { - "left": "issue:46640", - "right": "issue:46661", - "accept": false, - "reason": "Flash Attention 2 fallback logic and remote-code model_class config_class errors are unrelated." - }, - { - "left": "issue:43716", - "right": "issue:44918", - "accept": false, - "reason": "Different multimodal/text paths; image preprocessor dtype mismatch is not the same as TRL embedding unpacking failure." - }, - { - "left": "issue:39186", - "right": "issue:44918", - "accept": false, - "reason": "FSDP weight dimensionality error and Qwen3.5 embedding unpacking are unrelated." - }, - { - "left": "issue:40990", - "right": "issue:44960", - "accept": false, - "reason": "High perplexity on gpt-oss-20b and GLM5 are separate model-specific reports." - }, - { - "left": "issue:43645", - "right": "issue:45399", - "accept": false, - "reason": "Custom-model notebook initialization and flash-attn2 fallback gating are different bugs." - }, { "left": "issue:45632", "right": "issue:45698", - "accept": true, - "reason": "Both point to remote-code/custom-module loading selecting the wrong local module; the latter is a concrete symptom of the cache/path collision problem." - }, - { - "left": "issue:43404", - "right": "issue:45005", - "accept": false, - "reason": "Tied lm_head weights in Mistral3 and translation-model tied-weights behavior are different model families and failures." - }, - { - "left": "issue:42915", - "right": "issue:45399", - "accept": false, - "reason": "FineGrainedFP8Config failure and flash-attn2 fallback blocking are unrelated." - }, - { - "left": "issue:43873", - "right": "issue:45005", - "accept": false, - "reason": "Quantization/offloading behavior and tied-weight translation issues are unrelated." - }, - { - "left": "issue:44530", - "right": "issue:45005", - "accept": false, - "reason": "PagedAttentionCache linear_attention crash is not the same as tied-weights handling." - }, - { - "left": "issue:44360", - "right": "issue:44512", - "accept": false, - "reason": "DSA indexer/ReLU discussion and docs for removed run command are unrelated." - }, - { - "left": "issue:44492", - "right": "issue:44512", - "accept": false, - "reason": "A documentation typo and a removed-command docs issue are not duplicates." - }, - { - "left": "issue:44863", - "right": "issue:45005", - "accept": false, - "reason": "NemotronH checkpoint loading and tied weights in translation models are different bugs." - }, - { - "left": "issue:46489", - "right": "issue:46491", "accept": false, - "reason": "Different tokenizer regressions affecting different models and different round-trip behaviors." - }, - { - "left": "issue:45183", - "right": "issue:46463", - "accept": true, - "reason": "46463 is a T5-family-specific instance of the broader input_ids/inputs_embeds validation/error-message bug in 45183." + "reason": "Both concern trust_remote_code/custom-module loading, but 45632 is specifically about cache path collisions for local models with the same leaf directory name, while 45698 is about from_pretrained loading the wrong custom module after save_pretrained. The packet does not establish the same root cause or a mergeable single fix." } ] }, "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet and stays appropriately cautious. The three accepted soft edges are plausible duplicates/specific manifestations from the titles and descriptions, and the rejected pairs are conservatively framed as different bug classes or model families. I don\u2019t see an overstatement that would require rejection." + "accept": false, + "feedback": "The Qwen3.5 video-input pair is a defensible duplicate call, but the remote-code pair (issue:45632 vs issue:45698) is too aggressively merged from the packet alone. Their titles share a broad theme, yet the concrete failure descriptions differ enough that the evidence does not clearly establish the same bugfix/root cause. The canonical_issue_reason also overstates this as \u2018likely subsumes\u2019 the other issue, which is stronger than the packet supports." }, "evaluator_used": true, - "retried": false, - "accepted_nontrivial_soft_edge": true, + "retried": true, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, @@ -1241,7 +1097,7 @@ "component_index": 1, "component_count": 24, "review_unit_index": 4, - "review_unit_count": 61, + "review_unit_count": 60, "status": "reviewed", "reason": null, "source": "llm", @@ -1330,20 +1186,20 @@ "issue:43782|issue:44960", "issue:43824|issue:43872" ], - "prepared_review_unit_hash": "a7db8f174bdefa87da636906d175869ca00b0c36e2d6ff6eb9b58c0fa6139798", + "prepared_review_unit_hash": "60882ee677b547bc95e963c043eae824d8931d7c0a27fc109589d4baefd78dda", "component_budget": { "node_count": 502, "item_count": 502, "soft_pair_count": 1845, - "serialized_chars": 957264, - "estimated_input_tokens": 239316, - "estimated_eval_tokens": 478888 + "serialized_chars": 957282, + "estimated_input_tokens": 239321, + "estimated_eval_tokens": 478898 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 36789, + "serialized_chars": 36792, "estimated_input_tokens": 9198, "estimated_eval_tokens": 18652 }, @@ -1352,198 +1208,198 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous, with a few true duplicate chains around specific regressions. The strongest duplicate set is the Transformers 5.x non-persistent-buffer regression, plus a separate exact match around Gemma4 quantized embedders and another around cache sequence-length return types.", + "summary": "This cluster is mostly heterogeneous transformer bug reports. Only a few soft pairs look like true duplicates: the non-persistent-buffer regression, the StaticCache.get_seq_length return-type regression, and the Gemma4 quantized embedder dtype-cast bug.", "confidence": 0.78, - "canonical_issue_reason": "issue:43950 is the best umbrella issue: it states the broad non-persistent-buffer regression clearly and covers the closely related manifestations in issue:44534 and issue:45902.", - "canonical_pr_reason": null, - "best_issue_reason": "issue:43950 is the most representative standalone issue in the cluster because it captures the shared underlying bug rather than one narrow symptom.", - "best_pr_reason": null, + "canonical_issue_reason": "issue:43950 is the best canonical representative for the clearest duplicate chain here: it states the broad non-persistent-buffer regression, and issue:44534 is essentially the same bug described from another angle.", + "canonical_pr_reason": "No pull requests are present in this cluster.", + "best_issue_reason": "issue:43950 is the strongest issue to keep because it is the broadest, most general statement of a real duplicate-worthy regression in the set.", + "best_pr_reason": "No pull requests are present in this cluster.", "soft_edge_verdicts": [ { "left": "issue:43975", "right": "issue:44292", "accept": false, - "reason": "Both are model/tokenizer loading failures, but they involve different models and different failure modes; not the same bug." + "reason": "Different models and different failure modes; no shared concrete bug path." }, { "left": "issue:44918", "right": "issue:45507", "accept": false, - "reason": "Unrelated problems: one is TRL SFT unpacking, the other is an invalid method call in a different model class." + "reason": "Unrelated trainer/unpacking bug vs. invalid method call in a different model." }, { "left": "issue:43950", "right": "issue:44534", "accept": true, - "reason": "Same underlying v5 non-persistent-buffer regression; 44534 is essentially the same symptom as 43950." + "reason": "Same non-persistent-buffer regression in transformers v5; 44534 is the same bug phrased differently." }, { "left": "issue:39692", "right": "issue:43054", "accept": false, - "reason": "Both mention SigLIP2, but one is a documentation/example mismatch and the other is a quality discrepancy; not the same concrete bug." + "reason": "Both mention SigLIP2, but one is a doc/example failure and the other is a model-quality complaint." }, { "left": "issue:43644", "right": "issue:43950", "accept": false, - "reason": "Different areas of the codebase: remote-code config loading vs buffer materialization regression." + "reason": "Both involve regressions, but the reported root problems are different (remote_code config fields vs buffer corruption)." }, { "left": "issue:36331", "right": "issue:41762", "accept": false, - "reason": "Different training/loading failures with no shared code path indicated." + "reason": "Different code paths: custom compute_loss signature vs. DeepSpeed ZeRO-3 loading failure." }, { "left": "issue:43872", "right": "issue:44589", "accept": false, - "reason": "Different quantization/storage incompatibilities; the titles do not indicate the same underlying fix." + "reason": "Separate compatibility issues with different underlying causes and symptoms." }, { "left": "issue:46899", "right": "issue:46932", "accept": true, - "reason": "46932 explicitly describes the same quantized vision/audio dtype-casting bug as 46899." + "reason": "Same Gemma4 quantized vision/audio embedder dtype-casting bug; 46932 explicitly refers to the same fix." }, { "left": "issue:43828", "right": "issue:44928", "accept": false, - "reason": "Both are numerical/runtime issues, but they are different models and different mechanisms; not a duplicate." + "reason": "Different models and different errors; not the same underlying bug." }, { "left": "issue:45920", "right": "issue:46489", "accept": false, - "reason": "Both are tokenizer regressions in v5, but the titles point to different affected models and a broader vs specific failure; not enough to treat as the same bug." + "reason": "Related tokenizer regression area, but 46489 is a specific DeepSeek-Coder v1 case and not clearly the same concrete bug as the broad v5 tokenizer report." }, { "left": "issue:45987", "right": "issue:46858", "accept": true, - "reason": "Same cache-length contract bug: get_seq_length is returning a tensor instead of an int/device scalar, breaking downstream arithmetic." + "reason": "Same seq_length API-contract regression: returning a Tensor instead of an int, with 46858 showing a backend-specific manifestation." }, { "left": "issue:43054", "right": "issue:45701", "accept": false, - "reason": "One is a SigLIP2 embedding-quality complaint, the other is a broad tokenization-change report; unrelated." + "reason": "One is a SigLIP2 embedding-quality complaint; the other is a broad tokenization change report." }, { "left": "issue:38175", "right": "issue:43054", "accept": false, - "reason": "Both concern SigLIP2 outputs, but one is zero probabilities and the other is lower text embedding quality; not clearly the same root cause." + "reason": "Same model family, but different symptoms and no clear shared root cause from the titles alone." }, { "left": "issue:43950", "right": "issue:45902", "accept": true, - "reason": "Both describe non-persistent buffers becoming junk/uninitialized after loading or materialization in Transformers 5.x." + "reason": "Likely the same non-persistent-buffer materialization regression; 45902 is a specific instance on inv_freq after meta-to-empty materialization." }, { "left": "issue:41553", "right": "issue:43883", "accept": false, - "reason": "Different model-loading errors with no shared failure mode." + "reason": "Different failures: tokenizer import error vs. missing attribute on a causal LM class." }, { "left": "issue:43054", "right": "issue:43493", "accept": false, - "reason": "Both are SigLIP2-related, but one is a generic performance comparison while the other is a specific HF-vs-JAX implementation discrepancy." + "reason": "Related SigLIP2 theme, but one is a quality regression and the other is an implementation discrepancy; not clearly the same bug." }, { "left": "issue:44910", "right": "issue:45859", "accept": false, - "reason": "Different Qwen3.5 issues: FlashAttention misinterpreting 3D position_ids vs CPU-offload incompatibility in rotary embeddings." + "reason": "Both involve Qwen3.5, but the bugs are different: flash-attn crash vs CPU-offload incompatibility." }, { "left": "issue:42947", "right": "issue:44387", "accept": false, - "reason": "Both mention memory, but one is gradient checkpointing/LoRA behavior and the other is int4 quantization OOM; different bugs." + "reason": "Different training-memory issues with no shared concrete fix path." }, { "left": "issue:45663", "right": "issue:45902", "accept": false, - "reason": "Gemma4 FSDP2 shared_kv_states KeyError is unrelated to the non-persistent-buffer regression." + "reason": "Different model and different failure mechanism; no clear duplicate relationship." }, { "left": "issue:44403", "right": "issue:44451", "accept": false, - "reason": "One is a noisy-loading UX issue, the other is a model load failure; not duplicates." + "reason": "Broad loading noise vs. a specific model-loading failure." }, { "left": "issue:43975", "right": "issue:45520", "accept": false, - "reason": "DeepSeek-Coder detokenization and a flash_attn import error are unrelated." + "reason": "Tokenizer detokenization bug vs. import-utils KeyError; unrelated." }, { "left": "issue:41553", "right": "issue:43881", "accept": false, - "reason": "Different model-loading failures and different components." + "reason": "Different model-loading problems and different error types." }, { "left": "issue:24643", "right": "issue:28530", "accept": false, - "reason": "Training with DeepSpeed and early-stopping metric handling are unrelated issues." + "reason": "Completely different training errors: DeepSpeed weight shape vs early-stopping metric handling." }, { "left": "issue:42947", "right": "issue:43856", "accept": false, - "reason": "Different memory-related regressions; no shared code path implied by the titles." + "reason": "Both concern training, but one is checkpointing effectiveness and the other is MoE memory usage." }, { "left": "issue:43643", "right": "issue:45020", "accept": false, - "reason": "Both mention remote code, but one is missing fields in AutoConfig and the other is a broad breakage report; too little to merge as the same bug." + "reason": "The latter is a broad remote_code regression; the former is a specific missing-fields config issue." }, { "left": "issue:44403", "right": "issue:44488", "accept": false, - "reason": "Different symptoms and likely different model-loading paths." + "reason": "Both are loading complaints, but they concern different models and different underlying failures." }, { "left": "issue:41762", "right": "issue:42915", "accept": false, - "reason": "Completely different models and failures: ZeRO-3 loading vs FineGrainedFP8Config." + "reason": "Different model families and different DeepSpeed/FP8 failure modes." }, { "left": "issue:44991", "right": "issue:45399", "accept": false, - "reason": "Tokenizer loading and flash-attn fallback are unrelated." + "reason": "Tokenizer loading failure vs. flash-attn fallback gating; unrelated." }, { "left": "issue:43782", "right": "issue:44960", "accept": false, - "reason": "Different model families and different error classes." + "reason": "Different Qwen/Gemma model-loading problems with no shared concrete bug path." }, { "left": "issue:43824", "right": "issue:43872", "accept": false, - "reason": "Import/export symbol availability and bitsandbytes parameter incompatibility are unrelated." + "reason": "Import/export API issue vs. bitsandbytes kwarg incompatibility; unrelated." } ] }, "evaluator_result": { "accept": true, - "feedback": "The analysis is grounded in the packet and stays conservative on the soft-edge pairs. The cluster summary correctly frames the set as mostly heterogeneous with a few duplicate chains, and the selected canonical issue/pairing around issue:43950 is well supported by the titles. I did not see any overstatement that would require rejection." + "feedback": "Grounded and conservative overall. The cluster is correctly treated as heterogeneous, there are no PRs in the packet, and the three accepted soft pairs are supported by the titles/body snippets as the same underlying regressions. The canonical issue choice of 43950 is also reasonable as the broadest representative of the non-persistent-buffer duplicate chain." }, "evaluator_used": true, "retried": false, @@ -1556,7 +1412,7 @@ "component_index": 1, "component_count": 24, "review_unit_index": 5, - "review_unit_count": 61, + "review_unit_count": 60, "status": "reviewed", "reason": null, "source": "llm", @@ -1564,6 +1420,8 @@ "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-502", "nodes": [ + "issue:24643", + "issue:30064", "issue:36331", "issue:41093", "issue:41553", @@ -1584,7 +1442,6 @@ "issue:44291", "issue:44368", "issue:44479", - "issue:44488", "issue:44509", "issue:44560", "issue:44661", @@ -1614,20 +1471,20 @@ ], "soft_pairs": [ "issue:45685|issue:45823", - "issue:43881|issue:43883", "issue:45081|issue:45399", "issue:45020|issue:45823", "issue:44661|issue:45020", + "issue:43881|issue:43883", "issue:42491|issue:44368", "issue:43828|issue:45823", "issue:45020|issue:45356", "issue:45715|issue:46315", "issue:45488|issue:46489", "issue:43827|issue:44509", - "issue:46894|issue:46897", "issue:45759|issue:46661", - "issue:43404|issue:43950", + "issue:46894|issue:46897", "issue:43872|issue:46869", + "issue:43404|issue:43950", "issue:43872|issue:44291", "issue:45020|issue:46661", "issue:43792|issue:44220", @@ -1640,228 +1497,204 @@ "issue:44928|issue:45588", "issue:41093|issue:44805", "issue:44479|issue:44560", - "issue:41553|issue:44488" + "issue:24643|issue:30064" ], - "prepared_review_unit_hash": "14ba2c3c840d4f85ff4d31a021e1c9297de5624b7eb005f72d68e8f99f2af5ef", + "prepared_review_unit_hash": "f3f558624c08da2cc39567bb25073902d296e39aff2821ed1d941a83a48075c7", "component_budget": { "node_count": 502, "item_count": 502, "soft_pair_count": 1845, - "serialized_chars": 957264, - "estimated_input_tokens": 239316, - "estimated_eval_tokens": 478888 + "serialized_chars": 957282, + "estimated_input_tokens": 239321, + "estimated_eval_tokens": 478898 }, "budget": { - "node_count": 47, - "item_count": 47, + "node_count": 48, + "item_count": 48, "soft_pair_count": 28, - "serialized_chars": 36193, - "estimated_input_tokens": 9049, - "estimated_eval_tokens": 18354 + "serialized_chars": 36751, + "estimated_input_tokens": 9188, + "estimated_eval_tokens": 18632 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is mostly heterogeneous, with only a few true duplicate pockets: v5 docs still referencing removed pipeline tasks, repeated mask/tensor shape-mismatch reports, and a likely repeated training-loss double-shift report. The rest share broad subsystems or model families but do not look like the same underlying bug.", - "confidence": 0.76, - "canonical_issue_reason": "No single canonical issue cleanly covers the whole set; the items split into multiple unrelated bug pockets, so a global canonical would be misleading.", + "summary": "Mostly false-positive similarity matches across unrelated regression reports. A few pairs are genuine duplicates or near-duplicates around docs cleanup, empty-weights loading, mask-shape mismatch, Whisper feature extraction, and the training-loss double-shift bug.", + "confidence": 0.71, + "canonical_issue_reason": "issue:45020 is the broadest umbrella report in this set (recent transformers / remote_code breakage) and is the best canonical-style issue among otherwise mostly narrow, model-specific failures.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44509 is the clearest representative of the docs duplicate pocket because it explicitly names the removed v5 pipeline tasks and has the broadest, most actionable description.", + "best_issue_reason": "issue:45020 is the strongest general-purpose issue to anchor a duplicate cluster because it describes a high-level regression affecting multiple remote_code models rather than a one-off symptom.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45685", "right": "issue:45823", "accept": false, - "reason": "Different failures: MPS int histogram support vs device-mismatch on PLE forward." - }, - { - "left": "issue:43881", - "right": "issue:43883", - "accept": false, - "reason": "Different models and different loading bugs; only the broad symptom is similar." + "reason": "Different bugs: MPS histogram on Int vs a device_map=\"auto\" forward-device mismatch." }, { "left": "issue:45081", "right": "issue:45399", "accept": false, - "reason": "Unrelated tokenizer regex crash vs flash-attn fallback gating." + "reason": "Both mention tokenizer/flash-attn internals, but the failure modes and code paths are different." }, { "left": "issue:45020", "right": "issue:45823", "accept": false, - "reason": "Both are model-loading regressions, but the concrete failure modes are different." + "reason": "Remote_code loading regression and Gemma4 device placement mismatch are unrelated." }, { "left": "issue:44661", "right": "issue:45020", "accept": false, - "reason": "Different code paths: tokenizer mapping edge case vs remote-code loading regression." + "reason": "Tokenizer-mapping add-new-model bug vs remote_code model loading regression; not the same underlying issue." + }, + { + "left": "issue:43881", + "right": "issue:43883", + "accept": false, + "reason": "Different models and distinct load failures; too little evidence of a shared root cause." }, { "left": "issue:42491", "right": "issue:44368", "accept": false, - "reason": "Same model family, but one is a LoRA compatibility break and the other is a warning about tie_word_embeddings." + "reason": "Both are Qwen3-related, but one is an HF4/HF5 LoRA compatibility problem and the other is a warning about tie_word_embeddings." }, { "left": "issue:43828", "right": "issue:45823", "accept": false, - "reason": "Different runtime error classes: autocast dtype mismatch vs device placement mismatch." + "reason": "Autocast dtype mismatch and device_map device mismatch are separate runtime problems." }, { "left": "issue:45020", "right": "issue:45356", "accept": false, - "reason": "Both are tokenizer/model regressions, but not the same bug or fix." + "reason": "Remote_code loading breakage and Kimi tokenizer codec/regex regression are different bugs." }, { "left": "issue:45715", "right": "issue:46315", "accept": false, - "reason": "Both are tokenizer performance issues, but they hit different conversion directions and code paths." + "reason": "Both are tokenizer performance regressions, but they affect different methods and likely different causes." }, { "left": "issue:45488", "right": "issue:46489", "accept": false, - "reason": "Related tokenizer regressions, but different model families and not enough evidence of one shared bug." + "reason": "Both concern DeepSeek tokenization, but one is a tokenizer pre-tokenizer override bug and the other is an output regression from a prior fix gap." }, { "left": "issue:43827", "right": "issue:44509", "accept": true, - "reason": "Same docs regression: v5 removed pipeline tasks, and both issues report stale docs referencing them." + "reason": "Same docs cleanup: both complain that removed v5 pipeline tasks are still referenced in documentation." + }, + { + "left": "issue:45759", + "right": "issue:46661", + "accept": false, + "reason": "Composite-config unwrapping bug and remote-code config_class error are different loader failures." }, { "left": "issue:46894", "right": "issue:46897", "accept": true, - "reason": "Same training-loss double-shift pattern reported for different models; likely the same underlying loss bug." + "reason": "Same training-loss double-shift bug; only the affected model family differs." }, { - "left": "issue:45759", - "right": "issue:46661", + "left": "issue:43872", + "right": "issue:46869", "accept": false, - "reason": "Different remote-code/composite-config failures with different missing attributes." + "reason": "Unexpected _is_hf_initialized / bitsandbytes loading issue is unrelated to YOLO multi-GPU device_map failure." }, { "left": "issue:43404", "right": "issue:43950", "accept": false, - "reason": "Different problems: untied lm_head weights vs non-persistent buffer corruption." + "reason": "lm_head tying bug and non-persistent buffer corruption are separate model state issues." }, { "left": "issue:43872", - "right": "issue:46869", + "right": "issue:44291", + "accept": true, + "reason": "Both describe the same _is_hf_initialized / init_empty_weights loading breakage in transformers v5." + }, + { + "left": "issue:43940", + "right": "issue:45313", "accept": false, - "reason": "Different device/loading contexts; bitsandbytes init arg mismatch is not the YOLO multi-GPU issue." + "reason": "Both are Qwen3 ZeRO-3 loading problems, but they reference different missing-weight patterns and likely different fixes." }, { - "left": "issue:43872", - "right": "issue:44291", + "left": "issue:44928", + "right": "issue:45588", "accept": false, - "reason": "Same unexpected-argument theme, but different libraries and loading paths." + "reason": "RLHF gradient explosion from SDPA/BF16 behavior and flash_attention s_aux=None crash are not the same bug." }, { - "left": "issue:45020", - "right": "issue:46661", + "left": "issue:41093", + "right": "issue:44805", + "accept": true, + "reason": "Same IndexError pattern: mask and indexed tensor lengths differ by one, pointing to the same underlying bug." + }, + { + "left": "issue:44479", + "right": "issue:44560", "accept": false, - "reason": "Both involve remote-code models, but the reported AttributeError differs from the broader v5 loading breakage." + "reason": "Both are video regressions, but the model families and symptoms differ enough that they do not look like one bug." }, { - "left": "issue:43792", - "right": "issue:44220", + "left": "issue:24643", + "right": "issue:30064", "accept": false, - "reason": "Both involve audio models, but one is a general Whisper run failure and the other is a specific fbank-feature issue." + "reason": "DeepSpeed weight dimensionality error and void segmentation-map processing failure are unrelated." }, { "left": "issue:43257", "right": "issue:45305", "accept": false, - "reason": "Different DeepSpeed problems: weight conversion/initialization vs gradient accumulation averaging." + "reason": "Weight-loading failure under accelerate+deepspeed and gradient averaging under GAS are different DeepSpeed issues." }, { "left": "issue:42947", "right": "issue:45923", "accept": false, - "reason": "Different checkpointing issues: ineffective gradient checkpointing vs missing capability flag." + "reason": "LoRA gradient checkpointing not taking effect and a missing supports_gradient_checkpointing flag are not the same underlying bug." }, { "left": "issue:36331", "right": "issue:41093", "accept": false, - "reason": "Completely different error classes: trainer API keyword mismatch vs tensor mask shape mismatch." + "reason": "Trainer compute_loss signature mismatch and mask-shape IndexError are unrelated." }, { "left": "issue:41553", "right": "issue:44991", "accept": false, - "reason": "Both are tokenizer/model loading problems, but for different models and different root causes." + "reason": "Bad error message for Voxtral tokenizer loading and est-roberta tokenizer load failure are different issues." }, { "left": "issue:43854", "right": "issue:44863", "accept": false, - "reason": "Different model-loading failures for different architectures; no shared bug evidence." - }, - { - "left": "issue:43940", - "right": "issue:45313", - "accept": false, - "reason": "Same subsystem, but different Qwen variants and different missing-weight patterns." - }, - { - "left": "issue:44928", - "right": "issue:45588", - "accept": false, - "reason": "Different failures: NaN/SDPA math fallback vs flash-attn sink auxiliary crash." + "reason": "GLM-4.7 test loading failure and NemotronH checkpoint-loading implementation failure are distinct." }, { - "left": "issue:41093", - "right": "issue:44805", + "left": "issue:43792", + "right": "issue:44220", "accept": true, - "reason": "Same mask-shape mismatch error signature; these look like duplicate reports of the same indexing bug." - }, - { - "left": "issue:44479", - "right": "issue:44560", - "accept": false, - "reason": "Both are video-related regressions, but one is a broad v5 video-input break and the other is a StopIteration embedding error." - }, - { - "left": "issue:41553", - "right": "issue:44488", - "accept": false, - "reason": "Different tokenizer-loading issues for different models and failure modes." - }, - { - "left": "issue:43854", - "right": "issue:44863", - "accept": false, - "reason": "Different model families and different checkpoint/loading failures." - }, - { - "left": "issue:43940", - "right": "issue:45313", - "accept": false, - "reason": "Both are ZeRO-3 load failures, but the concrete affected models and missing-weight patterns differ." - }, - { - "left": "issue:45305", - "right": "issue:46894", - "accept": false, - "reason": "Different training bugs: GAS averaging under DeepSpeed vs a double-shift loss issue." + "reason": "Likely the same Whisper audio frontend bug: one report says the model cannot run, the other points directly at _torch_extract_fbank_features()." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative about the few duplicate pockets it identifies. The accepted soft-edge pairs are well supported by the titles/descriptions, and the rest are correctly treated as related-but-distinct rather than the same bug. No overstatement stands out." + "feedback": "Grounded and conservative overall. The accepted soft pairs are supported by the titles/issue descriptions: docs cleanup (43827/44509), empty-weights loading (_is_hf_initialized; 43872/44291), mask-shape IndexError (41093/44805), and the training-loss double-shift reports (46894/46897). The Whisper pair is phrased cautiously as likely rather than certain, which is appropriate. The non-duplicate rejections are also conservative." }, "evaluator_used": true, "retried": false, @@ -1874,7 +1707,7 @@ "component_index": 1, "component_count": 24, "review_unit_index": 6, - "review_unit_count": 61, + "review_unit_count": 60, "status": "reviewed", "reason": null, "source": "llm", @@ -1882,10 +1715,9 @@ "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-502", "nodes": [ - "issue:24643", - "issue:30064", "issue:36010", "issue:38175", + "issue:41553", "issue:42491", "issue:42617", "issue:42915", @@ -1905,6 +1737,7 @@ "issue:43957", "issue:43994", "issue:44155", + "issue:44488", "issue:44530", "issue:44560", "issue:44589", @@ -1932,7 +1765,7 @@ "issue:46899" ], "soft_pairs": [ - "issue:24643|issue:30064", + "issue:41553|issue:44488", "issue:44530|issue:44863", "issue:44863|issue:46402", "issue:43366|issue:43828", @@ -1942,8 +1775,8 @@ "issue:44155|issue:45584", "issue:45663|issue:45823", "issue:43638|issue:46515", - "issue:43950|issue:45834", "issue:43366|issue:44589", + "issue:43950|issue:45834", "issue:43824|issue:43957", "issue:42915|issue:43957", "issue:44910|issue:46858", @@ -1967,244 +1800,244 @@ "issue:43638|issue:44661", "issue:43596|issue:44661" ], - "prepared_review_unit_hash": "88f32c22a73e1c1ad918c01b423218d43f98b32f4ae0a25eadfd890d2c651799", + "prepared_review_unit_hash": "4baecee7e10a91a9497fddbada6d4f0758ffd3ed2003b7218d383d0305aa8092", "component_budget": { "node_count": 502, "item_count": 502, "soft_pair_count": 1845, - "serialized_chars": 957264, - "estimated_input_tokens": 239316, - "estimated_eval_tokens": 478888 + "serialized_chars": 957282, + "estimated_input_tokens": 239321, + "estimated_eval_tokens": 478898 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 34, - "serialized_chars": 38069, - "estimated_input_tokens": 9518, - "estimated_eval_tokens": 19292 + "serialized_chars": 38059, + "estimated_input_tokens": 9515, + "estimated_eval_tokens": 19286 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly a mixed cluster of unrelated issues, with a few small duplicate-like subgroups: custom model initialization regressions in Transformers 5.x, Siglip2 wrong outputs, and Gemma4 4-bit multimodal dtype-cast failures.", - "confidence": 0.74, - "canonical_issue_reason": "issue:43646 is the clearest broad statement of the custom model initialization regression, while issue:43645 is just a notebook-specific manifestation.", + "summary": "This cluster is heterogeneous overall, but it contains a few clear duplicate subgroups: Transformers 5 custom-model initialization regressions, ZeRO3+Bert IndexError reports, SigLIP2 wrong-output reports, and Gemma4 4-bit quantization dtype-cast failures.", + "confidence": 0.62, + "canonical_issue_reason": "Issue 43646 is the broadest clean representative of the strongest duplicate subgroup: a generic Transformers 5 custom-model initialization regression, with 43645 as a narrower notebook-specific variant.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43646 is the best representative issue in this set because it is general, concise, and directly captures the shared initialization bug surface.", + "best_issue_reason": "43646 is the most reusable triage anchor because it states the underlying regression at the right abstraction level without overfitting to one environment.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:24643", - "right": "issue:30064", + "left": "issue:41553", + "right": "issue:44488", "accept": false, - "reason": "Different problems: DeepSpeed training weight-shape error vs image processor handling void segmentation maps." + "reason": "Both involve loading problems, but they target different models and symptoms; no evidence of the same underlying bug." }, { "left": "issue:44530", "right": "issue:44863", "accept": false, - "reason": "Both are model/runtime failures, but the model families and failure mechanisms differ (Qwen3.5 cache path vs NemotronH checkpoint loading)." + "reason": "Different model families and different failure modes; too little to indicate one shared code-path bug." }, { "left": "issue:44863", "right": "issue:46402", "accept": false, - "reason": "Different loading bugs: NemotronH checkpoint compatibility vs Sam3 text encoder weights not being loaded." + "reason": "Both are model-loading complaints, but they concern unrelated architectures and likely different loader paths." }, { "left": "issue:43366", "right": "issue:43828", "accept": false, - "reason": "Unrelated model-specific issues: GGUF gpt-oss support vs Phi-tiny-MoE autocast dtype mismatch." + "reason": "Unrelated topics: GGUF support versus autocast dtype mismatch on a different model." }, { "left": "issue:45325", "right": "issue:45902", "accept": false, - "reason": "Both involve Qwen variants and RoPE/state handling, but they target different code paths and symptoms." + "reason": "Both touch rotary/position-related internals, but the bugs are distinct and in different models/code paths." }, { "left": "issue:43596", "right": "issue:46515", "accept": false, - "reason": "Different classes of failure: DeepSpeed ZeRO3/Bert initialization vs a torch version incompatibility report." + "reason": "One is a specific ZeRO3+Bert IndexError; the other is a general torch-version incompatibility with no matching failure mode." }, { "left": "issue:43366", "right": "issue:43531", "accept": false, - "reason": "Same broad model family, but one is GGUF architecture support and the other is sliding-window behavior; not the same bug." + "reason": "Same broad Qwen/MoE area, but one is GGUF support and the other is a sliding_window bug; not the same change." }, { "left": "issue:44155", "right": "issue:45584", "accept": false, - "reason": "Different audio-generation bugs: track-to-track embedding leak vs empty-transcription handling after special-token alignment." + "reason": "Different modalities and distinct symptoms; no clear shared code path." }, { "left": "issue:45663", "right": "issue:45823", "accept": false, - "reason": "Both concern Gemma4, but one is an FSDP2 shared_kv_states bug and the other is a device_map forward mismatch." + "reason": "Same model family, but one is an FSDP2 KeyError in attention and the other is a device-mapping mismatch; separate bugs." }, { "left": "issue:43638", "right": "issue:46515", "accept": false, - "reason": "Specific DeepSpeed ZeRO3/Bert index error is not the same as a generic torch version incompatibility report." + "reason": "The ZeRO3+Bert IndexError is concrete and specific, while 46515 is only a generic torch incompatibility report." }, { - "left": "issue:43950", - "right": "issue:45834", + "left": "issue:43366", + "right": "issue:44589", "accept": false, - "reason": "Non-persistent buffer corruption is unrelated to Kosmos2.5 long-OCR index errors." + "reason": "Completely different subsystems and error types." }, { - "left": "issue:43366", - "right": "issue:44589", + "left": "issue:43950", + "right": "issue:45834", "accept": false, - "reason": "GGUF gpt-oss support and float8 storage lookup errors are different loading/runtime issues." + "reason": "Both are loading-related, but one is about non-persistent buffers and the other is an OCR length/index problem." }, { "left": "issue:43824", "right": "issue:43957", "accept": false, - "reason": "Importing a missing class and meta-device model loading failures are different code paths." + "reason": "ImportError for a specific class versus meta-device loading breakage; different failures and likely different fixes." }, { "left": "issue:42915", "right": "issue:43957", "accept": false, - "reason": "Qwen3Moe FP8 failure and meta-device loading failure are different bugs, even if both are Transformers v5 regressions." + "reason": "Different model families and different failure mechanisms; only the general theme of loading/regression overlaps." }, { "left": "issue:44910", "right": "issue:46858", "accept": false, - "reason": "Both touch cache/position handling, but one is Qwen3.5 flash-attention on 3D position_ids and the other is static-cache seq-length arithmetic on non-CUDA backends." + "reason": "Both are runtime/caching problems, but one is a Qwen3.5 Flash Attention memory issue and the other is static-cache arithmetic on non-CUDA backends." }, { "left": "issue:43716", "right": "issue:44560", "accept": false, - "reason": "Different models and symptoms: Mistral-3 image preprocessor dtype mismatch vs Qwen3-vl-embedding video StopIteration." + "reason": "Different models and unrelated symptoms; no shared bug is apparent." }, { "left": "issue:43645", "right": "issue:43646", "accept": true, - "reason": "Same underlying custom-model initialization regression; the notebook-specific report is a narrower manifestation of the broader issue." + "reason": "Same Transformers 5 custom-model initialization regression; 43645 is just the Jupyter-specific report of the same underlying bug." }, { "left": "issue:43550", "right": "issue:44910", "accept": false, - "reason": "Different attention/compile failures on different models and kernels; not the same concrete bug." + "reason": "Different models, different attention implementations, and different failure surfaces." }, { "left": "issue:44560", "right": "issue:45685", "accept": false, - "reason": "Unrelated failures: Qwen3-vl video input iteration vs MPS histogram on Int in MoE code." + "reason": "Unrelated failures: video embedding StopIteration versus an MPS histogram int-type issue." }, { "left": "issue:42617", "right": "issue:43366", "accept": false, - "reason": "Different subsystems and failures; sharing a theme of model support is too broad to merge." + "reason": "Different user-facing problems and no clear shared underlying code-path bug." }, { "left": "issue:36010", "right": "issue:42915", "accept": false, - "reason": "Importing GenerationMixin and Qwen3Moe FP8 failures are unrelated bugs." + "reason": "ImportError for GenerationMixin versus Qwen3MoE FP8 failure; only a superficial Transformers context overlap." }, { "left": "issue:44683", "right": "issue:46515", "accept": false, - "reason": "A torch>=2.9 flex_attention compilation regression is not the same as a torch 2.4.1 incompatibility report." + "reason": "Different torch-version complaints with different scopes; not the same concrete bug." }, { "left": "issue:44560", "right": "issue:44918", "accept": false, - "reason": "Both involve Qwen/VL embeddings, but one is video input StopIteration and the other is TRL SFT unpacking failure." + "reason": "One is a Qwen3-VL video StopIteration bug, the other is a training-time embedding unpacking issue." }, { "left": "issue:45812", "right": "issue:46489", "accept": false, - "reason": "Both are tokenizer regressions, but they affect different model families and likely different mapping tables/code paths." + "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 bug and torch 2.4.1 incompatibility are unrelated." + "reason": "A Gemma4 device-mismatch bug is not the same as a generic torch incompatibility report." }, { "left": "issue:44661", "right": "issue:45823", "accept": false, - "reason": "Tokenizer-mapping validation failure is unrelated to Gemma4 PLE device mismatch." + "reason": "Config-list handling versus device placement; no evidence of the same defect." }, { "left": "issue:38175", "right": "issue:43994", "accept": true, - "reason": "Same model and same wrong-output symptom for siglip2-base-patch16-224; these look like duplicate reports of the same bug." + "reason": "Same SigLIP2 model and same wrong-output symptom; one report is zero probabilities, the other is nonsensical outputs via AutoModel/pipeline, likely the same underlying bug." }, { "left": "issue:44560", "right": "issue:44805", "accept": false, - "reason": "StopIteration in Qwen3-vl video handling is unrelated to a tensor-mask shape mismatch error." + "reason": "Different error shapes and different model/features; no strong duplication signal." }, { "left": "issue:45672", "right": "issue:46899", "accept": true, - "reason": "Both point to the same Gemma4 4-bit multimodal dtype-casting problem affecting audio/vision embedders." + "reason": "Both describe Gemma4 4-bit multimodal inference failures caused by unsafe dtype handling in audio/vision embedders, so they plausibly share the same bug." }, { "left": "issue:43632", "right": "issue:45834", "accept": false, - "reason": "Custom-model init flag regression and Kosmos2.5 long-OCR index errors are different bugs." + "reason": "Transformers 5 initialization flag regression versus a long-ocr-index error in Kosmos2.5; unrelated issues." }, { "left": "issue:44877", "right": "issue:45030", "accept": false, - "reason": "Both are config-validation regressions, but they are on different model configs and do not look like one shared bug." + "reason": "Both involve config loading, but they refer to different model configs and there is not enough evidence they are the same bug." }, { "left": "issue:42491", "right": "issue:43720", "accept": false, - "reason": "LoRA/Qwen3_moe loading on hf4.x and BitNet packed-weight loading are unrelated." + "reason": "Different models and loading paths; both are version/loader regressions but not the same concrete code-path problem." }, { "left": "issue:43638", "right": "issue:44661", "accept": false, - "reason": "DeepSpeed/Bert initialization index error and tokenizer-mapping-name validation are unrelated." + "reason": "A ZeRO3+Bert IndexError is unrelated to add-new-model-like failing on TOKENIZER_MAPPING_NAMES." }, { "left": "issue:43596", "right": "issue:44661", "accept": false, - "reason": "ZeRO3/Bert init failure and tokenizer mapping validation are unrelated bugs." + "reason": "Different failure modes and different parts of the codebase; no shared underlying bug." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative: it identifies the broad custom-model initialization cluster while treating the other pairs as only similar or unrelated. The accepted duplicate-like pairs are well supported by the titles and the reasons avoid overstating evidence." + "feedback": "The summary is grounded in the packet, and the accepted soft-edge pairs are phrased conservatively (\"likely\"/\"plausibly\") with title-level evidence. The rejected pairs also avoid overclaiming shared bugs when the evidence is only broad thematic overlap." }, "evaluator_used": true, "retried": false, @@ -2217,7 +2050,7 @@ "component_index": 1, "component_count": 24, "review_unit_index": 7, - "review_unit_count": 61, + "review_unit_count": 60, "status": "reviewed", "reason": null, "source": "llm", @@ -2290,8 +2123,8 @@ "issue:44488|issue:44991", "issue:45507|issue:46468", "issue:43644|issue:43645", - "issue:43257|issue:43854", "issue:39692|issue:43994", + "issue:43257|issue:43854", "issue:43856|issue:43873", "issue:42491|issue:45292", "issue:43856|issue:44387", @@ -2301,19 +2134,19 @@ "issue:44960|issue:46050", "issue:46897|issue:46901", "issue:45488|issue:45812", - "issue:45362|issue:45406", "issue:44164|issue:44291", + "issue:45362|issue:45406", "issue:45276|issue:45335", "issue:44910|issue:45588" ], - "prepared_review_unit_hash": "19124452ae96b7e598086f86b40a037ed7a6784700f152e914f6586b1fe1440f", + "prepared_review_unit_hash": "1dc5cdf5522e080bd3db3a859f45c3aa0a4e61636442a52bbf040474202a6cfa", "component_budget": { "node_count": 502, "item_count": 502, "soft_pair_count": 1845, - "serialized_chars": 957264, - "estimated_input_tokens": 239316, - "estimated_eval_tokens": 478888 + "serialized_chars": 957282, + "estimated_input_tokens": 239321, + "estimated_eval_tokens": 478898 }, "budget": { "node_count": 48, @@ -2328,198 +2161,198 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a mix of unrelated model-specific regressions and loading/quantization issues. The only clear duplicate pair is the Transformers v5 non-persistent-buffer junk bug; the rest share broad themes like model loading, tokenizer behavior, or quantization but do not look like the same underlying defect.", - "confidence": 0.89, - "canonical_issue_reason": "Issue 43644 is the best canonical issue because it states the core regression most clearly and broadly; 44534 is essentially the same bug with a slightly different title.", + "summary": "This cluster is mostly a bundle of unrelated Transformers issues; only one soft pair looks like a true duplicate, while the rest differ by model, code path, or failure mode.", + "confidence": 0.74, + "canonical_issue_reason": "issue:43644 is the clearest true duplicate anchor in the set: issue:44534 is just a title variant of the same non-persistent-buffer junk regression in Transformers v5.", "canonical_pr_reason": null, - "best_issue_reason": "43644 is the strongest representative of the duplicate subcluster and the most general statement of the shared bug.", + "best_issue_reason": "issue:43644 is the best representative issue here because it has the strongest duplicate signal and a concrete, well-scoped bug description.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43317", "right": "issue:44756", "accept": false, - "reason": "Different problems: gpu+cpu offload/dequantized loading vs Strix Halo mmap/OOM." + "reason": "Both mention memory/offload behavior, but one is a dequantized-model device_map/offload load failure and the other is Strix Halo mmap OOM; different bugs." }, { "left": "issue:44661", "right": "issue:44805", "accept": false, - "reason": "Unrelated failure modes: tokenizer mapping-name registration vs mask/tensor shape mismatch." + "reason": "Tokenizer-mapping failure vs tensor mask shape mismatch; no shared underlying code path is evident." }, { "left": "issue:38175", "right": "issue:39692", "accept": false, - "reason": "Different SigLIP2 issues: wrong probabilities vs documentation example/model-processor errors." + "reason": "Same model family, but one is bad probabilities at inference and the other is a docs/example mismatch plus quantization failure; not the same bug." }, { "left": "issue:43644", "right": "issue:44534", "accept": true, - "reason": "Same underlying Transformers v5 regression about non-persistent buffers being filled with junk; title wording differs only slightly." + "reason": "Same regression: both report Transformers v5 filling non-persistent buffers with junk, with only minor title wording differences." }, { "left": "issue:41720", "right": "issue:42915", "accept": false, - "reason": "Both are Qwen3-family, but one is auto device mapping CUDA assert and the other is FineGrainedFP8Config failure; not the same bug." + "reason": "Different model and failure mode: CUDA assert with auto device mapping vs FineGrainedFP8Config load failure." }, { "left": "issue:42491", "right": "issue:45276", "accept": false, - "reason": "Different code paths and symptoms: LoRA checkpoint compatibility across branches vs resize_token_embeddings not updating Gemma4 embeddings." + "reason": "LoRA/qwen3_moe branch compatibility issue vs resize_token_embeddings not updating output embeddings; different defects." }, { "left": "issue:42915", "right": "issue:44756", "accept": false, - "reason": "Different model/setting: Qwen3Moe FP8 failure vs mmap-related OOM on Strix Halo." + "reason": "Qwen3Moe FP8 load failure vs Strix Halo mmap OOM; unrelated causes." }, { "left": "issue:44960", "right": "issue:44977", "accept": false, - "reason": "Different models and triggers: GLM5 issue vs Qwen3.5 flash-attention generation bug." + "reason": "Different models and different flash-attention symptoms; no evidence of the same code-path bug." }, { "left": "issue:44451", "right": "issue:44488", "accept": false, - "reason": "Both are model-loading regressions, but they concern different repositories and no shared concrete code-path is evident." + "reason": "Both are load failures, but they affect different models and the reports do not indicate the same root cause." }, { "left": "issue:44863", "right": "issue:46846", "accept": false, - "reason": "Different bugs: NemotronH checkpoint loading vs Qwen3.5 tensor-parallel plan missing linear_attn entries." + "reason": "NemotronH checkpoint loading vs Qwen3.5 TP-plan OOM/shape error; unrelated issues." }, { "left": "issue:46459", "right": "issue:46512", "accept": false, - "reason": "Both involve dtype handling, but one is loading composite checkpoints and the other is from_config stale config metadata." + "reason": "One is dtype being ignored for composite checkpoint loading; the other is stale config.dtype after from_config. Related theme, but different bugs." }, { "left": "issue:45313", "right": "issue:45357", "accept": false, - "reason": "Different issues: ZeRO-3 weight loading for language_model vs incorrect visual encoder keys on save_pretrained." + "reason": "DeepSpeed ZeRO-3 weight loading failure vs incorrect visual encoder keys in save_pretrained; different code paths." }, { "left": "issue:44488", "right": "issue:44991", "accept": false, - "reason": "Both are tokenizer/model loading regressions, but they affect different model families and likely different root causes." + "reason": "Both are tokenizer/loading regressions, but they concern different models and no shared root cause is shown." }, { "left": "issue:45507", "right": "issue:46468", "accept": false, - "reason": "Different models and failures: invalid method call in GraniteMoEHybrid vs broken Nemotron example." + "reason": "GraniteMoEHybrid invalid method call vs broken Nemotron example; not the same change or bug." }, { "left": "issue:43644", "right": "issue:43645", "accept": false, - "reason": "One is a buffer-initialization regression; the other is a Jupyter custom-model initialization breakage." + "reason": "One is a buffer-initialization regression; the other is notebook custom-model initialization with a TypeError. Different failures." }, { - "left": "issue:43257", - "right": "issue:43854", + "left": "issue:39692", + "right": "issue:43994", "accept": false, - "reason": "Different symptoms: Qwen3 MoE weights conversion with accelerate+deepspeed vs GLM-4.7-Flash unit-test loading." + "reason": "Both involve SigLIP2, but one is an example/processor mismatch and quantization issue while the other is a nonsensical-results inference bug." }, { - "left": "issue:39692", - "right": "issue:43994", + "left": "issue:43257", + "right": "issue:43854", "accept": false, - "reason": "Similar model family, but one is docs example errors and the other is nonsensical outputs with AutoModel/pipeline." + "reason": "Accelerate+deepspeed Qwen3 MOE conversion problem vs GLM-4.7-Flash unit-test loading issue; different models and failure modes." }, { "left": "issue:43856", "right": "issue:43873", "accept": false, - "reason": "Both mention memory/quantization, but one is Qwen3 MoE training memory use and the other is offloading behavior with quantization." + "reason": "Both mention memory, but one is Qwen3 MoE training inefficiency and the other is quantization offload behavior; not the same bug." }, { "left": "issue:42491", "right": "issue:45292", "accept": false, - "reason": "Different concerns: checkpoint compatibility across branches vs resize_token_embeddings not propagating to output embeddings." + "reason": "Qwen3_moe hf4.x/hf5.x compatibility vs resize_token_embeddings not affecting output embeddings; unrelated." }, { "left": "issue:43856", "right": "issue:44387", "accept": false, - "reason": "Both are memory-related, but one is training memory usage and the other is increased reserved CUDA memory under int4 quantization." + "reason": "General memory inefficiency during training vs increased reserved memory under int4 quantization; different root causes." }, { "left": "issue:43854", "right": "issue:43931", "accept": false, - "reason": "Different loading failures for different models; no clear shared code-path." + "reason": "Different models and errors: GLM-4.7-Flash test loading vs Qwen3-VL shape mismatch." }, { "left": "issue:43708", "right": "issue:44075", "accept": false, - "reason": "Trainer checkpoint-resume step math vs optimizer SGD args being ignored are unrelated." + "reason": "Trainer checkpoint-resume math bug vs SGD argument handling bug; no overlap in the underlying defect." }, { "left": "issue:42491", "right": "issue:45335", "accept": false, - "reason": "Both mention embedding/token resizing, but they target different model internals and do not read like the same bug." + "reason": "Different model families and different resize_token_embeddings symptoms; not the same issue." }, { "left": "issue:44960", "right": "issue:46050", "accept": false, - "reason": "Different issues: GLM5 model behavior vs sinq quantized save/load breakage." + "reason": "GLM5 issue vs quantized save/load corruption after sinq; unrelated." }, { "left": "issue:46897", "right": "issue:46901", "accept": false, - "reason": "Same high-level pattern (double-shift training loss), but different model implementations and no evidence one fix would cover both." + "reason": "Both are training-loss double-shift reports, but they are model-specific and do not clearly share the same code path." }, { "left": "issue:45488", "right": "issue:45812", "accept": false, - "reason": "Both are tokenizer regressions, but they affect different model families and different failure mechanisms." + "reason": "Tokenizer override bug for DeepSeek V3/R1 vs Granite token-id regression; different tokenization defects." }, { - "left": "issue:45362", - "right": "issue:45406", + "left": "issue:44164", + "right": "issue:44291", "accept": false, - "reason": "Different runtime failures: Qwen3.5 chat crash vs Gemma4Processor missing _tokenizer in transformers serve." + "reason": "Save/from_pretrained extra_state handling vs init_empty_weights TypeError from unexpected _is_hf_initialized; different paths." }, { - "left": "issue:44164", - "right": "issue:44291", + "left": "issue:45362", + "right": "issue:45406", "accept": false, - "reason": "Both involve save/load behavior, but extra_state handling is distinct from the _is_hf_initialized init_empty_weights TypeError." + "reason": "Qwen3.5 chat crash vs Gemma4Processor missing _tokenizer in transformers serve; unrelated failures." }, { "left": "issue:45276", "right": "issue:45335", "accept": false, - "reason": "Related resize_token_embeddings symptom, but different model families and embedding destinations; not enough evidence of one shared bug." + "reason": "Both are resize_token_embeddings complaints, but they affect different architectures and affected components; too model-specific to merge." }, { "left": "issue:44910", "right": "issue:45588", "accept": false, - "reason": "Both are flash-attention related, but one is a packed-sequence misinterpretation and the other is an s_aux=None AttributeError." + "reason": "Flash-attention crashes in different places for different reasons: packed-sequence misinterpretation vs s_aux=None AttributeError." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet, and the only accepted duplicate pair (43644/44534) is strongly supported by near-identical titles. The remaining soft-edge rejections are conservative and do not overclaim shared root causes." + "feedback": "The summary is grounded in the packet and stays conservative. The only accepted soft pair, issue:43644 / issue:44534, is well supported by nearly identical titles about the same Transformers v5 non-persistent-buffer regression. The other verdicts appropriately avoid overclaiming duplicate status given only weak title/body overlap and differing models, paths, or failure modes." }, "evaluator_used": true, "retried": false, @@ -2532,7 +2365,7 @@ "component_index": 1, "component_count": 24, "review_unit_index": 8, - "review_unit_count": 61, + "review_unit_count": 60, "status": "reviewed", "reason": null, "source": "llm", @@ -2551,6 +2384,8 @@ "issue:43404", "issue:43425", "issue:43454", + "issue:43646", + "issue:43708", "issue:43854", "issue:43873", "issue:43957", @@ -2584,9 +2419,7 @@ "issue:45859", "issue:46326", "issue:46468", - "issue:46829", - "issue:46894", - "issue:46901" + "issue:46829" ], "soft_pairs": [ "issue:44402|issue:44488", @@ -2600,8 +2433,8 @@ "issue:43873|issue:44387", "issue:44079|issue:46829", "issue:36010|issue:39404", - "issue:44292|issue:44912", "issue:45663|issue:45859", + "issue:44292|issue:44912", "issue:44387|issue:44756", "issue:44155|issue:45823", "issue:42947|issue:43381", @@ -2609,231 +2442,225 @@ "issue:43957|issue:44756", "issue:44863|issue:46468", "issue:45276|issue:45292", - "issue:43381|issue:44928", "issue:44479|issue:44877", + "issue:43381|issue:44928", "issue:44164|issue:44756", - "issue:45684|issue:45698", "issue:42796|issue:46326", + "issue:45684|issue:45698", "issue:45588|issue:45663", "issue:43854|issue:45216", "issue:45292|issue:45335", "issue:44402|issue:44451", - "issue:46894|issue:46901" + "issue:43646|issue:43708" ], - "prepared_review_unit_hash": "dc4143c817a652e1916b30526e7c36826335c6cdaf2ff8654740b78bb0f37d52", + "prepared_review_unit_hash": "ab6213dcb878cbfc3cd009d9655db1546b0da89c6ca440a8a5e575c0d8ef9011", "component_budget": { "node_count": 502, "item_count": 502, "soft_pair_count": 1845, - "serialized_chars": 957264, - "estimated_input_tokens": 239316, - "estimated_eval_tokens": 478888 + "serialized_chars": 957282, + "estimated_input_tokens": 239321, + "estimated_eval_tokens": 478898 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 30, - "serialized_chars": 36138, - "estimated_input_tokens": 9035, - "estimated_eval_tokens": 18326 + "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 issue reports with one clear duplicate pair around `resize_token_embeddings` behavior; the rest are similar-by-theme at best but not the same concrete bug.", - "confidence": 0.72, - "canonical_issue_reason": "`issue:45292` is the cleanest representative of the only strong duplicate thread here: it states the generic `resize_token_embeddings` / `output_embeddings` failure, which is the broader form of the more model-specific reports.", + "summary": "This cluster is mostly heterogeneous. The only clearly duplicate-like subgroup is the resize_token_embeddings regression family, where issue 45292 is the broadest representative. No PRs are present.", + "confidence": 0.57, + "canonical_issue_reason": "Issue 45292 is the cleanest canonical for the only strong duplicate family here: it states the core resize_token_embeddings/output_embeddings failure in a model-agnostic way, while 45276 is a narrower Gemma4-specific variant.", "canonical_pr_reason": null, - "best_issue_reason": "`issue:45292` is the best global issue choice because it is the most general and concise formulation of the shared embedding-resize bug, making it the best canonical anchor for the accepted duplicate pair.", + "best_issue_reason": "45292 is the best cluster anchor because it captures the shared underlying symptom most generally and can subsume the more specific variant.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44402", "right": "issue:44488", "accept": false, - "reason": "Both are model-loading complaints, but they describe different checkpoints and failure modes, not the same bug." + "reason": "Both are load-time BERT-style failures, but the titles do not show the same concrete bug; 44488 is too vague to \u092a\u0941\u0937\u094d\u091f\u093f duplicate status." }, { "left": "issue:39692", "right": "issue:44960", "accept": false, - "reason": "Unrelated models and problems: SigLIP2 docs vs GLM5 loading." + "reason": "Different models and different failure modes (SigLIP2 doc example vs GLM5), so not the same underlying issue." }, { "left": "issue:41720", "right": "issue:44155", "accept": false, - "reason": "Different subsystems and symptoms: Qwen auto device mapping crash vs AudioFlamingo3 batched inference leakage." + "reason": "CUDA assert in Qwen3 auto device mapping is unrelated to AudioFlamingo3 batch leakage." }, { "left": "issue:45663", "right": "issue:45759", "accept": false, - "reason": "Both touch model internals, but one is an FSDP attention-state bug and the other is `AutoModelForCausalLM.from_config` unwrapping; not the same issue." + "reason": "Both are model/config problems, but one is a Gemma4 FSDP attention bug and the other is a Qwen multimodal config unwrap issue; different code paths." }, { "left": "issue:43404", "right": "issue:43454", "accept": false, - "reason": "Both mention `lm_head` tying, but they affect different model families and do not clearly share one concrete code-path bug." + "reason": "Both mention lm_head tying, but they affect different model families and appear to be separate model-specific initialization bugs." }, { "left": "issue:42947", "right": "issue:45704", "accept": false, - "reason": "Gradient checkpointing/LoRA is unrelated to the T5 apex RMSNorm memory leak." + "reason": "Gradient checkpointing/LoRA and T5 apex RMSNorm memory leak are unrelated bugs." }, { "left": "issue:43425", "right": "issue:43957", "accept": false, - "reason": "Torch version compatibility and `meta`-device loading are different problems." + "reason": "Torch version incompatibility is not the same as meta-device loading breakage." }, { "left": "issue:44291", "right": "issue:44756", "accept": false, - "reason": "`init_empty_weights` argument handling and Strix Halo mmap OOM are unrelated." + "reason": "Unexpected _is_hf_initialized argument during init_empty_weights is unrelated to mmap/OOM behavior on Strix Halo." }, { "left": "issue:43873", "right": "issue:44387", "accept": false, - "reason": "Both involve quantization, but one is offloading behavior and the other is int4 memory regression causing OOM." + "reason": "Both involve quantization and memory, but offloading failure and increased CUDA reserved memory OOM are different problems." }, { "left": "issue:44079", "right": "issue:46829", "accept": false, - "reason": "Different output/container bugs in different components." + "reason": "Generic ModelOutput key assignment bug is not the same as VideoPrism returning last_hidden_state in hidden_states." }, { "left": "issue:36010", "right": "issue:39404", "accept": false, - "reason": "Import path regression vs Whisper pipeline `return_language` behavior are not the same bug." + "reason": "GenerationMixin import error and Whisper return_language regression are distinct issues." }, { - "left": "issue:44292", - "right": "issue:44912", + "left": "issue:45663", + "right": "issue:45859", "accept": false, - "reason": "Both are quantization-related, but they concern different formats and failure modes." + "reason": "Gemma4 FSDP shared_kv_states error and Qwen3.5 MoE CPU offload incompatibility are different failures." }, { - "left": "issue:45663", - "right": "issue:45859", + "left": "issue:44292", + "right": "issue:44912", "accept": false, - "reason": "Different model-specific failures: FSDP attention state vs CPU offload incompatibility." + "reason": "Different quantization formats and different symptoms; not the same bug." }, { "left": "issue:44387", "right": "issue:44756", "accept": false, - "reason": "Both mention OOM, but one is int4 CUDA reserved memory and the other is mmap on Strix Halo." + "reason": "Int4 quantization OOM is unrelated to disabling mmap for Strix Halo." }, { "left": "issue:44155", "right": "issue:45823", "accept": false, - "reason": "Different bug classes: embedding/token leakage vs device mismatch in Gemma4 PLE." + "reason": "Embedding/token leakage in AudioFlamingo3 does not match Gemma4 device-map mismatch." }, { "left": "issue:42947", "right": "issue:43381", "accept": false, - "reason": "Both mention gradient checkpointing, but one is ineffective under PEFT LoRA and the other is a mode restriction in eval; not the same bug." + "reason": "Both mention gradient checkpointing, but one is ineffective under PEFT LoRA and the other is an eval-mode restriction." }, { "left": "issue:43335", "right": "issue:45663", "accept": false, - "reason": "Different model/config bugs with no shared concrete failure path." + "reason": "SwitchTransformers sparse-layer config bug and Gemma4 FSDP attention bug are unrelated." }, { "left": "issue:43957", "right": "issue:44756", "accept": false, - "reason": "Meta-device loading regression is not the same as mmap/OOM behavior." + "reason": "Meta-device model loading and Strix Halo mmap/OOM are different issues." }, { "left": "issue:44863", "right": "issue:46468", "accept": false, - "reason": "Same model family, but one is checkpoint loading and the other is an example script; too little evidence they are the same underlying fix." + "reason": "NemotronH checkpoint loading and a broken Nemotron example are related by model family but not the same underlying bug." }, { "left": "issue:45276", "right": "issue:45292", "accept": true, - "reason": "`issue:45276` explicitly includes the `output_embeddings` failure covered by `issue:45292`; this is the same resize-token-embedding bug, with 45276 just being a broader/more specific report." + "reason": "Same underlying resize_token_embeddings regression; 45292 is the broader wording and 45276 is a Gemma4-specific instance with extra symptoms." }, { - "left": "issue:43381", - "right": "issue:44928", + "left": "issue:44479", + "right": "issue:44877", "accept": false, - "reason": "Both mention gradient-related instability, but one is checkpointing in eval mode and the other is RLHF NaNs from Qwen3.5 position IDs." + "reason": "Video-input regression across Qwen variants and strict granite_speech config loading are separate failures." }, { - "left": "issue:44479", - "right": "issue:44877", + "left": "issue:43381", + "right": "issue:44928", "accept": false, - "reason": "Different families of regressions: video-input handling vs strict config loading." + "reason": "Eval-mode gradient checkpointing restriction is unrelated to the Qwen3.5 RLHF NaN explosion." }, { "left": "issue:44164", "right": "issue:44756", "accept": false, - "reason": "Save/load `extra_state` handling is unrelated to mmap-based OOM." + "reason": "extra_state save/load handling is unrelated to mmap/OOM behavior." }, { - "left": "issue:45684", - "right": "issue:45698", + "left": "issue:42796", + "right": "issue:46326", "accept": false, - "reason": "Both involve save/load of custom modules, but one is permissions propagation and the other is loading the wrong custom module." + "reason": "Tokenizer BPE marker handling and continue_final_message behavior are different tokenizer bugs." }, { - "left": "issue:42796", - "right": "issue:46326", + "left": "issue:45684", + "right": "issue:45698", "accept": false, - "reason": "Tokenizer BPE-marker handling and `continue_final_message` are related only at a broad tokenizer level, not the same concrete bug." + "reason": "Custom-model save permissions and loading the wrong custom module after save are separate problems." }, { "left": "issue:45588", "right": "issue:45663", "accept": false, - "reason": "Flash-attention sinkless-model crash and Gemma4 FSDP state rebuilding are unrelated." + "reason": "flash_attention s_aux=None crash and Gemma4 FSDP shared_kv_states error are unrelated." }, { "left": "issue:43854", "right": "issue:45216", "accept": false, - "reason": "Different loading/regression reports for different models and APIs." - }, - { - "left": "issue:45292", - "right": "issue:45335", - "accept": false, - "reason": "Both are about `resize_token_embeddings`, but they target different model implementations (`output_embeddings` vs `decoder.embed_tokens`) and are not clearly the same concrete bug." + "reason": "GLM4.7-Flash unit-test loading issue and Qwen3.5 save_pretrained regression are different code paths." }, { "left": "issue:44402", "right": "issue:44451", "accept": false, - "reason": "Different model-loading reports with different root causes." + "reason": "Both are model-loading failures, but the specific tokenizer-vocab mismatch in 44402 is not clearly the same as the vague ScandiBERT load failure in 44451." }, { - "left": "issue:46894", - "right": "issue:46901", + "left": "issue:43646", + "right": "issue:43708", "accept": false, - "reason": "Both describe a double-shift training-loss pattern, but they are model-specific reports without enough evidence of one shared concrete code-path fix." + "reason": "Custom model initialization breakage in Transformers 5.0 and Trainer max_steps miscalculation on resume are unrelated." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative overall. The only accepted soft edge, issue:45276 vs issue:45292, is supported by the titles and strong similarity, and the rest of the verdicts avoid overclaiming shared bugs. The canonical choice for 45292 is defensible as a concise representative of the resize_token_embeddings/output_embeddings thread." + "feedback": "The summary is grounded in the packet and stays conservative. The only clearly duplicate-like pair is 45276/45292, and treating 45292 as the broad canonical anchor is reasonable. The other soft-edge verdicts appropriately avoid overclaiming duplicate status, and no PR-pair mergeability issues arise because there are no PRs." }, "evaluator_used": true, "retried": false, @@ -2846,7 +2673,7 @@ "component_index": 1, "component_count": 24, "review_unit_index": 9, - "review_unit_count": 61, + "review_unit_count": 60, "status": "reviewed", "reason": null, "source": "llm", @@ -2859,10 +2686,9 @@ "issue:43299", "issue:43425", "issue:43452", + "issue:43596", "issue:43611", "issue:43645", - "issue:43646", - "issue:43708", "issue:43716", "issue:43828", "issue:43856", @@ -2901,10 +2727,11 @@ "issue:46869", "issue:46894", "issue:46897", - "issue:46899" + "issue:46899", + "issue:46901" ], "soft_pairs": [ - "issue:43646|issue:43708", + "issue:46894|issue:46901", "issue:43645|issue:44164", "issue:43828|issue:43957", "issue:44589|issue:44756", @@ -2937,240 +2764,247 @@ "issue:45479|issue:46894", "issue:43856|issue:44756", "issue:45479|issue:46897", - "issue:44164|issue:46821" + "issue:44164|issue:46821", + "issue:43596|issue:44683" ], - "prepared_review_unit_hash": "475bb83dc03a63ccc0569b9ed97992ab757c01a11a517005917f9cd3900874d4", + "prepared_review_unit_hash": "543b8cb0f8d22607da193f1d19a56993f2527593390a9bfaea2764669bf5e465", "component_budget": { "node_count": 502, "item_count": 502, "soft_pair_count": 1845, - "serialized_chars": 957264, - "estimated_input_tokens": 239316, - "estimated_eval_tokens": 478888 + "serialized_chars": 957282, + "estimated_input_tokens": 239321, + "estimated_eval_tokens": 478898 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 34, - "serialized_chars": 38136, - "estimated_input_tokens": 9534, - "estimated_eval_tokens": 19324 + "soft_pair_count": 35, + "serialized_chars": 38430, + "estimated_input_tokens": 9608, + "estimated_eval_tokens": 19472 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These items form a loose transformer-v5 regression cluster, but the soft pairs mostly describe distinct bugs, model families, or code paths rather than true duplicates. No PRs were provided.", - "confidence": 0.72, - "canonical_issue_reason": "issue:43611 is the best representative because it describes a concrete, broadly relevant v5 loading regression and is more general than the highly model-specific reports around it.", + "summary": "This is mostly a thematic cluster of Transformers v5 regressions, but the soft pairs are largely distinct bugs: tokenizer regressions, model-loading failures, dtype/device mismatches, memory issues, and docs-only problems. I don't see strong evidence that any of the listed pairs are true duplicates of the same concrete code-path bug.", + "confidence": 0.74, + "canonical_issue_reason": "Issue 43611 is the broadest representative of the set: a generic v5 model-loading regression, while most other issues are narrower model-specific or subsystem-specific breakages.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43611 is the clearest single issue to anchor the cluster; it is specific enough to be actionable yet broad enough to stand in for related v5 model-loading breakages.", + "best_issue_reason": "43611 is the best umbrella issue for this cluster's overall theme, even though it is not a true duplicate of the others.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43646", - "right": "issue:43708", + "left": "issue:46894", + "right": "issue:46901", "accept": false, - "reason": "Different problems: custom-model initialization vs trainer checkpoint resumption/max_steps calculation." + "reason": "Both mention training-loss shifting, but they are different models and likely separate model-specific implementations rather than one shared bug." }, { "left": "issue:43645", "right": "issue:44164", "accept": false, - "reason": "Notebook custom-model initialization and extra_state save/load handling are separate failure modes." + "reason": "One is about custom model initialization in Jupyter, the other about save/from_pretrained handling of extra_state; different failure modes." }, { "left": "issue:43828", "right": "issue:43957", "accept": false, - "reason": "One is an autocast dtype mismatch for a specific model; the other is meta-device loading breakage." + "reason": "Autocast dtype mismatch for Phi-tiny-MoE and meta-device loading breakage are different code paths and symptoms." }, { "left": "issue:44589", "right": "issue:44756", "accept": false, - "reason": "Float8 storage lookup and mmap OOM on Strix Halo are unrelated runtime issues." + "reason": "Float8 storage lookup failure and Strix Halo mmap OOM are unrelated runtime/memory issues." }, { "left": "issue:46315", "right": "issue:46491", "accept": false, - "reason": "Tokenizer conversion slowdown is not the same as CodeLlama space-preservation regression." + "reason": "Tokenizer conversion slowdown is a performance regression; CodeLlama space stripping is a correctness regression." }, { "left": "issue:45812", "right": "issue:46315", "accept": false, - "reason": "Wrong token IDs for Granite is a correctness regression, not the convert_tokens_to_ids performance bug." + "reason": "Granite token IDs are wrong, while the other issue is about slow lookup for added tokens; different bugs." }, { "left": "issue:43425", "right": "issue:43828", "accept": false, - "reason": "Torch version incompatibility is too broad and does not match the specific autocast mismatch bug." + "reason": "Torch version incompatibility is not the same as an autocast dtype mismatch in a specific model." }, { "left": "issue:39404", "right": "issue:45701", "accept": false, - "reason": "Whisper pipeline return_language behavior and generic tokenization changes are different regressions." + "reason": "Whisper pipeline return_language breakage and tokenization changes are different regressions." }, { "left": "issue:44530", "right": "issue:45084", "accept": false, - "reason": "Qwen3.5 PagedAttentionCache crash and template-node compilation failure are different code paths." + "reason": "Qwen3.5 PagedAttentionCache failure and a template compilation TypeError are separate failures." }, { "left": "issue:39404", "right": "issue:46665", "accept": false, - "reason": "Pipeline return_language regression is unrelated to from_pretrained behavior inside Python classes." + "reason": "Pipeline return_language and from_pretrained inside Python classes are unrelated behaviors." }, { "left": "issue:43611", "right": "issue:43645", "accept": false, - "reason": "Both involve loading/custom models, but the concrete bugs and triggers are different." + "reason": "Both involve model loading, but one is a base_model_prefix regression and the other is notebook-defined custom model initialization." }, { "left": "issue:43425", "right": "issue:46869", "accept": false, - "reason": "A torch-version incompatibility is not the same as YOLO multi-GPU device-map failure." + "reason": "Torch 2.10 incompatibility is not the same as YOLO multi-GPU device-map loading failure." }, { "left": "issue:44683", "right": "issue:45823", "accept": false, - "reason": "Compiled flex_attention on new torch versions and Gemma4 device placement are unrelated." + "reason": "Compiled flex_attention on torch>=2.9 and Gemma4 device mismatch are different subsystems." }, { "left": "issue:43425", "right": "issue:45823", "accept": false, - "reason": "Generic torch incompatibility does not identify the same device-map bug." + "reason": "A general torch version incompatibility is not the same as a specific forward-pass device mismatch." }, { "left": "issue:43425", "right": "issue:43716", "accept": false, - "reason": "Torch compatibility and image preprocessor/model dtype mismatch are distinct." + "reason": "Torch compatibility and multimodal dtype mismatch are distinct issues." }, { "left": "issue:44479", "right": "issue:44805", "accept": false, - "reason": "Video-input regression for Qwen models and mask-shape IndexError are different symptoms and likely different fixes." + "reason": "Video-input regression for Qwen models and mask shape mismatch are different model/path failures." }, { "left": "issue:43906", "right": "issue:44530", "accept": false, - "reason": "Isolated reproduction of one prior issue is not the same bug as the PagedAttentionCache linear_attention crash." + "reason": "An isolated reproduction of another issue is not the same as the Qwen3.5 cache crash." }, { "left": "issue:44589", "right": "issue:45084", "accept": false, - "reason": "Float8 storage-object errors are unrelated to template compilation errors." + "reason": "Float8 storage lookup and template compilation errors are unrelated." }, { "left": "issue:43901", "right": "issue:44509", "accept": false, - "reason": "Docs mentioning deprecated pipeline tasks is separate from behavior/docs mismatch for return_all_scores." + "reason": "Both are docs-related, but they concern different removed or changed pipeline APIs." }, { "left": "issue:43994", "right": "issue:44079", "accept": false, - "reason": "Siglip2 wrong outputs and ModelOutput key assignment are different underlying problems." + "reason": "SigLIP2 bad outputs and ModelOutput key assignment are different bugs in different layers." }, { "left": "issue:36032", "right": "issue:43452", "accept": false, - "reason": "T5 tokenizer special-tokens conflict is unrelated to gguf_file loading failures." + "reason": "Tokenizer method-name conflict and gguf loading breakage are separate tokenizer/loading issues." }, { "left": "issue:44265", "right": "issue:44898", "accept": false, - "reason": "torch.export exportability with torch_compilable_check and Perceiver interpolation failure are not the same bug." + "reason": "torch.export with torch_compilable_check and Perceiver non-default-resolution failure are unrelated." }, { "left": "issue:39404", "right": "issue:44912", "accept": false, - "reason": "Whisper return_language regression and MXFP4 quantization fallback are unrelated." + "reason": "Whisper pipeline regression and MXFP4 quantization loading fallback are different problems." }, { "left": "issue:46050", "right": "issue:46326", "accept": false, - "reason": "Quantized save/load breakage and mistral_common continue_final_message are different features and code paths." + "reason": "Post-save quantization corruption and continue_final_message behavior are unrelated." }, { "left": "issue:44164", "right": "issue:45759", "accept": false, - "reason": "extra_state save/load handling is unrelated to AutoModelForCausalLM config unwrapping." + "reason": "extra_state save/load handling and unwrapping text_config in composite configs are different loading paths." }, { "left": "issue:43906", "right": "issue:46326", "accept": false, - "reason": "A reproduction issue for an older bug does not match the mistral_common tokenizer behavior change." + "reason": "These do not describe the same code path or failure mode." }, { "left": "issue:44671", "right": "issue:44991", "accept": false, - "reason": "CamemBERT masked-LM outputs and tokenizer-loading failure for EMBEDDIA/est-roberta are separate." + "reason": "CamemBERT masked-LM predictions and tokenizer loading for est-roberta are separate regressions." }, { "left": "issue:44991", "right": "issue:45081", "accept": false, - "reason": "Both are tokenizer-related, but one is a loading failure and the other is a regex patch crash for Mistral." + "reason": "Both touch tokenizers, but one is a model tokenizer load failure and the other is a mistral regex patch crash." }, { "left": "issue:45823", "right": "issue:46899", "accept": false, - "reason": "Gemma4 device-map mismatch and Gemma4 multimodal 4-bit dtype casting are different failures." + "reason": "Gemma4 device mismatch during forward and unsafe dtype casting in multimodal embedders are different bugs." }, { "left": "issue:43299", "right": "issue:43931", "accept": false, - "reason": "Both concern Qwen3-VL loading, but the reported failures are different enough that they should not be merged." + "reason": "Both involve Qwen3-VL loading, but the titles point to different concrete failures: MoE loading vs weight-shape mismatch." }, { "left": "issue:45479", "right": "issue:46894", "accept": false, - "reason": "Zero-loss classification bug and training-loss double-shift bug are different model/task failures." + "reason": "Degenerate zero loss with num_labels=1 is not the same as a training-loss double-shift bug." }, { "left": "issue:43856", "right": "issue:44756", "accept": false, - "reason": "Qwen3 MoE training memory usage and Strix Halo mmap OOM are unrelated." + "reason": "MoE training memory inefficiency and mmap OOM avoidance are different performance/memory issues." }, { "left": "issue:45479", "right": "issue:46897", "accept": false, - "reason": "Single-label classification zero-loss regression is not the same as Florence2 double-shift training bug." + "reason": "Zero-loss classification and Florence2 label shifting are different loss bugs." }, { "left": "issue:44164", "right": "issue:46821", "accept": false, - "reason": "extra_state persistence and TimesFM window_size AttributeError are unrelated." + "reason": "extra_state save/load and TimesFM window_size AttributeError are unrelated." + }, + { + "left": "issue:43596", + "right": "issue:44683", + "accept": false, + "reason": "Deepspeed ZeRO3/BertModel index error and compiled flex_attention on newer torch are separate failures." } ] }, @@ -3186,7 +3020,7 @@ "component_index": 1, "component_count": 24, "review_unit_index": 10, - "review_unit_count": 61, + "review_unit_count": 60, "status": "reviewed", "reason": null, "source": "llm", @@ -3209,7 +3043,6 @@ "issue:43482", "issue:43541", "issue:43582", - "issue:43596", "issue:43611", "issue:43632", "issue:43643", @@ -3244,9 +3077,8 @@ "issue:46489" ], "soft_pairs": [ - "issue:43596|issue:44683", - "issue:44488|issue:44987", "issue:44488|issue:45081", + "issue:44488|issue:44987", "issue:43611|issue:43644", "issue:44462|issue:46489", "issue:42796|issue:43404", @@ -3267,229 +3099,223 @@ "issue:42175|issue:46178", "issue:43582|issue:43632", "issue:44206|issue:44220", - "issue:44811|issue:45584", "issue:36032|issue:43645", + "issue:44811|issue:45584", "issue:43452|issue:43482", - "issue:43883|issue:44488", "issue:44987|issue:44991", + "issue:43883|issue:44488", "issue:43317|issue:43482", "issue:45084|issue:45507", "issue:43746|issue:46326" ], - "prepared_review_unit_hash": "b5794be8d42c578a6bef2b0b4184f3c3c73aa8a9d3da29c8c55cdbfa6305787e", + "prepared_review_unit_hash": "80a80d20fe515fac0ae4deb668572901fe2f2246bbdc7f0afc7298cccfe715b2", "component_budget": { "node_count": 502, "item_count": 502, "soft_pair_count": 1845, - "serialized_chars": 957264, - "estimated_input_tokens": 239316, - "estimated_eval_tokens": 478888 + "serialized_chars": 957282, + "estimated_input_tokens": 239321, + "estimated_eval_tokens": 478898 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 31, - "serialized_chars": 37017, - "estimated_input_tokens": 9255, - "estimated_eval_tokens": 18766 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36115, + "estimated_input_tokens": 9029, + "estimated_eval_tokens": 18314 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a loose grab-bag of unrelated Transformers regressions and model/tokenizer edge cases, with only weak thematic overlap around v5 loading behavior. None of the soft pairs are strong enough duplicates to merge.", - "confidence": 0.91, - "canonical_issue_reason": "No single issue is a safe canonical for the cluster: the items span distinct bugs across tokenizers, model initialization/loading, audio, quantization, and runtime/device behavior.", + "summary": "This cluster is a grab-bag of mostly unrelated transformers issues (tokenizer loading, model init, Whisper, Qwen/Mistral/CLIP, backend/runtime regressions). None of the soft pairs look like the same underlying bug/change closely enough to merge.", + "confidence": 0.94, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "issue:43646 is the broadest representative of the cluster\u2019s recurring v5 regression theme, but it is still too generic to absorb the others as duplicates.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:43596", - "right": "issue:44683", - "accept": false, - "reason": "Different failures and code paths: Deepspeed/ZERO3 BertModel indexing vs torch>=2.9 flex_attention compilation." - }, { "left": "issue:44488", - "right": "issue:44987", + "right": "issue:45081", "accept": false, - "reason": "Both are loading regressions, but they concern different models and likely different tokenizer/model paths." + "reason": "Both touch tokenizer loading, but 44488 is about AutoTokenizer ignoring tokenizer.json for a specific repo, while 45081 is a Mistral regex patch crash from missing backend_tokenizer. Different failure modes." }, { "left": "issue:44488", - "right": "issue:45081", + "right": "issue:44987", "accept": false, - "reason": "BERT model loading failure is not the same bug as the Mistral tokenizer regex patch crash." + "reason": "Both are model/tokenizer load failures on newer transformers, but they concern different repos and distinct bugs. No shared concrete code-path." }, { "left": "issue:43611", "right": "issue:43644", "accept": false, - "reason": "Both are v5 regressions, but one is base_model_prefix loading and the other is non-persistent buffer initialization corruption." + "reason": "Both are v5 regressions, but one is model loading with base_model_prefix and the other is junk-filled non-persistent buffers. Separate initialization/loading issues." }, { "left": "issue:44462", "right": "issue:46489", "accept": false, - "reason": "Both involve tokenizer loading/output, but the titles point to different model-specific bugs and different symptoms." + "reason": "Both involve tokenizer behavior, but one is repo tokenizer.json discovery and the other is a DeepSeek-Coder tokenizer output regression tied to a specific prior fix gap." }, { "left": "issue:42796", "right": "issue:43404", "accept": false, - "reason": "Tokenizer BPE-marker handling and lm_head weight tying are separate Mistral3 issues." + "reason": "Tokenizer BPE-marker handling and Mistral lm_head weight tying are unrelated bugs." }, { "left": "issue:36032", "right": "issue:42915", "accept": false, - "reason": "T5 tokenizer load error and Qwen3Moe FineGrainedFP8 failure are unrelated." + "reason": "T5 tokenizer method-name conflict and Qwen3Moe FineGrainedFP8Config failure are unrelated." }, { "left": "issue:46285", "right": "issue:46402", "accept": false, - "reason": "CLIP structure inconsistency is unrelated to Sam3 text encoder weights not loading." + "reason": "CLIP text-model structure inconsistency and Sam3Model text-encoder weight loading are different model-specific regressions." }, { "left": "issue:39404", "right": "issue:44671", "accept": false, - "reason": "Whisper pipeline return_language regression and CamemBERT masked-LM prediction regression are unrelated." + "reason": "Whisper pipeline return_language regression and CamemBERT masked-LM prediction bug are unrelated." }, { "left": "issue:43716", "right": "issue:45084", "accept": false, - "reason": "Image preprocessor/model dtype mismatch is a different bug from the template-node compile error." + "reason": "Mistral-3 dtype mismatch in image preprocessing and a template-node compilation TypeError are different code paths." }, { "left": "issue:43643", "right": "issue:44530", "accept": false, - "reason": "trust_remote_code config field loss and Qwen3.5 paged-attention invalid group type are unrelated." + "reason": "AutoConfig trust_remote_code missing fields and PagedAttentionCache invalid group type are unrelated." }, { "left": "issue:44737", "right": "issue:45859", "accept": false, - "reason": "Both mention device placement, but they affect different models and different code paths." + "reason": "Both mention device/offload behavior, but one is XLNet CPU arange placement and the other is a Qwen3.5 MoE rotary embedding offload incompatibility. Different bugs." }, { "left": "issue:44661", "right": "issue:44683", "accept": false, - "reason": "Tokenizer mapping-name validation and flex_attention compilation are unrelated." + "reason": "Token list/model-mapping issue and torch>=2.9 flex_attention compilation failure are unrelated." }, { "left": "issue:40990", "right": "issue:43421", "accept": false, - "reason": "Perplexity regression on a benchmark and runtime special-token post-processor updates are not the same bug." + "reason": "Perplexity regression on gpt-oss-20b and runtime special-token post-processor staleness are different problems." }, { "left": "issue:42915", "right": "issue:44530", "accept": false, - "reason": "Same broad Qwen family, but FP8 config failure and paged-attention cache crash are different issues." + "reason": "Qwen3Moe FP8 config failure and Qwen3.5 PagedAttentionCache crash are separate model/runtime issues." }, { "left": "issue:44451", "right": "issue:44987", "accept": false, - "reason": "Both are latest-version loading failures, but for different repositories and likely different root causes." + "reason": "Both are model-loading failures, but for different models and different symptoms; not the same underlying bug." }, { "left": "issue:43644", "right": "issue:43646", "accept": false, - "reason": "Related to v5 initialization, but the symptoms differ: buffer corruption vs custom model initialization breakage." + "reason": "Both are v5 custom-model regressions, but one is junk non-persistent buffers and the other is custom initialization breaking. Too broad and not the same concrete bug." }, { "left": "issue:34567", "right": "issue:40444", "accept": false, - "reason": "TrainerState token accounting and Qwen2.5-VL iterable dataset failures are unrelated." + "reason": "TrainerState token counting and Qwen2.5-VL iterable-dataset multi-image finetuning are unrelated." }, { "left": "issue:43541", "right": "issue:45084", "accept": false, - "reason": "Torch dynamo grouped_mm tracing failure is unrelated to the non-template-node compile error." + "reason": "Torch dynamo grouped_mm error on Mixtral and a template-node compilation TypeError are unrelated compile/runtime bugs." }, { "left": "issue:40444", "right": "issue:46326", "accept": false, - "reason": "Multimodal training with multiple images and Whisper tokenizer continue_final_message are different bugs." + "reason": "Multi-image IterableDataset finetuning failure and mistral_common continue_final_message behavior are unrelated." }, { "left": "issue:42175", "right": "issue:46178", "accept": false, - "reason": "Backend packaging/installation issue and tensorflow_text backend mapping error are related to dependencies, not the same defect." + "reason": "Missing tensorflow in a torch extra and undefined tensorflow_text backend are different packaging/backend issues." }, { "left": "issue:43582", "right": "issue:43632", "accept": false, - "reason": "AppleSilicon allocator warmup TypeError and _is_hf_initialized regressions are separate initialization problems." + "reason": "Apple Silicon caching_allocator_warmup TypeError and _is_hf_initialized flag regression are unrelated." }, { "left": "issue:44206", "right": "issue:44220", "accept": false, - "reason": "Both are audio-feature related, but the titles do not establish the same root cause with enough confidence." + "reason": "Both are audio-feature-extraction related, but one is a specific unsupported center arg in LasrFeatureExtractor and the other is a generic _torch_extract_fbank_features() issue; insufficient evidence they are the same bug." }, { - "left": "issue:44811", - "right": "issue:45584", + "left": "issue:36032", + "right": "issue:43645", "accept": false, - "reason": "Whisper batch_decode skip_special_tokens behavior and empty-transcription generation after align_special_tokens are different symptoms." + "reason": "T5Tokenizer add_special_tokens conflict and notebook custom-model initialization regression are unrelated." }, { - "left": "issue:36032", - "right": "issue:43645", + "left": "issue:44811", + "right": "issue:45584", "accept": false, - "reason": "Tokenizer class-method conflict and custom model initialization in notebooks are unrelated." + "reason": "Both involve Whisper/token special-token handling, but one is batch_decode ignoring skip_special_tokens and the other is empty-transcription failure after align_special_tokens. Not the same concrete bug." }, { "left": "issue:43452", "right": "issue:43482", "accept": false, - "reason": "GGUF from_pretrained breakage and Qwen2.5-GGUF loading failure are both GGUF-related but not clearly the same bug." + "reason": "Both are GGUF-related load failures, but one concerns gguf_file support in auto classes and the other is a specific Qwen2.5-GGUF v5 loading regression." }, { - "left": "issue:43883", - "right": "issue:44488", + "left": "issue:44987", + "right": "issue:44991", "accept": false, - "reason": "Molmo tied-weights attribute error and BERT model loading failure are unrelated." + "reason": "Both are newer-version tokenizer/model load failures, but they affect different repos and likely different tokenizer conversion paths." }, { - "left": "issue:44987", - "right": "issue:44991", + "left": "issue:43883", + "right": "issue:44488", "accept": false, - "reason": "Both are transformer v5 tokenizer-load failures, but they affect different models and likely different tokenizer issues." + "reason": "Molmo missing all_tied_weights_keys and ScandiBERT loading failure are unrelated." }, { "left": "issue:43317", "right": "issue:43482", "accept": false, - "reason": "Dequantized model offload failure is unrelated to Qwen2.5-GGUF loading failure." + "reason": "device_map/offload dequantized-model loading and Qwen2.5-GGUF loading are separate loading regressions." }, { "left": "issue:45084", "right": "issue:45507", "accept": false, - "reason": "Template compilation failure and GraniteMoEHybrid invalid method calls are different bugs." + "reason": "Template compilation error and GraniteMoEHybrid invalid method call are unrelated." }, { "left": "issue:43746", "right": "issue:46326", "accept": false, - "reason": "PEFT local-checkpoint loading for GraniteSpeech is unrelated to Whisper continue_final_message behavior." + "reason": "PEFT checkpoint loading for GraniteSpeech and Whisper continue_final_message behavior are unrelated." } ] }, @@ -3505,7 +3331,7 @@ "component_index": 1, "component_count": 24, "review_unit_index": 11, - "review_unit_count": 61, + "review_unit_count": 60, "status": "reviewed", "reason": null, "source": "llm", @@ -3567,18 +3393,18 @@ "issue:43646|issue:44534", "issue:43645|issue:46661", "issue:44403|issue:45081", - "issue:44849|issue:45325", "issue:42915|issue:45084", + "issue:44849|issue:45325", "issue:43377|issue:43819", - "issue:43883|issue:44991", "issue:43792|issue:46869", "issue:43404|issue:44466", "issue:44464|issue:45987", - "issue:43994|issue:44610", + "issue:43883|issue:44991", "issue:44987|issue:45081", + "issue:43994|issue:44610", "issue:28530|issue:34567", - "issue:44008|issue:46899", "issue:42915|issue:44291", + "issue:44008|issue:46899", "issue:44451|issue:45081", "issue:36032|issue:43742", "issue:44062|issue:44987", @@ -3594,224 +3420,221 @@ "issue:45216|issue:45357", "issue:40444|issue:45325" ], - "prepared_review_unit_hash": "d226bb892b17e40552473eca605b844ec34037739f33a371a40030df4932cf9e", + "prepared_review_unit_hash": "c6134f89ff2bce2cfb92e775e83d40516736928ce60daa55cff70b127b770e64", "component_budget": { "node_count": 502, "item_count": 502, "soft_pair_count": 1845, - "serialized_chars": 957264, - "estimated_input_tokens": 239316, - "estimated_eval_tokens": 478888 + "serialized_chars": 957282, + "estimated_input_tokens": 239321, + "estimated_eval_tokens": 478898 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 36937, - "estimated_input_tokens": 9235, - "estimated_eval_tokens": 18726 + "serialized_chars": 36936, + "estimated_input_tokens": 9234, + "estimated_eval_tokens": 18724 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly a loose topical cluster of unrelated Transformer regressions. I\u2019d keep only the Qwen3.5 save_pretrained pair (45216\u219445357) as a clear duplicate; the tokenizer AddedToken and Qwen VL rope-index pairs look too weakly supported to merge confidently.", - "confidence": 0.77, - "canonical_issue_reason": "Issue 45216 is the clearest canonical representative: it states the Qwen3.5 save_pretrained regression directly, and 45357 reads like a narrower follow-up report of the same incorrect visual-encoder-keys problem.", + "summary": "The cluster is mostly a loose lexical match around Transformers v5 regressions, but the paired issues have different root causes and code paths. I would reject all soft edges; none look like true duplicates or mergeable fixes.", + "confidence": 0.84, + "canonical_issue_reason": "issue:43646 is the broadest and most representative v5 regression here: it covers custom model initialization breakage, a theme echoed by several nearby issues.", "canonical_pr_reason": null, - "best_issue_reason": "45216 is the best standalone issue anchor because it describes a concrete regression with a direct duplicate/follow-up report, making the bug scope easiest to interpret.", + "best_issue_reason": "issue:43646 is the best overall representative because it is user-facing, general, and closest to the dominant Transformers v5 initialization/loading regression pattern in this set.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43262", "right": "issue:43377", "accept": false, - "reason": "Both are audio-related, but they describe different failures: chat-template sampling-rate defaulting vs batched padding-mask behavior in MIMI." + "reason": "Audio chat-template sample-rate defaulting and MIMI batch/padding-mask mismatch are unrelated bugs in different components." }, { "left": "issue:43646", "right": "issue:44534", "accept": false, - "reason": "Custom model initialization breakage and non-persistent buffer corruption are different code paths and different bugs." + "reason": "Custom model initialization breakage and non-persistent buffer initialization are different v5 regressions with different failure modes." }, { "left": "issue:43645", "right": "issue:46661", "accept": false, - "reason": "Both involve model loading, but the failure modes differ: notebook custom-model initialization vs missing config_class on remote-code models." + "reason": "Both involve model initialization, but one is a Jupyter/custom-model init issue and the other is remote-code config_class handling; distinct root causes." }, { "left": "issue:44403", "right": "issue:45081", "accept": false, - "reason": "Unnecessary load-time noise and a Mistral tokenizer regex patch crash are unrelated symptoms with different fixes." - }, - { - "left": "issue:44849", - "right": "issue:45325", - "accept": false, - "reason": "These are different Qwen regressions: output_hidden_states handling in Qwen3.5 versus rope-index temporal-position scaling in Qwen2.5-VL." + "reason": "General loading noise and a tokenizer regex patch crash are not the same bug." }, { "left": "issue:42915", "right": "issue:45084", "accept": false, - "reason": "FineGrainedFP8Config failure and non-template-node compilation are distinct issues." + "reason": "Qwen3-MoE FP8 loading failure and a Jinja/template compilation error are unrelated." }, { - "left": "issue:43377", - "right": "issue:43819", + "left": "issue:44849", + "right": "issue:45325", "accept": false, - "reason": "Both are multimodal/audio-model bugs, but one is missing padding-mask support and the other is DAC from_latents disagreeing with forward due to missing STE." + "reason": "Different Qwen model families and different bugs: hidden-state output issue vs rope-index scaling." }, { - "left": "issue:43883", - "right": "issue:44991", + "left": "issue:43377", + "right": "issue:43819", "accept": false, - "reason": "Missing all_tied_weights_keys in Molmo is unrelated to the tokenizer-loading regression for EMBEDDIA/est-roberta." + "reason": "MIMI padding-mask behavior and DAC from_latents/STE mismatch are separate audio-model defects." }, { "left": "issue:43792", "right": "issue:46869", "accept": false, - "reason": "Whisper load failure and YOLO multi-GPU auto device-map failure are separate model-specific problems." + "reason": "Whisper runtime failure and YOLO multi-GPU device-map failure are unrelated." }, { "left": "issue:43404", "right": "issue:44466", "accept": false, - "reason": "They both mention tied weights, but one is a model-specific tying bug and the other is a serialization inconsistency across device placement." + "reason": "One is tied lm_head weights not being tied; the other is inconsistent serialization of lm_head.weight. Related area, but not the same underlying bug." }, { "left": "issue:44464", "right": "issue:45987", "accept": false, - "reason": "Compiled-forward chunked generation inconsistency is not the same as StaticCache.get_seq_length returning the wrong type." + "reason": "Chunked generation inconsistency under compiled forward and StaticCache.get_seq_length returning a tensor are different code paths." }, { - "left": "issue:43994", - "right": "issue:44610", + "left": "issue:43883", + "right": "issue:44991", "accept": false, - "reason": "Siglip2 AutoModel/pipeline nonsense outputs and OmDet-Turbo processor size mismatch are different vision bugs." + "reason": "Missing all_tied_weights_keys for Molmo and tokenizer loading failure for est-roberta are unrelated." }, { "left": "issue:44987", "right": "issue:45081", "accept": false, - "reason": "A model-specific tokenizer load regression and a Mistral tokenizer regex patch crash are not the same underlying bug." + "reason": "Loading a remote-code model and Mistral tokenizer regex patching are different failures." }, { - "left": "issue:28530", - "right": "issue:34567", + "left": "issue:43994", + "right": "issue:44610", "accept": false, - "reason": "Early stopping metric selection and num_input_tokens_seen not updating are unrelated Trainer issues." + "reason": "Siglip2 AutoModel/pipeline nonsense outputs and OmDet processor size mismatch are unrelated multimodal issues." }, { - "left": "issue:44008", - "right": "issue:46899", + "left": "issue:28530", + "right": "issue:34567", "accept": false, - "reason": "Gemma3n variable collision in forward and Gemma4 multimodal dtype-cast corruption are different bugs." + "reason": "Early stopping metric selection and num_input_tokens_seen not updating are unrelated training-state bugs." }, { "left": "issue:42915", "right": "issue:44291", "accept": false, - "reason": "FineGrainedFP8Config failure and init_empty_weights/_is_hf_initialized argument breakage are separate initialization problems." + "reason": "Both touch loading, but one is Qwen3-MoE FP8-related and the other is init_empty_weights/_is_hf_initialized argument handling." + }, + { + "left": "issue:44008", + "right": "issue:46899", + "accept": false, + "reason": "Gemma3n variable-name collision and Gemma4 4-bit multimodal dtype casting are different bugs." }, { "left": "issue:44451", "right": "issue:45081", "accept": false, - "reason": "ScandiBERT loading failure is not the same as the Mistral regex tokenizer crash." + "reason": "Both are loading issues, but ScandiBERT loading and Mistral regex patch failure have different causes." }, { "left": "issue:36032", "right": "issue:43742", "accept": false, - "reason": "T5 add_special_tokens method conflict and MobileLLM key error are different tokenizer/model-loading issues." + "reason": "T5 tokenizer special-token conflict and MobileLLM key error are different model/tokenizer loading problems." }, { "left": "issue:44062", - "right": "issue:44991", + "right": "issue:44987", "accept": false, - "reason": "The evidence is too thin: one side is a generic tokenizer-loading regression and the other is a specific AddedToken duplicate-special TypeError." + "reason": "AddedToken special-kwarg duplication and remote-code model loading failure are not the same bug." }, { "left": "issue:44265", "right": "issue:44610", "accept": false, - "reason": "torch.export / torch_compilable_check failure is unrelated to the OmDet-Turbo processor size regression." + "reason": "torch.export failures from torch_compilable_check and an OmDet input-size regression are unrelated." }, { "left": "issue:43089", "right": "issue:45987", "accept": false, - "reason": "Generation overhead from GPU syncs/dispatch is a performance issue, not the seq_length return-type bug." + "reason": "Generation performance overhead and StaticCache return-type mismatch are different issues." }, { "left": "issue:43322", "right": "issue:43540", "accept": false, - "reason": "Llava-Next loading segfault and Qwen3OmniMoe video-input ValueError are unrelated multimodal failures." + "reason": "Llava Next loading segfault and Qwen3OmniMoe video-processing ValueError are different multimodal failures." }, { "left": "issue:44479", "right": "issue:45325", "accept": false, - "reason": "This mixes a broad video-input regression with a still-image rope-index bug; the shared Qwen VL theme is not enough to treat them as the same underlying issue." + "reason": "Both involve Qwen VL/video behavior, but one is a video-input regression and the other is still-image temporal position scaling; not the same bug." }, { "left": "issue:42915", "right": "issue:44589", "accept": false, - "reason": "FineGrainedFP8Config failure and missing Float8 storage object are different quantization/runtime errors." + "reason": "FP8 config loading and missing Float8 storage are distinct CUDA/serialization problems." }, { "left": "issue:36032", "right": "issue:41720", "accept": false, - "reason": "Tokenizer method-name collision and Qwen3 auto device-map cuda assert are unrelated." + "reason": "Tokenizer construction conflict and Qwen3 auto device mapping cudaErrorAssert are unrelated." }, { "left": "issue:43632", "right": "issue:46821", "accept": false, - "reason": "_is_hf_initialized breakage and TimesFM window_size AttributeError are distinct v5 regressions." + "reason": "_is_hf_initialized handling and TimesFM window_size AttributeError are different Transformers v5 regressions." }, { "left": "issue:44991", "right": "issue:46315", "accept": false, - "reason": "Both are tokenizer-related, but one is a load failure and the other is a performance regression in convert_tokens_to_ids." + "reason": "Tokenizer loading failure and slow convert_tokens_to_ids performance are not the same underlying issue." }, { "left": "issue:43531", "right": "issue:44877", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior and granite_speech strict-config loading are unrelated issues." + "reason": "Qwen3-MoE sliding_window and granite_speech strict-config loading are unrelated." }, { "left": "issue:45216", "right": "issue:45357", - "accept": true, - "reason": "These are the same Qwen3.5 save_pretrained regression; the later report just narrows the symptom to incorrect visual encoder keys." + "accept": false, + "reason": "Both are Qwen3.5 save_pretrained regressions, but one is a broad checkpoint correctness issue and the other specifically calls out visual encoder keys; not enough evidence of the same bug." }, { "left": "issue:40444", "right": "issue:45325", "accept": false, - "reason": "Multiple-images-per-prompt finetuning failure and still-image temporal-position scaling are different Qwen2.5-VL bugs." + "reason": "Multiple-images-per-prompt IterableDataset failure and Qwen2.5-VL still-image rope scaling are different multimodal bugs." } ] }, - "evaluator_result": { - "accept": false, - "feedback": "The overall framing is conservative and grounded, but two of the accepted soft-edge matches are too assertive for the evidence in the packet. In particular, 44062\u219444991 is only supported by a generic tokenizer-loading regression on one side and a specific AddedToken TypeError on the other, and 44479\u219445325 mixes a broad video-input regression with a still-image rope-index bug. Those should stay tentative unless the issue bodies clearly line up. The 45216\u219445357 duplicate looks fine, but because the cluster summary relies on the other two accepted pairs being duplicates, I\u2019d reject for overstating 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 }, @@ -3820,7 +3643,7 @@ "component_index": 1, "component_count": 24, "review_unit_index": 12, - "review_unit_count": 61, + "review_unit_count": 60, "status": "reviewed", "reason": null, "source": "llm", @@ -3898,31 +3721,31 @@ "issue:43482|issue:43525", "issue:43421|issue:44568", "issue:43632|issue:44534", - "issue:43482|issue:45538", "issue:43531|issue:44291", - "issue:41553|issue:43582", + "issue:43482|issue:45538", "issue:42175|issue:45542", "issue:41720|issue:45081", - "issue:43317|issue:43856", - "issue:44079|issue:44534", "issue:44462|issue:45812", + "issue:44079|issue:44534", + "issue:41553|issue:43582", + "issue:43317|issue:43856", "issue:43377|issue:45491", "issue:44509|issue:46909" ], - "prepared_review_unit_hash": "3fb937f89ee49f87516083b647d53353285cf2c49de871aae59ca596513d4bb7", + "prepared_review_unit_hash": "f558c74fc833861fe8712deea2855431ac843ddef61ac00cd61a98cf9bcbf756", "component_budget": { "node_count": 502, "item_count": 502, "soft_pair_count": 1845, - "serialized_chars": 957264, - "estimated_input_tokens": 239316, - "estimated_eval_tokens": 478888 + "serialized_chars": 957282, + "estimated_input_tokens": 239321, + "estimated_eval_tokens": 478898 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 36621, + "serialized_chars": 36622, "estimated_input_tokens": 9156, "estimated_eval_tokens": 18568 }, @@ -3931,192 +3754,192 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly unrelated issues; the soft pairs only share broad themes like v5 regressions, tokenizers, or multimodal training, but not the same underlying bug/change. I would not merge any of the suggested pairs.", - "confidence": 0.95, - "canonical_issue_reason": "No single canonical issue stands out because this is a heterogeneous set; the soft pairs do not point to one shared defect. If forced to pick an anchor, issue:44534 is the most generic core-regression report, but it is not a duplicate hub.", + "summary": "This cluster is a loose mix of mostly unrelated Transformers v5/model-specific bug reports. The shared theme is only superficial (tokenizer/loading/training regressions), so none of the soft pairs look like true duplicates.", + "confidence": 0.73, + "canonical_issue_reason": "issue:43632 is the broadest core-library regression in the set: it targets a Transformers v5 initialization flag and could plausibly explain multiple downstream failures, whereas most other issues are narrower model/tokenizer-specific reports.", "canonical_pr_reason": null, - "best_issue_reason": "No issue is a strong global best duplicate representative here. The cluster is too mixed, and the candidate pairs are only loosely related by subsystem, not by exact bug.", + "best_issue_reason": "issue:43632 is the best representative issue for triage because it is a concrete, high-impact Transformers v5 regression with system-level implications, even though the cluster as a whole is not a tight duplicate set.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43611", "right": "issue:44534", "accept": false, - "reason": "Both are Transformers v5 regressions, but they describe different failures: base_model_prefix loading vs junk-filled non-persistent buffers." + "reason": "Both are v5 regressions, but one is about base_model_prefix loading and the other about non-persistent buffers; different code paths and symptoms." }, { "left": "issue:43425", "right": "issue:44403", "accept": false, - "reason": "Unrelated problems: Torch 2.10 compatibility versus noisy logging during model loading." + "reason": "Torch 2.10 incompatibility is unrelated to the generic noisy-loading issue." }, { "left": "issue:43716", "right": "issue:46899", "accept": false, - "reason": "Both are multimodal dtype issues, but one is image preprocessor/model mismatch and the other is 4-bit unsafe casting in Gemma4 embedders." + "reason": "Both mention multimodal dtype behavior, but they involve different models and different failure mechanisms." }, { "left": "issue:43296", "right": "issue:43531", "accept": false, - "reason": "Different models and failure modes: PaddleOCR-VL load failure vs Qwen3-MoE sliding_window behavior." + "reason": "PaddleOCR-VL load failure in vLLM and Qwen3-MoE sliding_window behavior are distinct bugs." }, { "left": "issue:45812", "right": "issue:46491", "accept": false, - "reason": "Both concern tokenization, but one is Granite token IDs and the other is a CodeLlama leading-space round-trip regression." + "reason": "Both are tokenizer regressions, but one is Granite token IDs and the other is a CodeLlama leading-space round-trip issue." }, { "left": "issue:44220", "right": "issue:44683", "accept": false, - "reason": "Audio feature extraction bug versus compiled flex_attention failure on newer Torch versions." + "reason": "Feature extraction failure and compiled flex_attention on torch>=2.9 are unrelated." }, { "left": "issue:42796", "right": "issue:43746", "accept": false, - "reason": "Tokenizer BPE-marker handling and GraniteSpeech PEFT checkpoint loading are separate bugs." + "reason": "Tokenizer BPE marker handling and GraniteSpeech PEFT checkpoint loading are different failure modes." }, { "left": "issue:43381", "right": "issue:45923", "accept": false, - "reason": "Gradient checkpointing in eval mode is not the same as a missing supports_gradient_checkpointing flag on a trust_remote_code model." + "reason": "Eval-mode gradient checkpointing behavior is not the same bug as a missing supports_gradient_checkpointing flag." }, { "left": "issue:44403", "right": "issue:44991", "accept": false, - "reason": "Generic loading noise and a specific AutoTokenizer regression for EMBEDDIA/est-roberta are unrelated." + "reason": "Generic loading noise is not the same as tokenizer loading failing for a specific model." }, { "left": "issue:43632", "right": "issue:44756", "accept": false, - "reason": "_is_hf_initialized regression and Strix Halo mmap OOM are different code paths and symptoms." + "reason": "Initialization-flag regression and Strix Halo mmap OOM are unrelated." }, { "left": "issue:33666", "right": "issue:40444", "accept": false, - "reason": "Both involve Qwen2-VL-family training, but one is multi-GPU training and the other is IterableDataset/multiple-images finetuning." + "reason": "Both are Qwen2-VL training reports, but one is multi-GPU training and the other is iterable-dataset/multi-image finetuning." }, { "left": "issue:40990", "right": "issue:44811", "accept": false, - "reason": "Perplexity regression on gpt-oss-20b is unrelated to Whisper batch_decode skip_special_tokens handling." + "reason": "GPT-OSS perplexity regression and Whisper batch_decode special-token handling are unrelated." }, { "left": "issue:43792", "right": "issue:44589", "accept": false, - "reason": "Whisper model load/runtime failure and missing Float8 storage are not the same bug." + "reason": "Whisper model runtime failure and missing Float8 storage type are different problems." }, { "left": "issue:44291", "right": "issue:44589", "accept": false, - "reason": "init_empty_weights/_is_hf_initialized TypeError is distinct from the Float8 storage-object error." + "reason": "init_empty_weights/_is_hf_initialized argument handling is unrelated to Float8 storage lookup." }, { "left": "issue:42796", "right": "issue:46710", "accept": false, - "reason": "Tokenizer BPE-marker bug and DeepSeek accuracy regression are different issues, despite both being model-specific regressions." + "reason": "Tokenizer BPE marker handling and a model accuracy regression after upgrade are not the same underlying bug." }, { "left": "issue:44079", "right": "issue:45663", "accept": false, - "reason": "ModelOutput key assignment and Gemma4 shared_kv_states KeyError are unrelated implementation bugs." + "reason": "ModelOutput key assignment and Gemma4 shared_kv_states/FSDP2 are distinct code paths." }, { "left": "issue:35707", "right": "issue:40444", "accept": false, - "reason": "Progressive generation with inputs_embeds/past_key_values is unrelated to multi-image iterable finetuning failures." + "reason": "Progressive generation with inputs_embeds/past_key_values is unrelated to multi-image IterableDataset finetuning." }, { "left": "issue:43482", "right": "issue:43525", "accept": false, - "reason": "Both are v5 loading failures, but one is Qwen2.5-GGUF compatibility and the other is missing pad_token_id on Llama4Config." + "reason": "GGUF loading failure and missing pad_token_id on Llama4Config are different loading issues." }, { "left": "issue:43421", "right": "issue:44568", "accept": false, - "reason": "Runtime special-token post-processor updates and mdeberta-v3-base add_special_tokens behavior are related only at a very broad tokenizer level, not the same concrete bug." + "reason": "Runtime special-token/post-processor sync and mdeberta add_special_tokens regression are related by topic only, not the same concrete bug." }, { "left": "issue:43632", "right": "issue:44534", "accept": false, - "reason": "Different Transformers v5 regressions: _is_hf_initialized flag handling versus non-persistent buffer initialization." - }, - { - "left": "issue:43482", - "right": "issue:45538", - "accept": false, - "reason": "GGUF loading failure and CLIPTokenizer model_max_length overflow are unrelated." + "reason": "Both are v5 regressions, but one is about an initialization flag while the other is about non-persistent buffer contents." }, { "left": "issue:43531", "right": "issue:44291", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior and init_empty_weights argument handling are distinct issues." + "reason": "Qwen3-MoE sliding_window behavior and init_empty_weights argument mismatch are unrelated." }, { - "left": "issue:41553", - "right": "issue:43582", + "left": "issue:43482", + "right": "issue:45538", "accept": false, - "reason": "Bad AutoTokenizer error messaging for Voxtral is unrelated to the Apple Silicon TypeError in caching_allocator_warmup." + "reason": "GGUF loading failure and CLIPTokenizer model_max_length are unrelated tokenizer/loading bugs." }, { "left": "issue:42175", "right": "issue:45542", "accept": false, - "reason": "Both mention TensorFlow packaging, but one is missing TF in the torch extra and the other is a tensorboard-only undefined backend error." + "reason": "Package extras missing TensorFlow and the tensorboard-only undefined tf backend error are similar at a high level but not the same bug." }, { "left": "issue:41720", "right": "issue:45081", "accept": false, - "reason": "Qwen3 auto device mapping cudaErrorAssert and Mistral tokenizer regex patch crashes are different problems." + "reason": "Qwen3 device-mapping cuda assert and Mistral regex patch crash are unrelated." }, { - "left": "issue:43317", - "right": "issue:43856", + "left": "issue:44462", + "right": "issue:45812", "accept": false, - "reason": "GPU+CPU offload loading failure and Qwen3 MoE training memory inefficiency are not the same bug." + "reason": "Ignoring tokenizer.json and Granite token ID regression are different AutoTokenizer failures." }, { "left": "issue:44079", "right": "issue:44534", "accept": false, - "reason": "ModelOutput key assignment and junk-filled non-persistent buffers are different core behaviors." + "reason": "ModelOutput key handling and v5 buffer initialization are unrelated." }, { - "left": "issue:44462", - "right": "issue:45812", + "left": "issue:41553", + "right": "issue:43582", + "accept": false, + "reason": "Bad AutoTokenizer error messaging for Voxtral and AppleSilicon warmup TypeError are unrelated." + }, + { + "left": "issue:43317", + "right": "issue:43856", "accept": false, - "reason": "Ignoring tokenizer.json and Granite token-ID regression are both tokenizer issues but not the same code-path problem." + "reason": "gpu+cpu offload loading failure and Qwen3 MoE memory-usage issue are different problems." }, { "left": "issue:43377", "right": "issue:45491", "accept": false, - "reason": "MIMI encoder padding-mask mismatch and Gemma3 NaN embeddings from sliding-window attention are separate model bugs." + "reason": "MIMI padding-mask mismatch and Gemma3 sliding-window NaNs are separate multimodal bugs." }, { "left": "issue:44509", "right": "issue:46909", "accept": false, - "reason": "Removed pipeline docs lingering in v5 and a broken DIA docs example are distinct documentation issues." + "reason": "Removed pipeline-task docs and a broken DIA documentation example are different documentation issues." } ] }, @@ -4132,7 +3955,7 @@ "component_index": 1, "component_count": 24, "review_unit_index": 13, - "review_unit_count": 61, + "review_unit_count": 60, "status": "reviewed", "reason": null, "source": "llm", @@ -4151,6 +3974,7 @@ "issue:42915", "issue:43262", "issue:43296", + "issue:43377", "issue:43454", "issue:43482", "issue:43493", @@ -4165,7 +3989,6 @@ "issue:43819", "issue:43828", "issue:43873", - "issue:43881", "issue:43994", "issue:44079", "issue:44186", @@ -4173,7 +3996,7 @@ "issue:44291", "issue:44466", "issue:44479", - "issue:44488", + "issue:44610", "issue:44829", "issue:44877", "issue:45072", @@ -4192,20 +4015,20 @@ "issue:43611|issue:43646", "issue:43296|issue:46821", "issue:43818|issue:46402", - "issue:44829|issue:45479", "issue:43644|issue:44079", + "issue:44829|issue:45479", "issue:42175|issue:43296", "issue:43818|issue:45357", - "issue:43493|issue:43994", "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:43701|issue:45325", "issue:44291|issue:44877", + "issue:43701|issue:45325", "issue:42796|issue:45381", "issue:43606|issue:44265", "issue:40990|issue:45584", @@ -4218,229 +4041,229 @@ "issue:44186|issue:44265", "issue:43454|issue:43550", "issue:43606|issue:43819", - "issue:43881|issue:44488", - "issue:41720|issue:45823" + "issue:41720|issue:45823", + "issue:43377|issue:44610" ], - "prepared_review_unit_hash": "f0504f34482e2e1c875c6358df39c3bda87d24430426a870c5c8289ce1a84d0a", + "prepared_review_unit_hash": "06f8c6f31887c439f19735df8e94861912d22cdc7aff2259932b8b597640e25f", "component_budget": { "node_count": 502, "item_count": 502, "soft_pair_count": 1845, - "serialized_chars": 957264, - "estimated_input_tokens": 239316, - "estimated_eval_tokens": 478888 + "serialized_chars": 957282, + "estimated_input_tokens": 239321, + "estimated_eval_tokens": 478898 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 31, - "serialized_chars": 36522, - "estimated_input_tokens": 9131, - "estimated_eval_tokens": 18518 + "serialized_chars": 36633, + "estimated_input_tokens": 9159, + "estimated_eval_tokens": 18574 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Most pairs are only loosely related by model family or regression theme, not the same underlying bug. The only likely duplicate-looking pair is the SigLIP2 implementation issue; the rest should stay separate.", - "confidence": 0.77, - "canonical_issue_reason": "issue:43493 is the strongest canonical issue candidate because it describes the underlying SigLIP2 implementation discrepancy directly and broadly, while issue:43994 reads more like a user-facing symptom of the same problem.", + "summary": "This cluster is mostly a grab-bag of unrelated model-specific regressions. The only soft duplicate that looks plausibly real is the Qwen2.5-VL vision-position-id / rope-index pair; the rest are too broad or clearly different code paths.", + "confidence": 0.62, + "canonical_issue_reason": "issue:45325 is the best anchor because it shares the clearest underlying code path with another item (issue:45381) around Qwen2.5-VL vision position IDs / rope indexing.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43493 is the best overall issue to anchor this set: it is specific enough to identify the root cause, but broad enough to cover the downstream bad outputs reported elsewhere.", + "best_issue_reason": "issue:45325 is the most concrete and actionable bug here, and the strongest candidate for a duplicate hub among the issue set.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43611", "right": "issue:43646", "accept": false, - "reason": "Both are Transformers 5.0 loading regressions, but one is about `base_model_prefix` loading and the other about custom model initialization; different failure modes and likely different fixes." + "reason": "Both are v5 loading/init regressions, but one is base_model_prefix loading and the other is custom initialization; related subsystem, not the same bug." }, { "left": "issue:43296", "right": "issue:46821", "accept": false, - "reason": "Unrelated models and symptoms: PaddleOCR-VL/vLLM loading versus TimesFM `window_size` attribute handling." + "reason": "Completely different models and failure modes: PaddleOCR-VL load failure vs TimesFM window_size AttributeError." }, { "left": "issue:43818", "right": "issue:46402", "accept": false, - "reason": "Different models and root causes: Video-LLaVA temporal attention/weight sharing versus SAM3 text encoder weights not loading." + "reason": "Different architectures and symptoms; Video-LLaVA tower/weights issue is not the same as Sam3Model text-encoder loading." }, { - "left": "issue:44829", - "right": "issue:45479", + "left": "issue:43644", + "right": "issue:44079", "accept": false, - "reason": "Both mention degenerate training/loss behavior, but the concrete triggers differ (`flash_attention_3` regression vs `num_labels=1` classification loss logic)." + "reason": "Non-persistent buffer serialization junk is unrelated to ModelOutput key assignment behavior." }, { - "left": "issue:43644", - "right": "issue:44079", + "left": "issue:44829", + "right": "issue:45479", "accept": false, - "reason": "One is a non-persistent buffer serialization bug; the other is `ModelOutput` key assignment behavior. Not the same code-path." + "reason": "Both are training regressions, but they hit different APIs and different failure mechanisms." }, { "left": "issue:42175", "right": "issue:43296", "accept": false, - "reason": "Packaging/backend dependency issue versus a model loading failure; no shared bug." + "reason": "Backend installation packaging issue vs model loading/runtime failure; no shared code path." }, { "left": "issue:43818", "right": "issue:45357", "accept": false, - "reason": "Both involve multimodal model weights, but one is Video-LLaVA architecture/weights and the other is Qwen3.5 save_pretrained key serialization." - }, - { - "left": "issue:43493", - "right": "issue:43994", - "accept": true, - "reason": "Both are about SigLIP2 behaving incorrectly in HF vs expected behavior, and the second looks like a downstream symptom of the same implementation discrepancy." + "reason": "Both involve multimodal vision components, but one is a missing temporal-attention/weight-sharing bug and the other is incorrect save_pretrained keys." }, { "left": "issue:44265", "right": "issue:45072", "accept": false, - "reason": "Different export/inference problems: torch.export with `torch_compilable_check` versus bfloat16 dtype mismatches in specific models." + "reason": "torch.export with torch_compilable_check and bfloat16 dtype mismatch in unrelated models are not the same defect." + }, + { + "left": "issue:43493", + "right": "issue:43994", + "accept": false, + "reason": "Same model family, but one is a HF-vs-JAX discrepancy claim and the other is generic bad outputs; not enough evidence of one concrete bug." }, { "left": "issue:40444", "right": "issue:45381", "accept": false, - "reason": "Both involve Qwen multimodal inputs, but one is iterable-dataset multi-image finetuning and the other is video position-id handling; not the same bug." + "reason": "Different Qwen2.5-VL pathways: finetuning with multi-image iterable data vs video input position-id regression." }, { "left": "issue:45325", "right": "issue:45834", "accept": false, - "reason": "Different models and failures: Qwen2.5-VL RoPE/position-id scaling versus Kosmos2.5 OCR index errors." + "reason": "Qwen2.5-VL rope-index/position-id bug and Kosmos2.5 OCR index error are unrelated." }, { "left": "issue:45325", "right": "issue:45381", - "accept": false, - "reason": "Closely related Qwen2.5-VL position-id bugs, but one is a still-image temporal-position scaling issue and the other is video input vision_position_ids; too different to merge confidently." + "accept": true, + "reason": "Both describe the same Qwen2.5-VL vision-position-id / rope-index logic being wrong, with still-image and video manifestations that could be fixed together." }, { "left": "issue:43454", "right": "issue:44466", "accept": false, - "reason": "Both mention tied `lm_head` weights, but one is a model-specific weight-tying failure and the other is device-dependent serialization inconsistency." + "reason": "Both mention tied lm_head weights, but one is a runtime tie failure and the other is a serialization inconsistency; distinct bugs." }, { "left": "issue:42915", "right": "issue:43482", "accept": false, - "reason": "Different models and failure domains: FP8 quantization on Qwen3Moe versus GGUF loading on Qwen2.5." + "reason": "Different model families and unrelated loading/quantization failures." }, { "left": "issue:43873", "right": "issue:45701", "accept": false, - "reason": "Quantization/offload behavior versus tokenization changes; no shared underlying bug." + "reason": "Quantized offloading behavior and tokenization changes are unrelated." }, { - "left": "issue:43701", - "right": "issue:45325", + "left": "issue:44291", + "right": "issue:44877", "accept": false, - "reason": "Checkpoint resume key mismatch is unrelated to Qwen2.5-VL position-id computation." + "reason": "Both are loading/config regressions, but one is init_empty_weights argument handling and the other is strict config parsing." }, { - "left": "issue:44291", - "right": "issue:44877", + "left": "issue:43701", + "right": "issue:45325", "accept": false, - "reason": "`init_empty_weights` argument handling and strict config loading for granite_speech are different regressions." + "reason": "Checkpoint key mismatch during resume is unrelated to Qwen2.5-VL position-id computation." }, { "left": "issue:42796", "right": "issue:45381", "accept": false, - "reason": "Tokenizer BPE-marker handling is unrelated to Qwen2.5-VL video position-id computation." + "reason": "Tokenizer BPE-marker handling and Qwen2.5-VL video position IDs are different bugs." }, { "left": "issue:43606", "right": "issue:44265", "accept": false, - "reason": "CPU offload device mismatch in Bark-small versus export failure with `torch_compilable_check`; different subsystems." + "reason": "CPU offload device mismatch and torch.export/torch_compilable_check are different failure paths." }, { "left": "issue:40990", "right": "issue:45584", "accept": false, - "reason": "Perplexity regression on GPT-OSS is unrelated to Whisper generation on empty transcription." + "reason": "Perplexity anomaly on GPT-OSS and Whisper empty-transcription generation failure are unrelated." }, { "left": "issue:43262", "right": "issue:43746", "accept": false, - "reason": "Audio chat-template sample-rate defaulting and GraniteSpeech PEFT checkpoint loading are unrelated." + "reason": "Audio processor sampling-rate defaulting and PEFT adapter loading from local checkpoints are separate issues." }, { "left": "issue:44479", "right": "issue:45823", "accept": false, - "reason": "Qwen video-input regression and Gemma4 device-map mismatch are separate issues." + "reason": "Video-input regression across Qwen variants and Gemma4 PLE device mismatch are unrelated." }, { "left": "issue:35707", "right": "issue:41720", "accept": false, - "reason": "Progressive generation with `inputs_embeds`/`past_key_values` is unrelated to Qwen3 auto device-map CUDA asserts." + "reason": "Progressive generation with inputs_embeds/past_key_values is unrelated to Qwen3 auto device mapping asserts." }, { "left": "issue:34634", "right": "issue:35707", "accept": false, - "reason": "Bark voice preset handling and progressive generation with embeddings are unrelated bugs." + "reason": "BarkProcessor voice_preset and progressive generation are entirely different problems." }, { "left": "issue:43828", "right": "issue:46821", "accept": false, - "reason": "Phi-tiny-MoE autocast dtype mismatch is unrelated to TimesFM `window_size` attribute errors." + "reason": "Autocast dtype mismatch in Phi-tiny-MoE and TimesFM window_size AttributeError are unrelated." }, { "left": "issue:39692", "right": "issue:40444", "accept": false, - "reason": "SigLIP2 docs/example issues and Qwen2.5-VL multi-image finetuning failures are different problems." + "reason": "SigLIP2 doc example errors and Qwen2.5-VL multi-image finetuning failure are different model/tooling issues." }, { "left": "issue:44186", "right": "issue:44265", "accept": false, - "reason": "Tokenizer crashes on NER/batched padding are unrelated to export behavior with `torch_compilable_check`." + "reason": "Tokenizer crashes on NER padding/truncation and torch.export failures are unrelated." }, { "left": "issue:43454", "right": "issue:43550", "accept": false, - "reason": "Weight-tying/serialization bug versus Bamba torch.compile SDPA regression; not the same issue." + "reason": "AyaVision weight tying and Bamba torch.compile SDPA are different bugs." }, { "left": "issue:43606", "right": "issue:43819", "accept": false, - "reason": "Both are model inference mismatches, but one is CPU offload device placement and the other is DAC latent/STE forward mismatch." + "reason": "CPU offload device mismatch and DAC.from_latents/forward mismatch are different code paths and models." }, { - "left": "issue:43881", - "right": "issue:44488", + "left": "issue:41720", + "right": "issue:45823", "accept": false, - "reason": "Separate loading failures for different models." + "reason": "Both are device-mismatch flavored, but they affect different models and mechanisms." }, { - "left": "issue:41720", - "right": "issue:45823", + "left": "issue:43377", + "right": "issue:44610", "accept": false, - "reason": "Qwen3 auto device-map CUDA assert and Gemma4 PLE device mismatch are different model/runtime problems." + "reason": "MIMI padding-mask behavior and OmDet-Turbo processor size mismatch are unrelated." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet: issue:43493 is the clearest SigLIP2 root-cause issue, and the 43493/43994 pair is the only one that reasonably looks like the same bug rather than just a related symptom. The other soft-edge rejections are appropriately conservative and consistent with the titles shown." + "feedback": "The summary is grounded in the packet and stays conservative. The only accepted soft pair, issue:45325 vs issue:45381, is plausibly the same Qwen2.5-VL position-id/rope-index defect, while the other rejections are cautious and supported by the titles/descriptions as distinct model paths or failure modes. " }, "evaluator_used": true, "retried": false, @@ -4453,7 +4276,7 @@ "component_index": 1, "component_count": 24, "review_unit_index": 14, - "review_unit_count": 61, + "review_unit_count": 60, "status": "reviewed", "reason": null, "source": "llm", @@ -4487,9 +4310,9 @@ "issue:44186", "issue:44387", "issue:44466", + "issue:44488", "issue:44534", "issue:44568", - "issue:44610", "issue:44756", "issue:44877", "issue:44898", @@ -4511,8 +4334,8 @@ "issue:46821" ], "soft_pairs": [ - "issue:43377|issue:44610", "issue:43257|issue:45923", + "issue:43881|issue:44488", "issue:44568|issue:45920", "issue:46305|issue:46315", "issue:42796|issue:46209", @@ -4532,238 +4355,241 @@ "issue:41720|issue:44977", "issue:36331|issue:42915", "issue:44466|issue:45357", - "issue:43526|issue:43883", "issue:40990|issue:45701", "issue:43450|issue:45701", - "issue:43881|issue:44991", - "issue:43065|issue:46402", "issue:44877|issue:44991", + "issue:43065|issue:46402", + "issue:43526|issue:43883", "issue:26413|issue:28530", "issue:41720|issue:42617", + "issue:43881|issue:44991", "issue:44186|issue:45072", "issue:43873|issue:44756" ], - "prepared_review_unit_hash": "09ca674e0ec8088d4852ed400f1abd74e8d848c106e4d0ba6d72981fbc3ab240", + "prepared_review_unit_hash": "1b3a2ca1be10750457b882a7faf556e8d3b968c643ebc12c514b4e5ac65d8ea6", "component_budget": { "node_count": 502, "item_count": 502, "soft_pair_count": 1845, - "serialized_chars": 957264, - "estimated_input_tokens": 239316, - "estimated_eval_tokens": 478888 + "serialized_chars": 957282, + "estimated_input_tokens": 239321, + "estimated_eval_tokens": 478898 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 31, - "serialized_chars": 36986, - "estimated_input_tokens": 9247, - "estimated_eval_tokens": 18750 + "serialized_chars": 36967, + "estimated_input_tokens": 9242, + "estimated_eval_tokens": 18740 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: most items are distinct Transformers bugs spanning tokenization, loading/offload, quantization, vision, and training-trainer regressions. None of the provided soft pairs look like true duplicates of the same underlying bug/change.", - "confidence": 0.92, - "canonical_issue_reason": "If a single issue must represent the cluster, issue 43873 is the broadest umbrella, but the overall set is too diverse for a strong canonical issue choice.", + "summary": "This cluster is mostly a set of unrelated closed issues that only share broad transformer/model-loading language. The only plausible duplicate pair is the offloading/quantization loading failure pair; the rest look like distinct bugs in different models or code paths.", + "confidence": 0.78, + "canonical_issue_reason": "issue:43873 is the broadest and most representative issue in the only plausible duplicate area (quantization/offloading/device_map loading), and it has the strongest evidence of being the umbrella report for that bug class.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43873 is the best representative only because it is a broad loading/offload/quantization report, but it is not a good global duplicate anchor for this mixed cluster.", + "best_issue_reason": "issue:43873 is the best single issue to anchor triage because it is the most general, still-open report around the shared loading/offloading regression and can absorb nearby duplicates.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43377", - "right": "issue:44610", + "left": "issue:43257", + "right": "issue:45923", "accept": false, - "reason": "Both are batched-input bugs, but one is about MIMI encoder padding masks and the other about OmDet-Turbo image size mismatches; different code paths and fixes." + "reason": "Different bugs: Qwen3 MOE weight conversion/loading vs a missing gradient-checkpointing support flag." }, { - "left": "issue:43257", - "right": "issue:45923", + "left": "issue:43881", + "right": "issue:44488", "accept": false, - "reason": "Both mention Qwen/MoE-style model handling, but one is about accelerate+deepspeed conversion of MoE weights and the other is a missing gradient-checkpointing flag on a trust_remote_code model." + "reason": "Both are load failures, but for different models and likely different failure causes." }, { "left": "issue:44568", "right": "issue:45920", "accept": false, - "reason": "Both are tokenizer regressions, but they affect different models and failure modes: missing BOS/EOS insertion vs wrong token IDs across several models." + "reason": "Both are tokenizer regressions, but one is add_special_tokens/BOS-EOS behavior and the other is wrong token IDs across several models." }, { "left": "issue:46305", "right": "issue:46315", "accept": false, - "reason": "Both are performance/behavior regressions in windowing/token processing, but one is an off-by-one streaming mask bug and the other is slow convert_tokens_to_ids for slow tokenizers." + "reason": "Off-by-one attention mask bug vs a tokenizer performance regression; unrelated code paths." }, { "left": "issue:42796", "right": "issue:46209", "accept": false, - "reason": "One is a tokenizer BPE-marker handling bug for a specific model; the other is an FP8 inference failure on B200 hardware. No shared underlying defect." + "reason": "Tokenizer BPE-marker handling vs FP8 inference on B200; not the same defect." }, { "left": "issue:43454", "right": "issue:45072", "accept": false, - "reason": "One concerns a processor/model input-shape mismatch; the other is dtype mismatches in bfloat16 inference. Too different to merge." + "reason": "Video processor output shape bug vs bfloat16 dtype mismatch; different subsystems." }, { "left": "issue:45823", "right": "issue:46821", "accept": false, - "reason": "Both involve model/config loading, but one is a Gemma4 device-mapping forward mismatch and the other is a TimesFM window_size attribute error. Different concrete bugs." + "reason": "Gemma4 device-mapping forward mismatch vs TimesFM window_size AttributeError; unrelated." }, { "left": "issue:40990", "right": "issue:42947", "accept": false, - "reason": "One reports high perplexity on a model/dataset combination; the other is gradient checkpointing ineffective with LoRA. They do not describe the same bug." + "reason": "High perplexity on a specific model/dataset vs gradient checkpointing not taking effect; different problems." }, { "left": "issue:43377", "right": "issue:44898", "accept": false, - "reason": "Both are batch-related behavior issues, but one is missing padding mask support in MIMI and the other is a Perceiver image-resolution failure. Not the same fix." + "reason": "Both involve batched behavior, but they affect different models and different mechanisms (padding mask vs resolution/interpolation handling)." }, { "left": "issue:43454", "right": "issue:43720", "accept": false, - "reason": "One is a processor shape bug; the other is a BitNet packed-weight unpacking problem during accelerate loading. Different mechanisms and code paths." + "reason": "Video processor shape issue vs packed-weight unpacking during accelerate loading; unrelated." }, { "left": "issue:42617", "right": "issue:42915", "accept": false, - "reason": "Both are runtime failures, but one is about running 3d_parallel.py and the other is a Qwen3Moe FineGrainedFP8Config issue. No clear shared underlying bug." + "reason": "3d_parallel.py failure vs Qwen3Moe fine-grained FP8 config failure; not the same bug." }, { "left": "issue:43749", "right": "issue:44534", "accept": false, - "reason": "Both touch loading/runtime behavior, but one is FSDP CPU RAM efficient loading and the other is non-persistent buffers filled with junk in v5. Distinct issues." + "reason": "Both are loading/regression reports, but one is FSDP CPU RAM efficient loading and the other is non-persistent buffer initialization." }, { "left": "issue:43317", "right": "issue:43873", - "accept": false, - "reason": "Both mention offload/quantization, but one is device_map=auto failing to load a dequantized model with cpu offload, while the other is a broader quantization offloading complaint. Too broad to treat as one bug." + "accept": true, + "reason": "Both describe the same offloading/quantization loading path failing under device_map=auto and CPU/GPU offload; one looks like a concrete manifestation of the broader issue." }, { "left": "issue:43572", "right": "issue:45759", "accept": false, - "reason": "Both are config/model setup regressions, but one is a missing pad_token_idx after a 5.0 update and the other is AutoModelForCausalLM.from_config not unwrapping text_config for Qwen multimodal configs." + "reason": "Missing pad_token_idx in a config vs AutoModel.from_config not unwrapping text_config; different config-handling bugs." }, { "left": "issue:43322", "right": "issue:46050", "accept": false, - "reason": "Segmentation fault loading Llava Next models is unrelated to sinq quantization breakage after save/load." + "reason": "Segfault while loading Llava Next vs quantized model save/load breakage; not the same failure." }, { "left": "issue:41720", "right": "issue:43322", "accept": false, - "reason": "Both are model loading failures, but one is a cudaErrorAssert on Qwen3 with auto device mapping and the other is a segmentation fault with Llava Next. Different failure signatures and likely causes." + "reason": "Auto device-map cuda assert on Qwen3 vs segfault loading Llava Next; unrelated model-specific issues." }, { "left": "issue:36331", "right": "issue:42617", "accept": false, - "reason": "One is a Trainer API signature change for compute_loss; the other is a 3d_parallel.py execution problem. No shared bug." + "reason": "Trainer API kwarg breakage vs 3d_parallel.py runtime failure; different layers." }, { "left": "issue:44387", "right": "issue:45704", "accept": false, - "reason": "Both are memory-related, but one is CUDA reserved-memory growth under int4 quantization and the other is a T5/apex fused RMSNorm leak. Not the same underlying issue." + "reason": "Int4 quantization memory regression vs an apex RMSNorm memory leak; different causes." }, { "left": "issue:41720", "right": "issue:44977", "accept": false, - "reason": "Both involve Qwen models, but one is a loading/assert failure and the other is flash-attention generation quality/correctness. Different code paths." + "reason": "Qwen3 device-mapping crash vs Qwen3.5 flash-attention generation issue; different code paths." }, { "left": "issue:36331", "right": "issue:42915", "accept": false, - "reason": "A Trainer compute_loss signature mismatch is unrelated to Qwen3Moe FP8 configuration failures." + "reason": "Unexpected Trainer kwarg vs Qwen3Moe FP8 config; unrelated." }, { "left": "issue:44466", "right": "issue:45357", "accept": false, - "reason": "Both concern serialization of model components in v5, but one is tied lm_head.weight serialization and the other is incorrect visual encoder keys for Qwen3.5. Different artifacts and fixes." - }, - { - "left": "issue:43526", - "right": "issue:43883", - "accept": false, - "reason": "One is a BeitImageProcessorFast label-reduction bug; the other is a missing all_tied_weights_keys attribute on MolmoForCausalLM. Unrelated." + "reason": "Both are save_pretrained regressions, but one concerns tied lm_head serialization and the other incorrect visual encoder keys." }, { "left": "issue:40990", "right": "issue:45701", "accept": false, - "reason": "One is a perplexity regression on a specific model/dataset; the other is tokenizer output changing across transformers versions. Not the same defect." + "reason": "Perplexity issue on a model/dataset vs tokenizer behavior changing across versions; not the same bug." }, { "left": "issue:43450", "right": "issue:45701", "accept": false, - "reason": "Video processor batch-shape issues are distinct from tokenizer-version-dependent tokenization changes." + "reason": "Video processor batching shape bug vs tokenization changes; unrelated." }, { - "left": "issue:43881", + "left": "issue:44877", "right": "issue:44991", "accept": false, - "reason": "One is a glm-4v-9b loading failure; the other is tokenizer loading failure for a specific RoBERTa model. Different components and symptoms." + "reason": "Strict config loading for granite_speech vs tokenizer loading failure for est-roberta; different failures." }, { "left": "issue:43065", "right": "issue:46402", "accept": false, - "reason": "A dummy Conv2d in Sam3PixelDecoder is unrelated to Sam3Model text encoder weights not loading." + "reason": "Sam3 pixel-decoder dummy Conv2d vs Sam3 text-encoder weights not loaded; same family, but different components and bugs." }, { - "left": "issue:44877", - "right": "issue:44991", + "left": "issue:43526", + "right": "issue:43883", "accept": false, - "reason": "Strict config rejection for granite_speech is unrelated to tokenizer loading failure for EMBEDDIA/est-roberta." + "reason": "Image processor label reduction bug vs missing all_tied_weights_keys on Molmo; unrelated." }, { "left": "issue:26413", "right": "issue:28530", "accept": false, - "reason": "Resume-from-checkpoint epoch iterator failure and early-stopping metric lookup are separate Trainer bugs." + "reason": "Checkpoint resume epoch iterator bug vs early-stopping metric selection issue; different training features." }, { "left": "issue:41720", "right": "issue:42617", "accept": false, - "reason": "A Qwen3 auto-device-map cuda assert and a 3d_parallel.py run failure are different problems." + "reason": "Qwen3 auto device-map assert vs 3d_parallel.py failure; no shared underlying bug." + }, + { + "left": "issue:43881", + "right": "issue:44991", + "accept": false, + "reason": "Model loading failure vs tokenizer loading failure; too broad to be duplicates." }, { "left": "issue:44186", "right": "issue:45072", "accept": false, - "reason": "LayoutLMv2Tokenizer NER/padding crashes are unrelated to dtype mismatches in SwitchTransformers/TimmWrapperModel inference." + "reason": "Tokenizer batching/padding crash vs bfloat16 dtype mismatch; different defects." }, { "left": "issue:43873", "right": "issue:44756", "accept": false, - "reason": "Both are memory/offload themed, but one is quantization offloading behavior and the other is disabling mmap on Strix Halo to avoid OOM. Not the same bug." + "reason": "Both relate to memory/offloading, but one is quantization offload behavior and the other is mmap-related OOM on Strix Halo." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The triage is grounded in the packet: most pairs are clearly different issues by title, and the one accepted soft pair (43317 \u2194 43873) is the only one that looks plausibly like the same offloading/quantization loading bug class. The umbrella choice of 43873 is reasonable given its broader title and open state. No overclaim in the soft-edge verdicts stood out." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -4772,7 +4598,7 @@ "component_index": 1, "component_count": 24, "review_unit_index": 15, - "review_unit_count": 61, + "review_unit_count": 60, "status": "reviewed", "reason": null, "source": "llm", @@ -4781,6 +4607,7 @@ "cluster_id": "cluster-10000-502", "nodes": [ "issue:28530", + "issue:30064", "issue:33666", "issue:36010", "issue:36331", @@ -4793,7 +4620,6 @@ "issue:43322", "issue:43404", "issue:43425", - "issue:43526", "issue:43531", "issue:43550", "issue:43572", @@ -4802,7 +4628,6 @@ "issue:43646", "issue:43708", "issue:43720", - "issue:43881", "issue:44008", "issue:44186", "issue:44361", @@ -4844,212 +4669,212 @@ "issue:42915|issue:43317", "issue:44734|issue:46858", "issue:44423|issue:45406", - "issue:44008|issue:45823", "issue:46821|issue:46869", + "issue:44008|issue:45823", "issue:45632|issue:45684", "issue:41720|issue:45161", "issue:28530|issue:33666", "issue:44464|issue:46858", "issue:44671|issue:44743", "issue:43531|issue:43572", - "issue:36331|issue:41720", "issue:42915|issue:46291", + "issue:36331|issue:41720", "issue:44186|issue:44361", "issue:43316|issue:44913", "issue:42915|issue:43322", "issue:43425|issue:46821", - "issue:43526|issue:43881" + "issue:28530|issue:30064" ], - "prepared_review_unit_hash": "19ff046977a0f742696b51ae9395930d48e8912bd5c43e166bcf7d459f14ea58", + "prepared_review_unit_hash": "85c4a8615435d00dc335e5c0e27b9c40d5581d1d6c2efd90c2574b890096707a", "component_budget": { "node_count": 502, "item_count": 502, "soft_pair_count": 1845, - "serialized_chars": 957264, - "estimated_input_tokens": 239316, - "estimated_eval_tokens": 478888 + "serialized_chars": 957282, + "estimated_input_tokens": 239321, + "estimated_eval_tokens": 478898 }, "budget": { - "node_count": 48, - "item_count": 48, + "node_count": 47, + "item_count": 47, "soft_pair_count": 29, - "serialized_chars": 36487, - "estimated_input_tokens": 9122, - "estimated_eval_tokens": 18500 + "serialized_chars": 35920, + "estimated_input_tokens": 8980, + "estimated_eval_tokens": 18216 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous and mostly contains loosely related Transformers bug reports rather than true duplicates. The strongest sub-theme is generation/cache/compile regressions, with issue 46858 as the best anchor, but there is no single canonical duplicate across the whole set.", - "confidence": 0.29, - "canonical_issue_reason": "Issue 46858 is the closest hub because it is a concrete generation/cache regression and is semantically closest to multiple other cache/compile failures in the cluster, even though the overall set is not a single duplicate group.", + "summary": "The cluster is highly heterogeneous; the soft pairs mostly share broad themes like cache, loading, or multimodal serving, but not the same concrete bug. I would not merge any of the soft edges. Issue 46612 is the best representative issue because it is a clear, actionable generation-cache bug with multi-model impact and some reference activity.", + "confidence": 0.93, + "canonical_issue_reason": "Issue 46612 is the strongest anchor: it describes a specific, well-scoped generation cache reorder failure with clear affected model families and downstream impact.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 46858 is the best overall representative: it is specific, technically grounded, and most central to the recurring runtime/generation-cache failures shown by the soft links.", + "best_issue_reason": "Issue 46612 is the most representative and triage-friendly of the set: concrete root area, broad enough impact, and more clearly defined than the other candidates.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46612", "right": "issue:46858", "accept": false, - "reason": "Both involve generation internals, but one is beam-search cache reorder logic for legacy models and the other is a static-cache/_prefill device-tensor arithmetic bug in compile paths; not the same fix." + "reason": "Both involve generation cache internals, but one is about skipped cache reordering while the other is a static-cache slice arithmetic bug; different code paths and symptoms." }, { "left": "issue:43550", "right": "issue:43720", "accept": false, - "reason": "Different failure modes: torch.compile with SDPA in Bamba versus packed-weight unpacking during accelerate loading for BitNet." + "reason": "One is a torch.compile/SDPA failure, the other is an accelerate loading issue with packed weights not being unpacked; not the same bug." }, { "left": "issue:43577", "right": "issue:43708", "accept": false, - "reason": "Blip2 dtype propagation on load and Trainer checkpoint-resume step \u0627\u0644\u062d\u0633\u0627\u0628 are unrelated bugs." + "reason": "dtype-loading inconsistency and checkpoint resume max_steps miscalculation are unrelated failures." }, { "left": "issue:43295", "right": "issue:45701", "accept": false, - "reason": "Both mention tokenization-related regressions, but one is a processor/tokenizer API break and the other is version-dependent tokenization differences; not the same underlying bug." + "reason": "Processor/tokenizer API regression versus tokenization output changing across versions; too broad and different root causes." }, { "left": "issue:44186", "right": "issue:44610", "accept": false, - "reason": "Tokenizer padding/truncation crash in LayoutLMv2 is unrelated to OmDet-Turbo producing the wrong image resolution." + "reason": "Tokenizer crash on NER/padding is unrelated to a processor returning the wrong image resolution." }, { "left": "issue:45685", "right": "issue:46821", "accept": false, - "reason": "An MPS histogram kernel error in MoE code is not the same as a TimesFM window_size AttributeError." + "reason": "MPS MoE histogram error and TimesFM window_size AttributeError affect different models and different failing subsystems." }, { "left": "issue:43550", "right": "issue:43606", "accept": false, - "reason": "Both are runtime issues, but one is a Bamba SDPA compile failure and the other is a CPU offload device-mismatch bug in bark-small." + "reason": "Both mention device/runtime issues, but one is SDPA with torch.compile and the other is CPU offload device mismatch; not the same concrete defect." }, { "left": "issue:43646", "right": "issue:46665", "accept": false, - "reason": "Custom model initialization breakage and from_pretrained behavior inside Python classes are related only at a very high level, not the same concrete bug." + "reason": "Custom model initialization breakage is not the same as inconsistent from_pretrained behavior inside Python classes." }, { "left": "issue:43404", "right": "issue:45357", "accept": false, - "reason": "Mistral3 lm_head tying and Qwen3.5 save_pretrained key serialization are different model-state problems." + "reason": "Mistral3 tied-weight bug and Qwen3.5 incorrect visual encoder save keys are different model-specific serialization/loading issues." }, { "left": "issue:44610", "right": "issue:44898", "accept": false, - "reason": "Both are vision-model preprocessing issues, but one is a fixed-size processor/model mismatch and the other is positional-encoding interpolation failure." + "reason": "Wrong processor output size and Perceiver non-default-resolution failure are different image-processing/model-path bugs." }, { "left": "issue:36010", "right": "issue:42617", "accept": false, - "reason": "An import error for GenerationMixin is unrelated to not being able to run 3d_parallel.py." + "reason": "GenerationMixin import failure and failure to run 3d_parallel.py do not describe the same problem." }, { "left": "issue:42915", "right": "issue:43317", "accept": false, - "reason": "FineGrainedFP8Config failure in Qwen3Moe and dequantized model offload loading failure are different quantization/offload bugs." + "reason": "FineGrainedFP8Config loading failure and gpu+cpu offload dequantized-model failure are distinct loading paths." }, { "left": "issue:44734", "right": "issue:46858", "accept": false, - "reason": "Both touch cache continuation, but one is wrong tensor indexing in serve responses and the other is static-cache seq-length device arithmetic; not mergeable as one fix." + "reason": "Both relate to cache handling, but one is serve KV-continuation indexing and the other is prefill seq-length device-tensor arithmetic; not the same bug." }, { "left": "issue:44423", "right": "issue:45406", "accept": false, - "reason": "Both are serve/multimodal processor regressions, but the concrete errors differ: missing .to() on a string versus Gemma4Processor missing _tokenizer." + "reason": "Continuous-batching multimodal crash due to string .to access is unrelated to Gemma4Processor missing _tokenizer." }, { - "left": "issue:44008", - "right": "issue:45823", + "left": "issue:46821", + "right": "issue:46869", "accept": false, - "reason": "Gemma3n variable-name collision and Gemma4 PLE device mismatch are distinct forward-pass bugs." + "reason": "TimesFM window_size AttributeError and YOLO multi-GPU device_map auto failure are unrelated model-specific issues." }, { - "left": "issue:46821", - "right": "issue:46869", + "left": "issue:44008", + "right": "issue:45823", "accept": false, - "reason": "TimesFM window_size handling and YOLO multi-GPU device-map failure are unrelated." + "reason": "Both are Gemma-family issues, but one is a forward variable-name collision and the other is a device-mapping mismatch; different bugs." }, { "left": "issue:45632", "right": "issue:45684", "accept": false, - "reason": "Cache-path collisions for trust_remote_code and read-only permission propagation in save_pretrained are different filesystem/persistence issues." + "reason": "Cache path collisions for trust_remote_code are unrelated to permission propagation in save_pretrained/register_for_auto_class." }, { "left": "issue:41720", "right": "issue:45161", "accept": false, - "reason": "Qwen3 auto-device assert and GPT-OSS MoE tensor-parallel failure are separate model/runtime problems." + "reason": "Auto device-map cuda assert and TP-only GPT-OSS MoE failure are separate parallelization/runtime issues." }, { "left": "issue:28530", "right": "issue:33666", "accept": false, - "reason": "Early-stopping metric selection and Qwen2-VL multi-GPU training are unrelated training issues." + "reason": "Early-stopping metric lookup and Qwen2-VL multi-GPU training are unrelated." }, { "left": "issue:44464", "right": "issue:46858", "accept": false, - "reason": "Both involve compiled generation, but chunked-generation output inconsistency is a different bug than cache sequence-length slice arithmetic on non-CUDA backends." + "reason": "Compiled-forward chunked generation inconsistency is not the same as a static-cache seq-length/device-tensor arithmetic bug." }, { "left": "issue:44671", "right": "issue:44743", "accept": false, - "reason": "CamemBERT masked-LM prediction drift and Qwen3.5 recurrent-state reset with cache are different model-specific behaviors." + "reason": "CamemBERT masked-LM prediction regression and Qwen3.5 recurrent-state reset are different model behaviors." }, { "left": "issue:43531", "right": "issue:43572", "accept": false, - "reason": "A sliding-window issue in Qwen3-MoE is unrelated to StableLmConfig missing pad_token_idx after the 5.0 update." + "reason": "Sliding-window handling in Qwen3-MoE and missing pad_token_idx in StableLmConfig are unrelated." }, { - "left": "issue:36331", - "right": "issue:41720", + "left": "issue:42915", + "right": "issue:46291", "accept": false, - "reason": "Trainer compute_loss signature mismatch and Qwen3 device-map CUDA assert are unrelated." + "reason": "FP8 config/model loading failure and kernels version/revision import requirement are different integration problems." }, { - "left": "issue:42915", - "right": "issue:46291", + "left": "issue:36331", + "right": "issue:41720", "accept": false, - "reason": "Qwen3Moe FP8 config failure and kernels package version/revision import requirement are different dependency/runtime issues." + "reason": "Trainer compute_loss signature breakage and Qwen3 auto device-map cuda assert are not the same defect." }, { "left": "issue:44186", "right": "issue:44361", "accept": false, - "reason": "Both are tokenizer failures, but they affect different tokenizers, tasks, and code paths." + "reason": "LayoutLMv2Tokenizer NER/padding crash and MLukeTokenizer AttributeError are different tokenizer-specific bugs." }, { "left": "issue:43316", "right": "issue:44913", "accept": false, - "reason": "Gemma3TextConfig API discrepancy and GPTNeoXConfig rotary_pct reload behavior are distinct configuration bugs." + "reason": "Gemma3TextConfig API mismatch and GPTNeoXConfig rotary_pct reload bug are distinct config issues." }, { "left": "issue:42915", "right": "issue:43322", "accept": false, - "reason": "Qwen3Moe FP8 loading failure and Llava Next segmentation fault are not the same underlying problem." + "reason": "Qwen3Moe FP8 failure and Llava Next segmentation fault are unrelated loading/runtime crashes." }, { "left": "issue:43425", @@ -5058,10 +4883,10 @@ "reason": "Torch 2.10 incompatibility and TimesFM window_size AttributeError are unrelated." }, { - "left": "issue:43526", - "right": "issue:43881", + "left": "issue:28530", + "right": "issue:30064", "accept": false, - "reason": "BeitImageProcessorFast reduce_labels bug and glm-4v-9b loading failure are different issues." + "reason": "Early stopping metric selection and void segmentation map processing are different problem domains." } ] }, @@ -5077,7 +4902,7 @@ "component_index": 1, "component_count": 24, "review_unit_index": 16, - "review_unit_count": 61, + "review_unit_count": 60, "status": "reviewed", "reason": null, "source": "llm", @@ -5085,7 +4910,6 @@ "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-502", "nodes": [ - "issue:28530", "issue:29159", "issue:30064", "issue:33357", @@ -5097,6 +4921,7 @@ "issue:42490", "issue:43329", "issue:43388", + "issue:43526", "issue:43531", "issue:43540", "issue:43550", @@ -5107,6 +4932,7 @@ "issue:43746", "issue:43782", "issue:43873", + "issue:43881", "issue:44062", "issue:44077", "issue:44387", @@ -5134,18 +4960,18 @@ "issue:46858" ], "soft_pairs": [ - "issue:28530|issue:30064", "issue:33357|issue:35707", "issue:29159|issue:36032", + "issue:43526|issue:43881", "issue:44387|issue:45701", "issue:43540|issue:43782", "issue:43873|issue:45704", "issue:30064|issue:34634", "issue:43550|issue:43653", - "issue:43606|issue:43720", "issue:44534|issue:46665", - "issue:41720|issue:43746", + "issue:43606|issue:43720", "issue:43531|issue:45759", + "issue:41720|issue:43746", "issue:44492|issue:44509", "issue:45406|issue:45464", "issue:42490|issue:43329", @@ -5158,221 +4984,221 @@ "issue:45759|issue:45859", "issue:45357|issue:46402", "issue:44451|issue:44991", - "issue:44077|issue:44625", "issue:43531|issue:44589", + "issue:44077|issue:44625", "issue:43644|issue:46665", "issue:44062|issue:44451", "issue:44898|issue:45072", "issue:44625|issue:45479" ], - "prepared_review_unit_hash": "f5ad6ed01f44ee91d298cea32671872e27242f869a5a1244c056914e1bfa1306", + "prepared_review_unit_hash": "e04a6aa0275074c9437c94f5c8736693eef5342bda869bf03ccecfc01f06d6ae", "component_budget": { "node_count": 502, "item_count": 502, "soft_pair_count": 1845, - "serialized_chars": 957264, - "estimated_input_tokens": 239316, - "estimated_eval_tokens": 478888 + "serialized_chars": 957282, + "estimated_input_tokens": 239321, + "estimated_eval_tokens": 478898 }, "budget": { - "node_count": 47, - "item_count": 47, + "node_count": 48, + "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 36305, - "estimated_input_tokens": 9077, - "estimated_eval_tokens": 18410 + "serialized_chars": 36830, + "estimated_input_tokens": 9208, + "estimated_eval_tokens": 18672 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a false-positive mix of unrelated issues across tokenization, loading, vision/multimodal processing, generation, offloading, and docs. None of the soft edges look like true duplicates, and there are no PRs to compare.", - "confidence": 0.96, - "canonical_issue_reason": "No canonical issue: the cluster spans multiple unrelated root causes, so there is no single representative bug to merge everything into.", + "summary": "Mostly unrelated bug reports across tokenizers, multimodal processors, loading/offload, and CI regressions. No soft pair looks like the same concrete bug or mergeable PR change.", + "confidence": 0.81, + "canonical_issue_reason": "issue:45701 is the broadest regression-style report in the set and the best umbrella representative for this mixed cluster.", "canonical_pr_reason": null, - "best_issue_reason": "No issue is a good global canonical; if forced, issue:43606 is the broadest theme (offloading/quantization), but it still does not represent the rest of the cluster.", + "best_issue_reason": "issue:43873 has the strongest triage signal overall: active discussion, inbound references, and a clearly stated reproducible failure, even though it is not a duplicate of the others.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:28530", - "right": "issue:30064", - "accept": false, - "reason": "Early-stopping metric selection is unrelated to image processor handling of void segmentation maps." - }, { "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 and failures." + "reason": "Different failures: MacOS bus error in a CLIP model vs generation behavior with inputs_embeds/past_key_values." }, { "left": "issue:29159", "right": "issue:36032", "accept": false, - "reason": "Slow/fast tokenizer inconsistency is not the same as a T5Tokenizer load-time add_special_tokens conflict." + "reason": "Both are tokenizer-related, but one is slow/fast inconsistency and the other is a T5 tokenizer load conflict." + }, + { + "left": "issue:43526", + "right": "issue:43881", + "accept": false, + "reason": "Image-label reduction bug vs a model loading failure; different code paths and symptoms." }, { "left": "issue:44387", "right": "issue:45701", "accept": false, - "reason": "Int4 quantization OOM is a memory/offload problem; tokenization changes are a separate behavior change." + "reason": "Quantization/OOM regression is unrelated to a report about tokenization changes." }, { "left": "issue:43540", "right": "issue:43782", "accept": false, - "reason": "Both involve Qwen3-family multimodal models, but one is a video-input ValueError and the other is a weight_only loading error." + "reason": "Video input processing error in Qwen3OmniMoe vs from_pretrained weight_only loading error in Qwen3VL." }, { "left": "issue:43873", "right": "issue:45704", "accept": false, - "reason": "Quantization/offloading behavior is unrelated to the T5 apex FusedRMSNorm memory leak." + "reason": "Offloading/quantization behavior is a different bug from a T5 RMSNorm memory leak." }, { "left": "issue:30064", "right": "issue:34634", "accept": false, - "reason": "Void segmentation-map processing and BarkProcessor voice_preset handling are unrelated processor bugs." + "reason": "Void segmentation-map processing and Bark voice_preset handling are unrelated processor bugs." }, { "left": "issue:43550", "right": "issue:43653", "accept": false, - "reason": "torch.compile + SDPA on Bamba is unrelated to BigBirdTokenizer special-token registration." - }, - { - "left": "issue:43606", - "right": "issue:43720", - "accept": false, - "reason": "Both mention loading/offload, but one is CPU offload with quantization and the other is BitNet packed-weight unpacking during accelerate loading." + "reason": "torch.compile/SDPA failure in Bamba is unrelated to BigBirdTokenizer special-token decoding." }, { "left": "issue:44534", "right": "issue:46665", "accept": false, - "reason": "Non-persistent buffer initialization junk and from_pretrained inside Python classes are distinct issues." + "reason": "Both mention model loading/runtime behavior, but one is a non-persistent buffer regression and the other is from_pretrained inside Python classes." }, { - "left": "issue:41720", - "right": "issue:43746", + "left": "issue:43606", + "right": "issue:43720", "accept": false, - "reason": "Qwen3 auto device mapping cudaErrorAssert and GraniteSpeech PEFT local-checkpoint loading are different failures." + "reason": "Both involve accelerate/offload/loading, but they are different concrete failures on different models and code paths." }, { "left": "issue:43531", "right": "issue:45759", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior and AutoModelForCausalLM.from_config text_config unwrapping are not the same bug." + "reason": "Sliding-window behavior in Qwen3-MoE is not the same bug as unwrapping text_config in composite Qwen multimodal configs." + }, + { + "left": "issue:41720", + "right": "issue:43746", + "accept": false, + "reason": "CUDA device-mapping assert and PEFT local-checkpoint loading are different issues." }, { "left": "issue:44492", "right": "issue:44509", "accept": false, - "reason": "A cache-strategies typo in docs is unrelated to stale docs mentioning removed pipeline tasks." + "reason": "A typo in cache strategies is unrelated to outdated docs mentioning removed pipeline tasks." }, { "left": "issue:45406", "right": "issue:45464", "accept": false, - "reason": "Gemma4Processor missing _tokenizer and Qwen3.5 streaming chat/completions failures are different components and symptoms." + "reason": "Gemma4Processor missing _tokenizer and Qwen3.5 streaming chat/completions failures are different API bugs." }, { "left": "issue:42490", "right": "issue:43329", "accept": false, - "reason": "Trailing-slash local model import warnings are unrelated to the multimodal video-branch undefined-variable bug." + "reason": "Trailing-slash local model import warning is unrelated to a multimodal token-counting video-branch bug." }, { "left": "issue:43388", "right": "issue:45059", "accept": false, - "reason": "Metric gathering truncation and SAM3 text/bbox weird behavior are separate issues." + "reason": "Metric gathering drops tuple labels; SAM3 bounding-box/text behavior is a different model-input issue." }, { "left": "issue:43606", "right": "issue:43653", "accept": false, - "reason": "CPU offload/quantization device mismatch is unrelated to tokenizer special-token registration." + "reason": "CPU offload device mismatch and tokenizer special-token decode output are unrelated." }, { "left": "issue:34567", "right": "issue:35707", "accept": false, - "reason": "TrainerState token-count tracking and progressive generation are unrelated." + "reason": "Trainer token-count tracking and progressive generation are different subsystems." }, { "left": "issue:34634", "right": "issue:41720", "accept": false, - "reason": "BarkProcessor preset handling and Qwen3 auto device mapping/cudaErrorAssert are unrelated." + "reason": "BarkProcessor voice_preset handling has no overlap with Qwen3 device-mapping CUDA asserts." }, { "left": "issue:43531", "right": "issue:46821", "accept": false, - "reason": "Qwen3-MoE sliding_window and TimesFM window_size AttributeError are different models and APIs." + "reason": "Qwen3-MoE sliding-window behavior is unrelated to TimesFM window_size AttributeError." }, { "left": "issue:43540", "right": "issue:46858", "accept": false, - "reason": "Qwen3OmniMoe video ValueError and static-cache seq_length tensor arithmetic are unrelated." + "reason": "Video-input ValueError in Qwen3OmniMoe is not the same bug as static-cache sequence-length tensor arithmetic." }, { "left": "issue:45759", "right": "issue:45859", "accept": false, - "reason": "Qwen3.5/Qwen3.6 config unwrapping and CPU-offload rotary embedding compatibility are different problems." + "reason": "Composite Qwen config loading and CPU-offload rotary embedding behavior are separate issues." }, { "left": "issue:45357", "right": "issue:46402", "accept": false, - "reason": "Incorrect visual-encoder keys on save_pretrained and missing text-encoder weight loading are different load/save regressions." + "reason": "Incorrect visual-encoder save keys and missing text-encoder weight loading are different Qwen/SAM3 problems." }, { "left": "issue:44451", "right": "issue:44991", "accept": false, - "reason": "Loading ScandiBERT and tokenizer behavior changes across versions are not the same underlying issue." + "reason": "Both are tokenizer/model-loading failures, but for different models and failure modes." }, { - "left": "issue:44077", - "right": "issue:44625", + "left": "issue:43531", + "right": "issue:44589", "accept": false, - "reason": "Optional post_init policy for patchtsmixer and Qwen3.5 num_labels propagation are unrelated." + "reason": "Sliding-window model behavior and missing Float8 storage lookup are unrelated." }, { - "left": "issue:43531", - "right": "issue:44589", + "left": "issue:44077", + "right": "issue:44625", "accept": false, - "reason": "Qwen3-MoE sliding_window and Float8 storage lookup errors are unrelated." + "reason": "PatchTSMixer post_init gating is unrelated to num_labels propagation in Qwen3.5." }, { "left": "issue:43644", "right": "issue:46665", "accept": false, - "reason": "Non-persistent buffer junk in Transformers 5.0 and from_pretrained-in-class behavior are unrelated." + "reason": "Non-persistent buffer junk fill and from_pretrained-in-class inconsistency are different bugs." }, { "left": "issue:44062", "right": "issue:44451", "accept": false, - "reason": "AddedToken special-argument duplication and ScandiBERT loading failure are different tokenizer/model-loading issues." + "reason": "AddedToken keyword collision is unrelated to ScandiBERT tokenizer loading failure." }, { "left": "issue:44898", "right": "issue:45072", "accept": false, - "reason": "Perceiver interpolation on non-default resolution and bfloat16 dtype mismatches are distinct bugs." + "reason": "Perceiver image-classification interpolation failure and bfloat16 dtype mismatch are different model/runtime issues." }, { "left": "issue:44625", "right": "issue:45479", "accept": false, - "reason": "num_labels propagation in Qwen3.5 and degenerate zero loss in sequence classification are not the same code path." + "reason": "Qwen3.5 num_labels propagation and zero-loss classification with num_labels=1 are not the same underlying bug." } ] }, @@ -5388,7 +5214,7 @@ "component_index": 1, "component_count": 24, "review_unit_index": 17, - "review_unit_count": 61, + "review_unit_count": 60, "status": "reviewed", "reason": null, "source": "llm", @@ -5424,12 +5250,12 @@ "issue:44918", "issue:44936", "issue:44987", + "issue:44995", "issue:45042", "issue:45081", "issue:45356", "issue:45357", "issue:45381", - "issue:45507", "issue:45704", "issue:45759", "issue:45834", @@ -5446,22 +5272,22 @@ "issue:46858" ], "soft_pairs": [ - "issue:43381|issue:43844", "issue:44987|issue:45042", + "issue:43381|issue:43844", "issue:44368|issue:45357", "issue:39692|issue:44610", "issue:41720|issue:45704", "issue:43746|issue:46050", "issue:43421|issue:43927", - "issue:46655|issue:46693", "issue:43381|issue:45704", + "issue:46655|issue:46693", "issue:45704|issue:45923", "issue:42886|issue:44843", "issue:44918|issue:44936", "issue:45759|issue:45923", "issue:43746|issue:43873", - "issue:43421|issue:43653", "issue:43994|issue:44671", + "issue:43421|issue:43653", "issue:44514|issue:44545", "issue:46032|issue:46463", "issue:39692|issue:43493", @@ -5469,7 +5295,7 @@ "issue:45081|issue:45356", "issue:43782|issue:45381", "issue:30064|issue:36010", - "issue:45507|issue:46858", + "issue:44995|issue:46858", "issue:45356|issue:45907", "issue:39692|issue:43873", "issue:43720|issue:43819", @@ -5478,226 +5304,226 @@ "issue:45987|issue:46829", "issue:43295|issue:45834" ], - "prepared_review_unit_hash": "1ce66ff6d2642937239b05db676cb75233e915188c7b47cd58ca8bb8d9d9161f", + "prepared_review_unit_hash": "6bfd785d6afbaae32fb0f6f90b17982f3334e1915dbe1c06255bfa6ba8c98237", "component_budget": { "node_count": 502, "item_count": 502, "soft_pair_count": 1845, - "serialized_chars": 957264, - "estimated_input_tokens": 239316, - "estimated_eval_tokens": 478888 + "serialized_chars": 957282, + "estimated_input_tokens": 239321, + "estimated_eval_tokens": 478898 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 31, - "serialized_chars": 37450, - "estimated_input_tokens": 9363, - "estimated_eval_tokens": 18982 + "serialized_chars": 37485, + "estimated_input_tokens": 9372, + "estimated_eval_tokens": 19000 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous transformer/model bugs with one clear duplicate pair and one likely offline-tokenizer duplicate. No PRs are present.", - "confidence": 0.84, - "canonical_issue_reason": "issue:44545 is the cleanest duplicate target for the only exact issue duplication in the set (same Qwen2_5_VLProcessor.apply_chat_template crash as issue:44514).", + "summary": "This cluster is mostly heterogeneous issue reports that only share broad subsystem vocabulary. The only clear duplicate pair is the Qwen2_5_VLProcessor.apply_chat_template batched padding=False crash; the rest are related by theme at most, not by the same underlying bug.", + "confidence": 0.87, + "canonical_issue_reason": "Issue 44545 is the cleanest representative of the only exact duplicate pair: it has the same title/symptom as 44514, with slightly more discussion/inbound references.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44545 is the best overall cluster anchor: it is narrowly scoped, clearly reproducible, and has the strongest duplicate signal; the rest of the items are largely unrelated sub-issues.", + "best_issue_reason": "Issue 44545 is the best issue anchor because it is the strongest exact duplicate match and the most directly reusable summary of the cluster's only true duplicate.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43381", - "right": "issue:43844", + "left": "issue:44987", + "right": "issue:45042", "accept": false, - "reason": "Different bugs: eval-mode gradient checkpointing misuse vs ZeRO-3/deepspeed gradient inflation." + "reason": "Different bugs: a model-loading regression vs an image-processor torchvision dependency problem." }, { - "left": "issue:44987", - "right": "issue:45042", + "left": "issue:43381", + "right": "issue:43844", "accept": false, - "reason": "Unrelated failures: a model-loading regression vs PIL image processors incorrectly requiring torchvision." + "reason": "Eval-mode gradient checkpointing misuse and ZeRO-3 gradient explosion are unrelated failure modes." }, { "left": "issue:44368", "right": "issue:45357", "accept": false, - "reason": "Different code paths and symptoms: a tie_word_embeddings warning during LoRA fine-tuning vs incorrect visual encoder keys in save_pretrained." + "reason": "LoRA/tie_word_embeddings warning is unrelated to incorrect visual encoder keys on save_pretrained." }, { "left": "issue:39692", "right": "issue:44610", "accept": false, - "reason": "Different models and defects: SigLIP2 doc example errors vs OmDet-Turbo processor/model input-size mismatch." + "reason": "SigLIP2 doc-example errors do not match OmDet-Turbo's processor/model image-size mismatch." }, { "left": "issue:41720", "right": "issue:45704", "accept": false, - "reason": "No shared bug: Qwen3 device-mapping CUDA assert is unrelated to T5/apex RMSNorm memory leak." + "reason": "Qwen3 CUDA assert and T5 apex RMSNorm memory leak are different code paths and symptoms." }, { "left": "issue:43746", "right": "issue:46050", "accept": false, - "reason": "Different loading/save problems: PEFT adapter local-checkpoint loading vs sinq quantized model save/load breakage." + "reason": "PEFT local-checkpoint loading and sinq quantized save/load breakage are distinct issues." }, { "left": "issue:43421", "right": "issue:43927", "accept": false, - "reason": "Both involve tokenizers, but the failures differ: runtime post-processor updates vs config persistence losing custom token IDs." + "reason": "Tokenizer backend post-processor updates and DiaConfig custom token-ID loss are different bugs." }, { - "left": "issue:46655", - "right": "issue:46693", + "left": "issue:43381", + "right": "issue:45704", "accept": false, - "reason": "Different subsystems: video-processor padding math vs FA2 long-context generation performance regression." + "reason": "Gradient checkpointing in eval mode is unrelated to the T5 RMSNorm memory leak." }, { - "left": "issue:43381", - "right": "issue:45704", + "left": "issue:46655", + "right": "issue:46693", "accept": false, - "reason": "Completely different bugs in different components." + "reason": "Video processor padding error and FA2 long-context performance regression are not the same bug." }, { "left": "issue:45704", "right": "issue:45923", "accept": false, - "reason": "Different issues: apex RMSNorm leak vs missing supports_gradient_checkpointing flag." + "reason": "RMSNorm memory leak and missing gradient_checkpointing flag are unrelated." }, { "left": "issue:42886", "right": "issue:44843", - "accept": true, - "reason": "Same underlying offline tokenizer failure: both describe HF_HUB_OFFLINE cache-loading breakage, and 44843 identifies the unconditional model_info() call that explains 42886." + "accept": false, + "reason": "Both touch offline tokenization, but 44843 is a specific Mistral-regex model_info call while 42886 is broader cache loading; not enough to treat as the same bug." }, { "left": "issue:44918", "right": "issue:44936", "accept": false, - "reason": "Different trainer failures: SFT unpacking embeddings vs evaluate() failing after train()." + "reason": "Qwen3.5 embedding unpacking failure and trainer.evaluate() after train() are different trainer issues." }, { "left": "issue:45759", "right": "issue:45923", "accept": false, - "reason": "Different model/config problems: unwrapping text_config vs missing gradient checkpointing flag." + "reason": "Config unwrapping for multimodal Qwen configs is unrelated to a missing gradient_checkpointing flag." }, { "left": "issue:43746", "right": "issue:43873", "accept": false, - "reason": "Both mention loading/quantization, but one is PEFT checkpoint loading and the other is offloading with quantization; not the same concrete bug." + "reason": "Local checkpoint loading with PEFT adapters is different from quantization/offloading behavior." }, { - "left": "issue:43421", - "right": "issue:43653", + "left": "issue:43994", + "right": "issue:44671", "accept": false, - "reason": "Related tokenizer area, but not the same bug: post-processor update logic vs BigBirdTokenizer special-token registration/empty decode." + "reason": "Different models and failures: SigLIP2 wrong outputs vs CamemBERT masked-LM prediction regression." }, { - "left": "issue:43994", - "right": "issue:44671", + "left": "issue:43421", + "right": "issue:43653", "accept": false, - "reason": "Different models and symptom classes: SigLIP2 inference mismatch vs CamemBERT masked-LM prediction regression." + "reason": "Runtime special-token post-processing and BigBird mask-token registration are not the same underlying defect." }, { "left": "issue:44514", "right": "issue:44545", "accept": true, - "reason": "Exact duplicate report: same Qwen2_5_VLProcessor.apply_chat_template batched-input crash with padding=False." + "reason": "Exact duplicate: identical Qwen2_5_VLProcessor.apply_chat_template batched padding=False crash, same symptom and scope." }, { "left": "issue:46032", "right": "issue:46463", "accept": false, - "reason": "Unrelated bugs: Mamba2Mixer cache correctness vs T5 decoder input error-message wording." + "reason": "Mamba2Mixer cache correctness and T5 decoder-input error messaging are unrelated." }, { "left": "issue:39692", "right": "issue:43493", "accept": false, - "reason": "Same model family, but different problems: doc/example misuse and quantization failure vs a core HF-vs-JAX implementation discrepancy." + "reason": "SigLIP2 doc-example problems and HF-vs-JAX implementation discrepancy are related only by model family, not by a single concrete bug." }, { "left": "issue:43421", "right": "issue:44186", "accept": false, - "reason": "Both are tokenizer issues, but the specific failures differ: special-token post-processor updates vs NER/batched padding-truncation crashes." + "reason": "Tokenizer special-token post-processing and LayoutLMv2 NER/padding crashes are different tokenizer bugs." }, { "left": "issue:45081", "right": "issue:45356", "accept": false, - "reason": "Both reference Mistral regex handling, but the reported failures are different enough to treat as separate regressions." + "reason": "Mistral regex crash and Kimi-K2.5 codec/regression warning are different tokenizer regressions." }, { "left": "issue:43782", "right": "issue:45381", "accept": false, - "reason": "Different Qwen VL bugs: weight_only loading error vs incorrect vision_position_ids for video input." + "reason": "Qwen3VL weight_only load failure and qwen2.5-vl vision_position_ids bug are separate multimodal issues." }, { "left": "issue:30064", "right": "issue:36010", "accept": false, - "reason": "No overlap: image-processing segmentation bug vs GenerationMixin import error." + "reason": "Void segmentation-map processing and GenerationMixin import failure are unrelated." }, { - "left": "issue:45507", + "left": "issue:44995", "right": "issue:46858", "accept": false, - "reason": "Different code paths: invalid method call in GraniteMoEHybrid vs static-cache seq-length tensor breaking slice arithmetic." + "reason": "GlmMoeDsa stale-cache crash and static-cache seq-length tensor arithmetic failure are different cache bugs." }, { "left": "issue:45356", "right": "issue:45907", "accept": false, - "reason": "Unrelated: tokenizer regression in Kimi-K2.5 vs list_repo_files not forwarding revision." + "reason": "Tokenizer regression and list_repo_files revision forwarding are unrelated." }, { "left": "issue:39692", "right": "issue:43873", "accept": false, - "reason": "Different problems: SigLIP2 docs/example failures vs quantization/offloading behavior." + "reason": "SigLIP2 example/documentation errors are not the same as quantization offloading behavior." }, { "left": "issue:43720", "right": "issue:43819", "accept": false, - "reason": "Different model implementations and failures: BitNet packed-weight loading vs DAC from_latents/STE mismatch." + "reason": "BitNet unpacking during accelerate load and DAC missing-STE mismatch are different model bugs." }, { "left": "issue:43653", "right": "issue:43720", "accept": false, - "reason": "No shared underlying bug: BigBirdTokenizer special-token handling vs BitNet accelerate-loading of packed weights." + "reason": "BigBird special-token registration and BitNet packed-weight loading are unrelated." }, { "left": "issue:46829", "right": "issue:46832", "accept": false, - "reason": "Different vision-model bugs: incorrect hidden_states output vs RT-DETR feature-level indexing error." + "reason": "VideoPrism output-field mixup and RT-DETR feature-level TypeError are distinct model-output bugs." }, { "left": "issue:45987", "right": "issue:46829", "accept": false, - "reason": "Cache API return-type bug vs VideoPrism output-field misassignment." + "reason": "StaticCache seq-length contract violation and VideoPrism hidden_states misassignment are unrelated." }, { "left": "issue:43295", "right": "issue:45834", "accept": false, - "reason": "Both are multimodal/processor issues, but they affect different models and different failure modes." + "reason": "Processor/tokenizer regression and Kosmos2.5 long-OCR index error are different failures." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet: it correctly identifies the exact duplicate pair (44514/44545), the likely offline-tokenizer duplicate (42886/44843), and does not claim any PRs exist. The soft-edge verdicts are consistently conservative, with no clear overstatement of evidence." + "feedback": "The analysis is grounded in the packet. The only accepted duplicate pair, issue:44514 and issue:44545, is an exact title/symptom match and the canonical choice is justified by slightly richer references. The summary stays conservative about the rest of the cluster, treating them as theme-level similarities rather than same-bug duplicates, which fits the evidence." }, "evaluator_used": true, "retried": false, @@ -5710,7 +5536,7 @@ "component_index": 1, "component_count": 24, "review_unit_index": 18, - "review_unit_count": 61, + "review_unit_count": 60, "status": "reviewed", "reason": null, "source": "llm", @@ -5732,10 +5558,8 @@ "issue:43611", "issue:43618", "issue:43643", - "issue:43644", "issue:43653", "issue:43697", - "issue:43749", "issue:43756", "issue:43819", "issue:43927", @@ -5759,6 +5583,7 @@ "issue:45183", "issue:45381", "issue:45479", + "issue:45584", "issue:45834", "issue:45987", "issue:46294", @@ -5769,8 +5594,8 @@ ], "soft_pairs": [ "issue:43550|issue:43927", - "issue:44062|issue:44488", "issue:43550|issue:44361", + "issue:44062|issue:44488", "issue:43540|issue:46294", "issue:45381|issue:46693", "issue:43531|issue:43643", @@ -5795,204 +5620,204 @@ "issue:43540|issue:44008", "issue:34634|issue:36010", "issue:45183|issue:45479", - "issue:43644|issue:43749" + "issue:45584|issue:45834" ], - "prepared_review_unit_hash": "c77ddd8870b9457b2fe9f7e5d82042246e1b847445dee1d15456d24263fdd32b", + "prepared_review_unit_hash": "890e60de5631a12fdb4184988d63c2c00fce301d4966b829875d28cb3a82e6f7", "component_budget": { "node_count": 502, "item_count": 502, "soft_pair_count": 1845, - "serialized_chars": 957264, - "estimated_input_tokens": 239316, - "estimated_eval_tokens": 478888 + "serialized_chars": 957282, + "estimated_input_tokens": 239321, + "estimated_eval_tokens": 478898 }, "budget": { - "node_count": 48, - "item_count": 48, + "node_count": 47, + "item_count": 47, "soft_pair_count": 28, - "serialized_chars": 36259, - "estimated_input_tokens": 9065, - "estimated_eval_tokens": 18386 + "serialized_chars": 35741, + "estimated_input_tokens": 8936, + "estimated_eval_tokens": 18128 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is not a duplicate set: the issues span unrelated bugs across tokenizers, vision/video models, training, config loading, and cache behavior. No safe canonical issue/PR stands out.", - "confidence": 0.98, - "canonical_issue_reason": "No single canonical issue fits this cluster; the reports describe distinct failures in different components and code paths.", - "canonical_pr_reason": "No PRs are present in the provided items.", - "best_issue_reason": "No global best issue candidate: the items are heterogeneous and not interchangeable as a representative duplicate target.", - "best_pr_reason": "No PRs are present in the provided items.", + "summary": "This cluster is mostly a grab-bag of unrelated Transformers bug reports, with only superficial overlap around model/tokenizer loading and v5 regressions. No soft pair looks like the same underlying bug or a safe combined fix.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "issue:43611 is the most broadly useful, self-contained regression report in the set; the others are narrower and largely unrelated to each other.", + "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43550", "right": "issue:43927", "accept": false, - "reason": "Different failures: torch.compile+SDPA on Bamba vs custom token IDs lost after save/load on DiaConfig." + "reason": "Different subsystems: torch.compile/SDPA runtime failure vs config persistence losing custom token IDs." }, { - "left": "issue:44062", - "right": "issue:44488", + "left": "issue:43550", + "right": "issue:44361", "accept": false, - "reason": "Both are tokenizer-related, but one is an AddedToken keyword conflict and the other is a model-specific load failure." + "reason": "Both are TypeError-style reports, but they involve different models and failure paths." }, { - "left": "issue:43550", - "right": "issue:44361", + "left": "issue:44062", + "right": "issue:44488", "accept": false, - "reason": "Unrelated models and root causes: Bamba compile/SDPA vs MLukeTokenizer AttributeError." + "reason": "Tokenizer constructor argument collision vs failure to load a specific model tokenizer; not the same bug." }, { "left": "issue:43540", "right": "issue:46294", "accept": false, - "reason": "Both involve video inputs, but they affect different Qwen models and different mismatch logic." + "reason": "Both touch Qwen video input handling, but one is a processing ValueError and the other is chat-template token/feature mismatch." }, { "left": "issue:45381", "right": "issue:46693", "accept": false, - "reason": "Different subsystems: Qwen2.5-VL video position IDs vs FA2 long-context performance regression." + "reason": "One is a Qwen2.5-VL video position-id bug; the other is a performance regression with FA2 long-context generation." }, { "left": "issue:43531", "right": "issue:43643", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior is unrelated to AutoConfig missing fields with trust_remote_code." + "reason": "Qwen3-MoE sliding-window behavior vs AutoConfig/trust_remote_code field loss are unrelated." }, { "left": "issue:43596", "right": "issue:44220", "accept": false, - "reason": "DeepSpeed ZeRO3/BertModel index error is unrelated to the fbank feature extraction issue." + "reason": "Deepspeed Zero3/BertModel indexing error vs fbank feature extraction issue are different code paths." }, { "left": "issue:43611", "right": "issue:46665", "accept": false, - "reason": "Both mention from_pretrained, but the concrete bugs differ: base_model_prefix loading break vs class-context inconsistency." + "reason": "Model-loading regression with base_model_prefix vs general from_pretrained behavior inside Python classes are distinct." }, { "left": "issue:44008", "right": "issue:46858", "accept": false, - "reason": "Gemma3n forward variable collision is unrelated to static cache seq_length tensor behavior." + "reason": "Gemma3n variable collision in forward() vs cache sequence-length tensor type bug are unrelated." }, { "left": "issue:44186", "right": "issue:44898", "accept": false, - "reason": "Different models and failures: LayoutLMv2Tokenizer input handling vs Perceiver image classification resolution handling." + "reason": "Tokenizer crash on NER/padding vs image-classification interpolation issue; different components." }, { "left": "issue:43653", "right": "issue:43819", "accept": false, - "reason": "Tokenizer special-token registration bug is unrelated to DAC from_latents vs forward mismatch." + "reason": "BigBird special-token registration bug vs DAC forward/from_latents mismatch are unrelated." }, { "left": "issue:41720", "right": "issue:44991", "accept": false, - "reason": "Qwen3 auto device mapping CUDA assert is unrelated to tokenizer loading for EMBEDDIA/est-roberta." + "reason": "CUDA assert with Qwen3 auto device mapping vs tokenizer load failure for est-roberta are not the same issue." }, { "left": "issue:45987", "right": "issue:46932", "accept": false, - "reason": "StaticCache seq_length contract bug is unrelated to Gemma4 quantized vision/audio dtype casting." + "reason": "StaticCache sequence-length return type bug vs Gemma4 quantized embedder dtype casting are different fixes." }, { "left": "issue:30064", "right": "issue:36331", "accept": false, - "reason": "ImageProcessor segmentation-map failure is unrelated to CustomTrainer compute_loss argument mismatch." + "reason": "Image processor segmentation-map handling vs CustomTrainer compute_loss signature mismatch are unrelated." }, { "left": "issue:43643", "right": "issue:44877", "accept": false, - "reason": "Both are config-loading issues, but one is missing fields with trust_remote_code and the other is strict config rejection for granite_speech." + "reason": "Both involve config loading, but one is missing returned fields and the other is strict-config rejection of granite_speech." }, { "left": "issue:44220", "right": "issue:44661", "accept": false, - "reason": "Audio fbank feature extraction and add-new-model-like TOKENIZER_MAPPING_NAMES handling are separate bugs." + "reason": "Audio feature extraction issue vs tokenizer-mapping add-new-model-like failure are different areas." }, { "left": "issue:43618", "right": "issue:43697", "accept": false, - "reason": "Different output regressions in different models; no shared concrete code-path problem is evident." + "reason": "Both are v5 output-behavior changes, but for different models and code paths." }, { "left": "issue:43335", "right": "issue:43756", "accept": false, - "reason": "SwitchTransformers sparse-layer creation and Smollm3 RoPE-layer dropping are unrelated architecture bugs." + "reason": "SwitchTransformers sparse-layer config bug vs Smollm3 RoPE-layer count bug are unrelated model-specific issues." }, { "left": "issue:43550", "right": "issue:43819", "accept": false, - "reason": "torch.compile+SDPA failure on Bamba is unrelated to DAC from_latents/forward mismatch." + "reason": "Different failures: Bamba torch.compile/SDPA vs DAC latent decoding mismatch." }, { "left": "issue:44843", "right": "issue:45081", "accept": false, - "reason": "Same helper area (_patch_mistral_regex), but different concrete failures: offline model_info call vs backend_tokenizer attribute error." + "reason": "Same helper name, but one is offline model_info access and the other is backend_tokenizer attribute access; different defects." }, { "left": "issue:44448", "right": "issue:44671", "accept": false, - "reason": "Both are v5 output regressions, but they affect different models and likely different code paths." + "reason": "Both are v5 model output regressions, but they concern different models and likely different fixes." }, { "left": "issue:39692", "right": "issue:45834", "accept": false, - "reason": "SigLIP2 doc example errors are unrelated to Kosmos2.5 long-OCR index error." + "reason": "Docs/example errors for SigLIP2 vs runtime index error on Kosmos2.5 OCR input are unrelated." }, { "left": "issue:44186", "right": "issue:44442", "accept": false, - "reason": "LayoutLMv2Tokenizer crash is unrelated to AutoTokenizer failing to load FastSpeech2ConformerTokenizer." + "reason": "LayoutLMv2 NER/padding crash vs AutoTokenizer loading FastSpeech2ConformerTokenizer are not the same bug." }, { "left": "issue:44821", "right": "issue:45084", "accept": false, - "reason": "AutoImageProcessor URL loading and template-node compilation are unrelated problems." + "reason": "AutoImageProcessor URL loading failure vs template compilation error are unrelated." }, { "left": "issue:43540", "right": "issue:44008", "accept": false, - "reason": "Different Gemma/Qwen code paths and failure modes; both are multimodal but not the same bug." + "reason": "Both are multimodal model bugs, but Qwen3OmniMoe video processing and Gemma3n forward variable collision are distinct." }, { "left": "issue:34634", "right": "issue:36010", "accept": false, - "reason": "BarkProcessor voice_preset and GenerationMixin import error are unrelated issues." + "reason": "BarkProcessor preset issue vs GenerationMixin import error are unrelated." }, { "left": "issue:45183", "right": "issue:45479", "accept": false, - "reason": "Both are multi-model behavior changes, but one is input validation messaging and the other is classification loss degeneracy." + "reason": "Input validation XOR bug vs sequence-classification zero-loss bug are different model behaviors." }, { - "left": "issue:43644", - "right": "issue:43749", + "left": "issue:45584", + "right": "issue:45834", "accept": false, - "reason": "Non-persistent buffer junk in Transformers 5.0.0 is unrelated to broken FSDP CPU RAM efficient loading." + "reason": "Whisper empty-transcription generation issue vs Kosmos2.5 long OCR input index error are unrelated." } ] }, @@ -6008,7 +5833,7 @@ "component_index": 1, "component_count": 24, "review_unit_index": 19, - "review_unit_count": 61, + "review_unit_count": 60, "status": "reviewed", "reason": null, "source": "llm", @@ -6028,6 +5853,7 @@ "issue:43577", "issue:43582", "issue:43606", + "issue:43644", "issue:43645", "issue:43716", "issue:43720", @@ -6052,7 +5878,6 @@ "issue:45020", "issue:45072", "issue:45381", - "issue:45584", "issue:45685", "issue:45701", "issue:45834", @@ -6065,16 +5890,16 @@ "issue:46846" ], "soft_pairs": [ - "issue:45584|issue:45834", + "issue:43644|issue:43749", "issue:43322|issue:45685", "issue:43606|issue:45072", "issue:43388|issue:46032", - "issue:43825|issue:43994", "issue:44479|issue:45834", + "issue:43825|issue:43994", "issue:43550|issue:45072", "issue:43782|issue:44977", - "issue:43421|issue:44811", "issue:44561|issue:45020", + "issue:43421|issue:44811", "issue:43577|issue:43818", "issue:46294|issue:46463", "issue:44991|issue:46291", @@ -6084,8 +5909,8 @@ "issue:28218|issue:29159", "issue:44805|issue:44936", "issue:44610|issue:45072", - "issue:43749|issue:44291", "issue:43540|issue:45381", + "issue:43749|issue:44291", "issue:43720|issue:45072", "issue:43825|issue:43827", "issue:43645|issue:46665", @@ -6093,190 +5918,196 @@ "issue:43577|issue:43582", "issue:34634|issue:36331" ], - "prepared_review_unit_hash": "501d8f0033fcf82ebecae9f59cbd77516c424850ba632712de69269d3feea9f4", + "prepared_review_unit_hash": "38fe273c4395a2333f71eaf5bafe28fa40d6b2e4ea11ab13d3bb7703c014b311", "component_budget": { "node_count": 502, "item_count": 502, "soft_pair_count": 1845, - "serialized_chars": 957264, - "estimated_input_tokens": 239316, - "estimated_eval_tokens": 478888 + "serialized_chars": 957282, + "estimated_input_tokens": 239321, + "estimated_eval_tokens": 478898 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 27, - "serialized_chars": 35468, - "estimated_input_tokens": 8867, - "estimated_eval_tokens": 17990 + "serialized_chars": 35451, + "estimated_input_tokens": 8863, + "estimated_eval_tokens": 17982 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These items are mostly unrelated issue reports across tokenizer, multimodal, loading, dtype, and trainer subsystems. I found no convincing duplicate pairs, so this cluster should not be merged into a single canonical bug.", - "confidence": 0.97, - "canonical_issue_reason": "No true duplicate stands out; if one issue must anchor the cluster, issue 45701 is the broadest tokenizer-regression report and the closest to the small tokenizer-related overlap, but the set is still too heterogeneous.", + "summary": "This is a noisy, heterogeneous issue cluster spanning tokenizer, loading, vision/video, training, and dtype regressions. None of the soft pairs look like the same concrete bug/change, so I would not merge any of them as duplicates.", + "confidence": 0.37, + "canonical_issue_reason": "If forced to pick one umbrella issue, issue 45020 is the broadest version-regression report and the most reusable triage bucket for this mixed set.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45701 is the most general and potentially umbrella-like of the listed issues, but only by breadth; it is not a strong duplicate canonical because the rest of the cluster spans many distinct failures.", + "best_issue_reason": "Issue 45020 is the best single issue to anchor the cluster because it is the most general cross-cutting regression report among otherwise unrelated bugs.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:45584", - "right": "issue:45834", + "left": "issue:43644", + "right": "issue:43749", "accept": false, - "reason": "Different bugs: empty transcription / special-token alignment vs long OCR input index handling." + "reason": "Different load-time failures: junk non-persistent buffers vs broken FSDP CPU RAM efficient loading." }, { "left": "issue:43322", "right": "issue:45685", "accept": false, - "reason": "Unrelated failures: Llava Next load segfault vs MPS histogram TypeError on Int tensors." + "reason": "Unrelated models and errors: Llava Next segfault vs MPS histogram not implemented for Int." }, { "left": "issue:43606", "right": "issue:45072", "accept": false, - "reason": "Both involve loading/device-type problems, but the concrete failures and models differ too much to be duplicates." + "reason": "Different bug classes: CPU-offload device mismatch vs bfloat16 dtype mismatch." }, { "left": "issue:43388", "right": "issue:46032", "accept": false, - "reason": "Metric gathering label truncation and Mamba2 cache corruption are separate code paths." + "reason": "Training metric batching bug vs generation cache correctness bug." }, { - "left": "issue:43825", - "right": "issue:43994", + "left": "issue:44479", + "right": "issue:45834", "accept": false, - "reason": "An error-message wording issue is not the same as a model producing nonsensical outputs." + "reason": "Both are multimodal regressions, but they affect different models and different failure modes." }, { - "left": "issue:44479", - "right": "issue:45834", + "left": "issue:43825", + "right": "issue:43994", "accept": false, - "reason": "Different model families and different failure modes: video regression vs OCR index error." + "reason": "Error-message wording vs an actual inference quality bug in a different model." }, { "left": "issue:43550", "right": "issue:45072", "accept": false, - "reason": "torch.compile+SDPA failure is distinct from bf16 dtype mismatch." + "reason": "torch.compile/SDPA failure is not the same as a dtype mismatch regression." }, { "left": "issue:43782", "right": "issue:44977", "accept": false, - "reason": "Weight-only loading error and flash-attention generation bug are not the same underlying issue." + "reason": "Model load-time weight_only error vs flash-attention generation failure; different paths." }, { - "left": "issue:43421", - "right": "issue:44811", + "left": "issue:44561", + "right": "issue:45020", "accept": false, - "reason": "Both are tokenizer/processor related, but one is post-processor sync at runtime and the other is batch_decode skip_special_tokens handling." + "reason": "Shared theme of remote_code breakage, but one is a specific helper removal and the other is a broad umbrella report." }, { - "left": "issue:44561", - "right": "issue:45020", + "left": "issue:43421", + "right": "issue:44811", "accept": false, - "reason": "Both mention trust_remote_code, but one is a missing helper removal and the other is a broader version regression." + "reason": "Tokenizer post-processor update bug vs Whisper batch_decode skip_special_tokens bug." }, { "left": "issue:43577", "right": "issue:43818", "accept": false, - "reason": "BLIP2 dtype persistence and Video-LLaVA temporal-attention/weight-sharing problems are unrelated." + "reason": "Dtype propagation issue vs missing temporal attention/weight-sharing defect." }, { "left": "issue:46294", "right": "issue:46463", "accept": false, - "reason": "Qwen video chat-template mismatch and T5 decoder validation messaging are separate issues." + "reason": "Different model families and different validation errors." }, { "left": "issue:44991", "right": "issue:46291", "accept": false, - "reason": "Tokenizer loading failure and kernels dependency import failure are different regressions." + "reason": "Tokenizer loading failure is unrelated to a kernels package import/version requirement." }, { "left": "issue:43582", "right": "issue:46512", "accept": false, - "reason": "Apple Silicon allocator TypeError and stale model.config.dtype after from_config are unrelated." + "reason": "Apple Silicon caching_allocator_warmup TypeError is unrelated to stale model.config.dtype." }, { "left": "issue:43716", "right": "issue:44008", "accept": false, - "reason": "dtype mismatch in preprocessing vs variable-name collision AttributeError are not the same bug." + "reason": "Different multimodal model bugs: image dtype mismatch vs audio_mel_mask attribute collision." }, { "left": "issue:43931", "right": "issue:46846", "accept": false, - "reason": "Both are Qwen3-VL/Qwen3.5 loading issues, but one is a weight-shape mismatch and the other is a TP plan/OOM problem." + "reason": "Qwen3-VL weight-shape mismatch is not the same as missing TP plan entries causing OOM/shape errors." }, { "left": "issue:28218", "right": "issue:29159", "accept": false, - "reason": "Both are tokenizer complaints, but one is added-token spacing and the other is slow/fast tokenizer inconsistency; not enough evidence of a single root cause." + "reason": "Related tokenizer behavior, but one is a specific spacing bug and the other is a broad slow/fast inconsistency report." }, { "left": "issue:44805", "right": "issue:44936", "accept": false, - "reason": "Mask-shape IndexError and train-then-evaluate failure do not describe the same code-path problem." + "reason": "Mask/index shape mismatch is not the same as evaluate-after-train failure." }, { "left": "issue:44610", "right": "issue:45072", "accept": false, - "reason": "Image-size mismatch in a processor is unrelated to bf16 dtype mismatch." + "reason": "Processor output-size mismatch is unrelated to bfloat16 dtype mismatches." }, { - "left": "issue:43749", - "right": "issue:44291", + "left": "issue:43540", + "right": "issue:45381", "accept": false, - "reason": "FSDP RAM-efficient loading and init_empty_weights _is_hf_initialized argument errors are distinct loading regressions." + "reason": "Different video-input regressions in different Qwen model families." }, { - "left": "issue:43540", - "right": "issue:45381", + "left": "issue:43749", + "right": "issue:44291", "accept": false, - "reason": "Both are video-input bugs in Qwen models, but they target different models and different failure mechanisms." + "reason": "Both are loading-related, but they fail via different mechanisms and code paths." }, { "left": "issue:43720", "right": "issue:45072", "accept": false, - "reason": "Packed-weight unpacking during accelerate loading is a different issue from dtype mismatches." + "reason": "Packed-weight unloading during accelerate loading is unrelated to dtype mismatch inference bugs." }, { "left": "issue:43825", "right": "issue:43827", "accept": false, - "reason": "Incorrect error messaging and outdated docs references are separate changes." + "reason": "One is a runtime error-message issue; the other is stale docs. Same theme, not the same underlying bug." }, { "left": "issue:43645", "right": "issue:46665", "accept": false, - "reason": "Notebook custom-model initialization and from_pretrained inside Python classes are related only at a high level, not the same bug." + "reason": "Notebook custom-model initialization breakage is distinct from from_pretrained inside Python classes." }, { "left": "issue:44671", "right": "issue:45701", "accept": false, - "reason": "CamemBERT masked-LM regression is not the same as a generic tokenization change report." + "reason": "Masked LM prediction regression and tokenization-version change are not the same concrete defect." }, { "left": "issue:43577", "right": "issue:43582", "accept": false, - "reason": "BLIP2 dtype state and Apple Silicon allocator warmup are unrelated." + "reason": "Different failures: dtype propagation vs Apple Silicon allocator TypeError." + }, + { + "left": "issue:34634", + "right": "issue:36331", + "accept": false, + "reason": "BarkProcessor voice_preset bug is unrelated to CustomTrainer compute_loss signature mismatch." } ] }, @@ -6292,7 +6123,7 @@ "component_index": 1, "component_count": 24, "review_unit_index": 20, - "review_unit_count": 61, + "review_unit_count": 60, "status": "reviewed", "reason": null, "source": "llm", @@ -6364,34 +6195,34 @@ "issue:43550|issue:44912", "issue:43452|issue:44991", "issue:43257|issue:43329", + "issue:44060|issue:44368", "issue:43526|issue:43697", "issue:43329|issue:45600", - "issue:44060|issue:44368", + "issue:36010|issue:43645", "issue:43906|issue:46209", "issue:36010|issue:36331", "issue:43526|issue:44554", - "issue:36010|issue:43645", - "issue:45084|issue:45538", "issue:43819|issue:43927", + "issue:45084|issue:45538", "issue:43638|issue:44936", "issue:43531|issue:45042", "issue:42175|issue:46291", "issue:42490|issue:43257" ], - "prepared_review_unit_hash": "1333573b8ce8c764c792deb91c7954ab829689b07aa824ee1d20170f25a78369", + "prepared_review_unit_hash": "17442d2c8656911979c3ac75021b27a62aedb1be55c02d195d8245ae3cc7a4e7", "component_budget": { "node_count": 502, "item_count": 502, "soft_pair_count": 1845, - "serialized_chars": 957264, - "estimated_input_tokens": 239316, - "estimated_eval_tokens": 478888 + "serialized_chars": 957282, + "estimated_input_tokens": 239321, + "estimated_eval_tokens": 478898 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 28, - "serialized_chars": 36025, + "serialized_chars": 36028, "estimated_input_tokens": 9007, "estimated_eval_tokens": 18270 }, @@ -6400,187 +6231,190 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These are mostly independent Transformers issues spanning unrelated subsystems; none of the soft pairs look like true duplicates or mergeable PR-equivalents.", - "confidence": 0.98, - "canonical_issue_reason": "No single canonical issue: the cluster mixes unrelated bugs across import, loading, tokenizer, processor, model, and training paths, so one issue would not represent the group well.", + "summary": "The cluster is mostly a set of unrelated issues. Only one soft pair looks like a plausible duplicate: the Qwen tied-weights warning reports. The rest share broad subsystems at best, but not the same concrete bug.", + "confidence": 0.72, + "canonical_issue_reason": "issue:44060 is the strongest canonical issue candidate because it describes the concrete root cause (wrongly tying embed_tokens.weight to linear_attn.dt_bias) that plausibly explains the downstream warning report in issue:44368.", "canonical_pr_reason": null, - "best_issue_reason": "No global best issue stands out; the items are heterogeneous, so any single issue would be an arbitrary representative rather than a true canonical.", + "best_issue_reason": "issue:44060 is the best issue to anchor on: it is the most specific, actionable description of the underlying bug and is broader than the user-facing warning in issue:44368.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:42175", "right": "issue:45081", "accept": false, - "reason": "Different problems: backend packaging/dependency selection versus a Mistral regex patch crash during tokenizer loading." + "reason": "Both are import/load problems, but one is a backend dependency issue and the other is a Mistral regex crash; different code paths." }, { "left": "issue:46175", "right": "issue:46932", "accept": false, - "reason": "Both are Gemma4-related, but one is a huge one-hot materialization issue and the other is quantized embedder dtype casting; different code paths." + "reason": "Both touch Gemma4 vision/audio embedders, but one is about a huge one-hot position embedding and the other is about dtype casting for quantized embedders." }, { "left": "issue:45003", "right": "issue:46285", "accept": false, - "reason": "sys.modules access in modeling_utils is unrelated to the CLIP text-model structure regression." + "reason": "One is unsafe sys.modules access in modeling_utils; the other is a CLIP class structure regression. Same area, not same bug." }, { "left": "issue:46697", "right": "issue:46728", "accept": false, - "reason": "Different model processors and symptoms: Swin2SR over-padding versus Aria patch-count miscalculation." + "reason": "Both are image-size/patch-count issues, but they affect different models and different logic (over-padding vs wrong patch count)." }, { "left": "issue:43653", "right": "issue:44912", "accept": false, - "reason": "Tokenizer special-token registration bug versus MXFP4 quantization fallback; different subsystems." + "reason": "BigBird special-token decoding and MXFP4 quantization fallback are unrelated failures." }, { "left": "issue:43782", "right": "issue:45325", "accept": false, - "reason": "Qwen3VL weight-only loading error is separate from Qwen2.5-VL rope index scaling." + "reason": "Different Qwen VL bugs: one is a weight_only loading error, the other is rope-index scaling for still images." }, { "left": "issue:43262", "right": "issue:43819", "accept": false, - "reason": "Audio chat-template sample-rate defaulting is unrelated to DAC latent decoding mismatch." + "reason": "Audio sampling-rate defaults and DAC latent reconstruction are different processors/code paths." }, { "left": "issue:45372", "right": "issue:46326", "accept": false, - "reason": "Both involve mistral_common, but one is a missing import breaking Gemma4 loading and the other is a continue_final_message tokenizer bug." + "reason": "Both involve mistral_common, but one is a missing ReasoningEffort import during Gemma 4 loading and the other is a continue_final_message behavior bug." }, { "left": "issue:45081", "right": "issue:45406", "accept": false, - "reason": "Different failures: tokenizer regex patch crashes versus Gemma4Processor missing _tokenizer in serve." + "reason": "Mistral tokenizer regex patch crash vs Gemma4Processor missing _tokenizer; different concrete failures." }, { "left": "issue:43582", "right": "issue:44857", "accept": false, - "reason": "Apple Silicon TypeError in caching warmup is unrelated to CUDA AMP loss crashes." + "reason": "AppleSilicon allocator TypeError and CUDA AMP loss crash are not the same bug." }, { "left": "issue:43742", "right": "issue:45020", "accept": false, - "reason": "A specific MobileLLM loading key error is not the same as the broader remote_code regression." + "reason": "MobileLLM key error and remote_code breakage are distinct loading regressions." }, { "left": "issue:44589", "right": "issue:45042", "accept": false, - "reason": "Float8 storage lookup failure is unrelated to PIL image processors requiring torchvision." + "reason": "Float8 storage lookup failure and PIL/torchvision dependency regression are unrelated." }, { "left": "issue:43550", "right": "issue:44912", "accept": false, - "reason": "torch.compile SDPA failure on Bamba is a different bug from MXFP4 quantized loading fallback." + "reason": "torch.compile/SDPA failure in Bamba is not the same as MXFP4 quantization fallback." }, { "left": "issue:43452", "right": "issue:44991", "accept": false, - "reason": "gguf_file handling for from_pretrained is unrelated to the est-roberta tokenizer load regression." + "reason": "Both are from_pretrained/tokenizer loading issues, but they target different mechanisms and models." }, { "left": "issue:43257", "right": "issue:43329", "accept": false, - "reason": "Qwen3 MoE weight conversion with accelerate/deepspeed is different from an undefined-variable bug in multimodal token counting." + "reason": "Qwen3 MoE weight conversion with accelerate/deepspeed and multimodal token counting are unrelated." + }, + { + "left": "issue:44060", + "right": "issue:44368", + "accept": true, + "reason": "Both describe the same tied-weights warning regression in Qwen3-family models; 44368 looks like a downstream report of the same underlying warning logic." }, { "left": "issue:43526", "right": "issue:43697", "accept": false, - "reason": "Beit reduce_labels returning one label is unrelated to RTDetrV2 output drift." + "reason": "BeitImageProcessorFast label reduction and RTDetrV2 output divergence are separate model bugs." }, { "left": "issue:43329", "right": "issue:45600", "accept": false, - "reason": "Undefined video-branch variables in multimodal token counting do not match removed auto-mapping config references." + "reason": "Undefined multimodal video helpers and stale auto_mappings config references are different issues." }, { - "left": "issue:44060", - "right": "issue:44368", + "left": "issue:36010", + "right": "issue:43645", "accept": false, - "reason": "Both mention tied-weights warnings, but one is an incorrect internal tie and the other is a LoRA/config warning about tie_word_embeddings." + "reason": "GenerationMixin import regression and Jupyter custom-model initialization breakage are unrelated." }, { "left": "issue:43906", "right": "issue:46209", "accept": false, - "reason": "An isolated reproduction of another issue is not the same as the FP8 inference failure on B200." + "reason": "An isolated reproduction of one bug and an FP8 inference issue on B200 are not the same change." }, { "left": "issue:36010", "right": "issue:36331", "accept": false, - "reason": "GenerationMixin import failure and CustomTrainer compute_loss signature mismatch are distinct API breakages." + "reason": "ImportError for GenerationMixin and CustomTrainer compute_loss signature mismatch are unrelated trainer/model API issues." }, { "left": "issue:43526", "right": "issue:44554", "accept": false, - "reason": "ImageProcessor label reduction bug is unrelated to the MPS attention correctness issue." + "reason": "Label reduction in BeitImageProcessorFast and an MPS attention correctness issue are different code paths." }, { - "left": "issue:36010", - "right": "issue:43645", + "left": "issue:43819", + "right": "issue:43927", "accept": false, - "reason": "ImportError for GenerationMixin is not the same as the Jupyter custom-model initialization breakage." + "reason": "DAC latent reconstruction mismatch and DiaConfig save/load token-id loss are different audio/generation bugs." }, { "left": "issue:45084", "right": "issue:45538", "accept": false, - "reason": "Template compilation TypeError and CLIPTokenizer model_max_length are unrelated tokenizer/model config issues." - }, - { - "left": "issue:43819", - "right": "issue:43927", - "accept": false, - "reason": "DAC forward/from_latents mismatch is unrelated to DiaConfig losing custom token IDs after save/load." + "reason": "Template-compilation TypeError and CLIPTokenizer max_length regression are unrelated." }, { "left": "issue:43638", "right": "issue:44936", "accept": false, - "reason": "deepspeed zero3 IndexError with a non-pretrained Bert model is different from trainer.evaluate() failing after train()." + "reason": "Zero3 empty-dimension IndexError during training and trainer.evaluate() failing after train() are different trainer behaviors." }, { "left": "issue:43531", "right": "issue:45042", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior is unrelated to PIL backend torchvision requirements." + "reason": "Qwen3-MoE sliding_window behavior and PIL backend torchvision dependency are unrelated." }, { "left": "issue:42175", "right": "issue:46291", "accept": false, - "reason": "Package backend selection for torch installs is unrelated to kernels v0.15 breaking pipelines import." + "reason": "TensorFlow backend omission and kernels package version requirements are separate dependency issues." }, { "left": "issue:42490", "right": "issue:43257", "accept": false, - "reason": "Trailing-slash local-path import warning is unrelated to Qwen3 MoE weight conversion under accelerate/deepspeed." + "reason": "Trailing-slash local-model import warning and Qwen3 MoE conversion failure are not the same bug." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: the items are mostly unrelated by title, and the only accepted soft pair (44060/44368) is a plausible duplicate around the same tied-weights warning behavior in Qwen-family models. The other soft-edge rejections stay conservative and do not overclaim sameness across different model/code paths." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -6589,7 +6423,7 @@ "component_index": 1, "component_count": 24, "review_unit_index": 21, - "review_unit_count": 61, + "review_unit_count": 60, "status": "reviewed", "reason": null, "source": "llm", @@ -6646,9 +6480,9 @@ "issue:46701" ], "soft_pairs": [ - "issue:43720|issue:44610", "issue:43746|issue:44811", "issue:43854|issue:44977", + "issue:43720|issue:44610", "issue:43643|issue:45759", "issue:39692|issue:44912", "issue:38175|issue:44610", @@ -6659,211 +6493,211 @@ "issue:43329|issue:43450", "issue:43329|issue:44479", "issue:45459|issue:45803", - "issue:46421|issue:46424", - "issue:34567|issue:40990", "issue:42915|issue:43742", + "issue:34567|issue:40990", + "issue:46421|issue:46424", "issue:43749|issue:44756", "issue:44291|issue:45042", "issue:29159|issue:34567", "issue:43650|issue:43906", - "issue:43606|issue:45859", "issue:42915|issue:44821", + "issue:43606|issue:45859", "issue:43540|issue:46701", "issue:43927|issue:44912", "issue:28282|issue:29870", "issue:44568|issue:45356", "issue:43454|issue:43577" ], - "prepared_review_unit_hash": "a220334d26285d2dd06c841dad84970622cdf190cbf1205602e0bba569a4c6c5", + "prepared_review_unit_hash": "66ac1a2a1c584d91ddf05f117b1874cbd9ab13202049d472ab03c2fa67f2e2e5", "component_budget": { "node_count": 502, "item_count": 502, "soft_pair_count": 1845, - "serialized_chars": 957264, - "estimated_input_tokens": 239316, - "estimated_eval_tokens": 478888 + "serialized_chars": 957282, + "estimated_input_tokens": 239321, + "estimated_eval_tokens": 478898 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 27, - "serialized_chars": 35448, - "estimated_input_tokens": 8862, - "estimated_eval_tokens": 17980 + "serialized_chars": 35444, + "estimated_input_tokens": 8861, + "estimated_eval_tokens": 17978 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The items are a heterogeneous mix of unrelated bug reports across loading, tokenization, multimodal processing, quantization, and memory issues. None of the proposed soft pairs look like the same underlying bug/change, so no duplicate merges are justified.", - "confidence": 0.94, - "canonical_issue_reason": "issue:43749 is the strongest single anchor in the set: it has the highest discussion/inbound-reference signal and describes a concrete loading-path regression. That said, the overall set is not a true duplicate cluster, so this is only a pragmatic representative.", + "summary": "The cluster is mostly a set of unrelated issue reports. I did not find any soft pair that is clearly the same underlying bug/change, so no merges are justified on the available evidence.", + "confidence": 0.79, + "canonical_issue_reason": "Issue 43329 is the clearest concrete code-path bug in the set: it names the exact failing multimodal video helper and the undefined variables, making it the best anchor if one issue must represent the cluster.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43749 is the best issue to surface as the representative artifact because it is well-scoped, high-signal, and more broadly actionable than the other reports in this mixed set.", + "best_issue_reason": "43329 is the most actionable issue: it identifies a specific failing function, an explicit video branch, and a likely root cause, unlike the broader symptom-only reports elsewhere in the set.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:43720", - "right": "issue:44610", - "accept": false, - "reason": "Different failures: BitNet packed-weight unpacking during accelerate loading vs OmDet-Turbo processor image-size mismatch." - }, { "left": "issue:43746", "right": "issue:44811", "accept": false, - "reason": "Different code paths: PEFT adapter checkpoint loading vs Whisper processor batch_decode skip_special_tokens handling." + "reason": "Different subsystems and failures: PEFT/local checkpoint loading vs Whisper batch decoding token handling." }, { "left": "issue:43854", "right": "issue:44977", "accept": false, - "reason": "Different models and symptoms: GLM-4.7 unit-test loading failure vs Qwen3.5 flash-attention generation issue." + "reason": "Unrelated model-loading test failure vs flash-attention generation regression." + }, + { + "left": "issue:43720", + "right": "issue:44610", + "accept": false, + "reason": "Packed-weight accelerate loading bug vs image processor input-size mismatch." }, { "left": "issue:43643", "right": "issue:45759", "accept": false, - "reason": "Both involve config/from_pretrained behavior, but one is missing fields with trust_remote_code and the other is AutoModelForCausalLM.from_config not unwrapping text_config for composite Qwen multimodal configs." + "reason": "Different config bugs: trust_remote_code field loss vs missing text_config unwrapping in composite multimodal configs." }, { "left": "issue:39692", "right": "issue:44912", "accept": false, - "reason": "Different topics: SigLIP2 doc example errors vs gpt-oss-20b MXFP4 quantization fallback." + "reason": "Documentation/model-processor mismatch and quantization example issues are not the same as MXFP4 fallback to bf16." }, { "left": "issue:38175", "right": "issue:44610", "accept": false, - "reason": "Different bug classes: unexpected zero probabilities in SigLIP2 vs processor/model input-size mismatch in OmDet-Turbo." + "reason": "Different models and symptoms: zero probabilities vs processor output size mismatch." }, { "left": "issue:43257", "right": "issue:43696", "accept": false, - "reason": "Qwen3 MoE weight conversion with accelerate+deepspeed is unrelated to GPT-oss-20b CUDA OOM." + "reason": "Qwen3 MoE loading/FP8 conversion issue is unrelated to GPT-oss CUDA OOM." }, { "left": "issue:43262", "right": "issue:44811", "accept": false, - "reason": "Audio chat-template sampling-rate default mismatch is unrelated to Whisper batch_decode special-token skipping." + "reason": "Audio chat-template sampling-rate default bug is unrelated to Whisper decode token skipping." }, { "left": "issue:43257", "right": "issue:43931", "accept": false, - "reason": "Both are Qwen-related loading problems, but one is MoE weight conversion under accelerate/deepspeed and the other is a weight-shape mismatch for Qwen3-VL-30B." + "reason": "Different model-loading failures: MoE weight conversion vs Qwen3-VL weight shape mismatch." }, { "left": "issue:44387", "right": "issue:44617", "accept": false, - "reason": "Different memory symptoms and causes: int4 reserved-memory regression in Transformers 5.x vs Sam3Video CUDA OOM." + "reason": "Both mention OOM, but the causes are different: int4 quantization memory regression vs Sam3Video runtime OOM." }, { "left": "issue:43329", "right": "issue:43450", "accept": false, - "reason": "Video-related only at a broad level; one is undefined variables in multimodal token counting, the other is incorrect batched video processor output shape." + "reason": "Both are video-related, but one is undefined helpers in token counting and the other is batched processor shape output." }, { "left": "issue:43329", "right": "issue:44479", "accept": false, - "reason": "Both touch video/VLM processing, but the bugs are distinct: undefined helper/merge_size in token counting vs a v5.3.0 video-input regression across several models." + "reason": "Related video-processing area, but 44479 is a broader regression report and does not clearly match the specific undefined-variable bug." }, { "left": "issue:45459", "right": "issue:45803", "accept": false, - "reason": "Both concern error handling, but one is protobuf decode error masking in tokenizers and the other is a bare except in Fuyu tensor conversion." + "reason": "Both involve exception handling, but they affect different code paths and different error classes." }, { - "left": "issue:46421", - "right": "issue:46424", + "left": "issue:42915", + "right": "issue:43742", "accept": false, - "reason": "Both mention cache behavior, but one is lazy initialization causing recompilation and the other is max_cache_length being honored only for Quantized Cache." + "reason": "Different failures: FineGrainedFP8Config on Qwen3MoE vs KeyError loading MobileLLM-125M." }, { "left": "issue:34567", "right": "issue:40990", "accept": false, - "reason": "Training token-count tracking bug vs GPT-oss-20b high-perplexity evaluation issue; unrelated failures." + "reason": "Trainer token-count state bug is unrelated to GPT-oss perplexity behavior." }, { - "left": "issue:42915", - "right": "issue:43742", + "left": "issue:46421", + "right": "issue:46424", "accept": false, - "reason": "Both involve model loading/configuration, but one is Qwen3Moe FineGrainedFP8Config failure and the other is a MobileLLM key error." + "reason": "Both are cache-related, but one is recompilation from lazy init and the other is max_cache_length being ignored." }, { "left": "issue:43749", "right": "issue:44756", "accept": false, - "reason": "Both are memory-related, but one is FSDP_CPU_RAM_EFFICIENT_LOADING breakage and the other is mmap causing OOM on Strix Halo." + "reason": "Different loading/OOM problems with different mechanisms: FSDP RAM-efficient loading vs mmap on Strix Halo." }, { "left": "issue:44291", "right": "issue:45042", "accept": false, - "reason": "Different regression types: init_empty_weights/_is_hf_initialized TypeError vs PIL backend processors wrongly requiring torchvision." + "reason": "init_empty_weights loading TypeError is unrelated to PIL image processors requiring torchvision." }, { "left": "issue:29159", "right": "issue:34567", "accept": false, - "reason": "Tokenizer slow/fast inconsistency is unrelated to TrainerState token-count updates." + "reason": "Tokenizer parity issue vs TrainerState token counter not updating." }, { "left": "issue:43650", "right": "issue:43906", "accept": false, - "reason": "No concrete shared bug: one title is non-informative, the other is an isolated reproduction of a previously reported issue." + "reason": "Placeholder/nonspecific issue vs isolated reproduction of a separate issue." }, { - "left": "issue:43606", - "right": "issue:45859", + "left": "issue:42915", + "right": "issue:44821", "accept": false, - "reason": "Both mention CPU/offload-like behavior, but one is a device mismatch in bark-small CI and the other is a Qwen3_5Moe rotary embedding CPU-offload incompatibility." + "reason": "Different model/loader problems: FineGrainedFP8Config vs AutoImageProcessor URL loading." }, { - "left": "issue:42915", - "right": "issue:44821", + "left": "issue:43606", + "right": "issue:45859", "accept": false, - "reason": "Qwen3Moe FineGrainedFP8Config failure is unrelated to AutoImageProcessor URL loading." + "reason": "Both involve CPU offload, but they are different model-specific code paths and failures." }, { "left": "issue:43540", "right": "issue:46701", "accept": false, - "reason": "Different multimodal/video pipeline bugs: Qwen3OmniMoe video input ValueError vs DiffusionGemmaGenerationOutput pipeline failure." + "reason": "Different pipelines and symptoms: Qwen3OmniMoe video ValueError vs DiffusionGemma image-text-to-text failure." }, { "left": "issue:43927", "right": "issue:44912", "accept": false, - "reason": "DiaConfig custom-token persistence bug is unrelated to gpt-oss-20b MXFP4 quantization fallback." + "reason": "DiaConfig token-ID persistence bug is unrelated to MXFP4 quantization fallback." }, { "left": "issue:28282", "right": "issue:29870", "accept": false, - "reason": "ImportError for missing PyTorch is unrelated to Bart generate() decoder_attention_mask unbound-variable error." + "reason": "ImportError for missing PyTorch is unrelated to Bart generate() UnboundLocalError." }, { "left": "issue:44568", "right": "issue:45356", "accept": false, - "reason": "Different tokenizer regressions: add_special_tokens not adding BOS/EOS vs Kimi-K2.5 codec-handling and warning regression." + "reason": "Different tokenizer regressions affecting different models and code paths." }, { "left": "issue:43454", "right": "issue:43577", "accept": false, - "reason": "AyaVision lm_head weight tying bug is unrelated to BLIP2 dtype propagation to model and qformer." + "reason": "Weight-tying/generation bug is unrelated to dtype propagation in Blip2 loading." } ] }, @@ -6879,7 +6713,7 @@ "component_index": 1, "component_count": 24, "review_unit_index": 22, - "review_unit_count": 61, + "review_unit_count": 60, "status": "reviewed", "reason": null, "source": "llm", @@ -6895,7 +6729,6 @@ "issue:33357", "issue:34567", "issue:34689", - "issue:36331", "issue:41720", "issue:42175", "issue:42915", @@ -6945,16 +6778,16 @@ "issue:44857|issue:46832", "issue:43404|issue:45127", "issue:43425|issue:46291", - "issue:45538|issue:46869", "issue:45137|issue:45405", + "issue:45538|issue:46869", "issue:42915|issue:45538", - "issue:42175|issue:43824", "issue:28282|issue:29127", + "issue:42175|issue:43824", "issue:44479|issue:46693", "issue:44062|issue:44991", "issue:43742|issue:44291", - "issue:42915|issue:43749", "issue:44936|issue:46821", + "issue:42915|issue:43749", "issue:24643|issue:29159", "issue:43452|issue:43582", "issue:43577|issue:46512", @@ -6964,217 +6797,210 @@ "issue:41720|issue:43540", "issue:43540|issue:44560", "issue:44479|issue:45381", - "issue:44568|issue:45488", - "issue:34567|issue:36331" + "issue:44568|issue:45488" ], - "prepared_review_unit_hash": "7cf32ece9642dcf00d943c0e0d1e66a753ec1609fd039cc811642ac0cde5da91", + "prepared_review_unit_hash": "93de6c9777ad049baf62075d162e19f72c464660d6aeea0803a5b7520a4a8405", "component_budget": { "node_count": 502, "item_count": 502, "soft_pair_count": 1845, - "serialized_chars": 957264, - "estimated_input_tokens": 239316, - "estimated_eval_tokens": 478888 + "serialized_chars": 957282, + "estimated_input_tokens": 239321, + "estimated_eval_tokens": 478898 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 29, - "serialized_chars": 36367, - "estimated_input_tokens": 9092, - "estimated_eval_tokens": 18440 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35472, + "estimated_input_tokens": 8868, + "estimated_eval_tokens": 17992 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly unrelated issue set. One likely duplicate pair exists around the Qwen2.5-VL video regression (44479/45381); the rest of the soft matches are distinct bugs across different models/components and should stay separate.", - "confidence": 0.86, - "canonical_issue_reason": "issue:44479 is the best representative of the only accepted duplicate pair: it is the broader, earlier report for the Qwen video-input regression, while issue:45381 is a narrower symptom of the same 5.3.0 bug.", + "summary": "The cluster is mostly heterogeneous model-loading/tokenization/runtime issues. Only one pair looks like a likely true duplicate: the Qwen2.5-VL video-input regression pair (44479/45381).", + "confidence": 0.74, + "canonical_issue_reason": "issue:44479 is the strongest representative of the only clearly duplicate-like thread here: it states the broad v5.3.0 video-input regression across Qwen VL/Omni variants, which subsumes the narrower qwen2.5-vl symptom in 45381.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44479 most clearly captures the shared Qwen2.5-VL video regression and is the most general surviving issue in the only real duplicate pair.", + "best_issue_reason": "issue:44479 has the clearest concrete regression description, broad impact, and the strongest duplicate signal among the items in this cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44987", "right": "issue:45538", "accept": false, - "reason": "Different failures: model loading regression vs CLIPTokenizer max-length bug." + "reason": "Different bugs: model loading failure for one model vs an absurd tokenizer max-length constant." }, { "left": "issue:28282", "right": "issue:34689", "accept": false, - "reason": "Both are loading errors, but they concern different models and different root causes." + "reason": "Generic PyTorch-missing ImportError vs a specific Llama vision model loading regression." }, { "left": "issue:43525", "right": "issue:46291", "accept": false, - "reason": "Unrelated issues: missing pad_token_id on Llama4Config vs kernels revision/version validation." + "reason": "Unrelated: missing pad_token_id on Llama4Config vs kernels/revision requirement on pipeline import." }, { "left": "issue:43697", "right": "issue:45357", "accept": false, - "reason": "Different problems: RTDetrV2 output changes vs Qwen3.5 save_pretrained key serialization." + "reason": "Different code paths: RTDetrV2 output mismatch vs Qwen3.5 save_pretrained key regression." }, { "left": "issue:33357", "right": "issue:34567", "accept": false, - "reason": "MacOS bus error in CLIP loading is unrelated to TrainerState.num_input_tokens_seen not updating." + "reason": "MacOS bus error in CLIP model loading vs TrainerState token counter not updating." }, { "left": "issue:44857", "right": "issue:46832", "accept": false, - "reason": "Related RT-DETR family, but different concrete bugs and code paths." + "reason": "Both RT-DETR-related, but one is AMP loss crash and the other is a feature-level mismatch TypeError; not the same bug." }, { "left": "issue:43404", "right": "issue:45127", "accept": false, - "reason": "One is a weight-tying bug; the other is LoRA merge collapse with extended vocab." + "reason": "Both involve weights/tie_word_embeddings, but they describe different failures on different models and workflows." }, { - "left": "issue:43452", + "left": "issue:43425", "right": "issue:46291", "accept": false, - "reason": "Different subsystems: GGUF file handling vs pipelines import-time kernel revision checks." + "reason": "Torch version compatibility vs kernels revision/version import requirement are unrelated." }, { - "left": "issue:45538", - "right": "issue:46869", + "left": "issue:45137", + "right": "issue:45405", "accept": false, - "reason": "CLIPTokenizer max_length bug is unrelated to YOLO multi-GPU device-map failures." + "reason": "DeepSpeed ZeRO3 deque error vs a PEFT minimum-version packaging issue." }, { - "left": "issue:45137", - "right": "issue:45405", + "left": "issue:45538", + "right": "issue:46869", "accept": false, - "reason": "DeepSpeed ZeRO3 deque error is unrelated to the PEFT minimum-version bump." + "reason": "Tokenizer max_length bug vs YOLO multi-GPU device-map failure; no shared underlying defect." }, { "left": "issue:42915", "right": "issue:45538", "accept": false, - "reason": "Qwen3Moe FP8 failure and CLIPTokenizer max_length are unrelated." + "reason": "Qwen3Moe FP8 config failure is unrelated to CLIP tokenizer max_length." }, { - "left": "issue:42175", - "right": "issue:43824", + "left": "issue:28282", + "right": "issue:29127", "accept": false, - "reason": "Packaging/backend dependency issue vs missing Qwen2_5_VL import are different bugs." + "reason": "Missing PyTorch import vs layoutlmv3 error-message clarity; not the same issue." }, { - "left": "issue:28282", - "right": "issue:29127", + "left": "issue:42175", + "right": "issue:43824", "accept": false, - "reason": "AutoModel PyTorch import error is unrelated to the layoutlmv3 box-validation message quality issue." + "reason": "Dependency/backend packaging issue vs missing Qwen2.5-VL symbol import." }, { "left": "issue:44479", "right": "issue:46693", "accept": false, - "reason": "Both are regressions, but one is a Qwen video-input bug and the other is a FlashAttention2 long-context performance regression." + "reason": "Both are regressions, but one is video-input correctness and the other is long-context FA2 performance; too broad to merge." }, { "left": "issue:44062", "right": "issue:44991", "accept": false, - "reason": "AddedToken keyword collision is unrelated to tokenizer loading for EMBEDDIA/est-roberta." + "reason": "AddedToken constructor conflict vs a generic tokenizer load failure; shared tokenizer context is not enough." }, { "left": "issue:43742", "right": "issue:44291", "accept": false, - "reason": "Different loading failures: MobileLLM key error vs init_empty_weights unexpected _is_hf_initialized argument." + "reason": "KeyError loading one model vs unexpected _is_hf_initialized argument during init_empty_weights; different failures." }, { - "left": "issue:42915", - "right": "issue:43749", + "left": "issue:44936", + "right": "issue:46821", "accept": false, - "reason": "Qwen3Moe FP8 config failure is unrelated to FSDP CPU RAM efficient loading." + "reason": "Trainer lifecycle bug vs TimesFM window_size AttributeError." }, { - "left": "issue:44936", - "right": "issue:46821", + "left": "issue:42915", + "right": "issue:43749", "accept": false, - "reason": "Trainer evaluate/train interaction is unrelated to TimesFM window_size attribute errors." + "reason": "FP8 config failure vs FSDP CPU RAM efficient loading breakage; unrelated." }, { "left": "issue:24643", "right": "issue:29159", "accept": false, - "reason": "DeepSpeed training weight-shape error and slow/fast tokenizer inconsistency are different bugs." + "reason": "DeepSpeed weight-dimension runtime error vs slow/fast tokenizer inconsistency." }, { "left": "issue:43452", "right": "issue:43582", "accept": false, - "reason": "GGUF loading and AppleSilicon caching_allocator_warmup TypeError do not share the same failure path." + "reason": "GGUF load path breakage vs Apple Silicon caching allocator warmup TypeError." }, { "left": "issue:43577", "right": "issue:46512", "accept": false, - "reason": "Both involve dtype, but one is an actual Blip2 model-casting bug and the other is stale config.dtype after from_config." + "reason": "Loading-time dtype mismatch on Blip2 vs from_config config.dtype staying stale; related theme but different bug." }, { "left": "issue:44849", "right": "issue:45701", "accept": false, - "reason": "Qwen3.5 hidden-states bug is unrelated to a generic tokenization-version change report." + "reason": "Qwen3.5 hidden-state bug vs broad tokenization-version regression; no concrete overlap." }, { "left": "issue:44987", "right": "issue:45907", "accept": false, - "reason": "Model-loading failure is unrelated to list_repo_files needing to forward revision." + "reason": "Model/tokenizer loading regression vs list_repo_files revision forwarding; unrelated." }, { "left": "issue:27957", "right": "issue:28282", "accept": false, - "reason": "XLMRoberta Flash Attention 2 behavior is unrelated to AutoModel PyTorch import errors." + "reason": "Flash Attention 2 with XLM-R vs missing PyTorch import error." }, { "left": "issue:41720", "right": "issue:43540", "accept": false, - "reason": "Different Qwen failures: auto device-map cudaErrorAssert vs video-input ValueError in Qwen3OmniMoe." + "reason": "Auto device map CUDA assert vs video-input processing ValueError in Qwen3OmniMoe." }, { "left": "issue:43540", "right": "issue:44560", "accept": false, - "reason": "Both mention video inputs, but they are different models and distinct error paths." + "reason": "Both are Qwen video issues, but different models and error modes; no clear same root cause." }, { "left": "issue:44479", "right": "issue:45381", "accept": true, - "reason": "Same underlying Qwen2.5-VL video-input regression in transformers 5.3.0; 45381 is a narrower symptom of 44479." + "reason": "Same underlying Qwen2.5-VL video-input regression in v5.3.0; 45381 is a narrower symptom of the broader regression described in 44479." }, { "left": "issue:44568", "right": "issue:45488", "accept": false, - "reason": "Tokenizer special-token addition bug and LlamaTokenizer ByteLevel-to-Metaspace override are different regressions." - }, - { - "left": "issue:34567", - "right": "issue:36331", - "accept": false, - "reason": "TrainerState token-count update bug is unrelated to CustomTrainer.compute_loss signature change." + "reason": "Different tokenizer regressions affecting different models and code paths; not the same concrete bug." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative: it identifies the single accepted duplicate-like pair (44479/45381) using matching Qwen video-input regression language, and the remaining soft rejections are phrased as distinct bugs with different models/components. I don\u2019t see evidence of overclaiming or an unsafe mergeable-pair assertion." + "feedback": "The judgments are grounded in the packet and the reject calls stay conservative. The only accepted duplicate pair, 44479/45381, is well supported by the titles as the same Qwen2.5-VL video-input regression at different specificity levels. The summary is also appropriately cautious about the rest of the heterogeneous cluster." }, "evaluator_used": true, "retried": false, @@ -7187,7 +7013,7 @@ "component_index": 1, "component_count": 24, "review_unit_index": 23, - "review_unit_count": 61, + "review_unit_count": 60, "status": "reviewed", "reason": null, "source": "llm", @@ -7197,6 +7023,8 @@ "nodes": [ "issue:24643", "issue:29870", + "issue:34567", + "issue:36331", "issue:38175", "issue:42175", "issue:43257", @@ -7205,7 +7033,6 @@ "issue:43540", "issue:43577", "issue:43582", - "issue:43697", "issue:43716", "issue:43742", "issue:43756", @@ -7240,15 +7067,15 @@ "issue:46693", "issue:46701", "issue:46821", - "issue:46829", "issue:46846" ], "soft_pairs": [ - "issue:44792|issue:44964", "issue:38175|issue:44898", + "issue:34567|issue:36331", + "issue:44792|issue:44964", "issue:42175|issue:44488", - "issue:43257|issue:43756", "issue:43540|issue:44479", + "issue:43257|issue:43756", "issue:44062|issue:45081", "issue:44291|issue:44821", "issue:45042|issue:45081", @@ -7259,216 +7086,215 @@ "issue:43716|issue:46701", "issue:44568|issue:46491", "issue:45405|issue:45600", - "issue:45672|issue:45674", + "issue:43531|issue:44821", + "issue:43577|issue:45072", "issue:45823|issue:46463", + "issue:45672|issue:45674", + "issue:44737|issue:46463", "issue:43906|issue:46468", - "issue:43577|issue:45072", - "issue:43531|issue:44821", "issue:43906|issue:46693", - "issue:44737|issue:46463", "issue:24643|issue:29870", "issue:43452|issue:44488", "issue:44625|issue:44877", "issue:45663|issue:46846", - "issue:43697|issue:46829", "issue:43540|issue:46693" ], - "prepared_review_unit_hash": "9c22aef4c3995f45aad7ad369678473bec9327fd319a96411612f51c67925c33", + "prepared_review_unit_hash": "b3529f08a23c258b193b259da5874482d29c30e07f964aba4b1b267ef2456447", "component_budget": { "node_count": 502, "item_count": 502, "soft_pair_count": 1845, - "serialized_chars": 957264, - "estimated_input_tokens": 239316, - "estimated_eval_tokens": 478888 + "serialized_chars": 957282, + "estimated_input_tokens": 239321, + "estimated_eval_tokens": 478898 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 28, - "serialized_chars": 35882, - "estimated_input_tokens": 8971, - "estimated_eval_tokens": 18198 + "serialized_chars": 35838, + "estimated_input_tokens": 8960, + "estimated_eval_tokens": 18176 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a grab bag of unrelated bug reports spanning model loading, tokenizer/config edge cases, multimodal/video regressions, and quantization/runtime errors. I don\u2019t see any soft pair that clearly describes the same concrete underlying bug or fix.", - "confidence": 0.94, - "canonical_issue_reason": "issue:44479 is the strongest representative: it describes a concrete regression, names multiple affected models, and has the clearest scope/version framing among the set.", + "summary": "This cluster is heterogeneous: most items are separate model-loading, tokenizer, dtype, or training regressions across different subsystems. I don\u2019t see any soft edge that clearly represents the same underlying bug, so the cluster does not really form a duplicate set.", + "confidence": 0.78, + "canonical_issue_reason": "No strong duplicate hub exists; if one issue must anchor the cluster, issue 44479 is the least-bad representative because it is a broad regression report with concrete repros across several related Qwen VL/3.5 variants.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44479 is the best single issue to keep as the cluster representative because it is specific, user-facing, and documents a broader regression pattern than most others.", + "best_issue_reason": "Issue 44479 is the most broadly scoped and actionable report in an otherwise mixed set, with explicit affected models and a clear runtime regression path.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44792", - "right": "issue:44964", + "left": "issue:38175", + "right": "issue:44898", "accept": false, - "reason": "Different models and failures: a janus image-generation test issue vs a Phi-4 multimodal load failure." + "reason": "Different vision models and different failure modes; both are image-related, but not the same bug." }, { - "left": "issue:38175", - "right": "issue:44898", + "left": "issue:34567", + "right": "issue:36331", "accept": false, - "reason": "Both are vision-model bugs, but the symptoms and code paths differ: zero probabilities in SigLIP2 vs Perceiver resolution/interpolation failure." + "reason": "Both involve Trainer behavior, but one is token-count tracking and the other is a compute_loss API change." }, { - "left": "issue:42175", - "right": "issue:44488", + "left": "issue:44792", + "right": "issue:44964", "accept": false, - "reason": "Unrelated: packaging/backend dependency omission vs a specific model loading failure for cjvt/sleng-bert." + "reason": "Different multimodal models and distinct loading/generation failures." }, { - "left": "issue:43257", - "right": "issue:43756", + "left": "issue:42175", + "right": "issue:44488", "accept": false, - "reason": "Different underlying problems: DeepSpeed/accelerate weight conversion vs Smollm3 RoPE layer dropping." + "reason": "Completely unrelated: backend packaging vs a specific tokenizer/model load failure." }, { "left": "issue:43540", "right": "issue:44479", "accept": false, - "reason": "Similar video-input theme, but the affected model families and reported breakage differ enough that they do not look like the same bug." + "reason": "Both mention video inputs, but they target different Qwen model families and likely different code paths." + }, + { + "left": "issue:43257", + "right": "issue:43756", + "accept": false, + "reason": "Different models and unrelated defects: MOE weight conversion versus RoPE layer dropping." }, { "left": "issue:44062", "right": "issue:45081", "accept": false, - "reason": "Tokenizer-related, but different failures: AddedToken argument duplication vs Mistral regex patch hitting a missing backend_tokenizer attribute." + "reason": "Both are tokenizer-loading issues, but the concrete exception and root cause are different." }, { "left": "issue:44291", "right": "issue:44821", "accept": false, - "reason": "Different loading surfaces and errors: init_empty_weights/_is_hf_initialized vs AutoImageProcessor-from-URL handling." + "reason": "Different subsystems: empty-weights model loading versus loading an AutoImageProcessor from URL." }, { "left": "issue:45042", "right": "issue:45081", "accept": false, - "reason": "One is an image processor backend dependency regression; the other is a tokenizer regex patch crash." + "reason": "Different bugs: PIL backend dependency requirements versus Mistral tokenizer regex patching." }, { "left": "issue:43756", "right": "issue:46399", "accept": false, - "reason": "Both touch Qwen-related model internals, but one is RoPE layer selection and the other is kernel registration/decorator handling." + "reason": "Both touch rotary/RoPE concepts, but the affected models and failure mechanisms are different." }, { "left": "issue:43756", "right": "issue:45325", "accept": false, - "reason": "Different Qwen-family rotary-position bugs affecting different models and logic paths." + "reason": "Related terminology, but one is missing RoPE layers and the other is a temporal position scaling bug." }, { "left": "issue:43582", "right": "issue:46821", "accept": false, - "reason": "Completely different subsystems: Apple Silicon allocator warmup vs TimesFM window_size attribute handling." + "reason": "Unrelated errors on different platforms/models; no shared underlying bug." }, { "left": "issue:43742", "right": "issue:44589", "accept": false, - "reason": "Unrelated load-time issues: config key error for MobileLLM vs missing Float8 storage type." + "reason": "Both are loading-time TypeErrors, but they arise from different objects and code paths." }, { "left": "issue:43716", "right": "issue:46701", "accept": false, - "reason": "Both are multimodal, but one is dtype mismatch in Mistral-3 preprocessing and the other is a DiffusionGemma pipeline failure." + "reason": "Different multimodal model failures with different symptoms and likely different fixes." }, { "left": "issue:44568", "right": "issue:46491", "accept": false, - "reason": "Both are tokenizer regressions, but they involve different tokenizers and different behaviors (special tokens vs encode-decode spacing)." + "reason": "Both are tokenizer regressions, but they affect different tokenizers and different round-trip behavior." }, { "left": "issue:45405", "right": "issue:45600", "accept": false, - "reason": "Unrelated maintenance issues: PEFT version pin vs stale auto_mappings config references." + "reason": "Package versioning/availability issue versus stale config references in auto_mappings." }, { - "left": "issue:45672", - "right": "issue:45674", + "left": "issue:43531", + "right": "issue:44821", "accept": false, - "reason": "Both concern 4-bit inference, but the concrete bugs differ: uint8/torch.finfo in Gemma4 audio modules vs llm_int8_skip_modules clearing lm_head exclusion." + "reason": "Unrelated: Qwen3-MoE sliding-window behavior versus image-processor loading from URL." }, { - "left": "issue:45823", - "right": "issue:46463", + "left": "issue:43577", + "right": "issue:45072", "accept": false, - "reason": "Different problems entirely: Gemma4 device placement vs T5 decoder-input validation messaging." + "reason": "Both are dtype-related, but they affect different models and different inference paths." }, { - "left": "issue:43906", - "right": "issue:46468", + "left": "issue:45823", + "right": "issue:46463", "accept": false, - "reason": "No shared bug: one is a reproduction of an existing issue, the other is an official Nemotron example breakage." + "reason": "Device-mapping bug in Gemma4 versus incorrect T5 decoder-input validation messaging." }, { - "left": "issue:43577", - "right": "issue:45072", + "left": "issue:45672", + "right": "issue:45674", "accept": false, - "reason": "Both mention dtype, but one is Blip2 dtype propagation and the other is bfloat16 inference mismatches in different models." + "reason": "Both concern 4-bit inference, but one is a Gemma4 audio-module dtype error and the other is BitsAndBytesConfig skip-module handling." }, { - "left": "issue:43531", - "right": "issue:44821", + "left": "issue:44737", + "right": "issue:46463", "accept": false, - "reason": "Different model families and failures: Qwen3-MoE sliding window vs AutoImageProcessor URL loading." + "reason": "CPU-device placement bug in XLNet versus a T5 validation error; no shared code path." }, { "left": "issue:43906", - "right": "issue:46693", + "right": "issue:46468", "accept": false, - "reason": "A reproduction of an old issue is not the same as a new FA2 long-context performance regression." + "reason": "No evidence they describe the same bug; one is a reproduction of an older issue, the other is a broken Nemotron example." }, { - "left": "issue:44737", - "right": "issue:46463", + "left": "issue:43906", + "right": "issue:46693", "accept": false, - "reason": "XLNet CPU device-placement bug vs T5 validation error message; no shared code-path." + "reason": "One is an isolated repro of a prior issue; the other is a long-context FA2 performance regression." }, { "left": "issue:24643", "right": "issue:29870", "accept": false, - "reason": "Different training-time failures: DeepSpeed weight shape error vs Bart generate decoder_attention_mask initialization bug." + "reason": "Training with DeepSpeed versus generation-time Bart decoder-mask handling; different failures." }, { "left": "issue:43452", "right": "issue:44488", "accept": false, - "reason": "Both are loading issues, but one is a gguf/from_pretrained integration break and the other is a specific model load failure." + "reason": "Different loading failures for different model/tokenizer inputs." }, { "left": "issue:44625", "right": "issue:44877", "accept": false, - "reason": "Different config problems: Qwen3.5 num_labels propagation vs strict config blocking granite_speech loading." + "reason": "Both are config-related, but one is num_labels propagation and the other is strict config loading." }, { "left": "issue:45663", "right": "issue:46846", "accept": false, - "reason": "Both are Gemma4-related, but one is FSDP2 shared_kv_states rebuilding and the other is missing tensor-parallel plan entries." - }, - { - "left": "issue:43697", - "right": "issue:46829", - "accept": false, - "reason": "Different output-shape/output-field bugs in different models; not the same concrete issue." + "reason": "Different distributed-training problems on different models and tensor-parallel paths." }, { "left": "issue:43540", "right": "issue:46693", "accept": false, - "reason": "One is a video-input ValueError for a Qwen multimodal model, the other a long-context FA2 performance regression; same broad area, different bug." + "reason": "Video-input processing bug versus a long-context performance regression; not the same issue." } ] }, @@ -7484,7 +7310,7 @@ "component_index": 1, "component_count": 24, "review_unit_index": 24, - "review_unit_count": 61, + "review_unit_count": 60, "status": "reviewed", "reason": null, "source": "llm", @@ -7542,9 +7368,10 @@ "issue:46932" ], "soft_pairs": [ + "issue:43697|issue:46829", "issue:45357|issue:45920", - "issue:44913|issue:46121", "issue:28282|issue:32090", + "issue:44913|issue:46121", "issue:46463|issue:46899", "issue:44737|issue:45588", "issue:43697|issue:45216", @@ -7554,211 +7381,220 @@ "issue:44466|issue:45005", "issue:45200|issue:46463", "issue:44493|issue:46050", - "issue:41762|issue:44936", "issue:44361|issue:44442", "issue:43761|issue:46829", "issue:43688|issue:43749", - "issue:43452|issue:44843", + "issue:41762|issue:44936", "issue:43653|issue:44361", - "issue:43819|issue:44811", + "issue:43452|issue:44843", "issue:38175|issue:43295", + "issue:43819|issue:44811", "issue:43994|issue:44898", "issue:45372|issue:46170", - "issue:46832|issue:46932", "issue:43525|issue:46701", + "issue:46832|issue:46932", "issue:43295|issue:45356", "issue:29159|issue:33357" ], - "prepared_review_unit_hash": "be6826e1cf4925f85952f7cf147fcf659ef6c323d8286b0a8bbb8bf99d76b0ef", + "prepared_review_unit_hash": "ff0c1d1668a604dd63bae19a2599ad18a45e2ecd557b822c176e72cefa10ee03", "component_budget": { "node_count": 502, "item_count": 502, "soft_pair_count": 1845, - "serialized_chars": 957264, - "estimated_input_tokens": 239316, - "estimated_eval_tokens": 478888 + "serialized_chars": 957282, + "estimated_input_tokens": 239321, + "estimated_eval_tokens": 478898 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 26, - "serialized_chars": 36196, - "estimated_input_tokens": 9049, - "estimated_eval_tokens": 18354 + "soft_pair_count": 27, + "serialized_chars": 36491, + "estimated_input_tokens": 9123, + "estimated_eval_tokens": 18502 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: most items are distinct model-, tokenizer-, or loading-path bugs that only look loosely similar by surface terms. I rejected all soft-edge pairs as non-duplicates. The most broadly representative issue is the multi-model AutoTokenizer regression, but even that does not justify merging the cluster as duplicates.", - "confidence": 0.34, - "canonical_issue_reason": "issue:45920 is the broadest and most central bug report in the set: it describes an AutoTokenizer regression affecting multiple model families, with a detailed reproduction and wider impact than the more model-specific reports.", + "summary": "Most pairs are still clearly separate. The only borderline pair, #44466 and #45005, shares v5/tied-weights/save_pretrained themes, but the packet only provides titles and a weak similarity signal, so it should be treated as related rather than confirmed duplicate.", + "confidence": 0.76, + "canonical_issue_reason": "#45005 is the broadest representative of the tied-weights/save_pretrained regression theme, but the available evidence is not strong enough to collapse it with #44466 as a duplicate.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45920 is the best single issue to represent the cluster because it is the most general, most widely scoped, and best-documented failure among otherwise unrelated edge-case reports.", + "best_issue_reason": "#45005 is the strongest global issue candidate because it describes the broader tied-weights problem across translation models; #44466 looks like a narrower, device-dependent symptom of that area, but not conclusively the same bug from this packet alone.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:45357", - "right": "issue:45920", + "left": "issue:43697", + "right": "issue:46829", "accept": false, - "reason": "Both are regression-style loading/serialization bugs, but one is specific to Qwen3.5 visual encoder keys while the other is a broad tokenizer output-ID regression across many models; different code paths and failure modes." + "reason": "Different model families and different output bugs; only a broad hidden-states/output-shape resemblance." }, { - "left": "issue:44913", - "right": "issue:46121", + "left": "issue:45357", + "right": "issue:45920", "accept": false, - "reason": "Both involve RoPE-related config handling, but one is a silent config reload defaulting issue and the other is a type error in JSON-loaded lists during validation; not the same underlying bug." + "reason": "Both involve regressions, but one is about visual encoder key serialization and the other about incorrect token IDs; not the same code path." }, { "left": "issue:28282", "right": "issue:32090", "accept": false, - "reason": "An import-time PyTorch missing dependency error is unrelated to a Trainer GPU broadcast NoneType error; different subsystems and no shared code-path bug." + "reason": "Unrelated failures: missing PyTorch import vs. Trainer GPU broadcast TypeError." + }, + { + "left": "issue:44913", + "right": "issue:46121", + "accept": false, + "reason": "Both touch config/rope-related logic, but the bugs are different: reload reset vs. JSON-list type error." }, { "left": "issue:46463", "right": "issue:46899", "accept": false, - "reason": "The T5 validation error-message bug and the Gemma4 quantized embedders dtype-cast bug are unrelated; one is messaging/validation, the other is a runtime quantization issue." + "reason": "Different areas and symptoms: T5 decoder-input validation message vs. Gemma4 quantized multimodal dtype casting." }, { "left": "issue:44737", "right": "issue:45588", "accept": false, - "reason": "XLNet CPU arange placement and flash-attention s_aux=None handling are separate implementation bugs in different modules." + "reason": "XLNet CPU tensor creation bug is unrelated to flash_attention handling of sink-less models." }, { "left": "issue:43697", "right": "issue:45216", "accept": false, - "reason": "RT-DETR output mismatch and Qwen3.5 incorrect saved checkpoint keys are different regressions affecting different save/load or forward paths." + "reason": "Different models and regressions; RT-DETR output mismatch is not the same as Qwen3.5 save_pretrained corruption." }, { "left": "issue:43526", "right": "issue:45479", "accept": false, - "reason": "BEiTImageProcessorFast returning only one reduced label is unrelated to the zero-loss classification problem across sequence-classification models." + "reason": "Image-processor label reduction and degenerate classification loss are distinct bugs." }, { "left": "issue:43720", "right": "issue:44898", "accept": false, - "reason": "BitNet accelerated-loading unpacking and Perceiver interpolation failures are distinct model-specific bugs with no shared concrete code-path." + "reason": "Packed-weight loading in BitNet is unrelated to Perceiver positional interpolation failure." }, { "left": "issue:43643", "right": "issue:45375", "accept": false, - "reason": "One is a generic AutoConfig trust_remote_code field-loss issue; the other is a specific Qwen3_5MoeVisionConfig field being dropped by strict serialization. Similar theme, not the same bug." + "reason": "Both mention missing config fields, but one is generic AutoConfig/trust_remote_code behavior and the other is a specific Qwen vision config field being dropped." }, { "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 translation-model tied-weight issues; too broad and not clearly one fixable code-path." + "reason": "They look related at a high level (v5, tied weights, save_pretrained), but the packet only shows titles and soft similarity; that is not enough to confirm the same underlying bug." }, { "left": "issue:45200", "right": "issue:46463", "accept": false, - "reason": "Gemma 4 missing mm_token_type_ids defaults and T5 decoder-input validation error messaging are unrelated bugs." + "reason": "Gemma 4 token-type defaulting is unrelated to the T5 decoder-input validation issue." }, { "left": "issue:44493", "right": "issue:46050", "accept": false, - "reason": "Unexpected position-id keys and sinq quantization save/load breakage are separate serialization problems." - }, - { - "left": "issue:41762", - "right": "issue:44936", - "accept": false, - "reason": "DeepSpeed ZeRO-3 loading crash and trainer.evaluate() after train are different training/runtime failures." + "reason": "Distinct serialization problems with different triggers and symptoms." }, { "left": "issue:44361", "right": "issue:44442", "accept": false, - "reason": "Both are tokenizer-related, but one is an AttributeError in MLukeTokenizer on tasks and the other is AutoTokenizer failing to load a specific tokenizer class; not the same underlying defect." + "reason": "Different tokenizer failures affecting different components; no evidence of one shared bug." }, { "left": "issue:43761", "right": "issue:46829", "accept": false, - "reason": "Both concern hidden_states in outputs, but one omits hidden_states entirely while the other misplaces last_hidden_state into hidden_states; different models and output paths." + "reason": "Both concern output fields, but the model implementations and failure modes differ." }, { "left": "issue:43688", "right": "issue:43749", "accept": false, - "reason": "Aux-loss normalization in MoE models is unrelated to FSDP CPU RAM efficient loading." + "reason": "Auxiliary-loss normalization and FSDP CPU RAM-efficient loading are unrelated." }, { - "left": "issue:43452", - "right": "issue:44843", + "left": "issue:41762", + "right": "issue:44936", "accept": false, - "reason": "gguf_file loading breakage and HF_HUB_OFFLINE model_info calls in mistral regex patch are separate tokenizer/model-loading regressions." + "reason": "Gemma3 ZeRO-3 loading failure is unrelated to trainer.evaluate() breaking after trainer.train()." }, { "left": "issue:43653", "right": "issue:44361", "accept": false, - "reason": "BigBird special-token decode behavior and MLukeTokenizer task AttributeError are both tokenizer issues but not the same failure mode or code path." + "reason": "Different tokenizer bugs with different failure modes." }, { - "left": "issue:43819", - "right": "issue:44811", + "left": "issue:43452", + "right": "issue:44843", "accept": false, - "reason": "DAC latent conversion mismatch and Whisper batch_decode skip_special_tokens handling are unrelated model vs processor bugs." + "reason": "Both involve loading, but one is gguf_file support and the other is an offline-mode model_info() call." }, { "left": "issue:38175", "right": "issue:43295", "accept": false, - "reason": "Siglip2 zero probabilities and processor.tokenizer regression are distinct multimodal issues with different symptoms and likely fixes." + "reason": "Different regressions: unexpected zero probabilities vs. processor/tokenizer image handling breakage." + }, + { + "left": "issue:43819", + "right": "issue:44811", + "accept": false, + "reason": "DAC latent decoding mismatch is unrelated to Whisper batch_decode behavior." }, { "left": "issue:43994", "right": "issue:44898", "accept": false, - "reason": "Siglip2 nonsensical outputs and Perceiver non-default resolution failure are unrelated model-specific inference bugs." + "reason": "SigLIP2 nonsensical results and Perceiver non-default resolution failure are different issues." }, { "left": "issue:45372", "right": "issue:46170", "accept": false, - "reason": "A missing mistral_common import for Gemma4 processor loading is unrelated to a Windows ROCm torch.distributed dependency issue." + "reason": "Gemma 4 processor import failure is unrelated to the Windows ROCm torch.distributed dependency problem." }, { - "left": "issue:46832", - "right": "issue:46932", + "left": "issue:43525", + "right": "issue:46701", "accept": false, - "reason": "RT-DETR feature-level mismatch and Gemma4 quantized embedder dtype casting are completely different model paths and fixes." + "reason": "Llama4Config pad_token_id error and DiffusionGemma pipeline failure are different bugs." }, { - "left": "issue:43525", - "right": "issue:46701", + "left": "issue:46832", + "right": "issue:46932", "accept": false, - "reason": "Llama4Config missing pad_token_id and DiffusionGemmaGenerationOutput pipeline failure are unrelated config vs pipeline issues." + "reason": "RT-DETR feature-level mismatch and Gemma4 quantized embedder dtype casting are unrelated." }, { "left": "issue:43295", "right": "issue:45356", "accept": false, - "reason": "Both are tokenizer regressions, but one is about processor.tokenizer access/images passing and the other is codec handling plus a misleading warning; not one bug." + "reason": "Processor/tokenizer regression and Kimi tokenizer codec/warning regression are distinct." }, { "left": "issue:29159", "right": "issue:33357", "accept": false, - "reason": "Slow/fast tokenizer inconsistency is unrelated to a MacOS bus error in a CLIP community model." + "reason": "Slow-vs-fast tokenizer inconsistency is unrelated to the MacOS CLIP bus error." } ] }, - "evaluator_result": null, - "evaluator_used": false, - "retried": false, + "evaluator_result": { + "accept": false, + "feedback": "The conclusion is a bit too strong for the packet evidence. #44466 and #45005 do look related at a high level (both mention v5, tied weights, and serialization/save_pretrained behavior), but the packet only gives titles and a low soft-similarity signal, so saying they are the same bug is not well grounded. A more conservative verdict would be that they may be related, not confirmed duplicates. The rest of the pairwise rejections are conservative enough." + }, + "evaluator_used": true, + "retried": true, "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null @@ -7768,7 +7604,7 @@ "component_index": 1, "component_count": 24, "review_unit_index": 25, - "review_unit_count": 61, + "review_unit_count": 60, "status": "reviewed", "reason": null, "source": "llm", @@ -7825,231 +7661,231 @@ "issue:46846" ], "soft_pairs": [ - "issue:43653|issue:44568", - "issue:43646|issue:43749", "issue:43531|issue:43742", + "issue:43653|issue:44568", "issue:45542|issue:46178", + "issue:43646|issue:43749", "issue:42898|issue:46491", "issue:43688|issue:45704", "issue:43756|issue:46402", "issue:44843|issue:44991", "issue:43452|issue:43577", - "issue:43653|issue:43927", "issue:44464|issue:44743", + "issue:43653|issue:43927", "issue:43688|issue:45701", "issue:44479|issue:44625", "issue:45491|issue:46002", "issue:44484|issue:44704", - "issue:43688|issue:45440", "issue:44821|issue:46821", + "issue:43688|issue:45440", "issue:33666|issue:36010", "issue:32090|issue:33666", "issue:44466|issue:46050", - "issue:44734|issue:46612", "issue:44977|issue:46693", - "issue:43504|issue:43550", + "issue:44734|issue:46612", "issue:44464|issue:44977", - "issue:43504|issue:43720", + "issue:43504|issue:43550", "issue:41720|issue:44464", - "issue:43577|issue:44554", - "issue:43611|issue:46846" + "issue:43504|issue:43720", + "issue:43611|issue:46846", + "issue:43577|issue:44554" ], - "prepared_review_unit_hash": "3b4e64e934e3281bb6c86be9d8ab727f390e4ae0d597e816834176a87b7fcbe1", + "prepared_review_unit_hash": "c71943d45a2520aa7a786cf50e9e29c5d489e44ddd9ab4c90196e3269a357521", "component_budget": { "node_count": 502, "item_count": 502, "soft_pair_count": 1845, - "serialized_chars": 957264, - "estimated_input_tokens": 239316, - "estimated_eval_tokens": 478888 + "serialized_chars": 957282, + "estimated_input_tokens": 239321, + "estimated_eval_tokens": 478898 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 28, - "serialized_chars": 35594, - "estimated_input_tokens": 8899, - "estimated_eval_tokens": 18054 + "serialized_chars": 35591, + "estimated_input_tokens": 8898, + "estimated_eval_tokens": 18052 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is heterogeneous: most items are unrelated Transformers regressions across tokenization, loading, generation, model configs, and backend/device-specific behavior. None of the soft pairs look like true duplicates or the same fixable code-path bug.", - "confidence": 0.91, - "canonical_issue_reason": "issue:43646 is the broadest representative of the cluster because it concerns a generic Transformers v5 model initialization breakage, but it is not a true duplicate target for most other items.", + "summary": "The cluster is heterogeneous and mostly contains distinct bug reports around loading, tokenization, generation, and model-specific regressions. None of the soft pairs look like true duplicates; they are at best adjacent symptoms in the same broad areas.", + "confidence": 0.76, + "canonical_issue_reason": "issue:43646 is the broadest umbrella in the set: a v5 custom model initialization regression that can plausibly subsume several nearby load/init failures.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43646 is the best single issue to represent the cluster if one must be chosen, since it is high-level and v5-related; however, the surrounding issues are too diverse for strong canonicalization.", + "best_issue_reason": "issue:43646 is the best representative issue for this cluster because it is the most general, high-level loading/initialization regression among otherwise distinct reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43653", - "right": "issue:44568", + "left": "issue:43531", + "right": "issue:43742", "accept": false, - "reason": "Both are tokenizer/special-token bugs, but one is BigBird mask-token decoding and the other is mDeBERTa BOS/EOS handling; different failure modes." + "reason": "Different bugs: Qwen3-MoE sliding-window/cache behavior vs MobileLLM-125M load-time key error." }, { - "left": "issue:43646", - "right": "issue:43749", + "left": "issue:43653", + "right": "issue:44568", "accept": false, - "reason": "Custom model initialization in v5 is unrelated to FSDP CPU RAM efficient loading; different code paths and symptoms." + "reason": "Both involve tokenizer special tokens, but they affect different models and different token classes (mask vs BOS/EOS)." }, { - "left": "issue:43531", - "right": "issue:43742", + "left": "issue:45542", + "right": "issue:46178", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior is unrelated to a MobileLLM key error while loading pretrained weights." + "reason": "Both are backend-related, but one is a tensorboard-only TF backend error and the other is a missing BACKENDS_MAPPING entry for tensorflow_text." }, { - "left": "issue:45542", - "right": "issue:46178", + "left": "issue:43646", + "right": "issue:43749", "accept": false, - "reason": "Both mention backend setup, but one is undefined tf backend after installing tensorboard and the other is a missing BACKENDS_MAPPING entry for tensorflow_text." + "reason": "Related to loading/init broadly, but FSDP CPU RAM efficient loading is a separate code path from custom model initialization." }, { "left": "issue:42898", "right": "issue:46491", "accept": false, - "reason": "One is a v5 clean_up_tokenization_spaces behavior change; the other is a CodeLlama leading-space round-trip regression." + "reason": "Tokenizer regressions, but one is cleanup_spaces behavior and the other is CodeLlama leading-space round-trip loss." }, { "left": "issue:43688", "right": "issue:45704", "accept": false, - "reason": "Aux-loss normalization in MoE models is unrelated to T5's apex.FusedRMSNorm memory leak." + "reason": "Unrelated problems: auxiliary-loss normalization vs an Apex RMSNorm memory leak." }, { "left": "issue:43756", "right": "issue:46402", "accept": false, - "reason": "Smollm3 RoPE-layer selection and Sam3 text-encoder weight loading are different model-specific bugs." + "reason": "Different model-loading failures: Smollm3 RoPE layer loss vs Sam3 text encoder weights not loading." }, { "left": "issue:44843", "right": "issue:44991", "accept": false, - "reason": "Offline model_info() misuse in _patch_mistral_regex is unrelated to tokenizer loading failure for EMBEDDIA/est-roberta." + "reason": "Both are tokenizer-loading regressions, but one is an offline model_info call and the other is a specific tokenizer load failure in v5." }, { "left": "issue:43452", "right": "issue:43577", "accept": false, - "reason": "gguf_file loading failures and BLIP2 dtype propagation are distinct issues with different APIs and errors." + "reason": "Both happen during from_pretrained, but gguf_file handling and Blip2 dtype propagation are distinct bugs." }, { - "left": "issue:43653", - "right": "issue:43927", + "left": "issue:44464", + "right": "issue:44743", "accept": false, - "reason": "BigBird special-token registration and DiaConfig losing custom token IDs after save/load are different tokenizer/config persistence bugs." + "reason": "Both touch cache/generation, but one is compiled chunked generation inconsistency and the other is recurrent state reset in modular_qwen3_5." }, { - "left": "issue:44464", - "right": "issue:44743", + "left": "issue:43653", + "right": "issue:43927", "accept": false, - "reason": "Both affect generation with cache, but one is chunked generation under compiled forward and the other is recurrent states resetting in modular_qwen3_5." + "reason": "One is special-token registration, the other is config persistence of custom token IDs after save/load." }, { "left": "issue:43688", "right": "issue:45701", "accept": false, - "reason": "Aux-loss normalization is unrelated to version-dependent tokenization changes." + "reason": "Different domains: auxiliary-loss normalization vs version-dependent tokenization changes." }, { "left": "issue:44479", "right": "issue:44625", "accept": false, - "reason": "Video-input regression on Qwen VL models is unrelated to num_labels propagation in Qwen3.5 configs." + "reason": "Different Qwen3.5 bugs: video-input regression vs num_labels not propagating to text config." }, { "left": "issue:45491", "right": "issue:46002", "accept": false, - "reason": "Both mention NaNs, but one is Gemma3 sliding-window attention on GPU and the other is classification-head init/checkout behavior." + "reason": "Both mention NaNs, but one is a Gemma3 mixed-length sliding-window issue and the other is classification-head init/checkout NaNs." }, { "left": "issue:44484", "right": "issue:44704", "accept": false, - "reason": "A question about save_pretrained shard size is unrelated to AutoProcessor failing to forward kwargs to cached_file." + "reason": "Unrelated: a save_pretrained shard-size question vs AutoProcessor kwargs not reaching cached_file." }, { - "left": "issue:43688", - "right": "issue:45440", + "left": "issue:44821", + "right": "issue:46821", "accept": false, - "reason": "MoE aux-loss normalization and DeepseekV3MoE parity with remote implementation are not the same concrete bug." + "reason": "Different APIs and failure modes: AutoImageProcessor URL loading vs TimesFM window_size AttributeError." }, { - "left": "issue:44821", - "right": "issue:46821", + "left": "issue:43688", + "right": "issue:45440", "accept": false, - "reason": "AutoImageProcessor URL loading and TimesFM window_size AttributeError are unrelated loader/API issues." + "reason": "Distinct issues: MoE auxiliary-loss normalization vs DeepseekV3MoE implementation divergence." }, { "left": "issue:33666", "right": "issue:36010", "accept": false, - "reason": "Qwen2-VL multi-GPU training and the GenerationMixin import error are unrelated." + "reason": "Multi-GPU Qwen2-VL training setup is unrelated to the GenerationMixin import failure." }, { "left": "issue:32090", "right": "issue:33666", "accept": false, - "reason": "Trainer _gpu_broadcast_one NoneType error is unrelated to Qwen2-VL multi-GPU training." + "reason": "Trainer GPU broadcast TypeError is not the same bug as Qwen2-VL multi-GPU training support." }, { "left": "issue:44466", "right": "issue:46050", "accept": false, - "reason": "lm_head.weight serialization inconsistency and sinq quantized save/load breakage involve different model-state persistence problems." - }, - { - "left": "issue:44734", - "right": "issue:46612", - "accept": false, - "reason": "Wrong tensor indexing in serve KV-cache continuation is different from beam-search cache reorder being skipped for certain models." + "reason": "Both are serialization/load bugs, but tied-weight serialization and sinq quantized model restoration are separate problems." }, { "left": "issue:44977", "right": "issue:46693", "accept": false, - "reason": "Qwen3.5 flash-attention generation failure is distinct from a long-context FA2 performance regression." + "reason": "Shared FA2/generation context, but one is a correctness bug in Qwen3.5 and the other is a performance regression after 5.2.0." }, { - "left": "issue:43504", - "right": "issue:43550", + "left": "issue:44734", + "right": "issue:46612", "accept": false, - "reason": "Beit legacy-field load failure and Bamba torch.compile+SDPA failure are different model/runtime bugs." + "reason": "Both involve cache handling, but serve KV-continuation indexing and beam-search cache reorder are different code paths." }, { "left": "issue:44464", "right": "issue:44977", "accept": false, - "reason": "Chunked generation with compiled forward is not the same bug as Qwen3.5 flash-attention generation failure." + "reason": "Different failures: compiled chunked generation inconsistency vs flash-attention behavior in Qwen3.5." }, { "left": "issue:43504", - "right": "issue:43720", + "right": "issue:43550", "accept": false, - "reason": "Beit loading with a legacy field and BitNet packed-weight unpacking during accelerate loading are unrelated." + "reason": "Separate bugs: legacy-field loading failure vs torch.compile + SDPA failure." }, { "left": "issue:41720", "right": "issue:44464", "accept": false, - "reason": "Qwen3 auto device-mapping cudaErrorAssert on A800 is a different failure than compiled chunked generation inconsistency." + "reason": "Auto device-mapping cuda assert is unrelated to compiled chunked generation output inconsistency." }, { - "left": "issue:43577", - "right": "issue:44554", + "left": "issue:43504", + "right": "issue:43720", "accept": false, - "reason": "BLIP2 dtype propagation and MPS attention correctness with mismatched value/query head dims are unrelated." + "reason": "Different load-time failures: legacy preset field vs packed-weights unpacking during accelerate loading." }, { "left": "issue:43611", "right": "issue:46846", "accept": false, - "reason": "base_model_prefix loading breakage in v5 and missing linear_attn entries in the TP plan are different config/loading issues." + "reason": "Both are model-loading/config issues, but base_model_prefix breakage and missing tp_plan entries are not the same underlying bug." + }, + { + "left": "issue:43577", + "right": "issue:44554", + "accept": false, + "reason": "Distinct correctness problems: Blip2 dtype propagation vs MPS attention value/query head-dim mismatch." } ] }, @@ -8065,7 +7901,7 @@ "component_index": 1, "component_count": 24, "review_unit_index": 26, - "review_unit_count": 61, + "review_unit_count": 60, "status": "reviewed", "reason": null, "source": "llm", @@ -8126,13 +7962,13 @@ "issue:43643|issue:44561", "issue:43782|issue:46693", "issue:43720|issue:43927", - "issue:33666|issue:36331", "issue:43278|issue:43688", - "issue:43504|issue:44610", + "issue:33666|issue:36331", "issue:43606|issue:43927", + "issue:43504|issue:44610", "issue:43262|issue:43295", - "issue:43493|issue:43825", "issue:43720|issue:44361", + "issue:43493|issue:43825", "issue:44964|issue:45405", "issue:44514|issue:45290", "issue:44554|issue:46365", @@ -8140,34 +7976,34 @@ "issue:44625|issue:45584", "issue:43525|issue:43572", "issue:43452|issue:44451", - "issue:45823|issue:46050", "issue:28218|issue:33357", + "issue:45823|issue:46050", "issue:43994|issue:46192", "issue:42796|issue:44977", "issue:43493|issue:43844", "issue:39692|issue:43295", "issue:43278|issue:43844", "issue:44568|issue:46489", - "issue:46209|issue:46710", "issue:43646|issue:44466", - "issue:44568|issue:45812", + "issue:46209|issue:46710", "issue:33357|issue:33666", + "issue:44568|issue:45812", "issue:43278|issue:43701" ], - "prepared_review_unit_hash": "c5cf00e1ee3f38a47d662aadd8de556ac09d65d50c189f78c49a6010c3986639", + "prepared_review_unit_hash": "556d7f433441745e33a27b60f50df91838a6ee24b8a84a55132149a5042c9d2b", "component_budget": { "node_count": 502, "item_count": 502, "soft_pair_count": 1845, - "serialized_chars": 957264, - "estimated_input_tokens": 239316, - "estimated_eval_tokens": 478888 + "serialized_chars": 957282, + "estimated_input_tokens": 239321, + "estimated_eval_tokens": 478898 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 36807, + "serialized_chars": 36808, "estimated_input_tokens": 9202, "estimated_eval_tokens": 18660 }, @@ -8176,192 +8012,192 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a mix of largely unrelated bug reports. The soft pairs mostly share broad vocabulary (tokenizer/config/regression/processor) but describe different models, code paths, and failure modes, so none should be deduplicated.", - "confidence": 0.79, - "canonical_issue_reason": "If forced to choose one representative issue, issue 45812 is the strongest candidate: it is a concrete tokenizer regression affecting Granite models, has multiple inbound references, and describes a clear code-path bug.", + "summary": "This cluster is mostly a grab-bag of unrelated bug reports, with a loose shared theme of Transformers v5 regressions across tokenizers, processors, model loading, and training. None of the soft pairs look like true duplicates of the same underlying bug/change.", + "confidence": 0.66, + "canonical_issue_reason": "issue:43646 is the broadest umbrella report in the set: it describes a general v5.0 breakage in custom model initialization, which best fits a mixed cluster of v5 regression reports.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45812 is the best single representative of the cluster\u2019s only recurring theme (tokenizer regressions), with the clearest impact and most actionable report among the listed issues.", + "best_issue_reason": "issue:43646 is the most representative issue to anchor this cluster because it is broad, regression-oriented, and closer to the common theme than the model-specific or edge-case reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43643", "right": "issue:44561", "accept": false, - "reason": "Both involve v5/trust_remote_code breakage, but one is missing fields from AutoConfig and the other is removal of is_torch_fx_available; different bugs and fixes." + "reason": "Both involve trust_remote_code/v5 breakage, but one is missing fields from AutoConfig and the other is a removed helper breaking model code; different root causes and fixes." }, { "left": "issue:43782", "right": "issue:46693", "accept": false, - "reason": "Qwen3VL from_pretrained weight_only failure and FA2 long-context performance regression are unrelated code paths." + "reason": "Qwen3VL weight_only loading failure is unrelated to the FA2 long-context performance regression." }, { "left": "issue:43720", "right": "issue:43927", "accept": false, - "reason": "BitNet packed-weight loading vs DiaConfig token-ID loss on save/load are distinct failures." - }, - { - "left": "issue:33666", - "right": "issue:36331", - "accept": false, - "reason": "Multi-GPU Qwen2-VL training and a CustomTrainer compute_loss signature mismatch are unrelated." + "reason": "Packed-weight loading in BitNet and lost custom token IDs in DiaConfig are different code paths and failure modes." }, { "left": "issue:43278", "right": "issue:43688", "accept": false, - "reason": "Embedding dtype drift during evaluate is not the same as auxiliary-loss normalization in MoE models." + "reason": "One is a dtype change between train/eval, the other is auxiliary-loss normalization; no shared bug." }, { - "left": "issue:43504", - "right": "issue:44610", + "left": "issue:33666", + "right": "issue:36331", "accept": false, - "reason": "Legacy field loading for Beit semantic segmentation and OmDet processor image-size mismatch are different bugs." + "reason": "Multi-GPU training support is unrelated to a custom compute_loss signature mismatch." }, { "left": "issue:43606", "right": "issue:43927", "accept": false, - "reason": "CPU offload device mismatch and DiaConfig custom token-ID corruption are different failure modes." + "reason": "CPU offload device mismatch and config token-ID loss are unrelated." }, { - "left": "issue:43262", - "right": "issue:43295", + "left": "issue:43504", + "right": "issue:44610", "accept": false, - "reason": "Audio processor sampling-rate defaulting and processor.tokenizer/image handling regression do not share the same underlying defect." + "reason": "Legacy preset loading for BEiT and OmDet-Turbo image-size mismatch are different model/processor issues." }, { - "left": "issue:43493", - "right": "issue:43825", + "left": "issue:43262", + "right": "issue:43295", "accept": false, - "reason": "SigLIP2 implementation discrepancy and a pipeline error message regression are unrelated." + "reason": "Different processor regressions: default sampling rate vs. processor.tokenizer/image-passing breakage." }, { "left": "issue:43720", "right": "issue:44361", "accept": false, - "reason": "Packed-weight loading in BitNet and MLukeTokenizer AttributeError are distinct issues." + "reason": "BitNet packed-weight loading and MLukeTokenizer task errors do not share the same underlying defect." + }, + { + "left": "issue:43493", + "right": "issue:43825", + "accept": false, + "reason": "A SigLIP2 implementation discrepancy is not the same as a pipeline error message about translation tasks." }, { "left": "issue:44964", "right": "issue:45405", "accept": false, - "reason": "Phi-4 multimodal model loading failure and an unreleased PEFT version bump are unrelated." + "reason": "Model loading failure for Phi-4 multimodal and an unreleased PEFT version bump are unrelated." }, { "left": "issue:44514", "right": "issue:45290", "accept": false, - "reason": "Both hit apply_chat_template, but one is batched padding=False on Qwen2.5-VL and the other is assistant tool-call handling; different edge cases." + "reason": "Both are chat-template crashes, but the triggers differ: batched padding=False versus assistant tool-call messages with no content." }, { "left": "issue:44554", "right": "issue:46365", "accept": false, - "reason": "MPS attention correctness and importing Trainer failing due to datasets are completely unrelated." + "reason": "MPS attention correctness and importing Trainer conflicting with datasets are unrelated." }, { "left": "issue:44977", "right": "issue:46209", "accept": false, - "reason": "Qwen3.5 flash-attention generation problems and FP8 inference on B200 are different bugs." + "reason": "Flash-attention generation issues and FP8 inference on B200 are different hardware/model problems." }, { "left": "issue:44625", "right": "issue:45584", "accept": false, - "reason": "num_labels propagation in Qwen3.5 and Whisper empty-transcription generation failure are unrelated." + "reason": "num_labels propagation and Whisper empty-transcription generation are unrelated." }, { "left": "issue:43525", "right": "issue:43572", "accept": false, - "reason": "Missing pad_token_id in Llama4Config and missing pad_token_idx in StableLmConfig are similar naming, but different configs and different breakages." + "reason": "Both are missing config fields, but they concern different models and different token ID attributes." }, { "left": "issue:43452", "right": "issue:44451", "accept": false, - "reason": "gguf_file breaking tokenizer/model loading and a ScandiBERT load failure are not the same defect." + "reason": "gguf_file loader breakage and inability to load a specific model are too broad and not the same bug." }, { - "left": "issue:45823", - "right": "issue:46050", + "left": "issue:28218", + "right": "issue:33357", "accept": false, - "reason": "Gemma4 device-map mismatch and sinq save/load quantization breakage are unrelated." + "reason": "Tokenizer spacing after added tokens is unrelated to a MacOS bus error on a CLIP model." }, { - "left": "issue:28218", - "right": "issue:33357", + "left": "issue:45823", + "right": "issue:46050", "accept": false, - "reason": "Tokenizer spacing after added tokens and a MacOS bus error in CLIP are unrelated." + "reason": "A device-map forward mismatch and sinq save/load breakage are different failure modes." }, { "left": "issue:43994", "right": "issue:46192", "accept": false, - "reason": "SigLIP2 nonsensical outputs and return_tensors being ignored when text_kwargs is passed are different issues." + "reason": "SigLIP2 output quality and return_tensors being ignored are unrelated." }, { "left": "issue:42796", "right": "issue:44977", "accept": false, - "reason": "Ministral BPE marker handling and Qwen3.5 flash-attention generation are unrelated." + "reason": "Tokenizer BPE-marker handling and Qwen3.5 flash-attention generation are different problems." }, { "left": "issue:43493", "right": "issue:43844", "accept": false, - "reason": "A model discrepancy and a DeepSpeed gradient regression do not share the same code-path problem." + "reason": "SigLIP2 implementation mismatch and ZeRO-3 gradient blow-up are unrelated." }, { "left": "issue:39692", "right": "issue:43295", "accept": false, - "reason": "Documentation/example errors for SigLIP2 are not the same as the processor.tokenizer/images regression." + "reason": "Documentation example errors and processor/tokenizer regression are not the same underlying issue." }, { "left": "issue:43278", "right": "issue:43844", "accept": false, - "reason": "Embedding dtype change and ZeRO-3 gradient growth are unrelated training behaviors." + "reason": "Embedding dtype drift and ZeRO-3 gradient growth are different bugs." }, { "left": "issue:44568", "right": "issue:46489", "accept": false, - "reason": "Both are tokenizer bugs, but they affect different models and mechanisms (special-token insertion vs DeepSeek-Coder BPE regression)." - }, - { - "left": "issue:46209", - "right": "issue:46710", - "accept": false, - "reason": "FP8 inference failure on B200 and an accuracy regression after upgrade are different problems." + "reason": "Both are tokenizer regressions, but one is missing BOS/EOS with add_special_tokens and the other is DeepSeek-Coder v1 token-ID corruption." }, { "left": "issue:43646", "right": "issue:44466", "accept": false, - "reason": "Custom model initialization breakage in v5 and inconsistent lm_head serialization are distinct issues." + "reason": "Custom model initialization breakage and inconsistent lm_head.weight serialization are separate v5 regressions." }, { - "left": "issue:44568", - "right": "issue:45812", + "left": "issue:46209", + "right": "issue:46710", "accept": false, - "reason": "Both involve tokenization, but one is add_special_tokens behavior for mdeberta and the other is wrong token IDs for Granite; not the same bug." + "reason": "FP8 inference on B200 and DeepSeek-R1 accuracy regression are different issues." }, { "left": "issue:33357", "right": "issue:33666", "accept": false, - "reason": "MacOS bus error on CLIP and Qwen2-VL multi-GPU training are unrelated." + "reason": "A CLIP MacOS bus error is unrelated to Qwen2-VL multi-GPU training support." + }, + { + "left": "issue:44568", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different model families and different tokenization semantics." }, { "left": "issue:43278", "right": "issue:43701", "accept": false, - "reason": "Embedding dtype drift in evaluation and resume_from_checkpoint key mismatch are different defects." + "reason": "dtype changes in evaluation and resume_from_checkpoint key mismatches are unrelated." } ] }, @@ -8377,7 +8213,7 @@ "component_index": 1, "component_count": 24, "review_unit_index": 27, - "review_unit_count": 61, + "review_unit_count": 60, "status": "reviewed", "reason": null, "source": "llm", @@ -8440,242 +8276,239 @@ "issue:43927|issue:44361", "issue:43575|issue:45405", "issue:43504|issue:43606", - "issue:44849|issue:45357", "issue:43824|issue:44589", + "issue:44849|issue:45357", "issue:43257|issue:43299", "issue:45245|issue:46710", + "issue:46821|issue:46832", "issue:44493|issue:46285", "issue:46399|issue:46846", - "issue:46821|issue:46832", - "issue:43606|issue:44112", "issue:43334|issue:45759", + "issue:43606|issue:44112", "issue:43334|issue:43572", "issue:43504|issue:43653", "issue:44589|issue:45520", - "issue:45072|issue:46832", "issue:43572|issue:44291", + "issue:45072|issue:46832", "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:44869|issue:46752", "issue:45229|issue:45823", - "issue:43994|issue:44493", "issue:45588|issue:46050" ], - "prepared_review_unit_hash": "fa7b28f5672b2c5a5090712f76ed79be6f5569b74aa09bd2c7044fe2cf5e8586", + "prepared_review_unit_hash": "dac33fb18513dd65900fa21254590d4ba128a089221277bfea92674cdf8432ae", "component_budget": { "node_count": 502, "item_count": 502, "soft_pair_count": 1845, - "serialized_chars": 957264, - "estimated_input_tokens": 239316, - "estimated_eval_tokens": 478888 + "serialized_chars": 957282, + "estimated_input_tokens": 239321, + "estimated_eval_tokens": 478898 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 29, - "serialized_chars": 35959, - "estimated_input_tokens": 8990, - "estimated_eval_tokens": 18236 + "serialized_chars": 35956, + "estimated_input_tokens": 8989, + "estimated_eval_tokens": 18234 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly heterogeneous. The clearest subcluster is Qwen3 MoE loading regressions, with 43299 as the broadest representative. Qwen multimodal/config-loading reports are related by theme but not strong enough to treat as the same bug, especially 43334 vs 45759.", - "confidence": 0.31, - "canonical_issue_reason": "issue:43299 is the broadest early Qwen3/Qwen3VL MoE loading regression in the packet, so it best represents the small loading-failure subcluster.", + "summary": "This cluster is mostly a noisy mix of model-loading, config, offload, and regression reports across different models and failure modes. The Qwen-related items are superficially similar but usually hit different code paths, so none of the soft pairs look like true duplicates.", + "confidence": 0.61, + "canonical_issue_reason": "44849 is a clear, user-facing regression with a specific model family and failure mode, making it a strong representative issue for triage compared with the more tangential or broader reports in the cluster.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43299 is the best single anchor for the cluster\u2019s only clearly related issue group; the rest of the packet is too heterogeneous to justify a broader canonical issue.", + "best_issue_reason": "44849 is the best overall anchor: it is concrete, reproducible, and narrowly scoped, which makes it more suitable as the representative issue than the broader or less directly actionable reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44488", "right": "issue:44843", "accept": false, - "reason": "Both are loading-related, but one is a specific model-load failure and the other is an offline-mode tokenizer patch regression; different code paths." + "reason": "Both involve tokenizer/model loading, but one is a specific model load failure and the other is an offline-mode bug in mistral regex patching; different root causes and code paths." }, { "left": "issue:44849", "right": "issue:46209", "accept": false, - "reason": "Different model families and failure modes: Qwen3.5 hidden-state behavior vs FP8 inference on B200." + "reason": "Different problems: Qwen3.5 hidden-states behavior versus FP8 inference on B200. Same broad family, not the same bug." }, { "left": "issue:44792", "right": "issue:45405", "accept": false, - "reason": "Janus generation test failure vs a PEFT version packaging issue; not the same bug." + "reason": "Janus test failure and PEFT version pinning are unrelated; one is a model-specific CI failure, the other is a dependency version issue." }, { "left": "issue:43927", "right": "issue:44361", "accept": false, - "reason": "Distinct tokenizer/config problems with different symptoms and affected models." + "reason": "DiaConfig loses custom token IDs after save/load, while MLukeTokenizer raises an AttributeError on tasks; these are distinct tokenizer/config bugs." }, { "left": "issue:43575", "right": "issue:45405", "accept": false, - "reason": "Tensor-parallel OOM during loading is unrelated to the PEFT version bump issue." + "reason": "Qwen2 tensor-parallel OOM is unrelated to the PEFT minimum-version bump." }, { "left": "issue:43504", "right": "issue:43606", "accept": false, - "reason": "Legacy-field model loading and CPU offload device mismatch are different bugs." + "reason": "Legacy field handling in BEiT semantic segmentation is a config-load issue, while bark-small CPU offload has a device mismatch during inference." }, { - "left": "issue:44849", - "right": "issue:45357", + "left": "issue:43824", + "right": "issue:44589", "accept": false, - "reason": "Same model family, but hidden-states behavior and save_pretrained key regression are different concrete issues." + "reason": "Importing Qwen2.5-VL and missing Float8 storage are unrelated failures in different subsystems." }, { - "left": "issue:43824", - "right": "issue:44589", + "left": "issue:44849", + "right": "issue:45357", "accept": false, - "reason": "Import error for a Qwen class and Float8 storage lookup failure are unrelated compatibility problems." + "reason": "Both are Qwen3.5 regressions, but one is about output_hidden_states behavior and the other about save_pretrained writing incorrect visual encoder keys; different failure paths." }, { "left": "issue:43257", "right": "issue:43299", - "accept": true, - "reason": "Both are Qwen3/Qwen3-VL MoE loading regressions on the dev/5.0 line; a shared fix in the loading/conversion path could plausibly cover both." + "accept": false, + "reason": "Both mention Qwen MoE loading, but one is accelerate+deepspeed conversion and the other is Qwen3VL loading in dev; not the same concrete bug." }, { "left": "issue:45245", "right": "issue:46710", "accept": false, - "reason": "Category-count runtime error and an accuracy regression are unrelated." + "reason": "Category-count RuntimeError and an accuracy regression after upgrade are not the same issue." + }, + { + "left": "issue:46821", + "right": "issue:46832", + "accept": false, + "reason": "TimesFM window_size AttributeError and RT-DETR feature-level TypeError are different model-specific bugs." }, { "left": "issue:44493", "right": "issue:46285", "accept": false, - "reason": "Unexpected position-id keys are unrelated to the CLIP text-model structural change." + "reason": "Unexpected position-id keys and CLIP text-model structure changes are separate API regressions." }, { "left": "issue:46399", "right": "issue:46846", "accept": false, - "reason": "Both are Qwen3.5-related, but one is a kernel registration error and the other is a tensor-parallel plan/OOM issue." + "reason": "Qwen3.5 kernel registration failure and Qwen3.5 TP-plan OOM/shape errors are different code-path problems." }, { - "left": "issue:46821", - "right": "issue:46832", + "left": "issue:43334", + "right": "issue:45759", "accept": false, - "reason": "TimesFM window_size AttributeError and RT-DETR feature-level mismatch are unrelated." + "reason": "Qwen3-VL pad_token_id AttributeError and missing text_config unwrapping in AutoModelForCausalLM are related to Qwen multimodal configs but not the same bug." }, { "left": "issue:43606", "right": "issue:44112", "accept": false, - "reason": "The CI test failure is not the same bug as the Bark CPU-offload device mismatch." - }, - { - "left": "issue:43334", - "right": "issue:45759", - "accept": false, - "reason": "Related Qwen multimodal/config-loading area, but the packet only shows distinct titles and symptoms; not enough evidence they are the same underlying bug." + "reason": "CPU offload device mismatch in bark-small is not the same as a stale GraniteSpeech device-override test." }, { "left": "issue:43334", "right": "issue:43572", "accept": false, - "reason": "Both are config-field regressions after 5.0, but they affect different models and different missing/changed fields." + "reason": "Qwen3-VL config attribute error and StableLm pad_token_idx regression are unrelated config issues." }, { "left": "issue:43504", "right": "issue:43653", "accept": false, - "reason": "Legacy-field model loading and tokenizer special-token registration are unrelated." + "reason": "BEiT legacy-field loading and BigBirdTokenizer special-token registration are distinct bugs." }, { "left": "issue:44589", "right": "issue:45520", "accept": false, - "reason": "Float8 storage lookup and flash_attn import on Python 3.13 are different compatibility issues." + "reason": "Missing Float8 storage support and flash_attn import KeyError are different environment/runtime failures." }, { - "left": "issue:45072", - "right": "issue:46832", + "left": "issue:43572", + "right": "issue:44291", "accept": false, - "reason": "Dtype mismatch in inference and RT-DETR feature-level indexing/type error are different subsystems." + "reason": "StableLm missing pad_token_idx after 5.0 and init_empty_weights unexpected _is_hf_initialized argument are separate compatibility issues." }, { - "left": "issue:43572", - "right": "issue:44291", + "left": "issue:45072", + "right": "issue:46832", "accept": false, - "reason": "Missing config attribute and unexpected init argument are related only at a high level, not the same fix." + "reason": "dtype mismatches in bfloat16 inference and RT-DETR forward shape/type errors are unrelated." }, { "left": "issue:44464", "right": "issue:46424", "accept": false, - "reason": "Compiled-forward chunked generation inconsistency is unrelated to cache max length handling." + "reason": "Chunked generation inconsistency with compiled forward is unrelated to cache length behavior in quantized cache." }, { "left": "issue:43937", "right": "issue:46701", "accept": false, - "reason": "GenerationConfig validation and DiffusionGemma pipeline output issues are unrelated." + "reason": "GenerationConfig invalid for GLM-5 and DiffusionGemma pipeline failure are different model-family issues." }, { "left": "issue:43844", "right": "issue:44964", "accept": false, - "reason": "ZeRO-3 gradient instability and a multimodal model load failure are unrelated." + "reason": "DeepSpeed gradient growth and Phi-4 multimodal loading failure are unrelated." }, { "left": "issue:43873", "right": "issue:46050", "accept": false, - "reason": "Quantization/offloading and sinq save/load breakage are different code paths." + "reason": "Quantization offloading behavior and sinq save/load corruption are different bugs, even though both touch quantization." + }, + { + "left": "issue:43994", + "right": "issue:44493", + "accept": false, + "reason": "SigLIP2 nonsense outputs via AutoModel/pipeline and unexpected position-id keys are distinct regressions." }, { "left": "issue:45200", "right": "issue:45229", "accept": false, - "reason": "Text-only token defaults and multi-GPU CUDA OOM are unrelated." + "reason": "Gemma 4 text-only token-type defaults and Gemma4 multi-GPU CUDA OOM are not the same underlying problem." }, { "left": "issue:44869", "right": "issue:46752", "accept": false, - "reason": "Whisper timestamp decoding crash and empty chat-template IndexError are different edge cases." + "reason": "Whisper trailing replacement-character crash and empty-list chat template IndexError are different input-validation bugs." }, { "left": "issue:45229", "right": "issue:45823", "accept": false, - "reason": "Both are Gemma4 inference issues, but one is OOM and the other is a device mismatch; not the same bug." - }, - { - "left": "issue:43994", - "right": "issue:44493", - "accept": false, - "reason": "SigLIP2 incorrect outputs and unexpected position-id keys are unrelated." + "reason": "Gemma4 multi-GPU OOM and PLE device mismatch under device_map=auto are separate inference issues." }, { "left": "issue:45588", "right": "issue:46050", "accept": false, - "reason": "Flash-attention sink-less-model crash is unrelated to sinq serialization/deserialization breakage." + "reason": "flash_attention sinkless-model crash and sinq save/load breakage are unrelated." } ] }, - "evaluator_result": { - "accept": false, - "feedback": "Mostly grounded, but one soft-edge acceptance is too strong for the evidence available. In particular, issue:43334 vs issue:45759 looks related at the Qwen multimodal/config level, but the packet only shows distinct titles ('missing pad_token_id' vs 'does not unwrap text_config') and does not justify treating them as likely the same underlying bug. That makes the summary's 'plausible duplicate subclusters' claim a bit overstated. The other soft-edge rejections look conservative." - }, - "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 }, @@ -8684,7 +8517,7 @@ "component_index": 1, "component_count": 24, "review_unit_index": 28, - "review_unit_count": 61, + "review_unit_count": 60, "status": "reviewed", "reason": null, "source": "llm", @@ -8712,6 +8545,7 @@ "issue:43540", "issue:43550", "issue:43572", + "issue:43575", "issue:43696", "issue:43701", "issue:43844", @@ -8734,7 +8568,6 @@ "issue:45759", "issue:45823", "issue:46121", - "issue:46178", "issue:46192", "issue:46369", "issue:46701", @@ -8769,204 +8602,204 @@ "issue:43550|issue:43844", "issue:45200|issue:45823", "issue:29870|issue:29942", - "issue:45520|issue:46178" + "issue:43450|issue:43575" ], - "prepared_review_unit_hash": "92e174fde8eba83be6fc6d04e23c713543aaea116878e240f3d40d82434d4461", + "prepared_review_unit_hash": "e5e216f7bfe4f148fc17e3665c3426c74c822cfa91e74de0b063f6db79c052be", "component_budget": { "node_count": 502, "item_count": 502, "soft_pair_count": 1845, - "serialized_chars": 957264, - "estimated_input_tokens": 239316, - "estimated_eval_tokens": 478888 + "serialized_chars": 957282, + "estimated_input_tokens": 239321, + "estimated_eval_tokens": 478898 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 28, - "serialized_chars": 36238, - "estimated_input_tokens": 9060, - "estimated_eval_tokens": 18376 + "serialized_chars": 36189, + "estimated_input_tokens": 9048, + "estimated_eval_tokens": 18352 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The soft pairs are mostly false positives: they share broad subsystems like tokenizers, serving, or multimodal models, but not the same concrete bug. No PRs are present.", - "confidence": 0.86, - "canonical_issue_reason": "issue:29159 is the broadest, most reusable tokenizer-behavior report among the candidates and the best umbrella-style issue, even though it does not match the soft pairs as duplicates.", + "summary": "This cluster is highly heterogeneous; the soft edges are mostly superficial keyword matches, not duplicates. No PRs are present. The broad tokenizer inconsistency issue is the best representative issue, but there is no true canonical duplicate target for the whole cluster.", + "confidence": 0.97, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "issue:29159 is the most general and actionable issue to anchor this set; it is well-scoped and likely the most useful canonical representative if these were being grouped loosely by tokenizer behavior.", + "best_issue_reason": "issue:29159 is the broadest and most general tokenizer-related report in the set, so it is the least bad representative issue if one must be chosen.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:29942", "right": "issue:30333", "accept": false, - "reason": "Different bugs: Flash Attention 2 test failures vs MLflow reporting after training failure." + "reason": "FlashAttention 2 test failures and MLflow reporting on failed jobs are unrelated subsystems and failure modes." }, { "left": "issue:42490", "right": "issue:43696", "accept": false, - "reason": "Unrelated: local-path import warning vs CUDA OOM on GPT-oss-20b." + "reason": "A trailing-slash import warning is not the same bug as a CUDA OOM while loading a model." }, { "left": "issue:29159", "right": "issue:32090", "accept": false, - "reason": "Tokenizer slow/fast inconsistency is unrelated to a Trainer NoneType GPU broadcast error." + "reason": "Tokenizer slow/fast inconsistency and a Trainer GPU broadcast NoneType error are different code paths." }, { "left": "issue:28218", "right": "issue:34567", "accept": false, - "reason": "Tokenizer added-space behavior and TrainerState token counting are different code paths and symptoms." + "reason": "Added-token spacing behavior and TrainerState token counting are separate tokenizer behaviors." }, { "left": "issue:44977", "right": "issue:46701", "accept": false, - "reason": "Both involve generation, but different model families and failure modes; not the same bug." + "reason": "Flash-attention generation failure and a DiffusionGemma pipeline issue are different model/pipeline bugs." }, { "left": "issue:45084", "right": "issue:45520", "accept": false, - "reason": "Non-template-node compile error is unrelated to flash_attn import-key errors." + "reason": "Non-template node compilation and a Python 3.13 flash_attn import error are unrelated." }, { "left": "issue:43065", "right": "issue:46369", "accept": false, - "reason": "Same model family, but dummy Conv2d construction and memory overflow are not the same defect." + "reason": "Dummy Conv2d in Sam3PixelDecoder and Sam3 litetext memory overflow are not the same defect." }, { "left": "issue:44554", "right": "issue:45446", "accept": false, - "reason": "Attention correctness on MPS is unrelated to a PyTorch version check bug in flex_attention imports." + "reason": "An MPS attention correctness issue is unrelated to a PyTorch version check bug in flex_attention imports." }, { "left": "issue:15354", "right": "issue:38175", "accept": false, - "reason": "TorchScript GeneratorExp export failure is unrelated to SigLIP2 zero probabilities." + "reason": "TorchScript GeneratorExp support and SigLIP2 zero probabilities are unrelated model/export problems." }, { "left": "issue:44423", "right": "issue:44734", "accept": false, - "reason": "Both are serve crashes, but they hit different paths: multimodal tensor conversion vs KV-cache continuation indexing." + "reason": "Continuous-batching multimodal crash and KV-cache continuation indexing are different serve failures." }, { "left": "issue:41720", "right": "issue:46710", "accept": false, - "reason": "Different models and problems: cudaErrorAssert with auto device mapping vs an accuracy regression after upgrade." + "reason": "A device-mapping cudaErrorAssert and an accuracy regression after upgrade do not describe the same bug." }, { "left": "issue:43493", "right": "issue:43701", "accept": false, - "reason": "SigLIP2 parity discrepancy and resume_from_checkpoint key mismatch are unrelated." + "reason": "SigLIP2 implementation discrepancy and resume-from-checkpoint key mismatch are unrelated." }, { "left": "issue:45406", "right": "issue:46121", "accept": false, - "reason": "Gemma4Processor attribute crash and rope-param JSON list handling are different bugs." + "reason": "Gemma4Processor missing _tokenizer and rope-parameter list typing are different issues." }, { "left": "issue:43404", "right": "issue:46710", "accept": false, - "reason": "Weight tying in Mistral3 is unrelated to DeepSeek accuracy regression." + "reason": "Weight tying in Mistral3ForConditionalGeneration and DeepSeek accuracy regression are separate model issues." }, { "left": "issue:45072", "right": "issue:45198", "accept": false, - "reason": "bfloat16 dtype mismatch tests are unrelated to save_pretrained/tokenization failures." + "reason": "bfloat16 dtype mismatches in CI and Wav2Vec2 save/tokenization failures are not the same bug." }, { "left": "issue:43295", "right": "issue:43450", "accept": false, - "reason": "Processor-tokenizer regression and batched video shape bug are different issues." + "reason": "Processor.tokenizer regression and batched video shape errors involve different preprocessing paths." }, { "left": "issue:45588", "right": "issue:45759", "accept": false, - "reason": "Flash-attention sink handling and Qwen multimodal config unwrapping are separate code paths." + "reason": "Flash-attention sink-less model crash and text_config unwrapping in multimodal configs are unrelated." }, { "left": "issue:37428", "right": "issue:43957", "accept": false, - "reason": "Import name change in flash_attention_utils is unrelated to meta-device model loading failures." + "reason": "Importing a flash-attention helper and meta-device model loading failures are different root causes." }, { "left": "issue:43540", "right": "issue:45200", "accept": false, - "reason": "Video processing ValueError and Gemma4 mm_token_type_ids defaulting are unrelated." + "reason": "Video input processing in Qwen3OmniMoe and Gemma4 text-only mm_token_type_ids defaults are unrelated." }, { "left": "issue:43295", "right": "issue:43873", "accept": false, - "reason": "Processor API regression is unrelated to quantization offloading behavior." + "reason": "Processor.tokenizer regression and quantization offloading behavior are different problems." }, { "left": "issue:44186", "right": "issue:46192", "accept": false, - "reason": "Both mention tokenizers, but NER/padding crashes and ignored return_tensors are distinct bugs." + "reason": "LayoutLMv2Tokenizer crashes on NER/padding and return_tensors being ignored are distinct tokenizer bugs." }, { "left": "issue:45823", "right": "issue:46192", "accept": false, - "reason": "Gemma4 device mismatch is unrelated to return_tensors being ignored." + "reason": "Gemma4 device mismatch during forward and return_tensors handling are unrelated." }, { "left": "issue:43295", "right": "issue:44610", "accept": false, - "reason": "Processor/tokenizer regression and OmDet-Turbo image size mismatch are not the same bug." + "reason": "Processor/tokenizer regression and OmDet-Turbo image-size mismatch are different preprocessing issues." }, { "left": "issue:43572", "right": "issue:46821", "accept": false, - "reason": "Different config/attribute issues in unrelated models." + "reason": "Missing pad_token_idx in StableLmConfig and TimesFM2.5 window_size AttributeError are unrelated config bugs." }, { "left": "issue:43550", "right": "issue:43844", "accept": false, - "reason": "torch.compile SDPA failure and ZeRO-3 gradient growth are unrelated training/runtime bugs." + "reason": "torch.compile with SDPA and ZeRO-3 gradient growth are different training/runtime issues." }, { "left": "issue:45200", "right": "issue:45823", "accept": false, - "reason": "Same model family, but text-only fine-tuning defaults and forward device mismatch are different failures." + "reason": "Defaulting mm_token_type_ids and a device_map forward mismatch are not the same defect." }, { "left": "issue:29870", "right": "issue:29942", "accept": false, - "reason": "Bart generate masking error is unrelated to Flash Attention 2 test failures." + "reason": "BART generate() decoder_attention_mask assignment and FlashAttention 2 CI failures are unrelated." }, { - "left": "issue:45520", - "right": "issue:46178", + "left": "issue:43450", + "right": "issue:43575", "accept": false, - "reason": "flash_attn import error on Python 3.13 and BACKENDS_MAPPING tensorflow_text error are different backend-registration issues." + "reason": "Batched video shape handling and tensor-parallel OOM on Qwen2-57B are different problems." } ] }, @@ -8982,7 +8815,7 @@ "component_index": 1, "component_count": 24, "review_unit_index": 29, - "review_unit_count": 61, + "review_unit_count": 60, "status": "reviewed", "reason": null, "source": "llm", @@ -9006,9 +8839,7 @@ "issue:43493", "issue:43525", "issue:43572", - "issue:43575", "issue:43653", - "issue:43819", "issue:43824", "issue:43856", "issue:43950", @@ -9030,7 +8861,9 @@ "issue:45356", "issue:45381", "issue:45412", + "issue:45520", "issue:45563", + "issue:46178", "issue:46192", "issue:46209", "issue:46285", @@ -9040,7 +8873,7 @@ "issue:46932" ], "soft_pairs": [ - "issue:43450|issue:43575", + "issue:45520|issue:46178", "issue:43572|issue:44987", "issue:44554|issue:45356", "issue:42490|issue:43493", @@ -9055,219 +8888,215 @@ "issue:43278|issue:43856", "issue:28218|issue:35141", "issue:44737|issue:46894", + "issue:42915|issue:43824", "issue:43824|issue:43975", "issue:43950|issue:46285", - "issue:42915|issue:43824", "issue:43452|issue:46512", "issue:43262|issue:43450", "issue:44442|issue:45198", - "issue:45200|issue:46932", - "issue:45200|issue:46899", "issue:43334|issue:43525", + "issue:45200|issue:46899", + "issue:45200|issue:46932", "issue:44792|issue:45563", - "issue:44898|issue:45412", - "issue:43819|issue:44112" + "issue:44898|issue:45412" ], - "prepared_review_unit_hash": "f28cf8134459d443aae546a1083c702edc67f1492e761e368abf5ce4b86a3645", + "prepared_review_unit_hash": "573ae506037934bacbedb37344ab15be52431b2bb60040785228b747b8bbec7e", "component_budget": { "node_count": 502, "item_count": 502, "soft_pair_count": 1845, - "serialized_chars": 957264, - "estimated_input_tokens": 239316, - "estimated_eval_tokens": 478888 + "serialized_chars": 957282, + "estimated_input_tokens": 239321, + "estimated_eval_tokens": 478898 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 27, - "serialized_chars": 36188, - "estimated_input_tokens": 9047, - "estimated_eval_tokens": 18350 + "soft_pair_count": 26, + "serialized_chars": 35931, + "estimated_input_tokens": 8983, + "estimated_eval_tokens": 18222 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The set is mostly heterogeneous; almost all soft edges are false positives. The only plausible duplicate pair is the two missing-`pad_token_id` config-loading regressions.", - "confidence": 0.84, - "canonical_issue_reason": "If a canonical issue must be chosen, issue:43334 is the best anchor because it captures the shared `pad_token_id`-missing regression that issue:43525 appears to duplicate; the rest of the items are unrelated.", + "summary": "This cluster is mostly a grab bag of unrelated Transformers issues across tokenization, model loading, quantization, generation, and multimodal processors. The only strong duplicate-looking pair is the Gemma4 quantized multimodal embedder dtype-casting bug (46899/46932).", + "confidence": 0.93, + "canonical_issue_reason": "issue:46899 is the clearest and broadest statement of the underlying bug: 4-bit quantization breaks audio/vision processing due to an unsafe dtype cast in multimodal embedders.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43334 is the strongest representative of the only real duplicate subcluster (shared `pad_token_id` AttributeError during model loading).", + "best_issue_reason": "issue:46899 best captures the root cause and user impact; it is specific enough to triage but broad enough to subsume the narrower follow-up wording in 46932.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43450", - "right": "issue:43575", + "left": "issue:45520", + "right": "issue:46178", "accept": false, - "reason": "Different problems: batched video shape vs tensor-parallel OOM." + "reason": "Different import/backend failures: flash_attn on Python 3.13 vs missing tensorflow_text in BACKENDS_MAPPING." }, { "left": "issue:43572", "right": "issue:44987", "accept": false, - "reason": "Both are loading failures, but for different models and different root causes." + "reason": "Unrelated model-loading regressions affecting different models and code paths." }, { "left": "issue:44554", "right": "issue:45356", "accept": false, - "reason": "MPS attention correctness bug vs tokenizer regression; unrelated code paths." + "reason": "Different subsystems: MPS attention correctness vs Kimi-K2.5 tokenizer regression." }, { "left": "issue:42490", "right": "issue:43493", "accept": false, - "reason": "Local-path slash warning is unrelated to SigLIP2 implementation discrepancy." + "reason": "Both mention model behavior, but one is a local-path import warning and the other is a SigLIP2 implementation discrepancy." }, { "left": "issue:37428", "right": "issue:43824", "accept": false, - "reason": "Different ImportErrors involving different symbols and code paths." + "reason": "Both are ImportErrors, but they concern different symbols and different model families." }, { "left": "issue:39692", "right": "issue:46192", "accept": false, - "reason": "Documentation-example issues vs `return_tensors` handling; not the same bug." + "reason": "Docs/example problems vs a tokenizer API argument-handling regression are not the same bug." }, { "left": "issue:43232", "right": "issue:44849", "accept": false, - "reason": "Generation kwargs update bug vs Qwen3.5 hidden-states bug; different failures." + "reason": "Different generation/model bugs with no shared concrete code path." }, { "left": "issue:44466", "right": "issue:45127", "accept": false, - "reason": "Both involve tied weights, but one is serialization and the other is LoRA merge collapse." + "reason": "Both touch weights, but one is a serialization inconsistency and the other is LoRA merge collapse after vocab extension." }, { "left": "issue:43295", "right": "issue:43493", "accept": false, - "reason": "Processor/tokenizer regression vs SigLIP2 implementation mismatch." + "reason": "Different failures: custom processor/tokenizer regression vs SigLIP2 implementation mismatch." }, { "left": "issue:44521", "right": "issue:45290", "accept": false, - "reason": "Both touch `apply_chat_template`, but one is zeroed assistant masks and the other is a crash on tool-call messages." + "reason": "Both involve apply_chat_template, but one is wrong assistant mask generation and the other is a crash on tool-call assistant messages." }, { "left": "issue:45381", "right": "issue:46209", "accept": false, - "reason": "Video `vision_position_ids` bug vs FP8 inference failure; unrelated." + "reason": "Unrelated: Qwen2.5-VL video position IDs vs FP8 inference failure on B200." }, { "left": "issue:43653", "right": "issue:44112", "accept": false, - "reason": "Tokenizer special-token registration issue vs GraniteSpeech CI device override test." + "reason": "Different areas entirely: tokenizer special-token registration vs a GraniteSpeech CI test issue." }, { "left": "issue:43278", "right": "issue:43856", "accept": false, - "reason": "dtype drift in evaluation vs MoE training memory usage." + "reason": "Embedding dtype regression vs MoE training memory usage are not the same underlying bug." }, { "left": "issue:28218", "right": "issue:35141", "accept": false, - "reason": "Tokenizer spacing bug vs embedding reinitialization during resize; different bugs." + "reason": "Tokenizer spacing after added tokens is unrelated to embedding reinitialization after resize." }, { "left": "issue:44737", "right": "issue:46894", "accept": false, - "reason": "XLNet CPU tensor allocation issue vs ASR double-shift training-loss bug." + "reason": "CPU device placement bug in XLNet positional encoding is unrelated to CohereASR loss shifting." + }, + { + "left": "issue:42915", + "right": "issue:43824", + "accept": false, + "reason": "Qwen3Moe FP8 config failure and Qwen2.5-VL import failure are separate issues." }, { "left": "issue:43824", "right": "issue:43975", "accept": false, - "reason": "Missing export ImportError vs incorrect detokenization; unrelated." + "reason": "Different bugs: model export/import symbol missing vs tokenizer detokenization regression." }, { "left": "issue:43950", "right": "issue:46285", "accept": false, - "reason": "Non-persistent buffer corruption vs CLIP text-model structure inconsistency." - }, - { - "left": "issue:42915", - "right": "issue:43824", - "accept": false, - "reason": "FP8-config model failure vs missing Qwen2.5-VL import; different code paths." + "reason": "Non-persistent buffer corruption in from_pretrained is not the same as CLIP text model structure changes." }, { "left": "issue:43452", "right": "issue:46512", "accept": false, - "reason": "`gguf_file` loading breakage vs stale `config.dtype` after `from_config`." + "reason": "Different regressions: GGUF loading breaks vs config.dtype not being updated after from_config." }, { "left": "issue:43262", "right": "issue:43450", "accept": false, - "reason": "Audio chat-template sample-rate default vs batched video output shape; different processors." + "reason": "Audio chat-template sampling-rate default and batched video output shape are unrelated." }, { "left": "issue:44442", "right": "issue:45198", "accept": false, - "reason": "Tokenizer auto-loading failure vs Wav2Vec2 save/tokenization failure." + "reason": "Different tokenizer/load-save failures for different speech models." }, { - "left": "issue:45200", - "right": "issue:46932", + "left": "issue:43334", + "right": "issue:43525", "accept": false, - "reason": "Missing multimodal token-type defaults vs quantized embedder dtype casting; not the same bug." + "reason": "Both are missing pad_token_id, but they affect different model configs and likely separate fixes." }, { "left": "issue:45200", "right": "issue:46899", "accept": false, - "reason": "Text-only `mm_token_type_ids` defaulting vs unsafe dtype cast in quantized embedders." + "reason": "Both are Gemma4 multimodal-related, but one is mm_token_type_ids defaulting and the other is quantized embedder dtype casting." }, { - "left": "issue:43334", - "right": "issue:43525", - "accept": true, - "reason": "Both report the same `pad_token_id`-missing AttributeError in model/config loading, likely fixable with one shared fallback or config change." + "left": "issue:45200", + "right": "issue:46932", + "accept": false, + "reason": "Different underlying bug: text-only fine-tuning token-type defaults vs quantized vision/audio embedder casting." }, { "left": "issue:44792", "right": "issue:45563", "accept": false, - "reason": "Janus image-generation test failure vs stale paged-generate warning." + "reason": "A Janus image-generation test failure and a stale paged-generate warning are not duplicates." }, { "left": "issue:44898", "right": "issue:45412", "accept": false, - "reason": "Perceiver interpolation failure vs RT-DETR memory release issue." + "reason": "Perceiver interpolation failure and RT-DETR memory release are unrelated." }, { - "left": "issue:43819", - "right": "issue:44112", - "accept": false, - "reason": "DAC forward/from_latents mismatch vs GraniteSpeech CI device override regression." + "left": "issue:46899", + "right": "issue:46932", + "accept": true, + "reason": "Both describe the same Gemma4 quantized multimodal embedder dtype-casting bug affecting vision/audio processing." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The summary is conservative and grounded in the packet. The false soft-edge verdicts mostly stay at the title/symptom level and do not overclaim shared root causes. The only accepted pair, issue:43334 with issue:43525, is supported by the shared `pad_token_id` AttributeError symptom in the titles, and the rest of the set does look heterogeneous. No mergeability concern here since these are issue pairs, not PR pairs." - }, - "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 }, @@ -9276,7 +9105,7 @@ "component_index": 1, "component_count": 24, "review_unit_index": 30, - "review_unit_count": 61, + "review_unit_count": 60, "status": "reviewed", "reason": null, "source": "llm", @@ -9291,6 +9120,7 @@ "issue:37428", "issue:38175", "issue:41720", + "issue:43278", "issue:43335", "issue:43388", "issue:43425", @@ -9301,6 +9131,7 @@ "issue:43611", "issue:43653", "issue:43819", + "issue:43825", "issue:43827", "issue:43901", "issue:44112", @@ -9313,7 +9144,6 @@ "issue:44743", "issue:44855", "issue:44857", - "issue:44995", "issue:45083", "issue:45200", "issue:45325", @@ -9334,223 +9164,251 @@ ], "soft_pairs": [ "issue:44479|issue:46192", + "issue:43819|issue:44112", "issue:45200|issue:45325", "issue:41720|issue:46209", - "issue:43827|issue:43901", "issue:43335|issue:43550", + "issue:43827|issue:43901", "issue:44561|issue:46234", "issue:43819|issue:45083", "issue:43388|issue:43526", - "issue:45759|issue:46285", - "issue:44857|issue:45593", "issue:44610|issue:44857", - "issue:46424|issue:46858", - "issue:44995|issue:46858", + "issue:44857|issue:45593", + "issue:45759|issue:46285", "issue:43606|issue:45083", "issue:46512|issue:46821", + "issue:46424|issue:46858", "issue:44206|issue:45584", "issue:38175|issue:45412", "issue:43335|issue:43653", "issue:29942|issue:32090", - "issue:43550|issue:44112", "issue:28282|issue:33357", + "issue:43550|issue:44112", "issue:37428|issue:43425", "issue:43611|issue:44466", - "issue:44448|issue:44743", "issue:43335|issue:43504", + "issue:44448|issue:44743", "issue:45520|issue:46170", - "issue:44855|issue:45083" + "issue:44855|issue:45083", + "issue:43278|issue:43825", + "issue:43335|issue:45083", + "issue:43335|issue:45593", + "issue:43335|issue:44112" ], - "prepared_review_unit_hash": "67e3afaa342c1607671de2937cbc2f09d9586924fcc16107824af67e34353c05", + "prepared_review_unit_hash": "2ebe1382a928e5f2c31bdf76782b380bd599ddf7a24188347fbd57a718d46ac3", "component_budget": { "node_count": 502, "item_count": 502, "soft_pair_count": 1845, - "serialized_chars": 957264, - "estimated_input_tokens": 239316, - "estimated_eval_tokens": 478888 + "serialized_chars": 957282, + "estimated_input_tokens": 239321, + "estimated_eval_tokens": 478898 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 27, - "serialized_chars": 35640, - "estimated_input_tokens": 8910, - "estimated_eval_tokens": 18076 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37417, + "estimated_input_tokens": 9355, + "estimated_eval_tokens": 18966 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These are mostly unrelated bug reports across different models, APIs, and environments. I did not find any soft pair that clearly describes the same underlying bug/change, so no duplicates were accepted and no canonical artifact stands out.", + "summary": "Highly heterogeneous cluster with no convincing duplicate core; all soft-pair candidates look like false positives across distinct bugs, models, and compatibility issues.", "confidence": 0.96, - "canonical_issue_reason": null, + "canonical_issue_reason": "No strong canonical issue: the items span unrelated failures in different subsystems, so any single representative would be arbitrary.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "No issue stands out as a reliable duplicate anchor for the cluster; the closest matches are still clearly separate problems.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44479", "right": "issue:46192", "accept": false, - "reason": "Both concern multimodal input handling, but one is a video regression in several Qwen VL models while the other is a return_tensors/text_kwargs precedence bug; different code paths." + "reason": "Different bugs: video-input regression vs text_kwargs/return_tensors handling." + }, + { + "left": "issue:43819", + "right": "issue:44112", + "accept": false, + "reason": "Different code paths: DAC latent mismatch vs GraniteSpeech CI device-override test." }, { "left": "issue:45200", "right": "issue:45325", "accept": false, - "reason": "One is about missing mm_token_type_ids defaults for text-only fine-tuning; the other is a rope/position_ids scaling bug in Qwen2.5-VL. Different behavior and fix surface." + "reason": "Different models and failures: Gemma 4 token IDs vs Qwen2.5-VL rope indexing." }, { "left": "issue:41720", "right": "issue:46209", "accept": false, - "reason": "Both are device/hardware failures, but one is a cudaErrorAssert on A800 with Qwen3 auto device mapping and the other is FP8 inference failure on B200. Not the same bug." + "reason": "Different issues: Qwen3 auto device mapping crash vs FP8 inference on B200." }, { - "left": "issue:43827", - "right": "issue:43901", + "left": "issue:43335", + "right": "issue:43550", "accept": false, - "reason": "Both are docs issues, but they cover different APIs and deprecations: pipeline() removal versus return_all_scores wording." + "reason": "Different subsystems: SwitchTransformers config bug vs Bamba torch.compile/SDPA failure." }, { - "left": "issue:43335", - "right": "issue:43550", + "left": "issue:43827", + "right": "issue:43901", "accept": false, - "reason": "Different model families and failure modes: SwitchTransformers config creates an unwanted sparse layer, while Bamba fails under torch.compile with SDPA." + "reason": "Both docs-related, but they cover different API changes and different pages." }, { "left": "issue:44561", "right": "issue:46234", "accept": false, - "reason": "Both mention missing import_utils helpers, but they are different symbols affecting different models and dependencies." + "reason": "Different missing symbols/helpers with different root causes." }, { "left": "issue:43819", "right": "issue:45083", "accept": false, - "reason": "DAC.from_latents vs qwen3_omni_moe feature-length helper are unrelated model internals and bugs." + "reason": "Different model logic: DAC latent reconstruction vs qwen3_omni_moe length calculation." }, { "left": "issue:43388", "right": "issue:43526", "accept": false, - "reason": "Both involve labels, but one is gather_for_metrics truncating the last batch and the other is BeitImageProcessorFast.reduce_labels returning only one label. Different root causes." - }, - { - "left": "issue:45759", - "right": "issue:46285", - "accept": false, - "reason": "One is an AutoModelForCausalLM config-unwrapping issue for Qwen multimodal configs; the other is a CLIP text model structure inconsistency." - }, - { - "left": "issue:44857", - "right": "issue:45593", - "accept": false, - "reason": "Different detection/training bugs: float16 AMP crash in LwDetrImageLoss versus missing auxiliary losses in D-FINE when denoising is off." + "reason": "Both label-related, but one is metric gathering and the other is image processor label reduction." }, { "left": "issue:44610", "right": "issue:44857", "accept": false, - "reason": "Different models and symptoms: OmDet-Turbo processor output size mismatch versus LwDetrImageLoss AMP crash." + "reason": "Different failures: input sizing bug vs mixed-precision loss crash." }, { - "left": "issue:46424", - "right": "issue:46858", + "left": "issue:44857", + "right": "issue:45593", "accept": false, - "reason": "Both are cache-related, but one is max_cache_length only applying to Quantized Cache while the other is get_seq_length returning a device tensor that breaks slice arithmetic under torch.compile." + "reason": "Different model/loss behavior; no shared underlying bug." }, { - "left": "issue:44995", - "right": "issue:46858", + "left": "issue:45759", + "right": "issue:46285", "accept": false, - "reason": "Both mention cache behavior, but one is a stale indexer cache causing second-forward crashes and the other is a device-tensor seq_length arithmetic bug." + "reason": "Different composite-model structure issues affecting different classes." }, { "left": "issue:43606", "right": "issue:45083", "accept": false, - "reason": "CPU offload device mismatch in bark-small is unrelated to qwen3_omni_moe feature-extraction length behavior." + "reason": "Different problems: CPU offload device mismatch vs feature-length computation." }, { "left": "issue:46512", "right": "issue:46821", "accept": false, - "reason": "Different API regressions: stale config.dtype after from_config(dtype=...) versus AttributeError for TimesFM 2.5 window_size." + "reason": "Different config/attribute bugs with unrelated symptoms." + }, + { + "left": "issue:46424", + "right": "issue:46858", + "accept": false, + "reason": "Both cache-related, but distinct bugs in different cache pathways." }, { "left": "issue:44206", "right": "issue:45584", "accept": false, - "reason": "LasrFeatureExtractor center-arg crash and Whisper empty-transcription failure are distinct preprocessing/generation bugs." + "reason": "Different audio pipeline regressions with different triggers." }, { "left": "issue:38175", "right": "issue:45412", "accept": false, - "reason": "Unrelated symptoms and components: zero probabilities in SigLIP2 versus RT-DETR memory not being released." + "reason": "Unrelated: zero probabilities vs memory not being released." }, { "left": "issue:43335", "right": "issue:43653", "accept": false, - "reason": "Different areas: SwitchTransformers sparse-layer creation versus BigBirdTokenizer special-token registration and decode output." + "reason": "Different components: model config creation vs tokenizer special-token registration." }, { "left": "issue:29942", "right": "issue:32090", "accept": false, - "reason": "Flash Attention 2 test failures and _gpu_broadcast_one NoneType errors are unrelated test/runtime issues." + "reason": "Different failures: Flash Attention test regression vs trainer broadcast TypeError." }, { - "left": "issue:43550", - "right": "issue:44112", + "left": "issue:28282", + "right": "issue:33357", "accept": false, - "reason": "Bamba SDPA/torch.compile failure and GraniteSpeech stale device-override CI failure do not share the same code path." + "reason": "Different environment errors: missing PyTorch vs MacOS bus error in CLIP model." }, { - "left": "issue:28282", - "right": "issue:33357", + "left": "issue:43550", + "right": "issue:44112", "accept": false, - "reason": "ImportError about missing PyTorch and a MacOS bus error in CLIP model loading are different failure modes." + "reason": "Different issues: Bamba compile/SDPA vs GraniteSpeech CI test flakiness." }, { "left": "issue:37428", "right": "issue:43425", "accept": false, - "reason": "Importing a missing flash-attention helper and a Torch 2.10 compatibility report are too broad and not the same bug." + "reason": "Related to Torch compatibility, but not the same concrete breakage." }, { "left": "issue:43611", "right": "issue:44466", "accept": false, - "reason": "base_model_prefix loading breakage and lm_head.weight serialization inconsistency are separate v5 regressions." + "reason": "Different v5 regressions: base_model_prefix loading vs lm_head serialization." }, { - "left": "issue:44448", - "right": "issue:44743", + "left": "issue:43335", + "right": "issue:43504", "accept": false, - "reason": "Pegasus v4/v5 output differences and recurrent state reset in modular_qwen3_5 are unrelated model behavior changes." + "reason": "Different bugs in different model classes." }, { - "left": "issue:43335", - "right": "issue:43504", + "left": "issue:44448", + "right": "issue:44743", "accept": false, - "reason": "Different bugs in different models: sparse layer creation in SwitchTransformers versus legacy field loading in BeitForSemanticSegmentation." + "reason": "Different model behaviors: Pegasus output drift vs Qwen recurrent-state reset." }, { "left": "issue:45520", "right": "issue:46170", "accept": false, - "reason": "Python 3.13 flash_attn import-key issue and Windows ROCm torch.distributed import/type errors are different platform-specific problems." + "reason": "Different dependency/import problems on different platforms." }, { "left": "issue:44855", "right": "issue:45083", "accept": false, - "reason": "DebertaV2Model import parsing on Python 3.13 is unrelated to qwen3_omni_moe feature-length helper behavior." + "reason": "Different failures: Python parsing/JIT issue vs qwen3_omni_moe length logic." + }, + { + "left": "issue:43278", + "right": "issue:43825", + "accept": false, + "reason": "Different issues: dtype mismatch during eval vs misleading pipeline error message." + }, + { + "left": "issue:43335", + "right": "issue:45083", + "accept": false, + "reason": "Different model/config bugs with no shared code-path." + }, + { + "left": "issue:43335", + "right": "issue:45593", + "accept": false, + "reason": "Different model-specific regressions." + }, + { + "left": "issue:43335", + "right": "issue:44112", + "accept": false, + "reason": "Different subsystems; no shared underlying bug." } ] }, @@ -9566,7 +9424,7 @@ "component_index": 1, "component_count": 24, "review_unit_index": 31, - "review_unit_count": 61, + "review_unit_count": 60, "status": "reviewed", "reason": null, "source": "llm", @@ -9577,6 +9435,7 @@ "issue:26413", "issue:28218", "issue:29127", + "issue:29942", "issue:31501", "issue:32090", "issue:33357", @@ -9585,23 +9444,23 @@ "issue:37428", "issue:39692", "issue:42490", - "issue:43278", - "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:44351", + "issue:44360", "issue:44448", "issue:44493", "issue:44514", "issue:44521", + "issue:44561", "issue:44617", "issue:44779", "issue:44857", @@ -9614,7 +9473,6 @@ "issue:45459", "issue:45478", "issue:45588", - "issue:45593", "issue:45823", "issue:45859", "issue:46234", @@ -9624,26 +9482,22 @@ "issue:46697" ], "soft_pairs": [ - "issue:43278|issue:43825", - "issue:43335|issue:45083", - "issue:43335|issue:45593", - "issue:43335|issue:44112", "issue:29127|issue:32090", - "issue:43720|issue:44112", "issue:44514|issue:44521", + "issue:43720|issue:44112", "issue:45290|issue:46326", "issue:45588|issue:45859", - "issue:42490|issue:43854", "issue:37428|issue:44351", + "issue:42490|issue:43854", "issue:34689|issue:35141", "issue:45127|issue:45245", - "issue:39692|issue:43526", "issue:43819|issue:44493", + "issue:39692|issue:43526", "issue:46431|issue:46566", - "issue:26413|issue:31501", "issue:44448|issue:44779", "issue:45310|issue:45478", "issue:43606|issue:44857", + "issue:26413|issue:31501", "issue:28218|issue:32090", "issue:45459|issue:46234", "issue:39692|issue:44493", @@ -9652,219 +9506,216 @@ "issue:44206|issue:45823", "issue:32090|issue:33357", "issue:42490|issue:43575", - "issue:44857|issue:45072" + "issue:44857|issue:45072", + "issue:43550|issue:45083", + "issue:44360|issue:44561", + "issue:29942|issue:35141" ], - "prepared_review_unit_hash": "7d0a761909637c5fe47feea7d6f433b1a00896d3a3888c0f34d3a9dcfa7ec8af", + "prepared_review_unit_hash": "a9e3f60de2fd86bc36bdc6d3de1c6f0d5ffb4af23b31d3bb09e9b673beb31faa", "component_budget": { "node_count": 502, "item_count": 502, "soft_pair_count": 1845, - "serialized_chars": 957264, - "estimated_input_tokens": 239316, - "estimated_eval_tokens": 478888 + "serialized_chars": 957282, + "estimated_input_tokens": 239321, + "estimated_eval_tokens": 478898 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 29, - "serialized_chars": 36496, - "estimated_input_tokens": 9124, - "estimated_eval_tokens": 18504 + "soft_pair_count": 28, + "serialized_chars": 36087, + "estimated_input_tokens": 9022, + "estimated_eval_tokens": 18300 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a set of unrelated bug reports; only one clear duplicate pair stands out. The strongest match is the duplicated Qwen3.5 MoE from_pretrained regression (45310/45478).", - "confidence": 0.93, - "canonical_issue_reason": "issue:45310 is the best canonical issue because it has an exact duplicate partner (issue:45478) with the same title and the same underlying Qwen3.5 MoE from_pretrained failure, and it appears earlier in time.", + "summary": "Mostly unrelated similarity hits; the only clear duplicate is the Qwen3.5 MoE `from_pretrained` regression between issue:45310 and issue:45478.", + "confidence": 0.96, + "canonical_issue_reason": "issue:45310 is the earlier duplicate with the same Qwen3.5 MoE `from_pretrained` error title and regression.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45310 is the most representative issue in the cluster: it captures the clearest duplicate theme with the strongest textual match and enough discussion to serve as the anchor report.", + "best_issue_reason": "issue:45310 is the strongest issue representative because it is the earlier report of the same Qwen3.5 MoE `from_pretrained` failure.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:43278", - "right": "issue:43825", - "accept": false, - "reason": "Different problems: one is a dtype change during train/eval, the other is a pipeline error message about translation support." - }, - { - "left": "issue:43335", - "right": "issue:45083", - "accept": false, - "reason": "Different code paths: SwitchTransformers sparse-layer construction vs qwen3_omni_moe feature-length helper behavior." - }, - { - "left": "issue:43335", - "right": "issue:45593", - "accept": false, - "reason": "Unrelated issues: sparse layer creation in SwitchTransformers vs missing auxiliary losses in D-FINE." - }, - { - "left": "issue:43335", - "right": "issue:44112", - "accept": false, - "reason": "No concrete overlap: SwitchTransformers config bug vs a GraniteSpeech CI device override test failure." - }, { "left": "issue:29127", "right": "issue:32090", "accept": false, - "reason": "Different symptoms and subsystems: LayoutLMv3 error messaging vs a Trainer/_gpu_broadcast_one NoneType type error." + "reason": "Different bugs: LayoutLMv3 box-validation messaging vs Trainer `_gpu_broadcast_one` on `NoneType`." }, { - "left": "issue:43720", - "right": "issue:44112", + "left": "issue:44514", + "right": "issue:44521", "accept": false, - "reason": "Different bugs in different components; no shared failing code path." + "reason": "Both involve chat templates, but one is a batching/padding crash and the other is incorrect multimodal assistant masks." }, { - "left": "issue:44514", - "right": "issue:44521", + "left": "issue:43720", + "right": "issue:44112", "accept": false, - "reason": "Both involve apply_chat_template, but one is a batched padding=False crash and the other is incorrect all-zero assistant masks for multimodal inputs; not the same concrete bug." + "reason": "Different CI failures in different model paths; no shared concrete bug." }, { "left": "issue:45290", "right": "issue:46326", "accept": false, - "reason": "Both touch chat templating, but one is tool-call handling with empty assistant content and the other is continue_final_message behavior for mistral_common tokenizers." + "reason": "Both are chat-template related, but one is tool-call handling and the other is `continue_final_message` on mistral_common tokenizers." }, { "left": "issue:45588", "right": "issue:45859", "accept": false, - "reason": "Different failure modes and code paths: flash_attention sink-less s_aux handling vs Qwen3_5MoeTextRotaryEmbedding CPU-offload compatibility." + "reason": "Related flash-attention/offload area, but they hit different code paths and symptoms." }, { - "left": "issue:42490", - "right": "issue:43854", + "left": "issue:37428", + "right": "issue:44351", "accept": false, - "reason": "Not the same bug: local-path-with-slash import warning vs a unit-test model loading failure for GLM-4.7-Flash." + "reason": "Separate import failures for different missing symbols/modules." }, { - "left": "issue:37428", - "right": "issue:44351", + "left": "issue:42490", + "right": "issue:43854", "accept": false, - "reason": "Both are import errors, but they concern different missing symbols in different modules." + "reason": "One is a local-path import warning; the other is a model-loading regression for a specific GLM model." }, { "left": "issue:34689", "right": "issue:35141", "accept": false, - "reason": "Different regressions: Llama 3.2 Vision model loading vs post_init reinitializing output embeddings after resize when tie_word_embedding is False." + "reason": "Different model-loading/weight-initialization bugs with different triggers." }, { "left": "issue:45127", "right": "issue:45245", "accept": false, - "reason": "Completely different bugs: LoRA/extended-vocab collapse vs category-count overflow." - }, - { - "left": "issue:39692", - "right": "issue:43526", - "accept": false, - "reason": "Different model areas and failures: SigLIP2 docs/model-processor issues vs BEiT image processor label reduction bug." + "reason": "LoRA vocabulary merge collapse is unrelated to the categories-exceed-limit runtime error." }, { "left": "issue:43819", "right": "issue:44493", "accept": false, - "reason": "Different concrete problems: DAC from_latents mismatch vs unexpected position-id key warnings across many models." + "reason": "One is DAC latent/STE mismatch; the other is a position-id key warning across models." }, { - "left": "issue:46431", - "right": "issue:46566", + "left": "issue:39692", + "right": "issue:43526", "accept": false, - "reason": "No shared code path: missing chat template on a processor vs DiffusionGemma staying on meta with device_map='auto'." + "reason": "SigLIP2 docs problems are unrelated to BeitImageProcessorFast label reduction." }, { - "left": "issue:26413", - "right": "issue:31501", + "left": "issue:46431", + "right": "issue:46566", "accept": false, - "reason": "One is a resume_from_checkpoint epoch-iterator failure; the other is a FineWeb training startup issue with different root causes." + "reason": "Different issues: missing chat template vs weights stuck on meta with `device_map=\"auto\"`." }, { "left": "issue:44448", "right": "issue:44779", "accept": false, - "reason": "Both are v5 regressions, but one is Pegasus output drift and the other is Deepseek tokenizer correctness; different artifacts and fixes." + "reason": "Different regressions in different tokenizer/model outputs; not the same bug." }, { "left": "issue:45310", "right": "issue:45478", "accept": true, - "reason": "Exact duplicate reports of the same Qwen3.5 MoE from_pretrained error, with matching title and underlying failure." + "reason": "Same Qwen3.5 MoE `from_pretrained` error, same underlying regression." }, { "left": "issue:43606", "right": "issue:44857", "accept": false, - "reason": "Different models and failures: CPU offload device mismatch in bark-small vs AMP CUDA crash in LwDetrImageLoss." + "reason": "Different device-mismatch vs AMP/CUDA loss crash scenarios." + }, + { + "left": "issue:26413", + "right": "issue:31501", + "accept": false, + "reason": "Checkpoint-resume epoch iterator failure is unrelated to FineWeb training startup issues." }, { "left": "issue:28218", "right": "issue:32090", "accept": false, - "reason": "Tokenizer spacing bug vs Trainer NoneType broadcast error; unrelated." + "reason": "Tokenizer-added-space bug is unrelated to the Trainer `_gpu_broadcast_one` error." }, { "left": "issue:45459", "right": "issue:46234", "accept": false, - "reason": "Different issues: tokenizer error masking when protobuf is missing vs a missing availability helper in import_utils." + "reason": "Tokenizer protobuf error masking is unrelated to a missing import utility helper." }, { "left": "issue:39692", "right": "issue:44493", "accept": false, - "reason": "Different subjects: SigLIP2 documentation/model setup issues vs unexpected position-id keys across many models." + "reason": "Documentation/example errors are unrelated to generic position-id warning reports." }, { "left": "issue:43701", "right": "issue:45083", "accept": false, - "reason": "Both are bug reports, but one is resume_from_checkpoint key mismatch and the other is a qwen3_omni_moe feature-length helper issue." + "reason": "Checkpoint key mismatch is unrelated to qwen3_omni_moe feature-length helper behavior." }, { "left": "issue:44617", "right": "issue:46697", "accept": false, - "reason": "Different performance/correctness problems: CUDA OOM in Sam3Video vs over-padding in Swin2SR image preprocessing." + "reason": "Sam3Video OOM and Swin2SR over-padding are different resource/shape issues." }, { "left": "issue:44206", "right": "issue:45823", "accept": false, - "reason": "Different issues in different models/components: unsupported center arg in LasrFeatureExtractor vs Gemma4 PLE device mismatch." + "reason": "LaserFeatureExtractor center-arg regression is unrelated to Gemma4 PLE device mismatch." }, { "left": "issue:32090", "right": "issue:33357", "accept": false, - "reason": "Different failure modes and platforms: NoneType broadcast type error vs MacOS bus error with a CLIP model." + "reason": "Trainer broadcast of `NoneType` is unrelated to MacOS bus errors in CLIP loading." }, { "left": "issue:42490", "right": "issue:43575", "accept": false, - "reason": "Different bugs: path-ending-with-slash import warning vs tensor-parallel load OOM." + "reason": "Path-trailing-slash warning is unrelated to Qwen2-57B-A14B-Instruct tensor-parallel OOM." }, { "left": "issue:44857", "right": "issue:45072", "accept": false, - "reason": "Both are dtype-related, but they affect different models and code paths; not the same concrete bug." + "reason": "AMP CUDA loss crash and bfloat16 dtype mismatches are different failures." + }, + { + "left": "issue:43550", + "right": "issue:45083", + "accept": false, + "reason": "torch.compile SDPA failure is unrelated to the qwen3_omni_moe helper function bug." + }, + { + "left": "issue:44360", + "right": "issue:44561", + "accept": false, + "reason": "DSA ReLU discussion is unrelated to removal of `is_torch_fx_available` breaking remote-code models." + }, + { + "left": "issue:29942", + "right": "issue:35141", + "accept": false, + "reason": "Flash Attention 2 test failures are unrelated to embedding reinitialization after resizing tokens." } ] }, "evaluator_result": { - "accept": true, - "feedback": "The summary is well grounded in the packet. The only accepted duplicate pair, issue:45310/issue:45478, is strongly supported by the identical title and high textual similarity, and the other soft-edge rejections are phrased conservatively without overclaiming cross-issue sameness. The canonical choice is also reasonable given the earlier timestamp." + "accept": false, + "feedback": "The cluster call is mostly conservative, and the single accepted duplicate pair is plausible. However, the canonical-issue rationale overstates the packet: `issue:45310` is clearly earlier, but the packet does not support calling it the \u201cfuller\u201d report or saying it has \u201cricher discussion context\u201d (its body is only slightly longer, while `issue:45478` has more discussion activity). Please tone that down to an evidence-grounded statement like \u201cearlier duplicate with the same title.\u201d" }, "evaluator_used": true, - "retried": false, + "retried": true, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -9874,7 +9725,7 @@ "component_index": 1, "component_count": 24, "review_unit_index": 32, - "review_unit_count": 61, + "review_unit_count": 60, "status": "reviewed", "reason": null, "source": "llm", @@ -9886,14 +9737,16 @@ "issue:15354", "issue:25251", "issue:27957", + "issue:29127", "issue:29870", - "issue:29942", "issue:32090", "issue:33290", + "issue:33357", + "issue:34567", "issue:34689", - "issue:35141", "issue:37428", "issue:38175", + "issue:39692", "issue:40444", "issue:42175", "issue:42490", @@ -9901,11 +9754,9 @@ "issue:43329", "issue:43381", "issue:43526", - "issue:43550", "issue:43873", "issue:43927", "issue:43976", - "issue:44360", "issue:44448", "issue:44466", "issue:44493", @@ -9916,7 +9767,6 @@ "issue:44857", "issue:44871", "issue:44977", - "issue:45083", "issue:45229", "issue:45290", "issue:45381", @@ -9924,6 +9774,7 @@ "issue:45491", "issue:45588", "issue:45698", + "issue:45823", "issue:45920", "issue:46192", "issue:46399", @@ -9932,9 +9783,6 @@ "issue:46858" ], "soft_pairs": [ - "issue:43550|issue:45083", - "issue:44360|issue:44561", - "issue:29942|issue:35141", "issue:27957|issue:34689", "issue:38175|issue:44493", "issue:43278|issue:43329", @@ -9942,235 +9790,238 @@ "issue:45920|issue:46192", "issue:44448|issue:44977", "issue:45290|issue:45381", - "issue:44977|issue:45229", "issue:10000|issue:15354", - "issue:43927|issue:45698", "issue:44855|issue:46399", + "issue:43927|issue:45698", + "issue:44977|issue:45229", "issue:40444|issue:43526", "issue:43278|issue:43381", "issue:29870|issue:33290", "issue:45290|issue:46655", "issue:44857|issue:45588", - "issue:32090|issue:33290", "issue:37428|issue:42175", - "issue:44561|issue:44779", + "issue:32090|issue:33290", "issue:46421|issue:46858", + "issue:44561|issue:44779", "issue:43873|issue:45229", - "issue:44448|issue:44466", "issue:42490|issue:43873", + "issue:44448|issue:44466", "issue:43976|issue:45440", "issue:25251|issue:32090", "issue:44568|issue:45491", - "issue:44871|issue:44977" + "issue:44871|issue:44977", + "issue:29127|issue:34567", + "issue:45588|issue:45823", + "issue:33357|issue:39692" ], - "prepared_review_unit_hash": "79d984eb16b4a0dc11abbe077f7455b3e2bbb8f8d46a9ef31e9a6a9232395914", + "prepared_review_unit_hash": "ebb759ba4cd92030116528bcaefde5546a01474e36c0a9d84da56d16dc0c772a", "component_budget": { "node_count": 502, "item_count": 502, "soft_pair_count": 1845, - "serialized_chars": 957264, - "estimated_input_tokens": 239316, - "estimated_eval_tokens": 478888 + "serialized_chars": 957282, + "estimated_input_tokens": 239321, + "estimated_eval_tokens": 478898 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 37064, - "estimated_input_tokens": 9266, - "estimated_eval_tokens": 18788 + "serialized_chars": 37129, + "estimated_input_tokens": 9283, + "estimated_eval_tokens": 18822 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These are mostly unrelated bug reports across different subsystems and models. I did not find any soft pair that clearly describes the same underlying bug/change, so no duplicate edges are accepted. The broad tokenizer regression in issue 45920 is the best representative issue in this set.", - "confidence": 0.78, - "canonical_issue_reason": "issue:45920 is the broadest and most central issue here: it describes a multi-model tokenizer regression in v5, matches several downstream symptoms, and has the strongest cluster-wide relevance.", - "canonical_pr_reason": null, - "best_issue_reason": "issue:45920 is the best issue candidate because it captures a wider user-facing regression rather than a model-specific or narrow edge case.", - "best_pr_reason": null, + "summary": "This cluster is not a duplicate set; the items are a grab-bag of unrelated bugs/regressions across tokenization, generation, cache handling, multimodal processing, training, and loading. The soft pairs share only broad wording, not the same underlying code-path failure.", + "confidence": 0.98, + "canonical_issue_reason": "None of the issues cleanly represents a shared underlying defect; the cluster is heterogeneous and the pairwise similarities are superficial.", + "canonical_pr_reason": "No pull requests are present in this cluster.", + "best_issue_reason": "No issue is suitable as a canonical representative because the items span many independent bug classes and subsystems.", + "best_pr_reason": "No PRs are present, so there is no canonical PR candidate.", "soft_edge_verdicts": [ - { - "left": "issue:43550", - "right": "issue:45083", - "accept": false, - "reason": "Different failures: torch.compile/SDPA crash vs a qwen3_omni_moe feature-length helper bug." - }, - { - "left": "issue:44360", - "right": "issue:44561", - "accept": false, - "reason": "Unrelated code paths: DSA indexer/ReLU discussion vs removal of is_torch_fx_available breaking trust_remote_code." - }, - { - "left": "issue:29942", - "right": "issue:35141", - "accept": false, - "reason": "Flash Attention 2 test failures are not the same as output-embedding reinitialization during resize/post_init." - }, { "left": "issue:27957", "right": "issue:34689", "accept": false, - "reason": "One is XLMRoberta Flash Attention 2 support; the other is a Llama 3.2 vision model loading regression." + "reason": "Different problems: FlashAttention/model-loading regression for XLM-R vs a ViT export/loading issue." }, { "left": "issue:38175", "right": "issue:44493", "accept": false, - "reason": "Unexpected zero probabilities and unexpected position-id keys are different symptoms with no clear shared bug." + "reason": "SigLIP2 zero probabilities is unrelated to position-id key warnings during model loading." }, { "left": "issue:43278", "right": "issue:43329", "accept": false, - "reason": "BF16-to-FP32 eval dtype drift is unrelated to undefined variables in the multimodal video token counter." + "reason": "Training/eval dtype drift is unrelated to the multimodal token-counting video-branch undefined-variable bug." }, { "left": "issue:29870", "right": "issue:32090", "accept": false, - "reason": "Generate-time decoder_attention_mask bug and Trainer GPU broadcast NoneType error are separate code paths." + "reason": "BART generate() decoder_attention_mask bug is unrelated to the Trainer _gpu_broadcast_one NoneType failure." }, { "left": "issue:45920", "right": "issue:46192", "accept": false, - "reason": "Tokenizer ID regression across models is not the same as return_tensors being ignored when text_kwargs is passed." + "reason": "Both involve tokenizers, but one is wrong token IDs while the other silently ignores return_tensors; different defects." }, { "left": "issue:44448", "right": "issue:44977", "accept": false, - "reason": "Pegasus v4/v5 output mismatch and Qwen3.5 flash-attention generation failure are different model-specific regressions." + "reason": "Pegasus v4/v5 output mismatch and Qwen flash-attention generation failure are unrelated code paths." }, { "left": "issue:45290", "right": "issue:45381", "accept": false, - "reason": "Chat template crash on tool-call assistant messages is unrelated to video vision_position_ids being wrong." + "reason": "Chat-template tool-call crash is unrelated to Qwen2.5-VL video vision_position_ids logic." }, { - "left": "issue:44977", - "right": "issue:45229", + "left": "issue:10000", + "right": "issue:15354", "accept": false, - "reason": "Flash-attention generation bug and multi-GPU CUDA OOM are different problems." + "reason": "German DistilBert issue and GeneratorExp/TorchScript export issue are unrelated." }, { - "left": "issue:10000", - "right": "issue:15354", + "left": "issue:44855", + "right": "issue:46399", "accept": false, - "reason": "Different model/export failures: DistilBert issue vs torch.jit.script generator-expression export limitation." + "reason": "Different causes: DebertaV2 Python 3.13 import/parsing problem vs Qwen3.5 rotary-pos-emb registration error." }, { "left": "issue:43927", "right": "issue:45698", "accept": false, - "reason": "Both involve save/load, but one loses custom token IDs in config while the other loads the wrong custom module." + "reason": "Config token-ID loss after save/load is not the same as loading the wrong custom module from from_pretrained()." }, { - "left": "issue:44855", - "right": "issue:46399", + "left": "issue:44977", + "right": "issue:45229", "accept": false, - "reason": "Python 3.13 IndentationError in DebertaV2Model is unrelated to a missing decorator in Qwen3.5 kernel registration." + "reason": "Flash-attention generation failure and multi-GPU CUDA OOM are unrelated." }, { "left": "issue:40444", "right": "issue:43526", "accept": false, - "reason": "Multi-image iterable finetuning failure and BeitImageProcessorFast reduce_labels bug are unrelated." + "reason": "Qwen2.5-VL iterable-dataset multi-image finetuning and BeitImageProcessorFast label reduction are different bugs." }, { "left": "issue:43278", "right": "issue:43381", "accept": false, - "reason": "Eval dtype change and gradient-checkpointing-in-eval limitation are distinct issues." + "reason": "Eval-mode dtype change and gradient-checkpointing-in-eval are separate behaviors with different failure modes." }, { "left": "issue:29870", "right": "issue:33290", "accept": false, - "reason": "Generate() decoder attention mask bug is unrelated to DeepSpeed Adafactor OOM." + "reason": "Generate-time unbound variable bug is unrelated to Adafactor+DeepSpeed OOM." }, { "left": "issue:45290", "right": "issue:46655", "accept": false, - "reason": "Chat-template tool-call crash and video padding miscalculation are different features and failures." + "reason": "Chat template tool-call crash is unrelated to SmolVLM video padding calculation." }, { "left": "issue:44857", "right": "issue:45588", "accept": false, - "reason": "AMP/CUDA crash in LwDetrImageLoss is unrelated to flash_attention.py failing on s_aux=None." - }, - { - "left": "issue:32090", - "right": "issue:33290", - "accept": false, - "reason": "Trainer NoneType broadcast error and DeepSpeed optimizer OOM are different problems." + "reason": "AMP float16 loss crash and flash_attention s_aux=None crash are different runtime paths." }, { "left": "issue:37428", "right": "issue:42175", "accept": false, - "reason": "Missing flash_attention_utils import and TensorFlow not included in the torch extra are unrelated." + "reason": "Flash-attention import symbol removal and missing TensorFlow in torch install extra are unrelated packaging issues." }, { - "left": "issue:44561", - "right": "issue:44779", + "left": "issue:32090", + "right": "issue:33290", "accept": false, - "reason": "Trust_remote_code breakage from removed helper is not the same as DeepSeek tokenizer regression." + "reason": "Trainer broadcast NoneType and Adafactor/deepspeed OOM are different training failures." }, { "left": "issue:46421", "right": "issue:46858", "accept": false, - "reason": "Lazy cache initialization causing recompilation is different from get_seq_length returning a device tensor in static cache arithmetic." + "reason": "Both touch cache/prefill, but lazy cache init recompilation and device-tensor seq_length arithmetic are distinct bugs." + }, + { + "left": "issue:44561", + "right": "issue:44779", + "accept": false, + "reason": "trust_remote_code breakage from removing is_torch_fx_available is unrelated to DeepSeek tokenizer regression." }, { "left": "issue:43873", "right": "issue:45229", "accept": false, - "reason": "Quantization offloading behavior and Gemma4 multi-GPU OOM are not the same bug." + "reason": "Quantization/offloading behavior and Gemma4 multi-GPU OOM are not the same defect." }, { - "left": "issue:43976", - "right": "issue:45440", + "left": "issue:42490", + "right": "issue:43873", "accept": false, - "reason": "Python-version compatibility regression is unrelated to DeepSeekV3MoE diverging from the remote implementation." + "reason": "Import warning for trailing-slash local paths is unrelated to quantization offloading." }, { "left": "issue:44448", "right": "issue:44466", "accept": false, - "reason": "Model output differences and lm_head.weight serialization inconsistency are separate issues." + "reason": "Both are v5 regressions, but one is generation output drift and the other is lm_head serialization; different code paths." }, { - "left": "issue:42490", - "right": "issue:43873", + "left": "issue:43976", + "right": "issue:45440", "accept": false, - "reason": "Local-path import warning has no relation to quantization offloading behavior." + "reason": "Python-version compatibility break and DeepSeekV3 implementation divergence are unrelated." }, { "left": "issue:25251", "right": "issue:32090", "accept": false, - "reason": "top_k nesting in pipeline output is unrelated to the Trainer GPU broadcast NoneType error." + "reason": "Pipeline top_k output shape change is unrelated to Trainer GPU broadcast NoneType." }, { "left": "issue:44568", "right": "issue:45491", "accept": false, - "reason": "Tokenizer BOS/EOS omission and Gemma3 NaN embeddings are different bugs." + "reason": "Tokenizer BOS/EOS behavior and Gemma3 NaN embeddings from sliding-window attention are different bugs." }, { - "left": "issue:43329", - "right": "issue:45381", + "left": "issue:44871", + "right": "issue:44977", + "accept": false, + "reason": "Gemma eos_token_id mismatch is unrelated to Qwen flash-attention generation failure." + }, + { + "left": "issue:29127", + "right": "issue:34567", + "accept": false, + "reason": "LayoutLMv3 box-validation error messaging and Trainer num_input_tokens_seen not updating are unrelated." + }, + { + "left": "issue:45588", + "right": "issue:45823", "accept": false, - "reason": "Undefined video helper variables and incorrect vision_position_ids are related to video processing broadly, but not clearly the same underlying bug." + "reason": "Flash-attention sinkless-model crash and Gemma4 PLE device mismatch are different code-path failures." + }, + { + "left": "issue:33357", + "right": "issue:39692", + "accept": false, + "reason": "CLIP MacOS bus error and SigLIP2 documentation example errors are unrelated." } ] }, @@ -10186,7 +10037,7 @@ "component_index": 1, "component_count": 24, "review_unit_index": 33, - "review_unit_count": 61, + "review_unit_count": 60, "status": "reviewed", "reason": null, "source": "llm", @@ -10199,18 +10050,18 @@ "issue:29942", "issue:30064", "issue:33357", - "issue:34567", "issue:34689", "issue:35141", - "issue:39692", "issue:41720", "issue:42490", "issue:42915", "issue:42994", "issue:43065", + "issue:43066", "issue:43278", "issue:43381", "issue:43412", + "issue:43421", "issue:43575", "issue:43611", "issue:43653", @@ -10222,6 +10073,7 @@ "issue:44265", "issue:44361", "issue:44442", + "issue:44462", "issue:44479", "issue:44743", "issue:44977", @@ -10239,16 +10091,12 @@ "issue:45593", "issue:45712", "issue:45803", - "issue:45823", "issue:46121", "issue:46693" ], "soft_pairs": [ - "issue:29127|issue:34567", - "issue:45588|issue:45823", - "issue:41720|issue:45229", "issue:43381|issue:43701", - "issue:33357|issue:39692", + "issue:41720|issue:45229", "issue:43278|issue:43575", "issue:44977|issue:45563", "issue:45198|issue:45803", @@ -10257,253 +10105,249 @@ "issue:43611|issue:46121", "issue:43653|issue:44743", "issue:29870|issue:34689", - "issue:45372|issue:45588", "issue:43756|issue:45440", + "issue:45372|issue:45588", "issue:42915|issue:42994", - "issue:44206|issue:44479", "issue:29942|issue:30064", + "issue:44206|issue:44479", "issue:43653|issue:44442", - "issue:45459|issue:45712", "issue:44265|issue:45198", + "issue:45459|issue:45712", "issue:45491|issue:46693", - "issue:45372|issue:45406", "issue:43065|issue:43994", "issue:43412|issue:45588", + "issue:45372|issue:45406", "issue:29127|issue:33357", - "issue:45245|issue:45563", "issue:43065|issue:45412", + "issue:45245|issue:45563", "issue:43575|issue:43701", "issue:45440|issue:45593", "issue:42490|issue:43381", + "issue:29127|issue:35141", "issue:45372|issue:45459", - "issue:29127|issue:35141" + "issue:43066|issue:44462", + "issue:43421|issue:45491" ], - "prepared_review_unit_hash": "7fc93973aaaf53341920a088109cfffa4106e9fd65a3bb3fb66e8e0dcc10a8fb", + "prepared_review_unit_hash": "f110dc5389e1e3a8eeb40fabbb96281f83877a56443c4422c6f2d6381343e9bc", "component_budget": { "node_count": 502, "item_count": 502, "soft_pair_count": 1845, - "serialized_chars": 957264, - "estimated_input_tokens": 239316, - "estimated_eval_tokens": 478888 + "serialized_chars": 957282, + "estimated_input_tokens": 239321, + "estimated_eval_tokens": 478898 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 33, - "serialized_chars": 37674, - "estimated_input_tokens": 9419, - "estimated_eval_tokens": 19094 + "soft_pair_count": 32, + "serialized_chars": 37354, + "estimated_input_tokens": 9339, + "estimated_eval_tokens": 18934 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is highly heterogeneous: most items are unrelated product/model-specific bugs, and none of the soft pairs look like true duplicates or the same fixable change. No soft edges should be merged.", - "confidence": 0.59, - "canonical_issue_reason": "If a single anchor is required, 46693 is the broadest and most current regression issue in the set (FA2/long-context generation), and it is the only item with any meaningful thematic proximity to another candidate. The cluster overall is not a true duplicate cluster, though.", + "summary": "No soft pair looks like the same underlying bug/change; the overlaps are mostly broad subsystem or model-family similarity rather than a shared code-path failure. I would keep the issues separate.", + "confidence": 0.95, + "canonical_issue_reason": "issue:45491 is the most concrete, reproducible bug report in the set: it names the model, the GPU/attention conditions, and the observed NaN embedding failure clearly.", "canonical_pr_reason": null, - "best_issue_reason": "46693 is the least-specific, most central issue among otherwise unrelated reports, so it is the best representative anchor for triage. It still should not be treated as a duplicate of the others.", + "best_issue_reason": "issue:45491 is the strongest standalone issue to anchor triage because it has a precise symptom, environment trigger, and likely actionable reproduction path.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:29127", - "right": "issue:34567", - "accept": false, - "reason": "Different models and failures: LayoutLMv3 error-message clarity vs TrainerState token-count update bug." - }, - { - "left": "issue:45588", - "right": "issue:45823", - "accept": false, - "reason": "Different code paths: flash attention None handling vs Gemma4 PLE device placement mismatch." - }, - { - "left": "issue:41720", - "right": "issue:45229", - "accept": false, - "reason": "Both are OOM/compute failures, but on different models and causes; not the same bug." - }, { "left": "issue:43381", "right": "issue:43701", "accept": false, - "reason": "Unrelated failures: eval-mode gradient checkpointing restriction vs checkpoint key mismatch." + "reason": "Different bugs: eval-mode gradient checkpointing limitation vs checkpoint resume key mismatch." }, { - "left": "issue:33357", - "right": "issue:39692", + "left": "issue:41720", + "right": "issue:45229", "accept": false, - "reason": "MacOS bus error on a community CLIP model vs SigLIP2 documentation/model-processor mismatch." + "reason": "Different failure modes and models: cuda assert on Qwen3 auto device mapping vs CUDA OOM on Gemma4 multi-GPU inference." }, { "left": "issue:43278", "right": "issue:43575", "accept": false, - "reason": "Different issues: dtype regression in eval vs tensor-parallel load OOM." + "reason": "Unrelated issues: dtype drift during evaluate vs tensor-parallel load OOM." }, { "left": "issue:44977", "right": "issue:45563", "accept": false, - "reason": "Flash-attention generation bug vs a stale warning for num_return_sequences; not the same defect." + "reason": "Both touch generation, but one is a flash-attention correctness regression and the other is only a stale warning about num_return_sequences." }, { "left": "issue:45198", "right": "issue:45803", "accept": false, - "reason": "Wav2Vec2 save/tokenization failure vs a bare-except bug in Fuyu tensor conversion." + "reason": "Tokenizer/save failures in Wav2Vec2 are not the same bug as Fuyu's broad bare-except error swallowing." }, { "left": "issue:44186", "right": "issue:45198", "accept": false, - "reason": "Different tokenizer/model families and different failure modes." + "reason": "Different tokenizer/model paths: LayoutLMv2 NER padding crash vs Wav2Vec2 save_pretrained/tokenization failure." }, { "left": "issue:44361", "right": "issue:45198", "accept": false, - "reason": "MLuke tokenizer AttributeError is unrelated to Wav2Vec2 save/tokenization failure." + "reason": "Different model-specific tokenizer bug versus Wav2Vec2 serialization/tokenization failure." }, { "left": "issue:43611", "right": "issue:46121", "accept": false, - "reason": "Base-model-prefix loading regression vs rope-param validation TypeError; distinct code paths." + "reason": "Distinct code paths: base_model_prefix loading regression vs rope-validation list handling TypeError." }, { "left": "issue:43653", "right": "issue:44743", "accept": false, - "reason": "BigBird tokenizer special-token registration bug vs Qwen recurrent-state reset bug." + "reason": "BigBirdTokenizer special-token registration bug is unrelated to Qwen3.5 recurrent-state reset in cache handling." }, { "left": "issue:29870", "right": "issue:34689", "accept": false, - "reason": "Bart generate decoder mask bug vs Llama vision model loading break; no shared underlying fix." - }, - { - "left": "issue:45372", - "right": "issue:45588", - "accept": false, - "reason": "Gemma4 processor import failure vs flash_attention sink-less crash; different layers." + "reason": "Bart generate() unbound local error and Llama 3.2 Vision model loading breakage are different problems." }, { "left": "issue:43756", "right": "issue:45440", "accept": false, - "reason": "Smollm3 RoPE-layer mismatch vs DeepSeekV3MoE implementation divergence; not the same issue." + "reason": "Both concern model implementation fidelity, but they target different architectures and different defects." }, { - "left": "issue:42915", - "right": "issue:42994", + "left": "issue:45372", + "right": "issue:45588", "accept": false, - "reason": "FineGrainedFP8 model-load failure vs quantized model saving failure." + "reason": "Gemma4 processor import dependency breakage is unrelated to flash_attention.py crashing on sink-less models." }, { - "left": "issue:44206", - "right": "issue:44479", + "left": "issue:42915", + "right": "issue:42994", "accept": false, - "reason": "Unsupported feature-extractor arg vs video-input regression; different subsystems." + "reason": "Different quantization topics: FP8 config failure versus quantized model saving failure." }, { "left": "issue:29942", "right": "issue:30064", "accept": false, - "reason": "Flash Attention 2 test failures vs image processor void-segmentation handling." + "reason": "Flash Attention 2 test failures and void segmentation-map processing are unrelated bugs." }, { - "left": "issue:43653", - "right": "issue:44442", + "left": "issue:44206", + "right": "issue:44479", "accept": false, - "reason": "BigBird mask-token issue is unrelated to FastSpeech2ConformerTokenizer loading." + "reason": "Feature extractor center-arg regression and video-input regression affect different components and code paths." }, { - "left": "issue:45459", - "right": "issue:45712", + "left": "issue:43653", + "right": "issue:44442", "accept": false, - "reason": "Exception handling for protobuf decode errors vs leftover dummy class cleanup; different fixes." + "reason": "BigBirdTokenizer decode/special-token issue is unrelated to AutoTokenizer loading FastSpeech2ConformerTokenizer." }, { "left": "issue:44265", "right": "issue:45198", "accept": false, - "reason": "torch.export exportability issue vs Wav2Vec2 save/tokenization failure; not the same code path." + "reason": "torch.export with torch_compilable_check is a different failure mode than Wav2Vec2 tokenization/save_pretrained errors." }, { - "left": "issue:45491", - "right": "issue:46693", + "left": "issue:45459", + "right": "issue:45712", "accept": false, - "reason": "Both involve FA2/long-context generation, but one is NaN correctness and the other is a performance regression; not the same bug." + "reason": "Hidden tokenizer errors from protobuf handling are unrelated to leftover dummy class cleanup." }, { - "left": "issue:45372", - "right": "issue:45406", + "left": "issue:45491", + "right": "issue:46693", "accept": false, - "reason": "Processor import error vs transformers serve missing _tokenizer attribute; unrelated failures." + "reason": "Same general attention area, but one is NaN correctness failure while the other is a performance regression; not the same bug." }, { "left": "issue:43065", "right": "issue:43994", "accept": false, - "reason": "Dummy Conv2d cleanup vs SigLIP2 nonsensical outputs; no shared underlying defect." + "reason": "A dummy Conv2d placeholder in Sam3PixelDecoder is unrelated to SigLIP2 nonsensical outputs." }, { "left": "issue:43412", "right": "issue:45588", "accept": false, - "reason": "Executorch export guard/support issue vs flash_attention attribute crash; unrelated." + "reason": "ExecuTorch export/training-guard issues are unrelated to sink-less flash-attention crash." }, { - "left": "issue:29127", - "right": "issue:33357", + "left": "issue:45372", + "right": "issue:45406", "accept": false, - "reason": "LayoutLMv3 error-message clarity and CLIP bus error are unrelated." + "reason": "Both involve Gemma4, but one is a dependency import error during processor loading and the other is a missing _tokenizer attribute in serve." }, { - "left": "issue:45245", - "right": "issue:45563", + "left": "issue:29127", + "right": "issue:33357", "accept": false, - "reason": "Category-count runtime limit vs paged generate warning; different concerns." + "reason": "LayoutLMv3 box-validation messaging and a MacOS CLIP bus error are unrelated." }, { "left": "issue:43065", "right": "issue:45412", "accept": false, - "reason": "Dummy class cleanup vs RT-DETR memory release bug; distinct issues." + "reason": "Sam3PixelDecoder dummy layer cleanup is unrelated to RT-DETR memory not being released." + }, + { + "left": "issue:45245", + "right": "issue:45563", + "accept": false, + "reason": "Category-count runtime limit and paged-generate warning are unrelated." }, { "left": "issue:43575", "right": "issue:43701", "accept": false, - "reason": "Tensor-parallel OOM vs resume_from_checkpoint key mismatch; not the same change." + "reason": "Tensor-parallel OOM and resume_from_checkpoint key mismatch are different problems." }, { "left": "issue:45440", "right": "issue:45593", "accept": false, - "reason": "DeepSeek implementation divergence vs D-FINE auxiliary-loss behavior; unrelated." + "reason": "DeepSeekV3MoE implementation divergence and D-FINE auxiliary-loss behavior do not share a code path." }, { "left": "issue:42490", "right": "issue:43381", "accept": false, - "reason": "Path-trailing-slash import warning vs gradient checkpointing eval-mode restriction." + "reason": "Local-path import warning and eval-mode gradient checkpointing limitation are unrelated." + }, + { + "left": "issue:29127", + "right": "issue:35141", + "accept": false, + "reason": "LayoutLMv3 box error messaging and embedding reinitialization after resize are different issues." }, { "left": "issue:45372", "right": "issue:45459", "accept": false, - "reason": "Gemma4 import failure and protobuf error masking are separate tokenizer/processor problems." + "reason": "Gemma4 processor import failure and protobuf-related tokenizer error masking are unrelated." }, { - "left": "issue:29127", - "right": "issue:35141", + "left": "issue:43066", + "right": "issue:44462", + "accept": false, + "reason": "Wrong tokenizer decoder type in v5 and ignoring tokenizer.json are both tokenizer-loading topics but not the same bug." + }, + { + "left": "issue:43421", + "right": "issue:45491", "accept": false, - "reason": "LayoutLMv3 error messaging vs embedding reinitialization after resize; different functionality." + "reason": "Runtime post-processor update feature request is unrelated to Gemma3 NaN embeddings on GPU." } ] }, @@ -10519,7 +10363,7 @@ "component_index": 1, "component_count": 24, "review_unit_index": 34, - "review_unit_count": 61, + "review_unit_count": 60, "status": "reviewed", "reason": null, "source": "llm", @@ -10532,11 +10376,11 @@ "issue:33290", "issue:34689", "issue:35141", + "issue:42490", "issue:42915", - "issue:43066", + "issue:43262", "issue:43334", "issue:43381", - "issue:43421", "issue:43526", "issue:43531", "issue:43575", @@ -10548,10 +10392,10 @@ "issue:43994", "issue:44077", "issue:44186", + "issue:44206", "issue:44279", "issue:44387", "issue:44442", - "issue:44462", "issue:44464", "issue:44514", "issue:44743", @@ -10562,33 +10406,33 @@ "issue:45245", "issue:45250", "issue:45381", + "issue:45406", "issue:45412", - "issue:45491", "issue:45584", "issue:45588", - "issue:45600", "issue:45834", "issue:45859", "issue:46121", "issue:46369", "issue:46399", "issue:46640", - "issue:46693" + "issue:46693", + "issue:46701", + "issue:46821" ], "soft_pairs": [ - "issue:43066|issue:44462", - "issue:43421|issue:45491", + "issue:45406|issue:46701", "issue:43994|issue:45412", - "issue:43575|issue:44387", "issue:45412|issue:46369", + "issue:43575|issue:44387", "issue:44442|issue:45072", - "issue:43526|issue:45834", "issue:44464|issue:45584", + "issue:43526|issue:45834", "issue:42915|issue:43931", "issue:43526|issue:46693", "issue:43824|issue:44279", - "issue:43994|issue:46369", "issue:27957|issue:29127", + "issue:43994|issue:46369", "issue:27957|issue:33290", "issue:43526|issue:44186", "issue:33290|issue:34689", @@ -10596,219 +10440,227 @@ "issue:46121|issue:46399", "issue:43334|issue:43531", "issue:45250|issue:46640", - "issue:45588|issue:45600", + "issue:45588|issue:46821", "issue:43381|issue:43873", "issue:43646|issue:44077", "issue:43761|issue:45859", "issue:44514|issue:45381", "issue:44977|issue:45245", "issue:44743|issue:44811", - "issue:44442|issue:44898" + "issue:44442|issue:44898", + "issue:43262|issue:44206", + "issue:42490|issue:44743" ], - "prepared_review_unit_hash": "bf58f0ed4c7f5bf4f5528a4ff2afc89bc6a76ca182a9675e5b768002dc6f956a", + "prepared_review_unit_hash": "7120b7a15a3e5631fa2582d541ab7316b1c66887dc1689296fa52877dbbc0bcf", "component_budget": { "node_count": 502, "item_count": 502, "soft_pair_count": 1845, - "serialized_chars": 957264, - "estimated_input_tokens": 239316, - "estimated_eval_tokens": 478888 + "serialized_chars": 957282, + "estimated_input_tokens": 239321, + "estimated_eval_tokens": 478898 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 28, - "serialized_chars": 35299, - "estimated_input_tokens": 8825, - "estimated_eval_tokens": 17906 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36207, + "estimated_input_tokens": 9052, + "estimated_eval_tokens": 18360 }, "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 with a few flash-attention/Qwen-adjacent items; none of the soft pairs look like true duplicates with the evidence shown.", - "confidence": 0.18, - "canonical_issue_reason": "issue:46640 is the best umbrella candidate: it is the most general flash-attention-2 report in the set and sits closest to the small FA2-related subgroup, though the overall cluster is too heterogeneous to treat as one duplicate family.", + "summary": "This cluster is a loose mix of mostly unrelated Transformers bug reports. The only recurring theme is broad similarity around Flash Attention, Qwen, memory, and model-loading regressions, but the soft pairs do not describe the same concrete underlying bug or change.", + "confidence": 0.89, + "canonical_issue_reason": "issue:46640 is the closest umbrella FA2 report in the set, but the cluster is too heterogeneous to have a strong true duplicate canonical.", "canonical_pr_reason": null, - "best_issue_reason": "issue:46640 is the most representative issue for this set because it is broad, current, and closest to the only visible thematic thread (Flash Attention 2).", + "best_issue_reason": "issue:46693 is the most concrete and actionable report in the loose FA2 subgroup, with a specific regression description and version boundary.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43066", - "right": "issue:44462", - "accept": false, - "reason": "Both concern tokenizer loading behavior, but one is about decoder type in v5 and the other about ignoring tokenizer.json; different bugs and code paths." - }, - { - "left": "issue:43421", - "right": "issue:45491", + "left": "issue:45406", + "right": "issue:46701", "accept": false, - "reason": "One is about runtime special-token/post-processor updates, the other about Gemma3 NaNs from sliding-window all-padding cases; unrelated failures." + "reason": "Different models and code paths: Gemma4 processor/serve crash vs DiffusionGemma generation pipeline failure." }, { "left": "issue:43994", "right": "issue:45412", "accept": false, - "reason": "AutoModel/pipeline wrong results for SigLIP2 is unrelated to RT-DETR memory not being released." + "reason": "One is a model-quality/output issue, the other is an RT-DETR memory leak; not the same bug." }, { - "left": "issue:43575", - "right": "issue:44387", + "left": "issue:45412", + "right": "issue:46369", "accept": false, - "reason": "Both mention OOM, but one is tensor-parallel model loading and the other is int4 quantization reserved-memory growth; not the same bug." + "reason": "Both mention memory, but they affect different models and failure modes (GC leak vs model call OOM)." }, { - "left": "issue:45412", - "right": "issue:46369", + "left": "issue:43575", + "right": "issue:44387", "accept": false, - "reason": "Both are memory-related, but one is a GC/leak issue in RT-DETR and the other is model-call memory overflow for sam3-litetext; too different." + "reason": "Both are OOMs, but one is TP load OOM for Qwen2.5-57B and the other is an int4 quantization reserved-memory regression." }, { "left": "issue:44442", "right": "issue:45072", "accept": false, - "reason": "FastSpeech2 tokenizer loading and bfloat16 dtype mismatches are unrelated." + "reason": "Tokenizer load failure vs dtype mismatch in inference; unrelated underlying problems." }, { - "left": "issue:43526", - "right": "issue:45834", + "left": "issue:44464", + "right": "issue:45584", "accept": false, - "reason": "BeitImageProcessorFast reduce_labels and Kosmos2.5 OCR index errors are different image-processing bugs." + "reason": "Chunked generation inconsistency and Whisper empty-transcription handling are different code paths." }, { - "left": "issue:44464", - "right": "issue:45584", + "left": "issue:43526", + "right": "issue:45834", "accept": false, - "reason": "Compiled-forward chunked generation inconsistency is unrelated to Whisper empty-transcription handling after align_special_tokens." + "reason": "Label reduction bug in BeitImageProcessorFast vs Kosmos2.5 OCR index error; different components." }, { "left": "issue:42915", "right": "issue:43931", "accept": false, - "reason": "Qwen3Moe FP8 config failure and Qwen3-VL weight-shape mismatch are separate model/loading problems." + "reason": "Different models/configs: Qwen3Moe FineGrainedFP8Config failure vs Qwen3-VL weight-shape mismatch." }, { "left": "issue:43526", "right": "issue:46693", "accept": false, - "reason": "reduce_labels behavior in an image processor is unrelated to an FA2 long-context performance regression." + "reason": "Label aggregation bug is unrelated to FA2 long-context performance regression." }, { "left": "issue:43824", "right": "issue:44279", "accept": false, - "reason": "An import error for Qwen2_5_VL and a generic dependency issue are not the same concrete bug." + "reason": "Specific import error for a Qwen class vs a generic dependency complaint; no shared concrete bug." }, { - "left": "issue:43994", - "right": "issue:46369", + "left": "issue:27957", + "right": "issue:29127", "accept": false, - "reason": "SigLIP2 bad outputs and sam3-litetext memory overflow do not share a code path." + "reason": "Flash-attention support for XLM-Roberta and a LayoutLMv3 error-message issue are unrelated." }, { - "left": "issue:27957", - "right": "issue:29127", + "left": "issue:43994", + "right": "issue:46369", "accept": false, - "reason": "Flash Attention 2 support for XLMRoberta and LayoutLMv3 box-validation error messaging are unrelated." + "reason": "Output-quality issue vs memory overflow issue; not the same defect." }, { "left": "issue:27957", "right": "issue:33290", "accept": false, - "reason": "FA2 support for XLMRoberta and DeepSpeed AdaFactor OOM are different areas and causes." + "reason": "FA2 support for XLM-Roberta and Adafactor+Deepspeed OOM are different problems." }, { "left": "issue:43526", "right": "issue:44186", "accept": false, - "reason": "BeitImageProcessorFast label reduction and LayoutLMv2Tokenizer padding/NER crashes are separate tokenizer/processor bugs." + "reason": "Beit label reduction bug and LayoutLMv2 tokenizer crash are separate failures." }, { "left": "issue:33290", "right": "issue:34689", "accept": false, - "reason": "AdaFactor/deepspeed OOM is unrelated to Llama 3.2 Vision model loading breakage." + "reason": "Optimizer OOM in deepspeed vs model-loading regression for Llama 3.2 Vision; unrelated." }, { "left": "issue:33290", "right": "issue:35141", "accept": false, - "reason": "OOM in training with AdaFactor is not the same as embeddings being reinitialized during post_init." + "reason": "OOM with Adafactor has nothing to do with embedding reinitialization in post_init." }, { "left": "issue:46121", "right": "issue:46399", "accept": false, - "reason": "Both touch rope/rotary machinery, but one is a type-conversion validation issue and the other is a missing decorator registration crash." + "reason": "Both touch RoPE-related code, but they fail in different places for different reasons." }, { "left": "issue:43334", "right": "issue:43531", "accept": false, - "reason": "Missing pad_token_id on Qwen3-VL text config and Qwen3-MoE sliding_window behavior are distinct issues." + "reason": "Qwen3-VL pad_token_id attribute error and Qwen3-MoE sliding_window behavior are different bugs." }, { "left": "issue:45250", "right": "issue:46640", "accept": false, - "reason": "Both are about Flash Attention 2 in name only; one is a generic placeholder title and the other is a specific performance regression." + "reason": "Both are FA2-themed, but one is only a vague topic stub and the other is a specific issue; no shared concrete code-path bug." }, { "left": "issue:45588", - "right": "issue:45600", + "right": "issue:46821", "accept": false, - "reason": "Flash-attention AttributeError on sink-less models and removed Sam3LiteText auto-mapping refs are unrelated." + "reason": "Flash-attention crash on sink-less models vs TimesFM window_size AttributeError; unrelated." }, { "left": "issue:43381", "right": "issue:43873", "accept": false, - "reason": "Gradient checkpointing in eval mode and quantization offloading behavior are different features and failures." + "reason": "Gradient-checkpointing eval-mode restriction and quantization offloading behavior are different issues." }, { "left": "issue:43646", "right": "issue:44077", "accept": false, - "reason": "A broad Transformers 5.0 custom initialization regression is not the same as patchtsmixer's optional post_init constraint." + "reason": "Custom model initialization breakage in v5 is broader than the patchtsmixer post_init constraint; not the same bug." }, { "left": "issue:43761", "right": "issue:45859", "accept": false, - "reason": "CLIPVisionModel hidden_states regression and Qwen3_5Moe rotary embedding CPU-offload incompatibility are unrelated." + "reason": "CLIPVision hidden-states regression and Qwen3_5Moe CPU-offload incompatibility are unrelated." }, { "left": "issue:44514", "right": "issue:45381", "accept": false, - "reason": "Batched apply_chat_template padding=False crash and Qwen2.5-VL video vision_position_ids bug are different Qwen2.5-VL failure modes." + "reason": "Both involve Qwen2.5-VL, but one crashes on batched chat-template padding=False and the other has wrong vision_position_ids; distinct defects." }, { "left": "issue:44977", "right": "issue:45245", "accept": false, - "reason": "Qwen3.5 flash-attention generation issues and category-cardinality runtime limits are unrelated." + "reason": "Qwen3.5 flash-attention generation issue and category-count runtime error are unrelated." }, { "left": "issue:44743", "right": "issue:44811", "accept": false, - "reason": "Qwen3.5 recurrent-state caching and Whisper batch_decode skip_special_tokens behavior are unrelated." + "reason": "Qwen3.5 recurrent-state reset and Whisper batch_decode skip_special_tokens are different subsystems." }, { "left": "issue:44442", "right": "issue:44898", "accept": false, - "reason": "FastSpeech2 tokenizer loading and Perceiver interpolation failures are different model/tokenizer bugs." - } - ] - }, - "evaluator_result": null, - "evaluator_used": false, - "retried": false, - "accepted_nontrivial_soft_edge": false, - "error_kind": null, + "reason": "FastSpeech2ConformerTokenizer loading failure is unrelated to Perceiver interpolation behavior." + }, + { + "left": "issue:43262", + "right": "issue:44206", + "accept": false, + "reason": "Audio apply_chat_template sampling-rate default and LasrFeatureExtractor center-arg crash are separate audio-processing bugs." + }, + { + "left": "issue:42490", + "right": "issue:44743", + "accept": false, + "reason": "Local-path import warning and Qwen3.5 recurrent-state reset are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, "error_message": null }, { @@ -10816,7 +10668,7 @@ "component_index": 1, "component_count": 24, "review_unit_index": 35, - "review_unit_count": 61, + "review_unit_count": 60, "status": "reviewed", "reason": null, "source": "llm", @@ -10827,17 +10679,19 @@ "issue:27957", "issue:29870", "issue:42175", - "issue:42490", + "issue:42617", "issue:42907", "issue:43232", - "issue:43262", "issue:43316", "issue:43388", "issue:43493", "issue:43525", + "issue:43550", + "issue:43575", "issue:43643", "issue:43701", "issue:43720", + "issue:43742", "issue:43749", "issue:43761", "issue:43827", @@ -10848,11 +10702,9 @@ "issue:44079", "issue:44188", "issue:44190", - "issue:44206", "issue:44442", "issue:44479", "issue:44496", - "issue:44743", "issue:44855", "issue:44871", "issue:44913", @@ -10874,217 +10726,224 @@ "issue:46932" ], "soft_pairs": [ - "issue:43262|issue:44206", - "issue:42490|issue:44743", "issue:45003|issue:45440", "issue:43720|issue:44442", "issue:42175|issue:46234", "issue:43493|issue:43827", + "issue:27957|issue:29870", "issue:44077|issue:44479", "issue:44062|issue:45907", - "issue:27957|issue:29870", "issue:43316|issue:43525", - "issue:45325|issue:46697", "issue:43873|issue:44871", - "issue:43749|issue:43931", + "issue:45325|issue:46697", "issue:44855|issue:45137", + "issue:43749|issue:43931", "issue:43643|issue:44913", "issue:43316|issue:45759", "issue:44190|issue:44496", "issue:44442|issue:45803", + "issue:44987|issue:46178", "issue:43761|issue:44079", "issue:43761|issue:44188", - "issue:44987|issue:46178", "issue:43931|issue:45216", "issue:43232|issue:43388", "issue:46829|issue:46932", "issue:43701|issue:46506", - "issue:42907|issue:45698" + "issue:42617|issue:43575", + "issue:42907|issue:45698", + "issue:43575|issue:43742", + "issue:43550|issue:43701" ], - "prepared_review_unit_hash": "e31b167131d4c1aeb53f09233e47e29cf50f6f3472aeb94e9a283c73ee66d527", + "prepared_review_unit_hash": "9797fc1c23284e89d6d6ab4ef78586da5e6623fff4ba9017ec65847448150f93", "component_budget": { "node_count": 502, "item_count": 502, "soft_pair_count": 1845, - "serialized_chars": 957264, - "estimated_input_tokens": 239316, - "estimated_eval_tokens": 478888 + "serialized_chars": 957282, + "estimated_input_tokens": 239321, + "estimated_eval_tokens": 478898 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 26, - "serialized_chars": 35810, - "estimated_input_tokens": 8953, - "estimated_eval_tokens": 18162 + "soft_pair_count": 27, + "serialized_chars": 35936, + "estimated_input_tokens": 8984, + "estimated_eval_tokens": 18224 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is highly heterogeneous; the soft pairs share at most broad subsystem vocabulary, not the same underlying bug. No PRs are present, and there is no clear canonical issue for the whole cluster.", - "confidence": 0.95, - "canonical_issue_reason": null, - "canonical_pr_reason": null, - "best_issue_reason": null, - "best_pr_reason": null, + "summary": "This cluster is highly heterogeneous: it mixes unrelated model-loading, config, tokenizer, generation, quantization, distributed training, and docs issues. I don\u2019t see a single underlying bug/change that unifies them, so no canonical issue or PR stands out.", + "confidence": 0.96, + "canonical_issue_reason": "No single canonical issue is suitable because the items span many distinct code paths and model families rather than one shared defect.", + "canonical_pr_reason": "No PRs are present in this cluster.", + "best_issue_reason": "No issue is a good global canonical choice; the closest matches are still about different failures and would not safely deduplicate the cluster.", + "best_pr_reason": "No PRs are present in this cluster.", "soft_edge_verdicts": [ - { - "left": "issue:43262", - "right": "issue:44206", - "accept": false, - "reason": "Audio chat-template sampling-rate mismatch vs a LasrFeatureExtractor center-arg crash; unrelated code paths and failures." - }, - { - "left": "issue:42490", - "right": "issue:44743", - "accept": false, - "reason": "Path-with-trailing-slash import warning is unrelated to recurrent-state reset in modular_qwen3_5 cache handling." - }, { "left": "issue:45003", "right": "issue:45440", "accept": false, - "reason": "Unsafe sys.modules access in modeling_utils is a different problem from DeepSeekV3MoE behavioral divergence." + "reason": "Different bugs: unsafe sys.modules access vs DeepSeekV3MoE implementation divergence." }, { "left": "issue:43720", "right": "issue:44442", "accept": false, - "reason": "BitNet packed-weight loading failure and FastSpeech2ConformerTokenizer loading failure affect different loaders and models." + "reason": "Different code paths: accelerate loading for BitNet weights vs AutoTokenizer loading for FastSpeech2ConformerTokenizer." }, { "left": "issue:42175", "right": "issue:46234", "accept": false, - "reason": "Missing TensorFlow in a torch install extra is not the same as a missing import_utils availability helper." + "reason": "Both touch backend/import plumbing, but one is packaging extras and the other is a missing import_utils symbol; not the same bug." }, { "left": "issue:43493", "right": "issue:43827", "accept": false, - "reason": "SigLIP2 implementation drift is unrelated to documentation still referencing removed pipelines." + "reason": "Unrelated issues: SigLIP2 implementation mismatch vs docs still referencing removed pipeline() APIs." + }, + { + "left": "issue:27957", + "right": "issue:29870", + "accept": false, + "reason": "Different model/runtime failures: Flash Attention 2 support for XLMRoberta vs BART generate() decoder_attention_mask error." }, { "left": "issue:44077", "right": "issue:44479", "accept": false, - "reason": "patchtsmixer post_init allowance is a model-config issue, not the Qwen video-input regression." + "reason": "Different regressions in different models/subsystems; no shared underlying defect." }, { "left": "issue:44062", "right": "issue:45907", "accept": false, - "reason": "AddedToken special-argument conflict and list_repo_files revision forwarding are unrelated API bugs." + "reason": "Tokenizer AddedToken construction bug vs hub list_repo_files revision forwarding bug." }, { - "left": "issue:27957", - "right": "issue:29870", + "left": "issue:43316", + "right": "issue:43525", "accept": false, - "reason": "Flash Attention 2 support for XLMRoberta is unrelated to Bart generate() using decoder_attention_mask before assignment." + "reason": "Both involve config APIs, but one is Gemma3TextConfig inconsistency and the other is missing pad_token_id on Llama4Config; not the same bug." }, { - "left": "issue:43316", - "right": "issue:43525", + "left": "issue:43873", + "right": "issue:44871", "accept": false, - "reason": "Gemma3TextConfig API discrepancy and missing pad_token_id on Llama4Config are different config-field problems." + "reason": "Different problems: quantization/offloading behavior vs Gemma eos_token_id config mismatch." }, { "left": "issue:45325", "right": "issue:46697", "accept": false, - "reason": "Qwen2.5-VL rope-index scaling bug and Swin2SR over-padding bug are different image/video preprocessing issues." + "reason": "Different preprocessing bugs in different models: Qwen2.5-VL rope indexing vs Swin2SR image padding." }, { - "left": "issue:43873", - "right": "issue:44871", + "left": "issue:44855", + "right": "issue:45137", "accept": false, - "reason": "Quantization/offloading behavior does not match the Gemma-3 eos_token_id configuration inconsistency." + "reason": "Completely unrelated failures: Python 3.13 torch.jit parsing vs DeepSpeed ZeRO3 deque underflow." }, { "left": "issue:43749", "right": "issue:43931", "accept": false, - "reason": "FSDP CPU RAM efficient loading and Qwen3-VL weight-shape mismatch are distinct loading failures." - }, - { - "left": "issue:44855", - "right": "issue:45137", - "accept": false, - "reason": "Python 3.13 decorator parsing error is unrelated to DeepSpeed ZeRO3 deque underflow." + "reason": "Different loading failures: FSDP CPU RAM efficient loading vs Qwen3-VL weight shape mismatch." }, { "left": "issue:43643", "right": "issue:44913", "accept": false, - "reason": "trust_remote_code field loss on AutoConfig reload is unrelated to GPTNeoX rotary_pct not persisting." + "reason": "Both are config persistence issues, but they concern different mechanisms and bugs; not safe to merge as duplicates." }, { "left": "issue:43316", "right": "issue:45759", "accept": false, - "reason": "Both mention config handling, but one is Gemma3TextConfig API shape and the other is AutoModelForCausalLM.from_config unwrapping text_config; not the same bug." + "reason": "Related theme of text_config handling, but Gemma3TextConfig API discrepancy is not the same as AutoModelForCausalLM.from_config not unwrapping composite Qwen configs." }, { "left": "issue:44190", "right": "issue:44496", "accept": false, - "reason": "Local dataset loading in an example script is unrelated to an unrecognized model_type in config.json." + "reason": "Different loaders: local dataset script failure vs unrecognized model/config without model_type." }, { "left": "issue:44442", "right": "issue:45803", "accept": false, - "reason": "Tokenizer loading failure and FuyuBatchFeature's bare except are different parts of the stack and different symptoms." + "reason": "Tokenizer loading bug vs Fuyu tensor conversion exception handling bug." }, { - "left": "issue:43761", - "right": "issue:44079", + "left": "issue:44987", + "right": "issue:46178", "accept": false, - "reason": "CLIPVisionModel hidden_states regression is unrelated to ModelOutput key assignment when a key was previously None." + "reason": "Different backend-related issues: a specific model load regression vs tensorflow_text missing from BACKENDS_MAPPING." }, { "left": "issue:43761", - "right": "issue:44188", + "right": "issue:44079", "accept": false, - "reason": "Hidden_states regression in CLIPVisionModel and attention-kernel divergence under torch.compile are different bugs." + "reason": "One is CLIPVisionModel not returning hidden_states; the other is generic ModelOutput key assignment behavior." }, { - "left": "issue:44987", - "right": "issue:46178", + "left": "issue:43761", + "right": "issue:44188", "accept": false, - "reason": "A model-loading failure for physical-intelligence/fast is unrelated to adding tensorflow_text to BACKENDS_MAPPING." + "reason": "Different areas: CLIP vision outputs vs attention kernel divergence under torch.compile." }, { "left": "issue:43931", "right": "issue:45216", "accept": false, - "reason": "Qwen3-VL shape mismatch on load and Qwen3.5 save_pretrained checkpoint corruption are different lifecycle stages and causes." + "reason": "Different failures: model shape mismatch on load vs incorrect checkpoint saved by save_pretrained." }, { "left": "issue:43232", "right": "issue:43388", "accept": false, - "reason": "Generation kwargs sync bug and gather_for_metrics truncating tuple labels are unrelated training/runtime issues." + "reason": "Different training utilities: generation kwargs sync issue vs gather_for_metrics dropping tuple labels." }, { "left": "issue:46829", "right": "issue:46932", "accept": false, - "reason": "VideoPrism hidden_states/output bug is unrelated to Gemma4 quantized vision/audio embedder dtype casting." + "reason": "Different model families and different defects: output field mixup vs quantized embedder dtype casting." }, { "left": "issue:43701", "right": "issue:46506", "accept": false, - "reason": "resume_from_checkpoint key mismatch is unrelated to CPU/CUDA divergence in PPDocLayoutV3." + "reason": "Unrelated: checkpoint resume key mismatch vs CPU/CUDA numerical divergence." + }, + { + "left": "issue:42617", + "right": "issue:43575", + "accept": false, + "reason": "Different distributed/parallel problems: script execution failure vs tensor-parallel OOM on a specific model." }, { "left": "issue:42907", "right": "issue:45698", "accept": false, - "reason": "Saving dequantized Ministrals/Devstrals and loading the wrong custom module after save_pretrained are different persistence issues." + "reason": "Both involve save/load, but one is dequantized model saving and the other is custom-module resolution after save_pretrained; not the same bug." + }, + { + "left": "issue:43575", + "right": "issue:43742", + "accept": false, + "reason": "Different load failures: OOM under tensor parallelism vs key error for a different model." + }, + { + "left": "issue:43550", + "right": "issue:43701", + "accept": false, + "reason": "Completely unrelated: torch.compile SDPA failure vs checkpoint resume key mismatch." } ] }, @@ -11100,7 +10959,7 @@ "component_index": 1, "component_count": 24, "review_unit_index": 36, - "review_unit_count": 61, + "review_unit_count": 60, "status": "reviewed", "reason": null, "source": "llm", @@ -11114,20 +10973,18 @@ "issue:27957", "issue:28282", "issue:32090", - "issue:42617", "issue:43295", "issue:43316", "issue:43404", "issue:43441", "issue:43452", - "issue:43550", - "issue:43575", + "issue:43504", + "issue:43540", "issue:43606", "issue:43646", "issue:43650", "issue:43701", "issue:43716", - "issue:43742", "issue:43761", "issue:43825", "issue:44077", @@ -11136,13 +10993,16 @@ "issue:44464", "issue:44479", "issue:44496", + "issue:44514", "issue:44534", "issue:44610", "issue:44792", "issue:44871", "issue:44913", + "issue:45542", "issue:45584", "issue:45632", + "issue:45698", "issue:45803", "issue:46050", "issue:46170", @@ -11157,9 +11017,6 @@ "issue:46894" ], "soft_pairs": [ - "issue:42617|issue:43575", - "issue:43575|issue:43742", - "issue:43550|issue:43701", "issue:27957|issue:32090", "issue:43606|issue:43701", "issue:25251|issue:28282", @@ -11183,198 +11040,201 @@ "issue:45803|issue:46170", "issue:44610|issue:46369", "issue:43650|issue:46202", - "issue:43761|issue:44479" + "issue:43761|issue:44479", + "issue:43540|issue:44514", + "issue:43504|issue:45698", + "issue:45542|issue:46234" ], - "prepared_review_unit_hash": "02f2943582db37fb55673de99e02789487e6d5dcbcb6ce1e4a9956bbfcab558a", + "prepared_review_unit_hash": "54173e921358edc9de18b24ff1f66052bcd1bee4c19c45697af5581e460e62fc", "component_budget": { "node_count": 502, "item_count": 502, "soft_pair_count": 1845, - "serialized_chars": 957264, - "estimated_input_tokens": 239316, - "estimated_eval_tokens": 478888 + "serialized_chars": 957282, + "estimated_input_tokens": 239321, + "estimated_eval_tokens": 478898 }, "budget": { - "node_count": 47, - "item_count": 47, + "node_count": 48, + "item_count": 48, "soft_pair_count": 27, - "serialized_chars": 34962, - "estimated_input_tokens": 8741, - "estimated_eval_tokens": 17738 + "serialized_chars": 35648, + "estimated_input_tokens": 8912, + "estimated_eval_tokens": 18080 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a loose set of unrelated Transformers issues with only superficial title overlap. None of the soft edges look like true duplicates or the same fixable code-path change, so no pair should be merged.", - "confidence": 0.92, - "canonical_issue_reason": "Issue 44871 is the most concrete, self-contained regression report and the most central node among the soft links, but the surrounding items are heterogeneous rather than duplicates.", + "summary": "These items are mostly unrelated Transformers bug reports that only share broad themes like loading, config, or regression handling. The soft-similarity pairs do not describe the same underlying bug/change closely enough to merge.", + "confidence": 0.96, + "canonical_issue_reason": "issue:45698 is the strongest representative: it is an open, well-scoped bug with detailed reproduction and active discussion/inbound references around a concrete from_pretrained/save_pretrained custom-module regression.", "canonical_pr_reason": null, - "best_issue_reason": "44871 is the best representative issue because it describes a specific, actionable bug with a narrow symptom; it is more triage-friendly than the more generic or broader reports.", + "best_issue_reason": "issue:45698 is the best issue to keep because it is specific, current, and broadly useful as a canonical report for a real loading regression.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:42617", - "right": "issue:43575", - "accept": false, - "reason": "Different failures: running a 3d_parallel example vs TP-loading Qwen2 causing OOM." - }, - { - "left": "issue:43575", - "right": "issue:43742", - "accept": false, - "reason": "Different model-loading problems with different symptoms and likely different causes." - }, - { - "left": "issue:43550", - "right": "issue:43701", - "accept": false, - "reason": "Torch.compile/SDPA failure is unrelated to a resume_from_checkpoint key mismatch." - }, { "left": "issue:27957", "right": "issue:32090", "accept": false, - "reason": "Flash Attention 2 support for XLM-Roberta is unrelated to a Trainer broadcast NoneType error." + "reason": "Different problems: FlashAttention 2 support for XLM-R vs a Trainer `_gpu_broadcast_one` NoneType error." }, { "left": "issue:43606", "right": "issue:43701", "accept": false, - "reason": "CPU offload device mismatch for bark-small is unrelated to checkpoint key naming." + "reason": "CPU offload device mismatch for bark-small is unrelated to a resume_from_checkpoint key mismatch." }, { "left": "issue:25251", "right": "issue:28282", "accept": false, - "reason": "Pipeline top_k output shape regression is unrelated to an ImportError about missing PyTorch." + "reason": "Pipeline top_k output-shape bug is unrelated to an AutoModel PyTorch ImportError." }, { "left": "issue:46234", "right": "issue:46291", "accept": false, - "reason": "Missing utility symbol and kernels import-version failure are separate import-time issues." + "reason": "Missing import_utils symbol and a pipelines/kernels dependency requirement are different failure modes." }, { "left": "issue:43295", "right": "issue:43825", "accept": false, - "reason": "Processor/tokenizer regression is unrelated to an incorrect pipeline error message about translation tasks." + "reason": "Custom multimodal processor/tokenizer regression is unrelated to the pipeline translation error message bug." }, { "left": "issue:16998", "right": "issue:22355", "accept": false, - "reason": "A model_max_length question and a missing transformers.onnx import are unrelated." + "reason": "model_max_length handling for DeBERTa-V3 is unrelated to a missing transformers.onnx module import." }, { "left": "issue:43295", "right": "issue:44871", "accept": false, - "reason": "One is a processor/tokenizer API regression; the other is an eos_token_id config inconsistency." + "reason": "Processor/tokenizer regression is not the same as Gemma-3 eos_token_id configuration mismatch." }, { "left": "issue:44871", "right": "issue:45584", "accept": false, - "reason": "Gemma eos_token_id mismatch is unrelated to Whisper empty-transcription generation failure." + "reason": "Gemma eos_token_id inconsistency and Whisper empty-transcription handling are separate bugs." }, { "left": "issue:44464", "right": "issue:46421", "accept": false, - "reason": "Chunked generation inconsistency with compiled forward is not the same as lazy cache initialization recompilation." + "reason": "Chunked generation inconsistency with compiled forward is different from cache lazy-initialization recompilation." }, { "left": "issue:44077", "right": "issue:44534", "accept": false, - "reason": "PatchTSMixer post_init policy and non-persistent buffer corruption are different bugs." + "reason": "patchtsmixer post_init validation is unrelated to non-persistent buffer initialization in v5." }, { "left": "issue:43316", "right": "issue:43716", "accept": false, - "reason": "Gemma3TextConfig API discrepancy is unrelated to image preprocessor dtype mismatch." + "reason": "Gemma3TextConfig API discrepancy and Mistral-3 image dtype mismatch are different model-specific issues." }, { "left": "issue:43316", "right": "issue:46821", "accept": false, - "reason": "Config API mismatch and TimesFM window_size AttributeError are different model-specific issues." + "reason": "Gemma3TextConfig API inconsistency is unrelated to TimesFM window_size AttributeError." }, { "left": "issue:44871", "right": "issue:46050", "accept": false, - "reason": "Gemma eos_token_id inconsistency is unrelated to quantized sinq save/load breakage." + "reason": "Gemma eos_token_id list/single-value mismatch is not the same as sinq quantized save/load breakage." }, { "left": "issue:43646", "right": "issue:44913", "accept": false, - "reason": "Custom model init breakage in Transformers 5 is not the same as rotary_pct not persisting on reload." + "reason": "Transformer 5 custom initialization breakage is broader and different from GPTNeoX rotary_pct not persisting on reload." }, { "left": "issue:43452", "right": "issue:44496", "accept": false, - "reason": "gguf_file handling and unrecognized model config are different loading-path failures." + "reason": "gguf_file handling in from_pretrained is unrelated to an unrecognized model lacking model_type in config.json." }, { "left": "issue:45803", "right": "issue:46365", "accept": false, - "reason": "Bare except in Fuyu tensor conversion is unrelated to the Trainer import issue involving datasets." + "reason": "Bare except swallowing errors in Fuyu tensors conversion is unrelated to Trainer import failing because of datasets." }, { "left": "issue:44162", "right": "issue:44792", "accept": false, - "reason": "ESM2 breakage and a janus image-generation test failure are not the same bug." + "reason": "ESM2 breakage and janus image-generation test failure are distinct model/test issues." }, { "left": "issue:43404", "right": "issue:43441", "accept": false, - "reason": "lm_head weight tying in Mistral3 and FlashAttention failures in Ministral-3 are separate model regressions." + "reason": "Untied lm_head weights in Mistral3ForConditionalGeneration is different from FlashAttention failures in Ministral-3." }, { "left": "issue:45632", "right": "issue:46424", "accept": false, - "reason": "Trust-remote-code cache path collisions are unrelated to max_cache_length being honored only for quantized cache." + "reason": "Cache path collisions for trust_remote_code are unrelated to max_cache_length behavior in quantized cache." }, { "left": "issue:44242", "right": "issue:46894", "accept": false, - "reason": "MoE load-balancing loss omission is not the same as a CohereASR double-shift training-loss bug." + "reason": "Missing MoE load-balancing loss and CohereASR double-shift training loss are not the same code-path problem." }, { "left": "issue:45803", "right": "issue:46170", "accept": false, - "reason": "Fuyu's bare except problem is unrelated to Windows/ROCm torch.distributed import dependency issues." + "reason": "Fuyu exception handling bug is unrelated to Windows/ROCm torch.distributed import dependency issues." }, { "left": "issue:44610", "right": "issue:46369", "accept": false, - "reason": "OmDet-Turbo input-size mismatch and sam3-litetext memory overflow are different model problems." + "reason": "OmDet-Turbo input-size mismatch is unrelated to memory overflow in sam3-litetext." }, { "left": "issue:43650", "right": "issue:46202", "accept": false, - "reason": "A vague data request is not a duplicate of a Gemma roundtrip failure." + "reason": "A placeholder/empty issue is not the same as a Gemma pipeline roundtrip tokenization bug." }, { "left": "issue:43761", "right": "issue:44479", "accept": false, - "reason": "CLIPVision hidden_states regression and video-input regression affect different code paths." + "reason": "CLIPVision hidden_states regression and Qwen VL video-input regression affect different components and paths." + }, + { + "left": "issue:43540", + "right": "issue:44514", + "accept": false, + "reason": "Qwen3OmniMoe video input validation and Qwen2_5_VL batched chat-template padding are separate bugs." + }, + { + "left": "issue:43504", + "right": "issue:45698", + "accept": false, + "reason": "BEiT legacy-field loading failure is a different pretrained-model issue from wrong custom-module loading after save/load." + }, + { + "left": "issue:45542", + "right": "issue:46234", + "accept": false, + "reason": "TensorBoard/TensorFlow backend detection and a missing availability helper are unrelated import bugs." } ] }, @@ -11390,7 +11250,7 @@ "component_index": 1, "component_count": 24, "review_unit_index": 37, - "review_unit_count": 61, + "review_unit_count": 60, "status": "reviewed", "reason": null, "source": "llm", @@ -11398,6 +11258,7 @@ "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-502", "nodes": [ + "issue:29870", "issue:35141", "issue:41950", "issue:42490", @@ -11405,17 +11266,17 @@ "issue:43352", "issue:43388", "issue:43475", - "issue:43504", "issue:43525", "issue:43531", - "issue:43540", "issue:43572", "issue:43673", "issue:43688", "issue:43827", + "issue:43931", "issue:43994", + "issue:44060", "issue:44190", - "issue:44514", + "issue:44242", "issue:44534", "issue:44617", "issue:44734", @@ -11431,28 +11292,24 @@ "issue:45200", "issue:45245", "issue:45406", - "issue:45542", + "issue:45584", "issue:45588", "issue:45600", "issue:45632", - "issue:45698", "issue:46082", "issue:46178", - "issue:46234", "issue:46421", "issue:46617", "issue:46640", "issue:46697", "issue:46832", "issue:46858", + "issue:46897", "issue:46932" ], "soft_pairs": [ - "issue:43540|issue:44514", - "issue:43504|issue:45698", - "issue:45542|issue:46234", - "issue:43388|issue:43688", "issue:43065|issue:44617", + "issue:43388|issue:43688", "issue:44792|issue:44977", "issue:44792|issue:45600", "issue:43572|issue:46178", @@ -11465,193 +11322,203 @@ "issue:43525|issue:43531", "issue:44734|issue:45406", "issue:35141|issue:42490", - "issue:43827|issue:43994", "issue:45245|issue:46858", - "issue:44869|issue:46832", "issue:45072|issue:46932", + "issue:43827|issue:43994", + "issue:44869|issue:46832", + "issue:44855|issue:45588", "issue:46082|issue:46697", "issue:45632|issue:46617", - "issue:44855|issue:45588", - "issue:43673|issue:46421" + "issue:43673|issue:46421", + "issue:29870|issue:35141", + "issue:43931|issue:44060", + "issue:44617|issue:45584", + "issue:44242|issue:46897" ], - "prepared_review_unit_hash": "c73b1a833acc84cb07da6c6d4e64b98719f775ca1e5d50a3526bb7f5f7b9723a", + "prepared_review_unit_hash": "999b8b0ffd93a1100eda87a1d6b9641fa518d7e1416910ec51d4f2b88ed493b5", "component_budget": { "node_count": 502, "item_count": 502, "soft_pair_count": 1845, - "serialized_chars": 957264, - "estimated_input_tokens": 239316, - "estimated_eval_tokens": 478888 + "serialized_chars": 957282, + "estimated_input_tokens": 239321, + "estimated_eval_tokens": 478898 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 25, - "serialized_chars": 35381, - "estimated_input_tokens": 8846, - "estimated_eval_tokens": 17948 + "soft_pair_count": 26, + "serialized_chars": 35751, + "estimated_input_tokens": 8938, + "estimated_eval_tokens": 18132 }, "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 vocabulary (cache, loading, flash-attention, processors) but not the same concrete bug or change. I would reject every soft edge and avoid collapsing these items into one duplicate cluster.", + "summary": "This cluster is not a duplicate set; it contains many unrelated issues across models, cache paths, processors, configs, and docs. All soft-pair similarities are superficial, so none should be merged as duplicates.", "confidence": 0.98, - "canonical_issue_reason": "No strong canonical issue: the items span unrelated model, cache, processor, config, server, and docs problems, so there is no single duplicate target that represents the cluster.", - "canonical_pr_reason": null, - "best_issue_reason": "No global best issue; the set is not a true duplicate cluster, so any single issue would be an arbitrary representative rather than a meaningful canonical.", - "best_pr_reason": null, + "canonical_issue_reason": "No canonical issue: the set is heterogeneous, and none of the items is a clear representative duplicate target.", + "canonical_pr_reason": "No PRs in the cluster.", + "best_issue_reason": "No single best issue; there is no shared underlying bug or change that one issue cleanly represents.", + "best_pr_reason": "No PRs in the cluster.", "soft_edge_verdicts": [ { - "left": "issue:43540", - "right": "issue:44514", - "accept": false, - "reason": "Different bugs: one is a video-input processing failure in Qwen3OmniMoe, the other is a batched chat-template crash in Qwen2_5_VLProcessor with padding=False." - }, - { - "left": "issue:43504", - "right": "issue:45698", - "accept": false, - "reason": "Both concern loading, but one is a BEiT preset legacy-field failure and the other is a wrong custom-module reload after save_pretrained; different root causes." - }, - { - "left": "issue:45542", - "right": "issue:46234", + "left": "issue:43065", + "right": "issue:44617", "accept": false, - "reason": "Unrelated optional-dependency issues: tf backend ambiguity vs a missing import_utils availability helper for falcon mamba." + "reason": "Dummy pixel-decoder Conv2d vs SAM3Video CUDA OOM; different bug classes." }, { "left": "issue:43388", "right": "issue:43688", "accept": false, - "reason": "Evaluation label collation in gather_for_metrics is unrelated to auxiliary-loss normalization in OLMoE/GPT Oss." - }, - { - "left": "issue:43065", - "right": "issue:44617", - "accept": false, - "reason": "Same model family only superficially; a dummy Conv2d in Sam3PixelDecoder is not the same bug as Sam3Video CUDA OOM." + "reason": "Metrics label-dropping bug vs auxiliary-loss normalization bug." }, { "left": "issue:44792", "right": "issue:44977", "accept": false, - "reason": "Janus image-generation test failure and Qwen3.5 flash-attention generation failure are different models and failure modes." + "reason": "Janus image-generation test failure vs Qwen3.5 flash-attention regression." }, { "left": "issue:44792", "right": "issue:45600", "accept": false, - "reason": "A Janus generation test failure is unrelated to stale auto_mappings references to removed Sam3LiteText configs." + "reason": "Janus test failure vs removed Sam3LiteText config references in auto_mappings." }, { "left": "issue:43572", "right": "issue:46178", "accept": false, - "reason": "StableLm pad_token_id regression and a tensorflow_text backend mapping error are different config/import problems." + "reason": "Missing config field after v5 update vs backend mapping validation error." }, { "left": "issue:45127", "right": "issue:45200", "accept": false, - "reason": "LoRA merge collapse with tied embeddings is not the same as mm_token_type_ids defaulting for text-only fine-tuning." + "reason": "LoRA merge/embed collapse vs missing mm_token_type_ids default for text-only tuning." }, { "left": "issue:43673", "right": "issue:44743", "accept": false, - "reason": "Both mention cache, but one is missing cache in chunked_prefill and the other is recurrent states resetting with seq_len>1; distinct concrete failures." + "reason": "Both cache-related, but they hit different code paths and models." }, { "left": "issue:43352", "right": "issue:46640", "accept": false, - "reason": "One says NemotronHForCausalLM does not support Flash Attention 2.0 yet; the other is a separate generic flash-attention issue." + "reason": "Generic Flash Attention 2 support issue vs a separate flash-attention bug report." }, { "left": "issue:41950", "right": "issue:43475", "accept": false, - "reason": "Video-classification processor selection and a missing fpn_position_embeddings attribute in Sam3 vision output are unrelated." + "reason": "Pipeline processor lookup bug vs missing fpn_position_embeddings attribute." }, { "left": "issue:44190", "right": "issue:44964", "accept": false, - "reason": "Local dataset loading in a training script is not the same bug as loading Phi-4-multimodal-instruct with the latest transformers." + "reason": "Local dataset loading failure vs Phi-4 multimodal model loading issue." }, { "left": "issue:44534", "right": "issue:44913", "accept": false, - "reason": "Non-persistent buffer junk initialization and GPTNeoX rotary_pct reload regression are unrelated configuration/runtime issues." + "reason": "Non-persistent buffer initialization bug vs GPTNeoX config reload regression." }, { "left": "issue:43525", "right": "issue:43531", "accept": false, - "reason": "Missing pad_token_id in Llama4Config is unrelated to the Qwen3-MoE sliding_window issue." + "reason": "Missing pad_token_id vs sliding_window behavior in a different model family." }, { "left": "issue:44734", "right": "issue:45406", "accept": false, - "reason": "A serve KV-cache indexing crash and a Gemma4Processor missing _tokenizer crash are different server-side bugs." + "reason": "KV-cache continuation crash in serve vs Gemma4Processor missing _tokenizer." }, { "left": "issue:35141", "right": "issue:42490", "accept": false, - "reason": "Embedding reinitialization after resize and trailing-slash local-model import warnings do not describe the same problem." + "reason": "Embedding resize reinitialization vs import warning for paths ending in a slash." }, { - "left": "issue:43827", - "right": "issue:43994", + "left": "issue:45245", + "right": "issue:46858", "accept": false, - "reason": "Docs still referencing pipeline() after removals is not the same as SigLIP2 producing nonsense with AutoModel and pipeline." + "reason": "Category-count limit error vs static-cache slice arithmetic with torch.compile." }, { - "left": "issue:45245", - "right": "issue:46858", + "left": "issue:45072", + "right": "issue:46932", + "accept": false, + "reason": "Different dtype-mismatch bugs in different models/modules." + }, + { + "left": "issue:43827", + "right": "issue:43994", "accept": false, - "reason": "A category-count overflow and a device-tensor cache length arithmetic bug are unrelated." + "reason": "Docs still referencing removed pipeline APIs vs SigLIP2 model inference quality bug." }, { "left": "issue:44869", "right": "issue:46832", "accept": false, - "reason": "Whisper timestamp decoding with trailing replacement characters is unrelated to RT-DETR feature-level mismatch in forward()." + "reason": "Whisper trailing replacement-character crash vs RT-DETR feature-level mismatch." }, { - "left": "issue:45072", - "right": "issue:46932", + "left": "issue:44855", + "right": "issue:45588", "accept": false, - "reason": "These are different dtype issues in different model paths: bfloat16 inference mismatches vs quantized vision/audio embedder casting." + "reason": "Python 3.13 JIT parsing error vs flash_attention crash on s_aux=None." }, { "left": "issue:46082", "right": "issue:46697", "accept": false, - "reason": "LlamaConfig head_dim validation and Swin2SR over-padding are unrelated bugs." + "reason": "LlamaConfig head_dim validation vs Swin2SR image over-padding." }, { "left": "issue:45632", "right": "issue:46617", "accept": false, - "reason": "Both involve trust_remote_code caching, but one is a leaf-directory cache collision and the other is a FileNotFoundError from cache loading; not the same root cause." + "reason": "Cache-path collision for leaf-directory names vs FileNotFoundError loading from cache." }, { - "left": "issue:44855", - "right": "issue:45588", + "left": "issue:43673", + "right": "issue:46421", "accept": false, - "reason": "An import/torch.jit parsing error in DebertaV2Model is unrelated to the flash_attention.py s_aux=None AttributeError." + "reason": "Chunked-prefill cache missing vs lazy cache init causing recompilation; different symptoms." }, { - "left": "issue:43673", - "right": "issue:46421", + "left": "issue:29870", + "right": "issue:35141", + "accept": false, + "reason": "BART generate UnboundLocalError vs embedding resize/post_init reinitialization." + }, + { + "left": "issue:43931", + "right": "issue:44060", + "accept": false, + "reason": "Qwen3-VL weight-shape mismatch vs Qwen3-Next tied-weight warning." + }, + { + "left": "issue:44617", + "right": "issue:45584", + "accept": false, + "reason": "SAM3Video OOM vs Whisper empty-transcription generation crash." + }, + { + "left": "issue:44242", + "right": "issue:46897", "accept": false, - "reason": "Missing GenerationMixin cache during chunked_prefill and lazy cache initialization causing recompilation are distinct cache-related problems, not the same bug." + "reason": "Load-balancing loss omission vs Florence2 double-shift training-loss bug." } ] }, @@ -11667,7 +11534,7 @@ "component_index": 1, "component_count": 24, "review_unit_index": 38, - "review_unit_count": 61, + "review_unit_count": 60, "status": "reviewed", "reason": null, "source": "llm", @@ -11678,24 +11545,22 @@ "issue:25251", "issue:27957", "issue:29870", - "issue:35141", "issue:39692", "issue:41720", "issue:43065", "issue:43295", "issue:43335", "issue:43526", + "issue:43540", "issue:43550", "issue:43644", - "issue:43931", - "issue:44060", "issue:44077", "issue:44112", "issue:44190", - "issue:44242", "issue:44462", "issue:44464", "issue:44479", + "issue:44521", "issue:44610", "issue:44617", "issue:44734", @@ -11705,6 +11570,7 @@ "issue:44877", "issue:44913", "issue:44933", + "issue:44938", "issue:45127", "issue:45245", "issue:45276", @@ -11712,6 +11578,7 @@ "issue:45357", "issue:45362", "issue:45381", + "issue:45542", "issue:45563", "issue:45584", "issue:45600", @@ -11721,18 +11588,13 @@ "issue:46489", "issue:46655", "issue:46697", - "issue:46752", - "issue:46897" + "issue:46752" ], "soft_pairs": [ - "issue:43931|issue:44060", - "issue:29870|issue:35141", - "issue:44617|issue:45584", - "issue:44242|issue:46897", "issue:43644|issue:44913", "issue:43335|issue:44855", - "issue:45563|issue:45584", "issue:25251|issue:27957", + "issue:45563|issue:45584", "issue:43550|issue:44190", "issue:44933|issue:45362", "issue:44077|issue:44877", @@ -11749,224 +11611,225 @@ "issue:44617|issue:46369", "issue:43295|issue:45276", "issue:44112|issue:45600", - "issue:43526|issue:46697", - "issue:45290|issue:46752", "issue:44462|issue:45907", + "issue:45290|issue:46752", + "issue:43526|issue:46697", "issue:44737|issue:45803", - "issue:45276|issue:45584" + "issue:45276|issue:45584", + "issue:43540|issue:44734", + "issue:44521|issue:45381", + "issue:44938|issue:45542", + "issue:25251|issue:29870" ], - "prepared_review_unit_hash": "3049808d6e407ea7a299d7545ab3e8e369a97ed161ca6808deec875746beffe9", + "prepared_review_unit_hash": "f537fa51cb8466506d7830953235d6886266d5f9698dd2c7ffd13250864e3f4e", "component_budget": { "node_count": 502, "item_count": 502, "soft_pair_count": 1845, - "serialized_chars": 957264, - "estimated_input_tokens": 239316, - "estimated_eval_tokens": 478888 + "serialized_chars": 957282, + "estimated_input_tokens": 239321, + "estimated_eval_tokens": 478898 }, "budget": { - "node_count": 48, - "item_count": 48, + "node_count": 47, + "item_count": 47, "soft_pair_count": 29, - "serialized_chars": 36526, - "estimated_input_tokens": 9132, - "estimated_eval_tokens": 18520 + "serialized_chars": 35845, + "estimated_input_tokens": 8962, + "estimated_eval_tokens": 18180 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These are mostly unrelated transformer/model bug reports that only share broad subsystem keywords. I found one plausible duplicate pair in the DeepSeek tokenizer regression on v5+; the rest are distinct issues and should stay separate.", - "confidence": 0.89, - "canonical_issue_reason": "issue:46489 is the clearest and most specific representative of the only true near-duplicate pair: it describes the DeepSeek tokenizer v5+ regression as a gap in the earlier fix, making it the best canonical issue for that bug.", + "summary": "This cluster is a false-positive mix of unrelated Transformers bugs and regressions. None of the soft pairs look like the same underlying fix, though several share broad subsystem keywords.", + "confidence": 0.94, + "canonical_issue_reason": "No single canonical issue stands out: the items span unrelated models, processors, generation paths, config loading, and CI failures.", "canonical_pr_reason": null, - "best_issue_reason": "issue:46489 is the best overall issue here because it pinpoints a concrete, actionable tokenizer regression with an explicit tie to the prior fix path.", + "best_issue_reason": "issue:44521 is the strongest standalone issue because it has a concrete multimodal repro, multiple inbound references, and the most discussion activity.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:43931", - "right": "issue:44060", - "accept": false, - "reason": "Different models and different failures: Qwen3-VL weight-shape mismatch vs Qwen3-Next tied-weights warning." - }, - { - "left": "issue:29870", - "right": "issue:35141", - "accept": false, - "reason": "Separate bugs: BART generate() hits an UnboundLocalError, while the other is output-embedding reinitialization after resize_token_embeddings." - }, - { - "left": "issue:44617", - "right": "issue:45584", - "accept": false, - "reason": "Unrelated symptoms and code paths: Sam3Video CUDA OOM vs Whisper empty-transcription generation crash." - }, - { - "left": "issue:44242", - "right": "issue:46897", - "accept": false, - "reason": "Both concern training losses, but they are different model-specific bugs with different root causes." - }, { "left": "issue:43644", "right": "issue:44913", "accept": false, - "reason": "Different serialization/config problems: non-persistent buffers junk vs GPTNeoXConfig rotary_pct not persisting on reload." + "reason": "One is buffer initialization corruption in Transformers 5.0.0; the other is a GPTNeoXConfig reload/default preservation bug. Different code paths and symptoms." }, { "left": "issue:43335", "right": "issue:44855", "accept": false, - "reason": "One is a SwitchTransformers config construction bug; the other is a Python 3.13 import/parsing failure in DebertaV2Model." + "reason": "Sparse-layer creation in SwitchTransformersConfig is unrelated to a Python 3.13 import/torch.jit.script parsing error." }, { - "left": "issue:45563", - "right": "issue:45584", + "left": "issue:25251", + "right": "issue:27957", "accept": false, - "reason": "Different generate() issues: a stale warning about num_return_sequences vs a crash on empty Whisper transcription." + "reason": "Pipeline top_k nesting output bug and XLM-Roberta Flash Attention 2 support are unrelated features." }, { - "left": "issue:25251", - "right": "issue:27957", + "left": "issue:45563", + "right": "issue:45584", "accept": false, - "reason": "No shared bug: pipeline top_k nesting regression vs XLMRoberta Flash Attention 2 support issue." + "reason": "A stale warning in paged generate() is not the same as Whisper failing on empty transcription after align_special_tokens." }, { "left": "issue:43550", "right": "issue:44190", "accept": false, - "reason": "Completely different failures: torch.compile/SDPA on Bamba vs local dataset loading in an example script." + "reason": "torch.compile + SDPA crash in Bamba is unrelated to local dataset loading in the image-classification script." }, { "left": "issue:44933", "right": "issue:45362", "accept": false, - "reason": "Unrelated: missing import from image_utils vs Qwen3.5-35B chat crash." + "reason": "Missing/nonexistent image_utils import and Qwen3.5 chat crash are different failures in different parts of the stack." }, { "left": "issue:44077", "right": "issue:44877", "accept": false, - "reason": "Both are config-related, but one is about patchtsmixer post_init allowance and the other about strict config loading for granite_speech." + "reason": "Optional post_init enforcement for patchtsmixer is unrelated to strict config loading for granite_speech." }, { "left": "issue:41720", "right": "issue:45245", "accept": false, - "reason": "Different classes of bugs: Qwen3 auto device mapping cuda assert vs category-count limit RuntimeError." + "reason": "Qwen3 auto device mapping cuda assert and category-count overflow are entirely different problems." }, { "left": "issue:45381", "right": "issue:46369", "accept": false, - "reason": "Different issues: Qwen video-position IDs regression vs Sam3-LiteText memory overflow." + "reason": "Wrong video vision_position_ids in Qwen2.5-VL is not the same as Sam3-LiteText memory overflow." }, { "left": "issue:44479", "right": "issue:44734", "accept": false, - "reason": "Both hit generation/video-serving paths, but the concrete bugs differ: video-input regression in Qwen models vs KV-cache continuation indexing in serve." + "reason": "Video-input regression across Qwen models and KV-cache continuation indexing in transformers serve affect different code paths." }, { "left": "issue:43335", "right": "issue:44190", "accept": false, - "reason": "Unrelated bugs: sparse-layer creation in SwitchTransformers vs local dataset loading failure." + "reason": "Sparse layer creation bug and local dataset loading failure are unrelated." }, { "left": "issue:43065", "right": "issue:44610", "accept": false, - "reason": "Different model/component bugs: a dummy Conv2d in Sam3PixelDecoder vs OmDet-Turbo processor/model size mismatch." + "reason": "Dummy Conv2d in Sam3PixelDecoder and OmDet-Turbo processor/model size mismatch are different model-specific issues." }, { "left": "issue:39692", "right": "issue:44190", "accept": false, - "reason": "Docs/example errors in SigLIP2 are unrelated to the local dataset loading problem." + "reason": "SigLIP2 docs example errors are not the same as the image-classification script's local dataset issue." }, { "left": "issue:45127", "right": "issue:45357", "accept": false, - "reason": "Different mechanisms: LoRA merge with extended vocab collapse vs save_pretrained writing wrong visual encoder keys." + "reason": "LoRA merge collapse with extended vocab and incorrect visual encoder keys on save_pretrained are different regression mechanisms." }, { "left": "issue:44464", "right": "issue:45563", "accept": false, - "reason": "Different generation bugs: compiled-forward chunked generation inconsistency vs a stale warning for num_return_sequences." + "reason": "Compiled chunked generation inconsistency is unrelated to a stale warning about num_return_sequences." }, { "left": "issue:45381", "right": "issue:46655", "accept": false, - "reason": "Both are video-related, but the underlying bugs differ: wrong Qwen video position IDs vs over-padding in SmolVLM video preprocessing." + "reason": "Both involve video preprocessing, but the bugs are different: wrong position ids vs incorrect padding calculation." }, { "left": "issue:44779", "right": "issue:46489", - "accept": true, - "reason": "Same underlying bug: DeepSeek tokenizer output is wrong on transformers v5+, and 46489 is a follow-up describing the gap in the earlier fix." + "accept": false, + "reason": "DeepSeek tokenizer regression in v5 and the DeepSeek-Coder v1 gap in PR #44801 are related only broadly; they are not the same concrete bug." }, { "left": "issue:44617", "right": "issue:46369", "accept": false, - "reason": "Both mention Sam3 memory pressure, but they are different models and different reports (OOM vs memory overflow)." + "reason": "Both mention memory issues in Sam3 variants, but one is a Sam3Video OOM and the other is a Sam3-LiteText memory overflow; likely separate causes." }, { "left": "issue:43295", "right": "issue:45276", "accept": false, - "reason": "Distinct resize/tokenizer regressions with different affected code paths and symptoms." + "reason": "Processor.tokenizer regression and resize_token_embeddings not updating tied outputs are different API-level bugs." }, { "left": "issue:44112", "right": "issue:45600", "accept": false, - "reason": "Both are CI failures, but they stem from unrelated causes: stale GraniteSpeech device override test vs removed Sam3LiteText config references." + "reason": "A stale GraniteSpeech CI test and auto_mappings referencing removed configs are separate CI/configuration failures." }, { - "left": "issue:43526", - "right": "issue:46697", + "left": "issue:44462", + "right": "issue:45907", "accept": false, - "reason": "Different image-processing bugs: BEiT label reduction vs Swin2SR over-padding." + "reason": "AutoTokenizer ignoring tokenizer.json and list_repo_files not forwarding revision are unrelated hub/loading API bugs." }, { "left": "issue:45290", "right": "issue:46752", "accept": false, - "reason": "Both are chat-template crashes, but the triggers differ: assistant tool-call message with no content vs passing an empty message list." + "reason": "Both crash in apply_chat_template, but one is about assistant tool-call messages with no content and the other is an empty-list IndexError; different edge cases and likely different fixes." }, { - "left": "issue:44462", - "right": "issue:45907", + "left": "issue:43526", + "right": "issue:46697", "accept": false, - "reason": "Separate repository/loader bugs: AutoTokenizer ignoring tokenizer.json vs list_repo_files not forwarding revision." + "reason": "BEiTImageProcessorFast reduce_labels returning one label and Swin2SR over-padding images are unrelated image-processing bugs." }, { "left": "issue:44737", "right": "issue:45803", "accept": false, - "reason": "Unrelated: XLNet device placement bug vs FuyuBatchFeature swallowing exceptions." + "reason": "Missing device= in XLNet positional encoding and a bare except swallowing errors in FuyuBatchFeature are unrelated code issues." }, { "left": "issue:45276", "right": "issue:45584", "accept": false, - "reason": "Different domains entirely: Gemma4 embedding resize bug vs Whisper empty-transcription failure." + "reason": "Embedding resize propagation and Whisper empty transcription handling are different generation/model bugs." + }, + { + "left": "issue:43540", + "right": "issue:44734", + "accept": false, + "reason": "Qwen3OmniMoe video-input ValueError and transformers serve KV-cache indexing crash are different subsystems." + }, + { + "left": "issue:44521", + "right": "issue:45381", + "accept": false, + "reason": "Both touch multimodal chat/video handling, but one is assistant_mask generation and the other is vision_position_ids; not the same bug." + }, + { + "left": "issue:44938", + "right": "issue:45542", + "accept": false, + "reason": "Python 3.14 import/load failure and the missing TensorFlow backend error from tensorboard-only installs are unrelated." + }, + { + "left": "issue:25251", + "right": "issue:29870", + "accept": false, + "reason": "Pipeline top_k nesting output change and BART generate() decoder_attention_mask initialization are distinct bugs." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The summary is well grounded in the packet. The DeepSeek tokenizer pair (issue:44779 / issue:46489) is the only clearly plausible duplicate-like match, and the other soft-edge verdicts are appropriately conservative given the titles and available evidence. I didn\u2019t see an overstatement of evidence." - }, - "evaluator_used": true, + "evaluator_result": null, + "evaluator_used": false, "retried": false, - "accepted_nontrivial_soft_edge": true, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, @@ -11975,7 +11838,7 @@ "component_index": 1, "component_count": 24, "review_unit_index": 39, - "review_unit_count": 61, + "review_unit_count": 60, "status": "reviewed", "reason": null, "source": "llm", @@ -11983,9 +11846,7 @@ "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-502", "nodes": [ - "issue:25251", "issue:27957", - "issue:29870", "issue:32090", "issue:35141", "issue:36246", @@ -11995,14 +11856,16 @@ "issue:42175", "issue:42796", "issue:43295", + "issue:43381", "issue:43404", + "issue:43526", "issue:43531", - "issue:43540", "issue:43582", "issue:43643", "issue:43650", "issue:43673", "issue:43854", + "issue:43901", "issue:43976", "issue:44016", "issue:44112", @@ -12012,16 +11875,16 @@ "issue:44295", "issue:44496", "issue:44521", - "issue:44734", - "issue:44938", + "issue:44683", "issue:44964", "issue:44987", "issue:45003", + "issue:45042", "issue:45083", "issue:45216", "issue:45335", - "issue:45381", - "issue:45542", + "issue:45446", + "issue:45593", "issue:45600", "issue:45632", "issue:46082", @@ -12033,10 +11896,6 @@ "issue:46932" ], "soft_pairs": [ - "issue:43540|issue:44734", - "issue:44938|issue:45542", - "issue:44521|issue:45381", - "issue:25251|issue:29870", "issue:43673|issue:46858", "issue:43854|issue:44964", "issue:45632|issue:46234", @@ -12044,227 +11903,231 @@ "issue:44246|issue:45003", "issue:44964|issue:45600", "issue:44112|issue:44964", - "issue:42175|issue:44279", "issue:27957|issue:35141", - "issue:46082|issue:46121", + "issue:42175|issue:44279", "issue:42796|issue:44521", + "issue:46082|issue:46121", "issue:36246|issue:41628", - "issue:43404|issue:45216", "issue:32090|issue:35141", - "issue:36246|issue:38617", + "issue:43404|issue:45216", "issue:43531|issue:45600", + "issue:36246|issue:38617", "issue:41950|issue:44016", "issue:44295|issue:46506", - "issue:43650|issue:44220", "issue:43673|issue:46424", - "issue:43976|issue:44987", + "issue:43650|issue:44220", "issue:43582|issue:46932", "issue:43295|issue:45335", + "issue:43976|issue:44987", "issue:45083|issue:46506", - "issue:44016|issue:44220" + "issue:44016|issue:44220", + "issue:44496|issue:45042", + "issue:43526|issue:43901", + "issue:43381|issue:45593", + "issue:44683|issue:45446" ], - "prepared_review_unit_hash": "6f538696449425b441e94c5620666effcb163fa47ec7ae9ed8df606f3d99a96b", + "prepared_review_unit_hash": "7ec189a1704aff151e4f493c32175e20247fbe649f007f2a433c83e9ea90c382", "component_budget": { "node_count": 502, "item_count": 502, "soft_pair_count": 1845, - "serialized_chars": 957264, - "estimated_input_tokens": 239316, - "estimated_eval_tokens": 478888 + "serialized_chars": 957282, + "estimated_input_tokens": 239321, + "estimated_eval_tokens": 478898 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 29, - "serialized_chars": 36493, - "estimated_input_tokens": 9124, - "estimated_eval_tokens": 18504 + "serialized_chars": 36400, + "estimated_input_tokens": 9100, + "estimated_eval_tokens": 18456 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is highly heterogeneous: the soft-linked issues share broad themes like model loading, multimodal inputs, caching, or import errors, but they do not appear to describe the same underlying bug/change.", - "confidence": 0.97, - "canonical_issue_reason": "No single canonical issue stands out because the cluster spans many unrelated defects across different subsystems and models.", + "summary": "This set is a loose similarity cluster, not a duplicate set: the issues span unrelated models, import errors, cache bugs, packaging, docs, and training/runtime regressions. None of the soft pairs look like the same underlying bug/change, so all soft edges should be rejected.", + "confidence": 0.96, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "No issue is a strong representative for the whole cluster; the items are too mixed to anchor on one canonical bug.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:43540", - "right": "issue:44734", - "accept": false, - "reason": "Different code paths: Qwen3OmniMoe video-input processing vs transformers serve KV-cache continuation indexing." - }, - { - "left": "issue:44938", - "right": "issue:45542", - "accept": false, - "reason": "Unrelated failures: Python 3.14 import/load problem vs missing TensorFlow backend when only tensorboard is installed." - }, - { - "left": "issue:44521", - "right": "issue:45381", - "accept": false, - "reason": "Both are multimodal/Qwen-related, but one is assistant mask generation and the other is video position IDs; not the same bug." - }, - { - "left": "issue:25251", - "right": "issue:29870", - "accept": false, - "reason": "Pipeline output nesting change and BART generate decoder_attention_mask error are unrelated." - }, { "left": "issue:43673", "right": "issue:46858", "accept": false, - "reason": "Both mention cache, but one is missing cache in chunked_prefill while the other is a device-tensor seq-length arithmetic issue." + "reason": "Both concern caching in generation, but one is about missing cache during chunked prefill in v5.0.0 and the other is a device-tensor length bug in static cache slice arithmetic; different code paths and fixes." }, { "left": "issue:43854", "right": "issue:44964", "accept": false, - "reason": "Both are model-load regressions, but they affect different models and likely different root causes." + "reason": "Different model-loading failures for different models (GLM-4.7-Flash vs Phi-4-multimodal); not the same root cause." }, { "left": "issue:45632", "right": "issue:46234", "accept": false, - "reason": "Trust-remote-code cache-path collision and a missing import_utils symbol are unrelated." + "reason": "One is a trust_remote_code cache-path collision, the other is a missing import utility symbol; unrelated bugs." }, { "left": "issue:43643", "right": "issue:44496", "accept": false, - "reason": "Both concern config/model loading, but one is missing returned fields with trust_remote_code and the other is an unrecognized model lacking model_type." + "reason": "Both involve config/model loading, but one is incomplete returned config fields with trust_remote_code and the other is an unrecognized model missing model_type; different failure modes." }, { "left": "issue:44246", "right": "issue:45003", "accept": false, - "reason": "Import-time performance complaint vs unsafe sys.modules access; not the same bug." + "reason": "Import slowdown is a performance issue; unsafe sys.modules access is a correctness/safety issue in modeling_utils." }, { "left": "issue:44964", "right": "issue:45600", "accept": false, - "reason": "Different problems: Phi-4 multimodal model loading vs stale auto_mappings references breaking CI." + "reason": "Different problems: a specific multimodal model load failure versus stale auto_mappings references breaking CI." }, { "left": "issue:44112", "right": "issue:44964", "accept": false, - "reason": "CI test flakiness in GraniteSpeech is unrelated to Phi-4 multimodal loading failure." - }, - { - "left": "issue:42175", - "right": "issue:44279", - "accept": false, - "reason": "Dependency/backend packaging issue and a general dependency issue are too vague and not the same defect." + "reason": "CI test flakiness in GraniteSpeech device override is unrelated to loading Phi-4-multimodal." }, { "left": "issue:27957", "right": "issue:35141", "accept": false, - "reason": "Flash Attention 2 support for XLMRoberta is unrelated to embedding reinitialization after resize_token_embeddings." + "reason": "XLMRoberta Flash Attention support and token-embedding reinitialization are different model behaviors and fixes." }, { - "left": "issue:46082", - "right": "issue:46121", + "left": "issue:42175", + "right": "issue:44279", "accept": false, - "reason": "LlamaConfig head_dim validation and rope-param conversion TypeError are different configuration bugs." + "reason": "Both are dependency-related, but one is missing TensorFlow in the torch extra and the other is a generic dependency issue; not the same bug." }, { "left": "issue:42796", "right": "issue:44521", "accept": false, - "reason": "Tokenizer BPE-marker handling and multimodal assistant masks are unrelated." + "reason": "Tokenizer BPE-marker handling and multimodal assistant-mask generation are different text-processing bugs." }, { - "left": "issue:36246", - "right": "issue:41628", + "left": "issue:46082", + "right": "issue:46121", "accept": false, - "reason": "Both are import errors, but they refer to different missing names and modules." + "reason": "Both touch config validation, but one is LlamaConfig head_dim validation and the other is Rope-parameter dict conversion from JSON; separate issues." }, { - "left": "issue:43404", - "right": "issue:45216", + "left": "issue:36246", + "right": "issue:41628", "accept": false, - "reason": "Different regression types and models: untied lm_head in Mistral3ForConditionalGeneration vs incorrect saved checkpoint for Qwen3.5." + "reason": "Both are import errors, but they concern different symbols and modules (Qwen2.5 VL image processor vs AutoImageProcessor export)." }, { "left": "issue:32090", "right": "issue:35141", "accept": false, - "reason": "Trainer broadcast TypeError and token-embedding resize reinitialization do not share a code path." + "reason": "Trainer GPU broadcast NoneType error is unrelated to token embedding resizing/reinitialization." }, { - "left": "issue:36246", - "right": "issue:38617", + "left": "issue:43404", + "right": "issue:45216", "accept": false, - "reason": "Missing Qwen2_5_VLImageProcessor and missing layer_type_validation are unrelated import/export issues." + "reason": "Different models and bugs: tied lm_head weights in Mistral3ForConditionalGeneration vs checkpoint save_pretrained regression in Qwen3.5." }, { "left": "issue:43531", "right": "issue:45600", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior and stale config references in auto_mappings are unrelated." + "reason": "Sliding_window behavior in Qwen3-MoE is unrelated to stale config references in auto_mappings.py." + }, + { + "left": "issue:36246", + "right": "issue:38617", + "accept": false, + "reason": "Both are import errors, but they are for unrelated missing names in different modules; no shared underlying fix." }, { "left": "issue:41950", "right": "issue:44016", "accept": false, - "reason": "Video-classification pipeline bug and notebook syntax error are not duplicates." + "reason": "A pipeline image-processor lookup bug is unrelated to a syntax error in a notebook." }, { "left": "issue:44295", "right": "issue:46506", "accept": false, - "reason": "Position_ids buffer access error and CPU/CUDA result divergence are different defects." - }, - { - "left": "issue:43650", - "right": "issue:44220", - "accept": false, - "reason": "Placeholder/data request issue and _torch_extract_fbank_features bug are unrelated." + "reason": "Different problem domains: position_ids buffer access versus CPU/CUDA output divergence in PPDocLayoutV3." }, { "left": "issue:43673", "right": "issue:46424", "accept": false, - "reason": "Both mention cache configuration, but they concern different semantics and code paths." + "reason": "Both mention cache, but one is missing cache in chunked prefill and the other is max_cache_length being honored only for quantized cache; not the same defect." }, { - "left": "issue:43976", - "right": "issue:44987", + "left": "issue:43650", + "right": "issue:44220", "accept": false, - "reason": "Python-version compatibility failure and a model-loading failure for physical-intelligence/fast are unrelated." + "reason": "Placeholder/low-signal issue title versus a concrete fbank feature extraction bug; no overlap." }, { "left": "issue:43582", "right": "issue:46932", "accept": false, - "reason": "AppleSilicon TypeError in allocator warmup and Gemma4 dtype-casting fix are unrelated." + "reason": "Apple Silicon TypeError in caching_allocator_warmup is unrelated to Gemma4 quantized embedder dtype casting." }, { "left": "issue:43295", "right": "issue:45335", "accept": false, - "reason": "Processor/tokenizer regression and t5gemma decoder embedding resize bug are different issues." + "reason": "Different regressions in different model APIs: processor.tokenizer/image passing versus resize_token_embeddings not updating decoder.embed_tokens." + }, + { + "left": "issue:43976", + "right": "issue:44987", + "accept": false, + "reason": "Python-version compatibility regression and a specific model-loading failure are unrelated." }, { "left": "issue:45083", "right": "issue:46506", "accept": false, - "reason": "Feature-extractor length helper behavior in qwen3_omni_moe and PPDocLayoutV3 CPU/CUDA mismatch are unrelated." + "reason": "Qwen3_omni_moe feature-length helper behavior and PPDocLayoutV3 CPU/CUDA mismatch are different bugs." }, { "left": "issue:44016", "right": "issue:44220", "accept": false, - "reason": "Notebook syntax error and fbank feature extraction bug are not the same problem." + "reason": "Notebook syntax error is unrelated to the _torch_extract_fbank_features runtime issue." + }, + { + "left": "issue:44496", + "right": "issue:45042", + "accept": false, + "reason": "Unrecognized model/model_type loading failure is unrelated to PIL image processors requiring torchvision." + }, + { + "left": "issue:43526", + "right": "issue:43901", + "accept": false, + "reason": "BEiT image-label reduction bug and text-classification docs mismatch are unrelated." + }, + { + "left": "issue:43381", + "right": "issue:45593", + "accept": false, + "reason": "Gradient checkpointing eval-mode restriction is a different training/runtime issue from D-FINE auxiliary-loss behavior." + }, + { + "left": "issue:44683", + "right": "issue:45446", + "accept": false, + "reason": "Both are flex_attention-related, but one is a compile failure on torch>=2.9 and the other is an incorrect version check for AuxRequest import; different fixes." } ] }, @@ -12280,7 +12143,7 @@ "component_index": 1, "component_count": 24, "review_unit_index": 40, - "review_unit_count": 61, + "review_unit_count": 60, "status": "reviewed", "reason": null, "source": "llm", @@ -12289,14 +12152,15 @@ "cluster_id": "cluster-10000-502", "nodes": [ "issue:39692", + "issue:41950", + "issue:42796", "issue:42907", "issue:43295", "issue:43299", - "issue:43381", "issue:43441", "issue:43479", - "issue:43526", "issue:43577", + "issue:43650", "issue:43673", "issue:43824", "issue:43901", @@ -12311,20 +12175,18 @@ "issue:44368", "issue:44496", "issue:44521", - "issue:44683", "issue:44779", "issue:44792", "issue:44933", - "issue:45042", + "issue:45020", "issue:45216", "issue:45278", "issue:45335", + "issue:45357", "issue:45375", "issue:45405", - "issue:45446", "issue:45584", "issue:45588", - "issue:45593", "issue:45759", "issue:45812", "issue:46082", @@ -12338,22 +12200,18 @@ "issue:46752" ], "soft_pairs": [ - "issue:44496|issue:45042", - "issue:43526|issue:43901", - "issue:43381|issue:45593", "issue:42907|issue:43441", - "issue:44683|issue:45446", "issue:43901|issue:44496", "issue:43673|issue:44336", "issue:43479|issue:45375", - "issue:43976|issue:44279", "issue:44496|issue:45759", "issue:44016|issue:44062", + "issue:43976|issue:44279", "issue:44792|issue:46424", "issue:43441|issue:45588", "issue:43824|issue:44933", - "issue:44279|issue:46515", "issue:44521|issue:46693", + "issue:44279|issue:46515", "issue:45335|issue:45584", "issue:44327|issue:46752", "issue:46123|issue:46369", @@ -12367,216 +12225,213 @@ "issue:46082|issue:46512", "issue:43976|issue:45405", "issue:44779|issue:45812", - "issue:44351|issue:45278" + "issue:42796|issue:43650", + "issue:44351|issue:45278", + "issue:41950|issue:45020", + "issue:43299|issue:45357" ], - "prepared_review_unit_hash": "0bd075336304f2516e0af688e7e2281a507787da8057cf7332192ed9ae39dae7", + "prepared_review_unit_hash": "ee463fe83954bbf8390460b71f1afe2e05b954e057eac4922f6e8fc427a250ca", "component_budget": { "node_count": 502, "item_count": 502, "soft_pair_count": 1845, - "serialized_chars": 957264, - "estimated_input_tokens": 239316, - "estimated_eval_tokens": 478888 + "serialized_chars": 957282, + "estimated_input_tokens": 239321, + "estimated_eval_tokens": 478898 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 30, - "serialized_chars": 36769, - "estimated_input_tokens": 9193, - "estimated_eval_tokens": 18642 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35841, + "estimated_input_tokens": 8961, + "estimated_eval_tokens": 18178 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is highly heterogeneous: most items are isolated model/config/regression reports, so there is no strong duplicate core. I treated every soft edge as a false match because the paired artifacts do not describe the same concrete bug or change.", - "confidence": 0.63, - "canonical_issue_reason": "Issue 45278 is the broadest regression report in the set, describing multiple import failures after an upgrade. It is the closest thing to an umbrella issue, even though the cluster is mostly unrelated one-off bugs.", + "summary": "Mostly heterogeneous Transformers regression reports with weak similarity links; most pairs are related only by broad subsystem or model-family overlap, not the same underlying bug. No pull requests are present. The closest thing to an umbrella issue is the v5 import-regression report.", + "confidence": 0.78, + "canonical_issue_reason": "issue:45278 is the broadest umbrella candidate in the set, covering upgrade-related import breakages and serving as the best general anchor among otherwise diverse issues.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45278 is the best stand-alone representative because it captures a wider API/import breakage rather than a single model-specific symptom.", + "best_issue_reason": "issue:45278 is the most suitable representative because it captures a broad version-regression symptom that can subsume specific import failure reports more naturally than the other, more narrowly-scoped issues.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:44496", - "right": "issue:45042", - "accept": false, - "reason": "Different failures in different areas: model loading/config resolution vs PIL image processor torchvision dependency." - }, - { - "left": "issue:43526", - "right": "issue:43901", - "accept": false, - "reason": "One is a BeitImageProcessorFast label-processing bug; the other is outdated docs for text classification pipeline behavior." - }, - { - "left": "issue:43381", - "right": "issue:45593", - "accept": false, - "reason": "Gradient checkpointing eval-mode behavior and D-FINE denoising losses are unrelated code paths." - }, { "left": "issue:42907", "right": "issue:43441", "accept": false, - "reason": "Both mention Ministral/devstral, but one is about saving dequantized models while the other is a FlashAttention load/runtime failure." - }, - { - "left": "issue:44683", - "right": "issue:45446", - "accept": false, - "reason": "Both touch flex_attention, but one is a torch>=2.9 compiled-kernel failure and the other is a version-check/import bug for AuxRequest." + "reason": "Both concern Ministral, but one is a save/dequantization problem and the other is a FlashAttention load/runtime failure; different code paths and symptoms." }, { "left": "issue:43901", "right": "issue:44496", "accept": false, - "reason": "Documentation mismatch for return_all_scores is unrelated to an unrecognized-model config error." + "reason": "Docs mismatch for TextClassificationPipeline vs an unrecognized model/config loading failure; unrelated bugs." }, { "left": "issue:43673", "right": "issue:44336", "accept": false, - "reason": "Generation cache handling during chunked prefill is unrelated to ANSI coloring in loading_report." + "reason": "Generation cache regression vs ANSI color leakage in loading_report; no shared underlying bug." }, { "left": "issue:43479", "right": "issue:45375", "accept": false, - "reason": "Both are config bugs, but they affect different multimodal model classes and different fields/defaulting behavior." - }, - { - "left": "issue:43976", - "right": "issue:44279", - "accept": false, - "reason": "Python version support breakage is not the same underlying problem as a generic dependency issue." + "reason": "Both are multimodal config issues, but they affect different model families and different missing/default fields." }, { "left": "issue:44496", "right": "issue:45759", "accept": false, - "reason": "Different multimodal model-construction failures: one rejects a model config, the other fails to unwrap text_config in from_config." + "reason": "One is an unrecognized-model config error, the other is AutoModelForCausalLM not unwrapping text_config for composite Qwen configs; distinct failures." }, { "left": "issue:44016", "right": "issue:44062", "accept": false, - "reason": "Notebook syntax error and AddedToken keyword conflict are unrelated." + "reason": "Notebook syntax error vs tokenizer AddedToken argument collision; unrelated." + }, + { + "left": "issue:43976", + "right": "issue:44279", + "accept": false, + "reason": "A Python-version compatibility regression is not the same as a generic dependency issue." }, { "left": "issue:44792", "right": "issue:46424", "accept": false, - "reason": "A janus image-generation test failure is not the same as cache-length handling in quantized cache." + "reason": "Janus test failure vs cache-length handling; different components and behavior." }, { "left": "issue:43441", "right": "issue:45588", "accept": false, - "reason": "Both involve flash attention, but the concrete failures differ: Ministral-3 runtime breakage vs s_aux=None AttributeError for sink-less models." + "reason": "Both mention FlashAttention, but they describe different crashes on different models/code paths." }, { "left": "issue:43824", "right": "issue:44933", "accept": false, - "reason": "Missing Qwen2_5_VL export and a nonexistent image_utils import are separate import problems." - }, - { - "left": "issue:44279", - "right": "issue:46515", - "accept": false, - "reason": "A generic transformers dependency issue is not the same as an explicit torch 2.4.1 incompatibility." + "reason": "Both are import errors, but for different missing symbols/modules and no clear shared root cause." }, { "left": "issue:44521", "right": "issue:46693", "accept": false, - "reason": "Assistant-mask generation in multimodal chat templates is unrelated to FA2 long-context performance regression." + "reason": "Chat-template masking bug vs long-context FA2 performance regression; unrelated." }, { - "left": "issue:45335", + "left": "issue:44279", + "right": "issue:46515", + "accept": false, + "reason": "Generic dependency complaint vs torch-specific incompatibility; too broad to be the same bug." + }, + { + "left": "issue:45335", "right": "issue:45584", "accept": false, - "reason": "Embedding resize propagation in t5gemma is unrelated to Whisper empty-transcription generation after align_special_tokens." + "reason": "t5gemma embedding resize bug vs Whisper empty-transcription generation failure; different paths." }, { "left": "issue:44327", "right": "issue:46752", "accept": false, - "reason": "QA span decoding top-k bounds and empty apply_chat_template input are different runtime errors." + "reason": "Two boundary-condition crashes in different APIs; not the same underlying defect." }, { "left": "issue:46123", "right": "issue:46369", "accept": false, - "reason": "A partial-batch flag bug in MaskGenerationPipeline is unrelated to memory overflow in sam3-litetext." + "reason": "MaskGenerationPipeline batch bookkeeping vs sam3-litetext memory overflow; unrelated." }, { "left": "issue:43299", "right": "issue:45216", "accept": false, - "reason": "Qwen3VL Moe loading regression and Qwen3.5 save_pretrained checkpoint corruption are different code-path failures." + "reason": "Both are Qwen3.5 regressions, but one is a load-time breakage and the other is an incorrect save_pretrained checkpoint; separate issues." }, { "left": "issue:46082", "right": "issue:46399", "accept": false, - "reason": "LlamaConfig head_dim validation and Qwen3.5 kernel registration error are unrelated." + "reason": "LlamaConfig validation vs Qwen3.5 kernel-registration failure; different model families and bugs." }, { "left": "issue:44279", "right": "issue:45405", "accept": false, - "reason": "A vague dependency issue is not the same as an explicit MIN_PEFT_VERSION pin to an unreleased version." + "reason": "Dependency problem with transformers vs unreleased minimum peft version; not the same issue." }, { "left": "issue:43295", "right": "issue:44779", "accept": false, - "reason": "Custom model processor.tokenizer breakage and Deepseek tokenizer output regression are both tokenizer-related but not the same bug." + "reason": "Both are tokenizer-related regressions, but one concerns processor/tokenizer image handling and the other Deepseek token IDs; not the same bug." }, { "left": "issue:39692", "right": "issue:43901", "accept": false, - "reason": "SigLIP2 docs example errors are unrelated to a text-classification pipeline documentation mismatch." + "reason": "Two documentation issues, but about different APIs and failure modes; not duplicates." }, { "left": "issue:44075", "right": "issue:44368", "accept": false, - "reason": "Unused SGD optimizer args and a tie_word_embeddings warning are unrelated." + "reason": "Optimizer argument handling vs model config warning about tied embeddings; unrelated." }, { "left": "issue:43577", "right": "issue:45216", "accept": false, - "reason": "Blip2 dtype propagation and Qwen3.5 save_pretrained checkpoint correctness are different regressions." + "reason": "BLIP2 dtype propagation bug vs Qwen3.5 save_pretrained regression; different model families and code paths." }, { "left": "issue:46082", "right": "issue:46512", "accept": false, - "reason": "Config validation for Llama head_dim has nothing to do with stale model.config.dtype after from_config(dtype=...)." + "reason": "Both involve config/dtype details, but one is about invalid head_dim validation and the other about stale model.config.dtype after from_config; not the same bug." }, { "left": "issue:43976", "right": "issue:45405", "accept": false, - "reason": "Python support breakage and PEFT version pinning are separate packaging issues." + "reason": "Python compatibility regression vs PEFT version pin; unrelated." }, { "left": "issue:44779", "right": "issue:45812", "accept": false, - "reason": "Different tokenizer regressions affecting different model families and code paths." + "reason": "Both are tokenizer regressions, but they affect different model families and likely different tokenizer logic." + }, + { + "left": "issue:42796", + "right": "issue:43650", + "accept": false, + "reason": "Specific tokenizer BPE-marker bug vs unrelated placeholder issue; no overlap." }, { "left": "issue:44351", "right": "issue:45278", "accept": false, - "reason": "A specific HybridCache import failure is not clearly the same underlying bug as the broader multi-import regression report." + "reason": "44351 is a specific missing HybridCache import, while 45278 is a broad umbrella report of many import errors; insufficient evidence they are the same underlying defect." + }, + { + "left": "issue:41950", + "right": "issue:45020", + "accept": false, + "reason": "Video-classification pipeline processor lookup vs remote_code breakage; different problems." + }, + { + "left": "issue:43299", + "right": "issue:45357", + "accept": false, + "reason": "Both are Qwen3.5 multimodal regressions, but one affects loading and the other save_pretrained output; not one concrete bug." } ] }, @@ -12592,7 +12447,7 @@ "component_index": 1, "component_count": 24, "review_unit_index": 41, - "review_unit_count": 61, + "review_unit_count": 60, "status": "reviewed", "reason": null, "source": "llm", @@ -12603,7 +12458,6 @@ "issue:33290", "issue:41950", "issue:42175", - "issue:42796", "issue:42994", "issue:43299", "issue:43317", @@ -12612,8 +12466,12 @@ "issue:43525", "issue:43650", "issue:43653", + "issue:43673", + "issue:43761", "issue:43854", + "issue:43901", "issue:43976", + "issue:43994", "issue:44016", "issue:44242", "issue:44261", @@ -12628,12 +12486,10 @@ "issue:44683", "issue:44749", "issue:44779", - "issue:45020", "issue:45081", "issue:45103", "issue:45200", "issue:45276", - "issue:45357", "issue:45372", "issue:45397", "issue:45542", @@ -12649,9 +12505,6 @@ "issue:46851" ], "soft_pairs": [ - "issue:42796|issue:43650", - "issue:41950|issue:45020", - "issue:43299|issue:45357", "issue:44466|issue:45276", "issue:43299|issue:43854", "issue:43653|issue:45593", @@ -12665,8 +12518,8 @@ "issue:44361|issue:45593", "issue:45081|issue:45907", "issue:43441|issue:45834", - "issue:33290|issue:45656", "issue:45103|issue:45372", + "issue:33290|issue:45656", "issue:44336|issue:46851", "issue:42994|issue:43317", "issue:45859|issue:46851", @@ -12675,198 +12528,194 @@ "issue:45600|issue:45712", "issue:42175|issue:43976", "issue:44671|issue:44779", - "issue:44623|issue:45397" + "issue:44623|issue:45397", + "issue:43673|issue:43761", + "issue:43901|issue:43994" ], - "prepared_review_unit_hash": "49e96a24d55140ae976e95ec2309e3544ea8dd520c052768b4609a725ce34525", + "prepared_review_unit_hash": "4c6f85acca929a73b772059531f6ebc62fad9f9ae3431cbaf980319ae6f9f5fe", "component_budget": { "node_count": 502, "item_count": 502, "soft_pair_count": 1845, - "serialized_chars": 957264, - "estimated_input_tokens": 239316, - "estimated_eval_tokens": 478888 + "serialized_chars": 957282, + "estimated_input_tokens": 239321, + "estimated_eval_tokens": 478898 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 27, - "serialized_chars": 35217, - "estimated_input_tokens": 8805, - "estimated_eval_tokens": 17866 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 26, + "serialized_chars": 35546, + "estimated_input_tokens": 8887, + "estimated_eval_tokens": 18030 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The proposed soft pairs are overwhelmingly false positives: they mostly span unrelated bug reports across tokenization, loading, quantization, DeepSpeed, model configs, and CI. There is no real duplicate cluster here.", - "confidence": 0.98, - "canonical_issue_reason": "No single canonical issue stands out; the items are heterogeneous and do not share one underlying bug or code path.", + "summary": "This cluster is mostly a noisy mix of unrelated Transformers regressions, tokenizer/config bugs, docs issues, and backend-specific failures. None of the soft pairs look like the same underlying defect closely enough to merge, so all soft edges should be rejected.", + "confidence": 0.96, + "canonical_issue_reason": "No single canonical issue stands out: the set spans many unrelated subsystems and failure modes (tokenizers, multimodal configs, quantization/offload, deepspeed, attention kernels, docs, and model-specific regressions).", "canonical_pr_reason": null, - "best_issue_reason": "If one issue had to anchor the set, #44623 is the broadest standalone API regression, but it still does not represent the rest of the items.", + "best_issue_reason": "issue:44462 is the strongest standalone report in the set: it describes a clear, actionable bug in AutoTokenizer's repository file selection path and has a concrete user-facing impact.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:42796", - "right": "issue:43650", - "accept": false, - "reason": "Tokenizer BPE-marker handling vs an unrelated data/title-only issue; no shared code path." - }, - { - "left": "issue:41950", - "right": "issue:45020", - "accept": false, - "reason": "Video pipeline processor lookup vs remote_code compatibility regressions; different subsystems." - }, - { - "left": "issue:43299", - "right": "issue:45357", - "accept": false, - "reason": "MoE model loading failure vs save_pretrained visual-key serialization; different operations." - }, { "left": "issue:44466", "right": "issue:45276", "accept": false, - "reason": "Weight serialization inconsistency vs resize_token_embeddings propagation; not the same bug." + "reason": "Different bugs: one is tied-weight / lm_head serialization inconsistency, the other is resize_token_embeddings not updating Gemma4 embedding/output layers." }, { "left": "issue:43299", "right": "issue:43854", "accept": false, - "reason": "Different models and failure modes: Qwen3VL loading vs GLM-4.7 unit-test loading." + "reason": "Both are model-loading failures, but for different models and code paths (Qwen3VL MoE loading vs GLM-4.7 unit-test load behavior)." }, { "left": "issue:43653", "right": "issue:45593", "accept": false, - "reason": "Tokenizer special-token registration vs D-FINE auxiliary-loss logic; unrelated." + "reason": "Tokenizer special-token registration bug vs D-FINE auxiliary-loss logic; unrelated subsystems and symptoms." }, { "left": "issue:44242", "right": "issue:45200", "accept": false, - "reason": "Router/load-balancing loss computation vs mm_token_type_ids defaulting; different model paths." + "reason": "Load-balancing loss gating in MoE vs Gemma 4 text-only mm_token_type_ids defaulting; not the same defect." }, { "left": "issue:41950", "right": "issue:45823", "accept": false, - "reason": "Video processor lookup vs Gemma4 device-placement mismatch; no overlap." + "reason": "Video pipeline processor lookup issue vs Gemma4 PLE device-mismatch during forward; different code paths." }, { "left": "issue:43650", "right": "issue:46209", "accept": false, - "reason": "Generic placeholder title vs FP8 inference on B200; no common bug." + "reason": "Vague data request vs FP8 inference failure on B200; no shared underlying bug." }, { "left": "issue:44462", "right": "issue:45081", "accept": false, - "reason": "AutoTokenizer ignoring tokenizer.json vs Mistral regex patch crash; distinct tokenizer bugs." + "reason": "Both touch tokenizer loading, but one is AutoTokenizer ignoring tokenizer.json and the other is a Mistral regex patch crash; distinct root causes." }, { "left": "issue:43479", "right": "issue:43525", "accept": false, - "reason": "Different config classes and attributes: Phi4Multimodal defaults vs Llama4 pad_token_id." + "reason": "Different config bugs: Phi4Multimodal default sub-config initialization vs Llama4Config missing pad_token_id." }, { "left": "issue:44016", "right": "issue:44291", "accept": false, - "reason": "Notebook syntax error vs init_empty_weights constructor-argument mismatch." + "reason": "Notebook syntax error vs init_empty_weights TypeError; unrelated failure modes." }, { "left": "issue:44683", "right": "issue:45542", "accept": false, - "reason": "torch flex_attention compilation bug vs missing TensorFlow backend dependency." + "reason": "Compiled flex_attention on torch>=2.9 vs TensorFlow backend import/install problem; different subsystems." }, { "left": "issue:44361", "right": "issue:45593", "accept": false, - "reason": "Tokenizer AttributeError on tasks vs D-FINE loss behavior; unrelated." + "reason": "MLukeTokenizer AttributeError vs D-FINE auxiliary-loss behavior; unrelated issues." }, { "left": "issue:45081", "right": "issue:45907", "accept": false, - "reason": "Tokenizer backend patch crash vs list_repo_files revision forwarding; different code paths." + "reason": "Tokenizer regex patch crash vs list_repo_files revision forwarding; separate bugs with different APIs." }, { "left": "issue:43441", "right": "issue:45834", "accept": false, - "reason": "FlashAttention/Mistral load failure vs Kosmos2.5 OCR index error; unrelated." + "reason": "FlashAttention failure for Ministral-3 vs Kosmos2.5 OCR index error; not the same defect." }, { - "left": "issue:33290", - "right": "issue:45656", + "left": "issue:45103", + "right": "issue:45372", "accept": false, - "reason": "Adafactor OOM in DeepSpeed vs optimizer.step being called twice; not the same defect." + "reason": "auto_docstring annotations crash vs mistral_common ReasoningEffort import error; different code paths." }, { - "left": "issue:45103", - "right": "issue:45372", + "left": "issue:33290", + "right": "issue:45656", "accept": false, - "reason": "auto_docstring annotation parsing vs Gemma4 processor import dependency." + "reason": "Both mention deepspeed/optimizer behavior, but one is OOM with Adafactor and the other is double optimizer.step calls; not the same concrete bug." }, { "left": "issue:44336", "right": "issue:46851", "accept": false, - "reason": "ANSI escape cleanup vs variable-length position_ids handling." + "reason": "ANSI escape handling in loading_report vs Qwen3.5 variable-length position_ids bug; unrelated." }, { "left": "issue:42994", "right": "issue:43317", "accept": false, - "reason": "Quantized model saving vs dequantized model loading with offload; different failures." + "reason": "Quantized model saving failure vs dequantized model loading with device_map=auto offload; related broad area, but different code paths and symptoms." }, { "left": "issue:45859", "right": "issue:46851", "accept": false, - "reason": "CPU-offload rotary embedding incompatibility vs variable-length input handling." + "reason": "Both involve Qwen3.5, but CPU-offload rotary embedding failure and variable-length position_ids are distinct bugs." }, { "left": "issue:44623", "right": "issue:44749", "accept": false, - "reason": "Missing files in processor.save_pretrained vs a performance regression in data filtering." + "reason": "Processor save_pretrained missing files vs Chinese report of filtering slowdown; unrelated issues." }, { "left": "issue:44261", "right": "issue:44263", "accept": false, - "reason": "MLA q_a_layernorm epsilon config vs torch.split return values in GlmMoeDsaIndexer." + "reason": "MLA q_a_layernorm epsilon precision bug vs torch.split return values in GlmMoeDsaIndexer; different GLM internals and fixes." }, { "left": "issue:45600", "right": "issue:45712", "accept": false, - "reason": "auto_mappings stale config references vs leftover dummy classes in dummy_pt_objects." + "reason": "auto_mappings CI break from removed configs vs leftover dummy classes / dir(transformers) leak; unrelated maintenance issues." }, { "left": "issue:42175", "right": "issue:43976", "accept": false, - "reason": "Missing TensorFlow in extras install vs Python version support regression." + "reason": "TensorFlow missing from torch extra install vs Python version compatibility regression; different packaging problems." }, { "left": "issue:44671", "right": "issue:44779", "accept": false, - "reason": "CamemBERT masked-LM predictions vs DeepSeek tokenizer output regression." + "reason": "CamemBERT masked-LM predictions regression vs Deepseek tokenizer incorrect results; different models and code paths." }, { "left": "issue:44623", "right": "issue:45397", "accept": false, - "reason": "processor.save_pretrained issue vs ZeRO-3 from_pretrained; different code paths." + "reason": "Processor.save_pretrained file omission vs Gemma4 zero3 from_pretrained failure; not the same bug." + }, + { + "left": "issue:43673", + "right": "issue:43761", + "accept": false, + "reason": "Generation cache missing during chunked_prefill vs CLIPVisionModel hidden_states regression; different model components." + }, + { + "left": "issue:43901", + "right": "issue:43994", + "accept": false, + "reason": "Docs mismatch for return_all_scores vs SigLIP2 incorrect outputs; one is documentation, the other is model behavior." } ] }, @@ -12882,7 +12731,7 @@ "component_index": 1, "component_count": 24, "review_unit_index": 42, - "review_unit_count": 61, + "review_unit_count": 60, "status": "reviewed", "reason": null, "source": "llm", @@ -12897,17 +12746,15 @@ "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:43994", "issue:44016", "issue:44162", "issue:44188", @@ -12917,6 +12764,7 @@ "issue:44373", "issue:44496", "issue:44589", + "issue:44871", "issue:45003", "issue:45072", "issue:45083", @@ -12927,6 +12775,7 @@ "issue:45542", "issue:45561", "issue:45563", + "issue:45588", "issue:45800", "issue:45823", "issue:46291", @@ -12940,25 +12789,23 @@ "issue:46851" ], "soft_pairs": [ - "issue:43673|issue:43761", - "issue:43901|issue:43994", "issue:43901|issue:44246", "issue:43723|issue:44162", "issue:43824|issue:43976", - "issue:42796|issue:43441", "issue:43525|issue:43881", + "issue:42796|issue:43441", "issue:46291|issue:46399", - "issue:45542|issue:45800", "issue:44188|issue:44336", + "issue:45542|issue:45800", "issue:44016|issue:45823", "issue:43525|issue:43643", "issue:44589|issue:45362", "issue:44336|issue:44373", "issue:45325|issue:46851", "issue:46655|issue:46726", - "issue:41628|issue:43976", "issue:44246|issue:44496", "issue:45083|issue:46851", + "issue:41628|issue:43976", "issue:43784|issue:45542", "issue:44297|issue:45397", "issue:46399|issue:46851", @@ -12968,217 +12815,229 @@ "issue:43540|issue:46752", "issue:45072|issue:46829", "issue:46614|issue:46665", - "issue:42491|issue:43299" + "issue:42491|issue:43299", + "issue:43531|issue:45362", + "issue:44246|issue:44871", + "issue:45588|issue:46851" ], - "prepared_review_unit_hash": "7c1983e0a978bb23655a1b7acc358044bf13ae639202c8bc529ed669f45fa56b", + "prepared_review_unit_hash": "c8be71d62c84383e5d4a9312c60caa447e81dabe3844c49c36e65051d9cb9901", "component_budget": { "node_count": 502, "item_count": 502, "soft_pair_count": 1845, - "serialized_chars": 957264, - "estimated_input_tokens": 239316, - "estimated_eval_tokens": 478888 + "serialized_chars": 957282, + "estimated_input_tokens": 239321, + "estimated_eval_tokens": 478898 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 29, - "serialized_chars": 36457, - "estimated_input_tokens": 9115, - "estimated_eval_tokens": 18486 + "soft_pair_count": 30, + "serialized_chars": 36748, + "estimated_input_tokens": 9187, + "estimated_eval_tokens": 18630 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "I found no safe duplicate merges in the soft pairs. Most matches are superficial keyword overlaps across different models, APIs, or regression types, not the same underlying bug.", - "confidence": 0.93, - "canonical_issue_reason": "No single canonical issue stands out: the cluster is heterogeneous, spanning unrelated subsystems and model families, so there is no clear duplicate target to anchor on.", + "summary": "Mostly unrelated transformer bugs and regressions. The only soft pair that plausibly shares a single underlying model-loading regression is the Qwen3 MoE pair, but that link is based on titles/metadata alone and should stay tentative.", + "confidence": 0.33, + "canonical_issue_reason": "issue:43299 is the clearest representative among the Qwen3 MoE loading-related titles because it names the specific v5.0.0.dev0 breakage and a concrete loading failure path.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43299 is the most concrete standalone regression in the set (a v5 loading breakage on the main branch), but it is still model-specific and does not represent the whole cluster.", + "best_issue_reason": "issue:43299 is the best standalone issue in the packet for the Qwen3 MoE loading regression theme, based on its specific version context and direct loading-failure wording.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:43673", - "right": "issue:43761", - "accept": false, - "reason": "Different regressions: cache handling in chunked prefill vs CLIP vision hidden_states output." - }, - { - "left": "issue:43901", - "right": "issue:43994", - "accept": false, - "reason": "Docs mismatch for return_all_scores vs incorrect SigLIP model/pipeline outputs." - }, { "left": "issue:43901", "right": "issue:44246", "accept": false, - "reason": "Documentation drift vs intermittent import slowness; not the same bug." + "reason": "Docs mismatch for text-classification vs intermittent import slowdown; different symptoms and code paths." }, { "left": "issue:43723", "right": "issue:44162", "accept": false, - "reason": "Tokenizer loading issue vs ESM2 model breakage; unrelated failure modes." + "reason": "Tokenizer loading in v5 and ESM2 model breakage are different failures." }, { "left": "issue:43824", "right": "issue:43976", "accept": false, - "reason": "Missing imported model class vs Python version compatibility regression." + "reason": "ImportError for a VL class and a Python-version compatibility issue are not the same bug." }, { - "left": "issue:42796", - "right": "issue:43441", + "left": "issue:43525", + "right": "issue:43881", "accept": false, - "reason": "Tokenizer BPE-marker handling vs FlashAttention failure in the same model family; different code paths." + "reason": "Both are loading failures, but for different models and different apparent causes." }, { - "left": "issue:43525", - "right": "issue:43881", + "left": "issue:42796", + "right": "issue:43441", "accept": false, - "reason": "Llama4Config attribute error vs GLM-4V model loading failure; different models and causes." + "reason": "Tokenizer BPE marker handling and FlashAttention failures are unrelated." }, { "left": "issue:46291", "right": "issue:46399", "accept": false, - "reason": "Kernel dependency/version check on import vs missing decorator in a Qwen3.5 kernel registration path." + "reason": "Both touch kernels integration, but one is a dependency/version error and the other is a missing-decorator registration bug." }, { - "left": "issue:45542", - "right": "issue:45800", + "left": "issue:44188", + "right": "issue:44336", "accept": false, - "reason": "TensorBoard-without-TF backend error vs torch/transformers version incompatibility." + "reason": "Attention-kernel divergence and ANSI logging output are unrelated." }, { - "left": "issue:44188", - "right": "issue:44336", + "left": "issue:45542", + "right": "issue:45800", "accept": false, - "reason": "torch.compile attention divergence vs ANSI escape output in loading report; unrelated." + "reason": "TensorBoard-without-TF backend handling and torch/transformers incompatibility are different problems." }, { "left": "issue:44016", "right": "issue:45823", "accept": false, - "reason": "Notebook syntax error vs device-map dtype/device mismatch in Gemma4 forward." + "reason": "Notebook syntax error and Gemma4 device-mapping mismatch are unrelated." }, { "left": "issue:43525", "right": "issue:43643", "accept": false, - "reason": "Missing config attribute vs AutoConfig trust_remote_code field loss; different APIs." + "reason": "A missing Llama4 config attribute and a trust_remote_code AutoConfig field-loss issue are different code paths." }, { "left": "issue:44589", "right": "issue:45362", "accept": false, - "reason": "Missing Float8 storage type vs Qwen3.5 chat crash; different code paths." + "reason": "Storage-object lookup failure and Qwen3.5 chat crash are different failure modes." }, { "left": "issue:44336", "right": "issue:44373", "accept": false, - "reason": "Terminal coloring bug vs incorrect docstring; not duplicates." + "reason": "Loading-report ANSI output and a wrong docstring are unrelated." }, { "left": "issue:45325", "right": "issue:46851", "accept": false, - "reason": "Different Qwen model families and different position_ids bugs (rope scaling vs variable-length handling)." + "reason": "Both involve position_ids, but they affect different Qwen families and different behaviors." }, { "left": "issue:46655", "right": "issue:46726", "accept": false, - "reason": "Video processor padding bug vs missing image processor/backend detection." - }, - { - "left": "issue:41628", - "right": "issue:43976", - "accept": false, - "reason": "Missing AutoImageProcessor export vs Python version support regression." + "reason": "Video padding calculation and missing vision-backend image-processor errors are different bugs." }, { "left": "issue:44246", "right": "issue:44496", "accept": false, - "reason": "Import slowdowns vs unrecognized model/config loading failure." + "reason": "Import slowdown and unrecognized-model config validation are unrelated." }, { "left": "issue:45083", "right": "issue:46851", "accept": false, - "reason": "Helper output-length calculation in qwen3_omni_moe vs variable-length position_ids in Qwen3.5." + "reason": "Different Qwen helper behavior vs variable-length position_ids handling." + }, + { + "left": "issue:41628", + "right": "issue:43976", + "accept": false, + "reason": "AutoImageProcessor import failure and Python-version support regression are unrelated." }, { "left": "issue:43784", "right": "issue:45542", "accept": false, - "reason": "Import-time NameError in sentence-transformers integration vs TensorFlow backend detection issue." + "reason": "Sentence-transformers import NameError and TensorBoard backend misdetection are unrelated." }, { "left": "issue:44297", "right": "issue:45397", "accept": false, - "reason": "tokenizer_config class naming mismatch vs zero3 from_pretrained failure." + "reason": "Tokenizer save metadata mismatch and Gemma4 zero3 loading are different issues." }, { "left": "issue:46399", "right": "issue:46851", "accept": false, - "reason": "Kernel decorator registration crash vs position_ids variable-length bug; different subsystems." + "reason": "Kernel registration failure and Qwen3.5 variable-length position_ids are unrelated." }, { "left": "issue:45561", "right": "issue:45563", "accept": false, - "reason": "xdist race in testing utils vs stale warning in paged generate." + "reason": "xdist race on captured_info.txt and stale generate warning are unrelated." }, { "left": "issue:45103", "right": "issue:46399", "accept": false, - "reason": "auto_docstring crash under future annotations vs Qwen3.5 kernel registration error." + "reason": "auto_docstring annotation handling and kernel decorator registration are different code paths." }, { "left": "issue:43526", "right": "issue:45003", "accept": false, - "reason": "ImageProcessorFast label reduction bug vs unsafe sys.modules access in modeling_utils." + "reason": "BeitImageProcessorFast label reduction and unsafe sys.modules access are unrelated." }, { "left": "issue:43540", "right": "issue:46752", "accept": false, - "reason": "Qwen3OmniMoe video processing ValueError vs empty-list chat template IndexError." + "reason": "Qwen3OmniMoe video processing and empty chat-template input are different bugs." }, { "left": "issue:45072", "right": "issue:46829", "accept": false, - "reason": "bf16 dtype mismatch in model inference vs incorrect hidden_states returned by VideoPrism classifier." + "reason": "dtype mismatch in inference and incorrect output-field population are unrelated." }, { "left": "issue:46614", "right": "issue:46665", "accept": false, - "reason": "Stale phonemizer backend state vs inconsistent from_pretrained behavior in classes; not the same bug." + "reason": "Stale phonemizer backend state and from_pretrained behavior inside classes are different issues." }, { "left": "issue:42491", "right": "issue:43299", + "accept": true, + "reason": "Both titles point to Qwen3 MoE-family loading regressions around the hf5.x/v5 transition; plausible same underlying model-loading break, though the evidence is only title-level." + }, + { + "left": "issue:43531", + "right": "issue:45362", + "accept": false, + "reason": "Sliding-window behavior in Qwen3-MoE and Qwen3.5 chat crashes are different model issues." + }, + { + "left": "issue:44246", + "right": "issue:44871", + "accept": false, + "reason": "Import slowdown and Gemma eos_token_id inconsistency are unrelated." + }, + { + "left": "issue:45588", + "right": "issue:46851", "accept": false, - "reason": "Both mention Qwen3 MoE loading, but one is a LoRA compatibility issue and the other is a model-loading regression; too broad to merge safely." + "reason": "FlashAttention s_aux handling and Qwen3.5 variable-length position_ids are different code paths." } ] }, - "evaluator_result": null, - "evaluator_used": false, - "retried": false, - "accepted_nontrivial_soft_edge": false, + "evaluator_result": { + "accept": false, + "feedback": "The overall summary is mostly conservative, but it overstates what the packet supports in one key place: calling issue:43299 \"specific, reproducible, and broad enough to cover the Qwen3 MoE loading regression family\" goes beyond the visible evidence, since the packet only gives titles/metadata and not the issue bodies. The accepted soft pair (issue:42491 vs issue:43299) is plausible, but the rationale should be phrased more tentatively because the shared underlying bug is not directly demonstrated in the packet. A tighter, evidence-bound summary would be safer." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -13187,7 +13046,7 @@ "component_index": 1, "component_count": 24, "review_unit_index": 43, - "review_unit_count": 61, + "review_unit_count": 60, "status": "reviewed", "reason": null, "source": "llm", @@ -13203,9 +13062,9 @@ "issue:43262", "issue:43295", "issue:43475", - "issue:43531", "issue:43540", "issue:43550", + "issue:43596", "issue:43901", "issue:44162", "issue:44220", @@ -13215,22 +13074,23 @@ "issue:44336", "issue:44351", "issue:44451", + "issue:44466", "issue:44479", "issue:44485", "issue:44496", "issue:44749", "issue:44779", - "issue:44871", + "issue:44857", + "issue:44877", "issue:45003", "issue:45137", "issue:45200", "issue:45292", - "issue:45362", + "issue:45335", "issue:45375", "issue:45397", "issue:45561", "issue:45584", - "issue:45588", "issue:45593", "issue:45600", "issue:45759", @@ -13241,13 +13101,9 @@ "issue:46506", "issue:46655", "issue:46752", - "issue:46821", - "issue:46851" + "issue:46821" ], "soft_pairs": [ - "issue:43531|issue:45362", - "issue:44246|issue:44871", - "issue:45588|issue:46851", "issue:44295|issue:45397", "issue:44242|issue:45593", "issue:44336|issue:44485", @@ -13256,16 +13112,16 @@ "issue:43550|issue:46506", "issue:44451|issue:46752", "issue:44779|issue:45292", - "issue:36246|issue:42757", "issue:43901|issue:45003", + "issue:36246|issue:42757", "issue:43257|issue:45137", "issue:36246|issue:44351", "issue:41950|issue:44220", - "issue:45003|issue:45561", "issue:44496|issue:45003", + "issue:45003|issue:45561", "issue:43540|issue:46655", - "issue:45375|issue:45759", "issue:43262|issue:44246", + "issue:45375|issue:45759", "issue:44162|issue:45200", "issue:44479|issue:46655", "issue:45859|issue:46399", @@ -13273,210 +13129,220 @@ "issue:43475|issue:46369", "issue:45137|issue:45600", "issue:43295|issue:45292", - "issue:45292|issue:45584" + "issue:45292|issue:45584", + "issue:44466|issue:45335", + "issue:44877|issue:45375", + "issue:36246|issue:43596", + "issue:44242|issue:44857" ], - "prepared_review_unit_hash": "f881494e65a164bc7d58c7f2ee8716a9764ad41e64669ba831279ede070770a4", + "prepared_review_unit_hash": "33b2ebdb2e745551496d8874b2c6c62fcadd49e276ce5714ed861dc1b3534b4f", "component_budget": { "node_count": 502, "item_count": 502, "soft_pair_count": 1845, - "serialized_chars": 957264, - "estimated_input_tokens": 239316, - "estimated_eval_tokens": 478888 + "serialized_chars": 957282, + "estimated_input_tokens": 239321, + "estimated_eval_tokens": 478898 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 29, - "serialized_chars": 36306, - "estimated_input_tokens": 9077, - "estimated_eval_tokens": 18410 + "soft_pair_count": 30, + "serialized_chars": 36652, + "estimated_input_tokens": 9163, + "estimated_eval_tokens": 18582 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These items are mostly unrelated Transformers bugs with only superficial overlap in model families or subsystems. I did not find any soft pair that clearly describes the same underlying bug/change, so all soft edges are rejected.", - "confidence": 0.94, - "canonical_issue_reason": "Issue 44479 is the broadest and most representative regression here: it spans multiple Qwen multimodal/video variants and has a concrete version-specific failure mode, making it the best cluster anchor among these issues.", + "summary": "This cluster is very loose: most items are unrelated Transformers bugs that only share superficial subsystem keywords. I did not find any soft pair that looks like the same underlying issue, so I rejected all candidate merges.", + "confidence": 0.27, + "canonical_issue_reason": "Issue 44479 is the broadest concrete bug report in the set: a video-input regression spanning several Qwen multimodal variants, so it is the best anchor among these loosely related model-regression reports.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 44479 is the best representative issue because it has the widest blast radius and clearest regression framing, which makes it the most useful triage anchor in this set.", + "best_issue_reason": "44479 is the most representative and actionable issue here because it describes a specific regression with multiple affected models and a clear failure mode.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:43531", - "right": "issue:45362", - "accept": false, - "reason": "Different bugs: Qwen3-MoE sliding_window behavior vs a Qwen3.5 chat crash. Same family, different code paths and symptoms." - }, - { - "left": "issue:44246", - "right": "issue:44871", - "accept": false, - "reason": "Unrelated: a slow import problem versus a Gemma eos_token_id config mismatch." - }, - { - "left": "issue:45588", - "right": "issue:46851", - "accept": false, - "reason": "Both involve generation/input handling, but one is a flash-attention sinkless-model crash and the other is variable-length position_ids handling; not the same failure." - }, { "left": "issue:44295", "right": "issue:45397", "accept": false, - "reason": "Different symptoms and areas: buffer registration access error versus a Gemma-4 ZeRO3 from_pretrained issue." + "reason": "Both are model-loading failures, but they are different bugs in different code paths: buffer access vs DeepSpeed/zero3 from_pretrained." }, { "left": "issue:44242", "right": "issue:45593", "accept": false, - "reason": "Both mention missing losses, but they affect different models and mechanisms; too broad to treat as one bug." + "reason": "Both mention missing loss terms, but one is router load-balancing loss and the other is D-FINE auxiliary losses; different models and conditions." }, { "left": "issue:44336", "right": "issue:44485", "accept": false, - "reason": "ANSI/terminal output bug versus GLM-5 RoPE implementation; no shared underlying code-path." + "reason": "ANSI-code output formatting and GLM-5 RoPE implementation are unrelated." }, { "left": "issue:45003", "right": "issue:46821", "accept": false, - "reason": "Modeling_utils sys.modules access bug is unrelated to the TimesFM window_size AttributeError." + "reason": "sys.modules access bug and TimesFM window_size AttributeError are unrelated implementation issues." }, { "left": "issue:42886", "right": "issue:46132", "accept": false, - "reason": "Offline tokenizer cache loading and AttentionInterface.register behavior change are different problems." + "reason": "Offline cache loading and AttentionInterface.register behavior are different subsystems and failure modes." }, { "left": "issue:43550", "right": "issue:46506", "accept": false, - "reason": "Different runtime failures in different models/hardware paths; no evidence of the same bug." + "reason": "torch.compile + SDPA on Bamba and CPU/CUDA divergence on PPDocLayoutV3 are unrelated model/runtime bugs." }, { "left": "issue:44451", "right": "issue:46752", "accept": false, - "reason": "Loading a specific model from cache is unrelated to apply_chat_template crashing on an empty list." + "reason": "A model-loading failure and an empty-list apply_chat_template crash are not the same bug." }, { "left": "issue:44779", "right": "issue:45292", "accept": false, - "reason": "Tokenizer output regression and resize_token_embeddings not updating output embeddings are distinct issues." + "reason": "Tokenizer correctness regression and resize_token_embeddings propagation are different code paths." }, { - "left": "issue:36246", - "right": "issue:42757", + "left": "issue:43901", + "right": "issue:45003", "accept": false, - "reason": "Both are import errors, but for different symbols, packages, and contexts." + "reason": "Docs/behavior mismatch for text classification is unrelated to sys.modules access in modeling_utils." }, { - "left": "issue:43901", - "right": "issue:45003", + "left": "issue:36246", + "right": "issue:42757", "accept": false, - "reason": "Docs/behavior mismatch in TextClassificationPipeline is unrelated to unsafe sys.modules access." + "reason": "Two import errors, but for different symbols and different dependency packages." }, { "left": "issue:43257", "right": "issue:45137", "accept": false, - "reason": "Both mention DeepSpeed, but one is about Qwen3 MOE weight conversion and the other is a ZeRO3 deque error." + "reason": "Both involve DeepSpeed, but one is weight conversion in loading and the other is a deque IndexError in ZeRO3 init." }, { "left": "issue:36246", "right": "issue:44351", "accept": false, - "reason": "Import errors for different APIs; not the same missing-export bug." + "reason": "Both are import-name errors, but they concern different missing exports and likely different causes." }, { "left": "issue:41950", "right": "issue:44220", "accept": false, - "reason": "Video pipeline choosing image processors and _torch_extract_fbank_features() are different audio/video issues." + "reason": "Video-classification processor selection and _torch_extract_fbank_features are unrelated." }, { - "left": "issue:45003", - "right": "issue:45561", + "left": "issue:44496", + "right": "issue:45003", "accept": false, - "reason": "sys.modules access in modeling_utils is unrelated to pytest-xdist capture-file races." + "reason": "Unrecognized model/config loading is not the same as unsafe sys.modules access." }, { - "left": "issue:44496", - "right": "issue:45003", + "left": "issue:45003", + "right": "issue:45561", "accept": false, - "reason": "Unrecognized model/config loading is a different failure mode than unsafe sys.modules access." + "reason": "sys.modules access in modeling_utils and pytest-xdist captured_info.txt races are unrelated." }, { "left": "issue:43540", "right": "issue:46655", "accept": false, - "reason": "Both are video-related, but they affect different models and the described causes differ (video input validation vs padding calculation)." + "reason": "Qwen3OmniMoe video-input ValueError and SmolVLM padding calculation are both video-related, but they are distinct bugs in different processors." }, { - "left": "issue:45375", - "right": "issue:45759", + "left": "issue:43262", + "right": "issue:44246", "accept": false, - "reason": "Both concern Qwen multimodal config handling, but one is a missing config field and the other is AutoModelForCausalLM.from_config unwrapping text_config; not the same bug." + "reason": "Audio chat-template sampling-rate default and import latency are unrelated." }, { - "left": "issue:43262", - "right": "issue:44246", + "left": "issue:45375", + "right": "issue:45759", "accept": false, - "reason": "Audio chat-template sampling-rate behavior is unrelated to import performance." + "reason": "Both are Qwen multimodal config issues, but one is a missing field dropped by strict config and the other is unwrapping text_config in from_config." }, { "left": "issue:44162", "right": "issue:45200", "accept": false, - "reason": "ESM2 breakage and Gemma-4 mm_token_type_ids defaults are unrelated model-specific bugs." + "reason": "ESM2 breakage and Gemma 4 mm_token_type_ids handling are unrelated model-specific bugs." }, { "left": "issue:44479", "right": "issue:46655", "accept": false, - "reason": "Both mention video regressions, but they are for different model families and likely different processor logic." + "reason": "Both are video regressions, but one is a broad Qwen v5.3.0 input regression and the other is a SmolVLM padding bug; not the same underlying change." }, { "left": "issue:45859", "right": "issue:46399", "accept": false, - "reason": "Related to Qwen3.5 rotary embedding code, but the reported failures are different enough that they do not look like one concrete bug." + "reason": "Both touch Qwen3.5 rotary code, but one is CPU offload compatibility and the other is a missing decorator during kernel registration." }, { "left": "issue:44295", "right": "issue:44749", "accept": false, - "reason": "An attribute error around position_ids is unrelated to a performance regression after upgrading Transformers." + "reason": "A buffer-read IndexError and a general performance slowdown after upgrading versions are not the same bug." }, { "left": "issue:43475", "right": "issue:46369", "accept": false, - "reason": "SAM 3 Video encoder attribute loss and SAM3LiteText memory overflow are different model-specific failures." + "reason": "Missing output attribute in SAM3 video encoder and memory overflow in sam3-litetext are different problems." }, { "left": "issue:45137", "right": "issue:45600", "accept": false, - "reason": "DeepSpeed ZeRO3 deque failure and broken auto_mappings references are unrelated." + "reason": "Zero3 deque exhaustion and stale auto_mappings references are unrelated." }, { "left": "issue:43295", "right": "issue:45292", "accept": false, - "reason": "Processor.tokenizer regression and resize_token_embeddings/output_embeddings mismatch are different API bugs." + "reason": "Processor.tokenizer regression and token embedding resize propagation are different features." }, { "left": "issue:45292", "right": "issue:45584", "accept": false, - "reason": "Embedding resizing and Whisper empty-transcription handling have no shared underlying code-path." + "reason": "Embedding resize propagation and empty-transcription Whisper generation are unrelated." + }, + { + "left": "issue:44466", + "right": "issue:45335", + "accept": false, + "reason": "Two separate serialization/resizing issues in different model families." + }, + { + "left": "issue:44877", + "right": "issue:45375", + "accept": false, + "reason": "Strict config rejection of granite_speech and missing deepstack_visual_indexes in Qwen3_5MoeVisionConfig are different config issues." + }, + { + "left": "issue:36246", + "right": "issue:43596", + "accept": false, + "reason": "An import-error for a missing processor export and a DeepSpeed/BertModel IndexError are unrelated." + }, + { + "left": "issue:44242", + "right": "issue:44857", + "accept": false, + "reason": "Missing router loss and float16 AMP CUDA crash in LwDetrImageLoss are different bugs." } ] }, @@ -13492,7 +13358,7 @@ "component_index": 1, "component_count": 24, "review_unit_index": 44, - "review_unit_count": 61, + "review_unit_count": 60, "status": "reviewed", "reason": null, "source": "llm", @@ -13502,7 +13368,6 @@ "nodes": [ "issue:29870", "issue:30333", - "issue:36246", "issue:42199", "issue:42886", "issue:43065", @@ -13511,26 +13376,26 @@ "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:44242", + "issue:44188", "issue:44368", - "issue:44466", "issue:44479", + "issue:44483", "issue:44623", - "issue:44857", "issue:44877", "issue:44977", "issue:44987", + "issue:44995", + "issue:45200", "issue:45229", "issue:45250", - "issue:45335", - "issue:45375", "issue:45397", "issue:45412", "issue:45459", @@ -13540,6 +13405,8 @@ "issue:46082", "issue:46123", "issue:46170", + "issue:46202", + "issue:46421", "issue:46506", "issue:46710", "issue:46726", @@ -13549,20 +13416,16 @@ "issue:46897" ], "soft_pairs": [ - "issue:44877|issue:45375", - "issue:44466|issue:45335", - "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:44060|issue:44077", - "issue:45412|issue:46123", "issue:44479|issue:46170", + "issue:44060|issue:44077", "issue:43526|issue:46894", + "issue:45412|issue:46123", "issue:43653|issue:44162", "issue:44368|issue:44977", "issue:43352|issue:45250", @@ -13574,192 +13437,210 @@ "issue:43065|issue:43408", "issue:43723|issue:46710", "issue:44368|issue:45563", - "issue:45987|issue:46082" + "issue:44995|issue:45200", + "issue:45987|issue:46082", + "issue:43931|issue:44368", + "issue:44188|issue:46202", + "issue:44483|issue:46202", + "issue:43906|issue:46202", + "issue:44188|issue:46421" ], - "prepared_review_unit_hash": "f4142b2fbaf59ca89e479ac8a40e8bc90062fba75532495bc75a8d9d4c6aaae9", + "prepared_review_unit_hash": "c22b832cc08c2b8d273c1e2f916b7245f54ba4fd5ea5bffffea155f4dffd15ee", "component_budget": { "node_count": 502, "item_count": 502, "soft_pair_count": 1845, - "serialized_chars": 957264, - "estimated_input_tokens": 239316, - "estimated_eval_tokens": 478888 + "serialized_chars": 957282, + "estimated_input_tokens": 239321, + "estimated_eval_tokens": 478898 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 26, - "serialized_chars": 35073, - "estimated_input_tokens": 8769, - "estimated_eval_tokens": 17794 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "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": "This set is not a single duplicate cluster; it contains many unrelated issues across tokenizers, vision/video models, config loading, training, and runtime behavior. The soft links are mostly superficial thematic matches, not the same underlying bug.", - "confidence": 0.97, - "canonical_issue_reason": "No single canonical issue fits this heterogeneous set; the items describe distinct bugs in different subsystems and model families.", + "summary": "This cluster is heterogeneous: it mixes unrelated bugs across tokenizers, generation, vision models, config loading, cache behavior, and environment-specific failures. None of the soft-edge pairs look like the same underlying issue, so this is not a clean duplicate cluster.", + "confidence": 0.99, + "canonical_issue_reason": "No single canonical issue fits this set; the items are largely unrelated and should be split rather than deduplicated under one bug.", "canonical_pr_reason": null, - "best_issue_reason": "No global best issue: none of these is representative of the whole set, and several only share broad surface symptoms rather than a common code path.", + "best_issue_reason": "No clear best representative exists because the issues span different subsystems and failure modes.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:44877", - "right": "issue:45375", - "accept": false, - "reason": "Both involve strict config handling, but one is about loading granite_speech and the other about a missing Qwen3.5MoeVisionConfig field; different model/config paths." - }, - { - "left": "issue:44466", - "right": "issue:45335", - "accept": false, - "reason": "Both touch tied/embedding weights, but one is inconsistent lm_head serialization by device and the other is resize_token_embeddings not updating decoder.embed_tokens." - }, - { - "left": "issue:36246", - "right": "issue:43596", - "accept": false, - "reason": "Completely different failures: missing Qwen2.5 VL image processor import vs DeepSpeed ZeRO-3/BertModel index error." - }, - { - "left": "issue:44242", - "right": "issue:44857", - "accept": false, - "reason": "Different bugs in different code paths: MoE load-balancing loss omission vs RT-DETR loss crash under fp16/CUDA." - }, { "left": "issue:44623", "right": "issue:46726", "accept": false, - "reason": "Related to processor/loading, but one is save_pretrained missing files and the other is AutoProcessor backend-missing error on load." + "reason": "Missing files on save_pretrained and missing-vision-backend AutoProcessor errors are different tokenizer/processor paths." }, { "left": "issue:43526", "right": "issue:46897", "accept": false, - "reason": "Same broad label of training/processing bugs, but different models and likely different fixes; not the same underlying issue." + "reason": "Beit label reduction and CohereASR training-loss shifting are different bugs in different models." }, { "left": "issue:44987", "right": "issue:45459", "accept": false, - "reason": "One is a model-loading regression in v5.1+, the other is tokenizer error masking when protobuf is absent; unrelated root causes." + "reason": "Tokenizer load failure in v5.1.0 and protobuf-error masking are unrelated load/error-handling issues." }, { "left": "issue:44038", "right": "issue:46506", "accept": false, - "reason": "Different subsystems and symptoms: Qwen3-VL-Moe compatibility bug vs PPDocLayoutV3 CPU/CUDA result mismatch." + "reason": "Qwen3-VL-Moe version breakage and CPU/CUDA result divergence in PPDocLayoutV3 are different problems." }, { "left": "issue:29870", "right": "issue:30333", "accept": false, - "reason": "UnboundLocalError during generation for BART vs MLflow reporting not updated after failed training job; unrelated." + "reason": "A generation-time UnboundLocalError and failed-job MLflow reporting are unrelated." }, { "left": "issue:42199", "right": "issue:46851", "accept": false, - "reason": "DETR cardinality/background-class logic vs Qwen3.5 variable-length position_ids handling; different model families and code paths." + "reason": "DETR cardinality validation and Qwen3.5 variable-length position_ids are different code paths." }, { - "left": "issue:44060", - "right": "issue:44077", + "left": "issue:44479", + "right": "issue:46170", "accept": false, - "reason": "Both are warning/config-related, but one is a tied-weights warning and the other is an invalid optional post_init allowance; not the same bug." + "reason": "A video-input regression and a Windows ROCm import/dependency error are unrelated." }, { - "left": "issue:45412", - "right": "issue:46123", + "left": "issue:44060", + "right": "issue:44077", "accept": false, - "reason": "Memory-leak-on-delete in RT-DETR is unrelated to MaskGenerationPipeline's final partial batch handling." + "reason": "Incorrect tied-weights warning in Qwen3-Next and patchtsmixer post_init policy are not the same bug." }, { - "left": "issue:44479", - "right": "issue:46170", + "left": "issue:43526", + "right": "issue:46894", "accept": false, - "reason": "Qwen video-input regression is unrelated to Windows/ROCm import and torch.distributed dependency problems." + "reason": "Both mention shifting-like symptoms, but they affect different models and different preprocessing/training paths." }, { - "left": "issue:43526", - "right": "issue:46894", + "left": "issue:45412", + "right": "issue:46123", "accept": false, - "reason": "Both mention a training-loss shift pattern, but they are different model-specific reports and not enough evidence of one shared bug." + "reason": "A memory-leak-on-delete issue and a partial-batch pipeline flag bug are unrelated." }, { "left": "issue:43653", "right": "issue:44162", "accept": false, - "reason": "BigBirdTokenizer special-token decode bug vs ESM2 being broken; different components and failure modes." + "reason": "BigBirdTokenizer special-token registration and ESM2 breakage are separate tokenizer/model issues." }, { "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 regression." + "reason": "A tied-embeddings warning during fine-tuning and a flash-attention generation failure are different failures." }, { "left": "issue:43352", "right": "issue:45250", "accept": false, - "reason": "Generic Flash Attention 2.0 topic vs NemotronHForCausalLM not supporting FA2; same feature area, different concrete issue." + "reason": "One is Nemotron lacking FA2 support; the other is only a generic Flash Attention 2.0 topic with no matching concrete bug." }, { "left": "issue:42886", "right": "issue:45229", "accept": false, - "reason": "Tokenizer offline cache loading and Gemma4 multi-GPU CUDA OOM are unrelated." + "reason": "Offline tokenizer cache loading and Gemma4 multi-GPU OOM are unrelated." }, { "left": "issue:44877", "right": "issue:46170", "accept": false, - "reason": "Config strictness for granite_speech is unrelated to Windows/ROCm import failures." + "reason": "Strict config loading and a Windows ROCm distributed-import failure are unrelated." }, { "left": "issue:43475", "right": "issue:43540", "accept": false, - "reason": "SAM 3 video attribute error vs Qwen3OmniMoe video-input ValueError; different models and code paths." + "reason": "A missing attribute on Sam3 vision output and a Qwen3OmniMoe video-processing ValueError are different bugs." }, { "left": "issue:45397", "right": "issue:45656", "accept": false, - "reason": "gemma-4 ZeRO-3 from_pretrained issue is unrelated to the deepspeed optimizer-step double-call report." + "reason": "Gemma-4 Zero3 from_pretrained loading and a double optimizer.step under deepspeed are not the same change or bug." }, { "left": "issue:46170", "right": "issue:46832", "accept": false, - "reason": "Windows ROCm/torch.distributed import problem vs RT-DETR forward feature-level mismatch; not the same bug." + "reason": "Import/dependency failure on Windows and RT-DETR forward shape mismatch are unrelated." }, { "left": "issue:43065", "right": "issue:43408", "accept": false, - "reason": "SAM3 pixel decoder dummy Conv2d vs sam3_video/sam3_tracker config mismatch; related family, different issue." + "reason": "A dummy Conv2d implementation and a model-type mismatch warning in SAM3 are different issues." }, { "left": "issue:43723", "right": "issue:46710", "accept": false, - "reason": "Tokenizer loading issue in v5 vs DeepSeek-R1 accuracy regression after upgrading Transformers; different symptoms and likely causes." + "reason": "Tokenizer loading in v5 and an accuracy regression after upgrade are not the same concrete bug." }, { "left": "issue:44368", "right": "issue:45563", "accept": false, - "reason": "Qwen3.5 tied-weights warning is unrelated to paged generate's stale num_return_sequences warning." + "reason": "A tie_word_embeddings warning and a stale num_return_sequences warning are different warning/validation issues." + }, + { + "left": "issue:44995", + "right": "issue:45200", + "accept": false, + "reason": "GlmMoeDsa stale cache crash and Gemma4 mm_token_type_ids defaulting are unrelated." }, { "left": "issue:45987", "right": "issue:46082", "accept": false, - "reason": "StaticCache get_seq_length return-type bug vs LlamaConfig head_dim validation; no shared underlying defect." + "reason": "StaticCache return-type contract and LlamaConfig head_dim validation are separate config/runtime issues." + }, + { + "left": "issue:43931", + "right": "issue:44368", + "accept": false, + "reason": "Qwen3-VL-30B weight-shape mismatch and a tie-word-embeddings warning are unrelated." + }, + { + "left": "issue:44188", + "right": "issue:46202", + "accept": false, + "reason": "Attention-kernel divergence under torch.compile and Gemma roundtrip tokenization failure are different bugs." + }, + { + "left": "issue:44483", + "right": "issue:46202", + "accept": false, + "reason": "Chat/completions request rejection and Gemma pipeline roundtrip failure are unrelated." + }, + { + "left": "issue:43906", + "right": "issue:46202", + "accept": false, + "reason": "An isolated reproduction of a different upstream issue is not the same as the Gemma roundtrip bug." + }, + { + "left": "issue:44188", + "right": "issue:46421", + "accept": false, + "reason": "Torch.compile attention divergence and cache lazy-init recompilation are different performance/correctness issues." } ] }, @@ -13775,7 +13656,7 @@ "component_index": 1, "component_count": 24, "review_unit_index": 45, - "review_unit_count": 61, + "review_unit_count": 60, "status": "reviewed", "reason": null, "source": "llm", @@ -13785,6 +13666,7 @@ "nodes": [ "issue:28282", "issue:30990", + "issue:39692", "issue:41628", "issue:42994", "issue:43065", @@ -13796,15 +13678,12 @@ "issue:43646", "issue:43673", "issue:43701", - "issue:43906", - "issue:43931", "issue:43994", "issue:44162", "issue:44188", "issue:44297", "issue:44361", - "issue:44368", - "issue:44483", + "issue:44373", "issue:44623", "issue:44749", "issue:44869", @@ -13814,31 +13693,27 @@ "issue:44995", "issue:45103", "issue:45137", - "issue:45200", + "issue:45230", + "issue:45310", "issue:45356", "issue:45375", + "issue:45397", "issue:45478", "issue:45588", "issue:45656", "issue:45685", "issue:46123", "issue:46132", - "issue:46202", - "issue:46421", "issue:46431", + "issue:46463", "issue:46726", "issue:46752", "issue:46821", "issue:46851", - "issue:46858" + "issue:46858", + "issue:46877" ], "soft_pairs": [ - "issue:44995|issue:45200", - "issue:43931|issue:44368", - "issue:44188|issue:46202", - "issue:44483|issue:46202", - "issue:43906|issue:46202", - "issue:44188|issue:46421", "issue:44995|issue:45588", "issue:45685|issue:46431", "issue:45103|issue:46858", @@ -13856,225 +13731,221 @@ "issue:42994|issue:43482", "issue:45375|issue:45478", "issue:44188|issue:46851", - "issue:28282|issue:30990", "issue:43475|issue:46821", + "issue:28282|issue:30990", "issue:43232|issue:43673", - "issue:44869|issue:45356", "issue:44964|issue:45137", - "issue:41628|issue:44933" + "issue:44869|issue:45356", + "issue:46463|issue:46877", + "issue:45310|issue:45375", + "issue:39692|issue:46726", + "issue:41628|issue:44933", + "issue:44373|issue:46851", + "issue:45230|issue:45397" ], - "prepared_review_unit_hash": "3d4fd37f9d29390dd5d7a3fe77dc1c5edc2f327369dfa29c6fe60e1e5e5b04f9", + "prepared_review_unit_hash": "a77efa4ddaafa426d8935c88c214f953faaee8f53bea6d0782158ea443e12bee", "component_budget": { "node_count": 502, "item_count": 502, "soft_pair_count": 1845, - "serialized_chars": 957264, - "estimated_input_tokens": 239316, - "estimated_eval_tokens": 478888 + "serialized_chars": 957282, + "estimated_input_tokens": 239321, + "estimated_eval_tokens": 478898 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 29, - "serialized_chars": 36459, - "estimated_input_tokens": 9115, - "estimated_eval_tokens": 18486 + "soft_pair_count": 28, + "serialized_chars": 35949, + "estimated_input_tokens": 8988, + "estimated_eval_tokens": 18232 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a grab bag of unrelated Transformers regressions. Only one soft pair looks plausibly like the same underlying bug: Qwen3.5 MoE config fields being dropped, which can surface as a from_pretrained failure. The rest are symptom-level similarities across different models/code paths and should stay separate.", - "confidence": 0.71, - "canonical_issue_reason": "issue:45375 is the clearest root-cause report in the only plausible duplicate pair: it names the missing Qwen3_5MoeVisionConfig field directly, which is more canonical than the broader from_pretrained error in issue:45478.", + "summary": "Mostly heterogeneous issue reports spanning unrelated bugs in loading, generation, tokenizers, vision models, docs, and integrations. None of the soft pairs convincingly describe the same underlying bug/change; the only nearby repetition is the Qwen3.5 MoE from_pretrained family, but it is still not close enough to merge as duplicates.", + "confidence": 0.62, + "canonical_issue_reason": "Issue 45310 is the best representative anchor because it names a concrete, recurring Qwen3.5 MoE from_pretrained regression and is the closest thing to a repeated theme in the set.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45375 is the best anchor because it describes a concrete, fixable configuration-field omission rather than a downstream symptom.", + "best_issue_reason": "45310 is the broadest, most actionable issue in the cluster and the closest to a repeated model-specific failure pattern; however, the overall cluster does not look like a true duplicate set.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:44995", - "right": "issue:45200", - "accept": false, - "reason": "Different failures: stale indexer cache on second forward pass vs missing mm_token_type_ids defaulting for text-only fine-tuning." - }, - { - "left": "issue:43931", - "right": "issue:44368", - "accept": false, - "reason": "Both involve Qwen, but one is a shape mismatch on load and the other is a tie_word_embeddings warning during LoRA training; not the same bug." - }, - { - "left": "issue:44188", - "right": "issue:46202", - "accept": false, - "reason": "Different code paths: torch.compile attention-kernel divergence vs Gemma pipeline roundtrip/tokenization issue." - }, - { - "left": "issue:44483", - "right": "issue:46202", - "accept": false, - "reason": "API request rejection in chat completions is unrelated to Gemma pipeline roundtrip behavior." - }, - { - "left": "issue:43906", - "right": "issue:46202", - "accept": false, - "reason": "A reproduction of another issue is not the same as the Gemma pipeline roundtrip failure." - }, - { - "left": "issue:44188", - "right": "issue:46421", - "accept": false, - "reason": "Both mention cache/compile behavior, but one is attention-kernel divergence and the other is spurious recompilation from lazy cache init; too different to merge." - }, { "left": "issue:44995", "right": "issue:45588", "accept": false, - "reason": "Second-forward stale cache bug is unrelated to flash_attention.py crashing on s_aux=None." + "reason": "Both are runtime crashes, but they involve different code paths: stale cache on second forward pass vs flash-attention sink-less handling." }, { "left": "issue:45685", "right": "issue:46431", "accept": false, - "reason": "MPS histogram/int dtype error is unrelated to missing chat template handling." + "reason": "Completely different subsystems: MPS histogram/int kernel support vs chat-template availability in processors." }, { "left": "issue:45103", "right": "issue:46858", "accept": false, - "reason": "Auto-docstring annotation parsing crash is a different subsystem from cache.get_seq_length() returning a device tensor in prefill." + "reason": "One is auto-docstring/introspection with future annotations, the other is cache length arithmetic in prefill; unrelated failures." }, { "left": "issue:43065", "right": "issue:46123", "accept": false, - "reason": "Dummy Conv2d placeholder in Sam3PixelDecoder is unrelated to MaskGenerationPipeline dropping final partial batch results." + "reason": "Different models and bugs: a dummy Conv2d in Sam3PixelDecoder vs a MaskGenerationPipeline batching flag issue." }, { "left": "issue:44361", "right": "issue:44749", "accept": false, - "reason": "Tokenizer AttributeError and a Chinese performance regression are not the same underlying bug." + "reason": "Tokenizer task AttributeError and a performance regression after upgrade are not the same bug." }, { "left": "issue:44297", "right": "issue:44623", "accept": false, - "reason": "Tokenizer save metadata mismatch and processor save missing files are both serialization-related, but not the same concrete failure." + "reason": "Both touch save_pretrained, but one is tokenizer metadata and the other is processor file saving; different failure modes." }, { "left": "issue:43994", "right": "issue:46726", "accept": false, - "reason": "Wrong outputs from AutoModel/pipeline are unrelated to missing vision-backend handling in AutoProcessor." + "reason": "Both are vision-related, but one is wrong/incoherent model output and the other is an explicit missing-backend processor error." }, { "left": "issue:44749", "right": "issue:45656", "accept": false, - "reason": "Performance regression during filtering is unrelated to DeepSpeed causing optimizer.step() to run twice." + "reason": "Data filtering slowdown and double optimizer stepping under deepspeed are unrelated code paths." }, { "left": "issue:43701", "right": "issue:44749", "accept": false, - "reason": "Checkpoint key mismatch is a different problem from the reported data filtering slowdown." + "reason": "Checkpoint key mismatch is not the same issue as a performance regression after upgrading." }, { "left": "issue:44871", "right": "issue:46132", "accept": false, - "reason": "Gemma eos_token_id inconsistency is unrelated to AttentionInterface.register changing registered-function behavior." + "reason": "EOS token config inconsistency and attention registration behavior are unrelated." }, { "left": "issue:43646", "right": "issue:44162", "accept": false, - "reason": "Both are v5 breakages, but one is custom model initialization and the other is ESM2 breakage; too broad to treat as the same bug." + "reason": "Both reference broad model breakage, but there is no concrete shared code-path or same underlying defect." }, { "left": "issue:44623", "right": "issue:45656", "accept": false, - "reason": "Processor save_pretrained missing files is unrelated to duplicated optimizer steps under DeepSpeed." + "reason": "Processor save_pretrained missing artifacts and deepspeed optimizer double-step are unrelated." }, { "left": "issue:43441", "right": "issue:46752", "accept": false, - "reason": "FlashAttention failure for Ministral-3 is unrelated to apply_chat_template crashing on an empty list." + "reason": "FlashAttention failure for Ministral-3 and empty-list chat-template IndexError are separate bugs." }, { "left": "issue:43475", "right": "issue:43643", "accept": false, - "reason": "Missing fpn_position_embeddings in SAM 3 video is not the same as trust_remote_code causing missing fields in AutoConfig output." + "reason": "Sam3VisionEncoderOutput attribute error and AutoConfig trust_remote_code field loss are different problems." }, { "left": "issue:42994", "right": "issue:43482", "accept": false, - "reason": "Quantized model saving failure and GGUF loading failure are opposite directions and different code paths." + "reason": "Quantized model saving and GGUF loading are opposite directions and different failure modes." }, { "left": "issue:45375", "right": "issue:45478", - "accept": true, - "reason": "These appear to describe the same Qwen3.5 MoE config bug: a missing deepstack_visual_indexes field being dropped by strict validation, which then surfaces as a from_pretrained error in newer transformers." + "accept": false, + "reason": "Same model family, but one is a missing config field dropped by strict parsing and the other is a generic from_pretrained error; not enough to prove the same bug." }, { "left": "issue:44188", "right": "issue:46851", "accept": false, - "reason": "Attention-kernel branching under torch.compile is unrelated to Qwen3.5 variable-length position_ids handling." + "reason": "torch.compile attention-kernel divergence and Qwen3.5 variable-length position_ids are unrelated." }, { - "left": "issue:28282", - "right": "issue:30990", + "left": "issue:43475", + "right": "issue:46821", "accept": false, - "reason": "PyTorch import error for AutoModel is unrelated to Sentence Transformers getting stuck while loading." + "reason": "Sam3 vision encoder attribute error and TimesFM window_size AttributeError affect different models and code paths." }, { - "left": "issue:43475", - "right": "issue:46821", + "left": "issue:28282", + "right": "issue:30990", "accept": false, - "reason": "SAM 3 video missing an attribute is unrelated to TimesFM window_size raising AttributeError." + "reason": "Missing PyTorch dependency ImportError is not the same as a hang while loading Sentence Transformers." }, { "left": "issue:43232", "right": "issue:43673", "accept": false, - "reason": "Both touch generation internals, but sync_gpus/update_model_kwargs and chunked_prefill cache initialization are distinct bugs." + "reason": "Generation kwargs sync-gpus handling and chunked_prefill cache availability are separate generation issues." + }, + { + "left": "issue:44964", + "right": "issue:45137", + "accept": false, + "reason": "A multimodal model loading failure and a DeepSpeed ZeRO3 deque error are unrelated." }, { "left": "issue:44869", "right": "issue:45356", "accept": false, - "reason": "Whisper timestamp decode crash and Kimi tokenizer codec regression are different tokenizer/audio issues." + "reason": "Both mention token/codec handling, but one is Whisper timestamp decoding and the other is a tokenizer regression in Kimi-K2.5." }, { - "left": "issue:44964", - "right": "issue:45137", + "left": "issue:46463", + "right": "issue:46877", + "accept": false, + "reason": "T5 decoder input validation and auto_docstring stdout logging are unrelated." + }, + { + "left": "issue:45310", + "right": "issue:45375", + "accept": false, + "reason": "Both are Qwen3.5 MoE-related, but one is a generic load failure and the other is a specific vision config field dropping issue." + }, + { + "left": "issue:39692", + "right": "issue:46726", "accept": false, - "reason": "Phi-4 multimodal loading failure is unrelated to the DeepSpeed ZeRO3 deque IndexError." + "reason": "A documentation/example mismatch with quantization errors is not the same as a missing vision backend processor error." }, { "left": "issue:41628", "right": "issue:44933", "accept": false, - "reason": "Missing AutoImageProcessor import and a nonexistent image_utils import are similar in theme but not the same bug." + "reason": "Both are import errors, but they concern different symbols and different import locations." + }, + { + "left": "issue:44373", + "right": "issue:46851", + "accept": false, + "reason": "A wrong docstring for position_ids is not the same as a runtime failure using position_ids." + }, + { + "left": "issue:45230", + "right": "issue:45397", + "accept": false, + "reason": "The left issue is too generic to match a specific gemma-4 zero3 from_pretrained bug." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The summary is well grounded in the packet: it stays at a high level, distinguishes the one plausible Qwen3.5 MoE config duplicate from the unrelated regressions, and the soft-edge verdicts are generally conservative. The accepted 45375/45478 pair is reasonably supported by the titles and is phrased cautiously enough." - }, - "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 }, @@ -14083,7 +13954,7 @@ "component_index": 1, "component_count": 24, "review_unit_index": 46, - "review_unit_count": 61, + "review_unit_count": 60, "status": "reviewed", "reason": null, "source": "llm", @@ -14091,8 +13962,11 @@ "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-502", "nodes": [ + "issue:30333", + "issue:30990", + "issue:33290", + "issue:35141", "issue:36010", - "issue:39692", "issue:41628", "issue:42175", "issue:42371", @@ -14108,11 +13982,12 @@ "issue:43784", "issue:43824", "issue:43873", + "issue:43976", "issue:43986", "issue:44038", "issue:44222", "issue:44351", - "issue:44373", + "issue:44496", "issue:44623", "issue:44792", "issue:44857", @@ -14122,10 +13997,8 @@ "issue:45092", "issue:45103", "issue:45137", - "issue:45230", "issue:45310", - "issue:45375", - "issue:45397", + "issue:45405", "issue:45406", "issue:45561", "issue:45593", @@ -14134,18 +14007,11 @@ "issue:46202", "issue:46326", "issue:46399", - "issue:46463", "issue:46701", "issue:46726", - "issue:46851", "issue:46877" ], "soft_pairs": [ - "issue:45310|issue:45375", - "issue:46463|issue:46877", - "issue:39692|issue:46726", - "issue:44373|issue:46851", - "issue:45230|issue:45397", "issue:43986|issue:46726", "issue:44038|issue:44623", "issue:43723|issue:46326", @@ -14158,8 +14024,8 @@ "issue:44857|issue:46877", "issue:45593|issue:46877", "issue:41628|issue:44351", - "issue:36010|issue:41628", "issue:45081|issue:45103", + "issue:36010|issue:41628", "issue:46202|issue:46701", "issue:43278|issue:45137", "issue:44038|issue:45310", @@ -14167,229 +14033,231 @@ "issue:44222|issue:45310", "issue:42994|issue:43824", "issue:42831|issue:44222", - "issue:43504|issue:45561", "issue:43232|issue:44792", + "issue:43504|issue:45561", "issue:45561|issue:45600", - "issue:42175|issue:44933" + "issue:44496|issue:45561", + "issue:42175|issue:44933", + "issue:45405|issue:46877", + "issue:30333|issue:33290", + "issue:43976|issue:44933", + "issue:30990|issue:35141" ], - "prepared_review_unit_hash": "aad4afa711e752f46473039376d29b0b50d7ffdbdf799bca00b8bc0ae9d3e70c", + "prepared_review_unit_hash": "10c405ac1b90468b6187dc4bd24455a793f91d14261a6a0e0a072e7e67eea0d6", "component_budget": { "node_count": 502, "item_count": 502, "soft_pair_count": 1845, - "serialized_chars": 957264, - "estimated_input_tokens": 239316, - "estimated_eval_tokens": 478888 + "serialized_chars": 957282, + "estimated_input_tokens": 239321, + "estimated_eval_tokens": 478898 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 36309, - "estimated_input_tokens": 9078, - "estimated_eval_tokens": 18412 + "serialized_chars": 36448, + "estimated_input_tokens": 9112, + "estimated_eval_tokens": 18480 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a heterogeneous set of Transformers bug reports spanning unrelated subsystems. The only clear duplicate pair is the Qwen3ForCausalLM VRAM leak report (42673/43704); the rest are too loosely related to merge safely.", - "confidence": 0.93, - "canonical_issue_reason": "issue:42673 is the more complete report for the exact duplicate VRAM leak/threading bug and has substantially more discussion than issue:43704.", + "summary": "This cluster is mostly a loose collection of Transformers compatibility/import/load regressions rather than one shared defect. The strongest center is the import-error subgroup; most soft pairs are not true duplicates because they hit different symbols, models, or code paths.", + "confidence": 0.68, + "canonical_issue_reason": "issue:43824 is the strongest representative of the import-compatibility subgroup: it is a clear Transformers import failure, has multiple inbound references, and sits near several other missing-symbol/import regression reports.", "canonical_pr_reason": null, - "best_issue_reason": "issue:42673 is the best canonical issue: it precisely describes the bug, has richer context, and cleanly subsumes issue:43704.", + "best_issue_reason": "issue:43824 has the best signal for a canonical issue in this cluster: high discussion, inbound references, and a broadly representative import-error failure mode.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:45310", - "right": "issue:45375", - "accept": false, - "reason": "Same model family, but one is a from_pretrained error and the other is a missing config field; not clearly the same concrete bug." - }, - { - "left": "issue:46463", - "right": "issue:46877", - "accept": false, - "reason": "Unrelated problems: T5 decoder-input validation messaging vs auto_docstring stdout diagnostics." - }, - { - "left": "issue:39692", - "right": "issue:46726", - "accept": false, - "reason": "Both involve processor/vision docs or backend handling, but they are different failure modes and code paths." - }, - { - "left": "issue:44373", - "right": "issue:46851", - "accept": false, - "reason": "Both mention position_ids, but one is a docstring issue and the other is a runtime bug in Qwen3.5 variable-length handling." - }, - { - "left": "issue:45230", - "right": "issue:45397", - "accept": false, - "reason": "Generic placeholder bug report versus a specific Gemma-4 ZeRO3 regression; no evidence they are the same issue." - }, { "left": "issue:43986", "right": "issue:46726", "accept": false, - "reason": "Both concern missing vision backends, but one is a video-model AutoProcessor crash and the other is an unrecognized image-processor error." + "reason": "Both involve AutoProcessor/backend-vision failures, but one is a video model without torchvision and the other is an unrecognized image processor; same area, different bug." }, { "left": "issue:44038", "right": "issue:44623", "accept": false, - "reason": "Different bugs: Qwen3-VL-Moe loading versus processor.save_pretrained missing files." + "reason": "Qwen3-VL-Moe model compatibility is unrelated to processor.save_pretrained missing files." }, { "left": "issue:43723", "right": "issue:46326", "accept": false, - "reason": "Tokenizer loading failure in v5 and a mistral_common continue_final_message bug are separate problems." + "reason": "Tokenizer loading in v5 and mistral_common continue_final_message are different tokenizer bugs." }, { "left": "issue:42994", "right": "issue:43525", "accept": false, - "reason": "Quantized model saving failure and missing pad_token_id on Llama4Config are unrelated." + "reason": "Quantized model saving failure is unrelated to the Llama4Config pad_token_id attribute error." }, { "left": "issue:42371", "right": "issue:45092", "accept": false, - "reason": "TF32 API guidance and InternVL2 meta-initialization incompatibility are unrelated." + "reason": "TF32 API guidance is not the same as InternVL2 meta-initialization incompatibility." }, { "left": "issue:43873", "right": "issue:44945", "accept": false, - "reason": "Quantization offloading behavior and pipeline-parallel output correctness are different code paths." + "reason": "Quantization offloading and pipeline-parallel output corruption affect different execution paths." }, { "left": "issue:45406", "right": "issue:46202", "accept": false, - "reason": "Gemma processor attribute crash and Gemma pipeline roundtrip failure are distinct bugs." + "reason": "Gemma4Processor missing _tokenizer and Gemma pipeline roundtrip failure are different Gemma issues." }, { "left": "issue:43784", "right": "issue:46399", "accept": false, - "reason": "Import-time NameError in sentence-transformers integration versus a Qwen3.5 kernel registration crash." + "reason": "Import-time NameError in sentence-transformers is unrelated to the Qwen3.5 kernel registration crash." }, { "left": "issue:44945", "right": "issue:45753", "accept": false, - "reason": "Pipeline-parallel output corruption and a Qwen3_5 image-specific infinite loop do not match." + "reason": "Pipeline-parallel output mismatch is not the same as Qwen3.5 looping on a specific image." }, { "left": "issue:44857", "right": "issue:46877", "accept": false, - "reason": "CUDA AMP loss crash and auto_docstring import-time logging are unrelated." + "reason": "AMP/CUDA loss crash is unrelated to auto_docstring printing diagnostics at import time." }, { "left": "issue:45593", "right": "issue:46877", "accept": false, - "reason": "D-FINE auxiliary-loss behavior and docstring diagnostics are unrelated." + "reason": "Missing auxiliary losses in D-FINE is unrelated to docstring lint output noise." }, { "left": "issue:41628", "right": "issue:44351", "accept": false, - "reason": "Both are import errors, but they are for different symbols with different likely fixes." + "reason": "Both are import errors, but they concern different missing symbols and different code paths." }, { - "left": "issue:36010", - "right": "issue:41628", + "left": "issue:45081", + "right": "issue:45103", "accept": false, - "reason": "Different missing exports/imports from different parts of transformers; not the same bug." + "reason": "Mistral tokenizer regex patching and auto_docstring annotations crash are unrelated." }, { - "left": "issue:45081", - "right": "issue:45103", + "left": "issue:36010", + "right": "issue:41628", "accept": false, - "reason": "Two separate helper-function crashes with different triggers and stack paths." + "reason": "Both are import failures, but GenerationMixin and AutoImageProcessor are separate missing exports." }, { "left": "issue:46202", "right": "issue:46701", "accept": false, - "reason": "Both mention Gemma, but one is a tokenizer roundtrip issue and the other is an image-text-to-text pipeline failure." + "reason": "Gemma pipeline roundtrip failure is not the same as DiffusionGemmaGenerationOutput pipeline breakage." }, { "left": "issue:43278", "right": "issue:45137", "accept": false, - "reason": "Embedding dtype drift in eval and a DeepSpeed ZeRO3 deque IndexError are unrelated." + "reason": "Embedding dtype drift and ZeRO3 deque underflow are unrelated training/runtime bugs." }, { "left": "issue:44038", "right": "issue:45310", "accept": false, - "reason": "Related model family, but the reported failures differ: one is a Qwen3-VL-Moe bug and the other is a Qwen3.5 MoE from_pretrained regression." + "reason": "Both are Qwen MoE-related, but they describe different models and different from_pretrained failures." }, { "left": "issue:42673", "right": "issue:43704", - "accept": true, - "reason": "Exact same VRAM leak report for Qwen3ForCausalLM used across multiple dataloader threads; 43704 is a duplicate of 42673." + "accept": false, + "reason": "These are the same title, but without body evidence we cannot confirm the exact same underlying VRAM leak; still too weak to merge here." }, { "left": "issue:44222", "right": "issue:45310", "accept": false, - "reason": "FP8 save_pretrained failure and Qwen3.5 Moe from_pretrained loading error are different concrete problems." + "reason": "FP8 save_pretrained and Qwen3.5 MoE from_pretrained are different failure modes." }, { "left": "issue:42994", "right": "issue:43824", "accept": false, - "reason": "Quantized save failure and missing Qwen2_5_VL export are unrelated." + "reason": "Quantized model saving failure is not the same as an import error for a specific Qwen2.5-VL class." }, { "left": "issue:42831", "right": "issue:44222", "accept": false, - "reason": "Both are FP8-related, but one is an accuracy regression and the other is a save_pretrained bug." + "reason": "FP8 accuracy regression and FP8 save_pretrained failure are different issues." }, { - "left": "issue:43504", - "right": "issue:45561", + "left": "issue:43232", + "right": "issue:44792", "accept": false, - "reason": "Beit legacy-field loading bug and pytest-xdist race on captured_info.txt are unrelated." + "reason": "Generation kwargs handling after sync_gpus is unrelated to janus image-generation test failure." }, { - "left": "issue:43232", - "right": "issue:44792", + "left": "issue:43504", + "right": "issue:45561", "accept": false, - "reason": "Generation kwargs update after sync_gpus and janus image generation test failure are different issues." + "reason": "Legacy preset loading for Beit is unrelated to a pytest-xdist race in testing utils." }, { "left": "issue:45561", "right": "issue:45600", "accept": false, - "reason": "Testing-utils xdist race and broken auto_mappings references are unrelated." + "reason": "Test-worker race and stale auto_mappings references are both CI problems but not the same bug." + }, + { + "left": "issue:44496", + "right": "issue:45561", + "accept": false, + "reason": "Unrecognized model/config loading and xdist race conditions are unrelated." }, { "left": "issue:42175", "right": "issue:44933", "accept": false, - "reason": "Backend packaging omission for TensorFlow and a missing image_utils import are unrelated." + "reason": "Packaging backend selection and a missing image_utils import are unrelated." + }, + { + "left": "issue:45405", + "right": "issue:46877", + "accept": false, + "reason": "PEFT version pinning and auto_docstring stdout diagnostics are unrelated maintenance issues." + }, + { + "left": "issue:30333", + "right": "issue:33290", + "accept": false, + "reason": "MLflow reporting after failed training and DeepSpeed OOM from Adafactor are different training issues." + }, + { + "left": "issue:43976", + "right": "issue:44933", + "accept": false, + "reason": "Python version compatibility and missing image_utils import are unrelated." + }, + { + "left": "issue:30990", + "right": "issue:35141", + "accept": false, + "reason": "Sentence-transformers load hang and token embedding resize reinitialization are unrelated." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The canonical choice and cluster summary are grounded in the packet: 42673 and 43704 have identical titles and the discussion counts support choosing 42673 as canonical. The soft-edge verdicts are also conservative overall, with no strong overclaims beyond what the titles support." - }, - "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 }, @@ -14398,7 +14266,7 @@ "component_index": 1, "component_count": 24, "review_unit_index": 47, - "review_unit_count": 61, + "review_unit_count": 60, "status": "reviewed", "reason": null, "source": "llm", @@ -14406,12 +14274,12 @@ "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-502", "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", @@ -14424,26 +14292,25 @@ "issue:43784", "issue:43824", "issue:43874", - "issue:43976", "issue:44016", + "issue:44075", "issue:44079", "issue:44190", + "issue:44222", "issue:44295", - "issue:44496", + "issue:44297", "issue:44568", "issue:44623", "issue:44625", "issue:44734", "issue:44779", "issue:44869", - "issue:44933", "issue:45092", "issue:45103", "issue:45200", "issue:45310", "issue:45356", "issue:45405", - "issue:45561", "issue:45656", "issue:45712", "issue:45812", @@ -14456,11 +14323,6 @@ "issue:46909" ], "soft_pairs": [ - "issue:44496|issue:45561", - "issue:43976|issue:44933", - "issue:45405|issue:46877", - "issue:30333|issue:33290", - "issue:30990|issue:35141", "issue:42898|issue:44568", "issue:42175|issue:45712", "issue:43479|issue:46829", @@ -14470,8 +14332,8 @@ "issue:43479|issue:44869", "issue:42898|issue:45812", "issue:43723|issue:44568", - "issue:44016|issue:46231", "issue:44625|issue:46877", + "issue:44016|issue:46231", "issue:39692|issue:46909", "issue:42898|issue:44779", "issue:43479|issue:44079", @@ -14479,222 +14341,220 @@ "issue:44734|issue:45103", "issue:43874|issue:45092", "issue:27957|issue:30333", - "issue:42898|issue:43295", "issue:42222|issue:45200", + "issue:42898|issue:43295", "issue:30333|issue:34689", "issue:42898|issue:45356", "issue:44295|issue:45656", "issue:43116|issue:44190", - "issue:45405|issue:45712" + "issue:30333|issue:36331", + "issue:45405|issue:45712", + "issue:22355|issue:28282", + "issue:44222|issue:44297", + "issue:44075|issue:46231" ], - "prepared_review_unit_hash": "a98a17444645501614cb7842ef1b576711da33c96c324652719f3afe1e003849", + "prepared_review_unit_hash": "200a501b76ed7c8f48a8bb499e6a86cfcaa6c2be5456a6271970895bf0034f54", "component_budget": { "node_count": 502, "item_count": 502, "soft_pair_count": 1845, - "serialized_chars": 957264, - "estimated_input_tokens": 239316, - "estimated_eval_tokens": 478888 + "serialized_chars": 957282, + "estimated_input_tokens": 239321, + "estimated_eval_tokens": 478898 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 30, - "serialized_chars": 36964, - "estimated_input_tokens": 9241, - "estimated_eval_tokens": 18738 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 36045, + "estimated_input_tokens": 9012, + "estimated_eval_tokens": 18280 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These items are mostly unrelated Transformers issues with only superficial similarity around regressions, tokenization, multimodal loading, and tooling. I do not see any soft pair that looks like the same underlying bug/change.", - "confidence": 0.88, - "canonical_issue_reason": "If a single anchor is needed, issue 45812 is the strongest representative: it is a concrete, high-severity silent regression affecting all Granite tokenizers.", + "summary": "These items are mostly unrelated Transformers issues with a loose concentration around v5 tokenizer/regression reports. None of the proposed soft pairs look like the same underlying bug or change, so I would not merge any of them as duplicates.", + "confidence": 0.86, + "canonical_issue_reason": "issue:42898 is the broadest and most central regression report in this set, and its v5 tokenizer behavior change theme overlaps with several nearby issues more than the others.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45812 is the most actionable and broadly impactful report in the set, with a clear user-facing correctness bug and reproducible symptoms.", + "best_issue_reason": "issue:42898 is the best representative issue because it is a clearly described cross-cutting tokenizer regression with enough breadth to anchor the cluster, even though it is not a duplicate of the other items.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:44496", - "right": "issue:45561", - "accept": false, - "reason": "Different subsystems and failure modes: model loading/config resolution vs pytest-xdist file-race behavior." - }, - { - "left": "issue:43976", - "right": "issue:44933", - "accept": false, - "reason": "Unrelated problems: Python compatibility claim vs a bad import path in image_utils." - }, - { - "left": "issue:45405", - "right": "issue:46877", - "accept": false, - "reason": "Release/versioning complaint vs import-time docstring lint output; no shared bug." - }, - { - "left": "issue:30333", - "right": "issue:33290", - "accept": false, - "reason": "MLflow reporting after failure and DeepSpeed optimizer OOM are distinct training issues." - }, - { - "left": "issue:30990", - "right": "issue:35141", - "accept": false, - "reason": "Loading hang in sentence-transformers does not match embedding reinitialization in post_init." - }, { "left": "issue:42898", "right": "issue:44568", "accept": false, - "reason": "Both are tokenizer-related, but one is v5 cleanup-space behavior and the other is special-token insertion for a specific tokenizer." + "reason": "Both concern tokenizer behavior in v5, but they are different concrete failures on different models and code paths." }, { "left": "issue:42175", "right": "issue:45712", "accept": false, - "reason": "Missing TensorFlow in an install extra is unrelated to leftover dummy PT classes." + "reason": "One is about missing TensorFlow in the torch extra; the other is about leftover dummy PT classes leaking into exports." }, { "left": "issue:43479", "right": "issue:46829", "accept": false, - "reason": "Different model families and bugs: default config initialization vs wrong output field assignment." + "reason": "Different model families and unrelated bugs: multimodal config initialization vs output field misassignment." }, { "left": "issue:44623", "right": "issue:45310", "accept": false, - "reason": "Saving processor artifacts missing files is not the same as a Qwen3.5 MoE from_pretrained error." + "reason": "Save-pretrained missing files and Qwen3.5 MoE from_pretrained failure are distinct issues." }, { "left": "issue:46077", "right": "issue:46123", "accept": false, - "reason": "Attention-mask construction for Gemma4 is unrelated to final-partial-batch handling in MaskGenerationPipeline." + "reason": "Bidirectional attention masking and final-batch pipeline bookkeeping are unrelated." }, { "left": "issue:42673", "right": "issue:46693", "accept": false, - "reason": "A VRAM leak in multithreaded dataloading is not the same as a long-context FA2 performance regression." + "reason": "VRAM leakage in threaded Qwen3 generation is not the same as the FA2 long-context performance regression." }, { "left": "issue:43479", "right": "issue:44869", "accept": false, - "reason": "Phi4 multimodal config defaults and Whisper timestamp decode crash are different code paths." + "reason": "Different subsystems and symptoms: multimodal config defaults vs Whisper timestamp decoding crash." }, { "left": "issue:42898", "right": "issue:45812", "accept": false, - "reason": "Both affect tokenization behavior in v5, but one is cleanup-space semantics and the other is wrong token IDs for Granite models." + "reason": "Both are tokenizer regressions, but they affect different models and likely different logic, not one concrete bug." }, { "left": "issue:43723", "right": "issue:44568", "accept": false, - "reason": "Tokenizer loading in v5 and add_special_tokens behavior for mdeberta-v3 are separate regressions." + "reason": "Tokenizer loading in v5 and mDeBERTa special-token behavior are separate problems." }, { - "left": "issue:44016", - "right": "issue:46231", + "left": "issue:44625", + "right": "issue:46877", "accept": false, - "reason": "Notebook syntax error and documentation parameter-name mismatch are unrelated doc issues." + "reason": "Config propagation for Qwen3.5 MoE is unrelated to auto_docstring import-time stdout diagnostics." }, { - "left": "issue:44625", - "right": "issue:46877", + "left": "issue:44016", + "right": "issue:46231", "accept": false, - "reason": "num_labels propagation in Qwen3.5 has nothing to do with auto_docstring logging diagnostics." + "reason": "Notebook syntax error and documentation parameter mismatch are not the same defect." }, { "left": "issue:39692", "right": "issue:46909", "accept": false, - "reason": "Two different broken documentation examples with different models and failures." + "reason": "Both are documentation examples, but they are different examples with different failures." }, { "left": "issue:42898", "right": "issue:44779", "accept": false, - "reason": "Both are tokenizer regressions, but the affected models and failure mechanisms differ." + "reason": "Both are tokenizer regressions in v5, but the titles point to different model-specific breakages and no shared concrete code path." }, { "left": "issue:43479", "right": "issue:44079", "accept": false, - "reason": "Config defaulting in Phi4Multimodal and ModelOutput key assignment are unrelated internals." + "reason": "Multimodal config defaults and ModelOutput key assignment are unrelated." }, { "left": "issue:43784", "right": "issue:43824", "accept": false, - "reason": "Import-time NameError in sentence-transformers is not the same as a missing Qwen2.5-VL export." + "reason": "These are distinct import errors affecting different packages/models." }, { "left": "issue:44734", "right": "issue:45103", "accept": false, - "reason": "Serve KV-cache indexing crash and auto_docstring future-annotations crash are separate code paths." + "reason": "KV-cache response indexing and auto_docstring annotation handling are unrelated code paths." }, { "left": "issue:43874", "right": "issue:45092", "accept": false, - "reason": "Missing image-patch method in GLM46V and InternVL2 meta-init incompatibility are different multimodal bugs." + "reason": "Missing image-patch method in one processor and meta-init incompatibility in another checkpoint family are different bugs." }, { "left": "issue:27957", "right": "issue:30333", "accept": false, - "reason": "Flash Attention support for XLM-Roberta and MLflow reporting after training failure are unrelated." + "reason": "Flash Attention 2 support for XLMRoberta and MLflow reporting on failed jobs are unrelated." }, { - "left": "issue:42898", - "right": "issue:43295", + "left": "issue:42222", + "right": "issue:45200", "accept": false, - "reason": "Tokenization-space behavior and processor/tokenizer/image regression in a custom model are not the same bug." + "reason": "Broken vitpose models and Gemma 4 token-type defaults are different multimodal issues." }, { - "left": "issue:42222", - "right": "issue:45200", + "left": "issue:42898", + "right": "issue:43295", "accept": false, - "reason": "Broken VitPose model files and Gemma4 mm_token_type_ids defaults are separate multimodal issues." + "reason": "Both involve v5 tokenizer/processor changes, but they are not the same failure or fixable by one patch." }, { "left": "issue:30333", "right": "issue:34689", "accept": false, - "reason": "MLflow failure reporting and Llama 3.2 Vision model-loading break are unrelated regressions." + "reason": "MLflow failure handling and Llama 3.2 Vision model loading regression are unrelated." }, { "left": "issue:42898", "right": "issue:45356", "accept": false, - "reason": "Different tokenizer regressions affecting different models and codecs." + "reason": "Both are tokenizer regressions, but they concern different models and symptoms rather than one shared defect." }, { "left": "issue:44295", "right": "issue:45656", "accept": false, - "reason": "Position_ids buffer access error and duplicate optimizer-step behavior with DeepSpeed are distinct problems." + "reason": "Buffer registration/position_ids access and double optimizer stepping with deepspeed are distinct training bugs." }, { "left": "issue:43116", "right": "issue:44190", "accept": false, - "reason": "Empty multi-label classification results and local dataset loading failure are different example-script issues." + "reason": "Different example scripts with different failures: multi-label classification output vs local dataset loading." + }, + { + "left": "issue:30333", + "right": "issue:36331", + "accept": false, + "reason": "Trainer failure reporting and a custom compute_loss signature mismatch are not the same underlying issue." }, { "left": "issue:45405", "right": "issue:45712", "accept": false, - "reason": "Unreleased dependency pin and leftover dummy class cleanup are unrelated maintenance issues." + "reason": "A version pin/release timing issue is unrelated to dummy class cleanup." + }, + { + "left": "issue:22355", + "right": "issue:28282", + "accept": false, + "reason": "Importing transformers.onnx and missing PyTorch for AutoModel are separate dependency/import failures." + }, + { + "left": "issue:44222", + "right": "issue:44297", + "accept": false, + "reason": "FP8 MoE save_pretrained behavior and tokenizer save_pretrained metadata mismatch are unrelated." + }, + { + "left": "issue:44075", + "right": "issue:46231", + "accept": false, + "reason": "Optimizer argument handling and documentation parameter naming are not the same bug." } ] }, @@ -14710,7 +14570,7 @@ "component_index": 1, "component_count": 24, "review_unit_index": 48, - "review_unit_count": 61, + "review_unit_count": 60, "status": "reviewed", "reason": null, "source": "llm", @@ -14718,16 +14578,13 @@ "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-502", "nodes": [ - "issue:22355", - "issue:28282", - "issue:30333", "issue:30990", - "issue:36331", "issue:38175", "issue:41628", "issue:42757", "issue:42796", "issue:42831", + "issue:42907", "issue:43122", "issue:43232", "issue:43475", @@ -14735,10 +14592,10 @@ "issue:43644", "issue:43723", "issue:44060", - "issue:44075", "issue:44190", "issue:44222", "issue:44263", + "issue:44295", "issue:44297", "issue:44360", "issue:44373", @@ -14753,29 +14610,28 @@ "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:46424", + "issue:46431", "issue:46614", + "issue:46655", "issue:46710", "issue:46762", "issue:46932" ], "soft_pairs": [ - "issue:30333|issue:36331", - "issue:22355|issue:28282", - "issue:44222|issue:44297", - "issue:44075|issue:46231", "issue:44060|issue:45125", "issue:44448|issue:46132", - "issue:44933|issue:45712", "issue:42796|issue:43723", + "issue:44933|issue:45712", "issue:44360|issue:46762", "issue:42831|issue:44623", "issue:44297|issue:45656", @@ -14796,210 +14652,223 @@ "issue:43232|issue:46424", "issue:43232|issue:45834", "issue:43475|issue:46305", - "issue:30990|issue:38175" + "issue:30990|issue:38175", + "issue:46209|issue:46431", + "issue:46305|issue:46655", + "issue:44295|issue:44623", + "issue:44263|issue:44373", + "issue:44263|issue:44360", + "issue:45092|issue:45357", + "issue:42907|issue:46050" ], - "prepared_review_unit_hash": "faa3ed36ba6d8733ba2a09f561681f046d9d5ff142bf502711e3750649e06cb1", + "prepared_review_unit_hash": "70447a4b64740f53055f1ba1d9a34c7eb17c53a6759e781b295377ec2fce381c", "component_budget": { "node_count": 502, "item_count": 502, "soft_pair_count": 1845, - "serialized_chars": 957264, - "estimated_input_tokens": 239316, - "estimated_eval_tokens": 478888 + "serialized_chars": 957282, + "estimated_input_tokens": 239321, + "estimated_eval_tokens": 478898 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 29, - "serialized_chars": 36037, - "estimated_input_tokens": 9010, - "estimated_eval_tokens": 18276 + "soft_pair_count": 32, + "serialized_chars": 36934, + "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 mostly a grab bag of unrelated Transformers issues; the soft pairs are only superficially similar and do not describe the same underlying bug/change. No PRs are present.", - "confidence": 0.43, - "canonical_issue_reason": "No single issue is a clear canonical duplicate target because the set spans many unrelated regressions, import errors, tokenizer/model bugs, and version-migration problems.", + "summary": "This cluster is not a true duplicate set: the items are mostly unrelated bug reports across different models, configs, tokenizers, and runtime paths. The soft-similarity links are mostly broad topical overlap rather than the same underlying defect.", + "confidence": 0.94, + "canonical_issue_reason": "No single canonical issue stands out because the issues cover distinct bugs and regressions rather than one shared root cause.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45071 is the best representative only in the loose sense that it is a broad Transformers v5 regression report; however, it is not a true duplicate of the other issues.", + "best_issue_reason": "No best issue for deduplication: the cluster does not center on one concrete bug or code path.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:30333", - "right": "issue:36331", - "accept": false, - "reason": "Different failures: MLflow run-state reporting after training job failure vs. a CustomTrainer method signature error." - }, - { - "left": "issue:22355", - "right": "issue:28282", - "accept": false, - "reason": "Both are import errors, but for different missing modules/libraries and different root causes." - }, - { - "left": "issue:44222", - "right": "issue:44297", - "accept": false, - "reason": "Both touch FP8/tokenizer save flows, but one is about MOE FP8 save_pretrained while the other is a tokenizer_config class mismatch." - }, - { - "left": "issue:44075", - "right": "issue:46231", - "accept": false, - "reason": "Optimizer arguments not being used is unrelated to a docs typo about set_training parameter naming." - }, { "left": "issue:44060", "right": "issue:45125", "accept": false, - "reason": "Both are Qwen3-family MoE issues, but one is an incorrect tied-weights warning and the other is missing tensor-parallel planning." + "reason": "Both mention Qwen3-family model internals, but one is about a tied-weights warning and the other about missing tensor-parallel plan support; different bugs." }, { "left": "issue:44448", "right": "issue:46132", "accept": false, - "reason": "Different problems: output regression across versions vs. AttentionInterface.register changing registered-function behavior." + "reason": "One is a model output regression; the other is an API behavior change in AttentionInterface. Not the same issue." }, { - "left": "issue:44933", - "right": "issue:45712", + "left": "issue:42796", + "right": "issue:43723", "accept": false, - "reason": "Both concern missing/nonexistent imports, but they affect different modules and different cleanup issues." + "reason": "Both are tokenizer/loading-related, but one is a BPE marker handling bug and the other is an AutoTokenizer import/load failure." }, { - "left": "issue:42796", - "right": "issue:43723", + "left": "issue:44933", + "right": "issue:45712", "accept": false, - "reason": "Tokenizer BPE-marker handling and AutoTokenizer loading failures are distinct bugs." + "reason": "These are unrelated import problems: image_utils export vs leftover dummy classes." }, { "left": "issue:44360", "right": "issue:46762", "accept": false, - "reason": "Both mention numerical behavior in attention-like code, but they are different implementations with different observed problems." + "reason": "Both touch attention/indexing-like math, but they describe different model implementations and different numerical issues." }, { "left": "issue:42831", "right": "issue:44623", "accept": false, - "reason": "FineGrainedFP8 accuracy and processor.save_pretrained missing files are unrelated." + "reason": "FineGrainedFP8 accuracy and processor save_pretrained missing files are separate problems." }, { "left": "issue:44297", "right": "issue:45656", "accept": false, - "reason": "Tokenizer save-pretrained metadata mismatch is unrelated to optimizer step being called twice under deepspeed." + "reason": "Tokenizer config mismatch on save_pretrained is unrelated to deepspeed optimizer stepping twice." }, { "left": "issue:45245", "right": "issue:46132", "accept": false, - "reason": "Category-count runtime error is unrelated to AttentionInterface.register behavior changes." + "reason": "Category limit error and AttentionInterface behavior change are unrelated." }, { "left": "issue:43479", "right": "issue:43644", "accept": false, - "reason": "Config default initialization bug and non-persistent buffer corruption are different code paths." + "reason": "Default multimodal config initialization and non-persistent buffer corruption are different code paths." }, { "left": "issue:44222", "right": "issue:44623", "accept": false, - "reason": "Both involve saving artifacts, but one is FP8 MOE model persistence and the other is processor save file completeness." + "reason": "Both involve save_pretrained, but one is FP8 MoE saving and the other is processor file export; not the same bug." }, { "left": "issue:46132", "right": "issue:46710", "accept": false, - "reason": "AttentionInterface.register semantics and an accuracy regression after upgrade are not the same bug." + "reason": "AttentionInterface API behavior and a model accuracy regression after upgrade are not the same underlying defect." }, { "left": "issue:44373", "right": "issue:44485", "accept": false, - "reason": "Docstring mismatch for position_ids is unrelated to GLM-5 RoPE implementation behavior." + "reason": "A docstring issue is not the same as a RoPE implementation bug." }, { "left": "issue:41628", "right": "issue:42757", "accept": false, - "reason": "Both are import-related, but they concern different symbols from different packages and likely different breakages." + "reason": "Different missing imports from different packages; only the symptom is similar." }, { "left": "issue:44297", "right": "issue:45310", "accept": false, - "reason": "Tokenizer save-pretrained metadata mismatch is not the same as Qwen3.5 MoE from_pretrained failure." + "reason": "Tokenizer class metadata mismatch is unrelated to Qwen3.5 MoE from_pretrained errors." }, { "left": "issue:45071", "right": "issue:46082", "accept": false, - "reason": "PretrainedConfig type-checking regression and LlamaConfig head_dim validation are different configuration bugs." + "reason": "Type-checking breakage in PretrainedConfig is not the same as LlamaConfig head_dim validation behavior." }, { "left": "issue:43723", "right": "issue:44977", "accept": false, - "reason": "AutoTokenizer loading failure and Qwen3.5 flash-attention generation issues are unrelated." + "reason": "Tokenizer loading in v5 and flash-attention generation issues are unrelated." }, { "left": "issue:46614", "right": "issue:46932", "accept": false, - "reason": "Both are tokenizer/processing-related multilingual issues, but one is stale phonemizer state and the other is Gemma4 quantized embedder dtype casting." + "reason": "Stale phonemizer backend state and Gemma4 quantized embedder dtype casting are different bugs." }, { "left": "issue:44222", "right": "issue:44484", "accept": false, - "reason": "FP8 save_pretrained moe and max_shard_size default sizing are different save-path concerns with different symptoms." + "reason": "Both mention save_pretrained, but one is an FP8 MoE bug and the other is shard-size default behavior." }, { "left": "issue:43122", "right": "issue:46209", "accept": false, - "reason": "Tokenization differences across versions and FP8 inference failure on B200 are unrelated." + "reason": "Tokenizer-version drift and FP8 inference failure on B200 are unrelated." }, { "left": "issue:44190", "right": "issue:46082", "accept": false, - "reason": "Local dataset loading in a training script is unrelated to LlamaConfig head_dim validation." + "reason": "Local dataset loading and LlamaConfig head_dim rejection are unrelated." }, { "left": "issue:44263", "right": "issue:45092", "accept": false, - "reason": "torch.split return values in a specific indexer are unrelated to remote-code checkpoint incompatibility with meta initialization." + "reason": "A torch.split return-value issue in a specific indexer is not the same as InternVL2 meta-init incompatibility." }, { "left": "issue:43232", "right": "issue:46424", "accept": false, - "reason": "Generation kwargs update after sync_gpus and cache max length behavior are separate generation/cache bugs." + "reason": "Generation kwargs update after sync_gpus and cache max length handling are separate generation/cache bugs." }, { "left": "issue:43232", "right": "issue:45834", "accept": false, - "reason": "Generation kwargs update bug is unrelated to Kosmos2.5 OCR index error." + "reason": "Different generation/pathology vs OCR indexing error; no shared root cause." }, { "left": "issue:43475", "right": "issue:46305", "accept": false, - "reason": "SAM 3 Video missing attribute and MoonshineStreaming off-by-one mask logic are distinct model bugs." + "reason": "Different model components and different off-by-one/attribute errors." }, { "left": "issue:30990", "right": "issue:38175", "accept": false, - "reason": "Sentence Transformers loading hang and Siglip2 zero-probabilities are different model-specific issues." + "reason": "Sentence Transformers loading hang and zero probabilities in SigLIP2 are not the same bug." + }, + { + "left": "issue:46209", + "right": "issue:46431", + "accept": false, + "reason": "FP8 inference failure and missing chat template support are unrelated." + }, + { + "left": "issue:46305", + "right": "issue:46655", + "accept": false, + "reason": "Both are off-by-one/padding-like video or streaming issues, but they affect different processors and different calculations." + }, + { + "left": "issue:44295", + "right": "issue:44623", + "accept": false, + "reason": "Registering position_ids as a buffer and processor save_pretrained missing files are separate bugs." + }, + { + "left": "issue:44263", + "right": "issue:44373", + "accept": false, + "reason": "A runtime split/indexing bug is not the same as a docstring mismatch." + }, + { + "left": "issue:44263", + "right": "issue:44360", + "accept": false, + "reason": "Same broad DSA indexer area, but one reports torch.split return values while the other reports a missing ReLU; not clearly the same defect." } ] }, @@ -15015,7 +14884,7 @@ "component_index": 1, "component_count": 24, "review_unit_index": 49, - "review_unit_count": 61, + "review_unit_count": 60, "status": "reviewed", "reason": null, "source": "llm", @@ -15027,6 +14896,7 @@ "issue:27957", "issue:28218", "issue:30990", + "issue:33357", "issue:39401", "issue:41628", "issue:42757", @@ -15039,55 +14909,47 @@ "issue:43122", "issue:43232", "issue:43408", + "issue:43540", "issue:43644", + "issue:43646", "issue:43824", + "issue:43976", "issue:44038", "issue:44188", "issue:44261", - "issue:44263", "issue:44279", "issue:44295", - "issue:44360", + "issue:44297", "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:46209", "issue:46305", "issue:46328", "issue:46369", "issue:46402", - "issue:46431", - "issue:46655", "issue:46909" ], "soft_pairs": [ - "issue:46305|issue:46655", - "issue:46209|issue:46431", - "issue:44295|issue:44623", - "issue:44263|issue:44360", - "issue:44263|issue:44373", - "issue:45092|issue:45357", - "issue:42907|issue:46050", "issue:46369|issue:46909", "issue:42831|issue:45310", - "issue:45381|issue:46305", "issue:44279|issue:46328", "issue:44483|issue:45406", + "issue:45381|issue:46305", "issue:22355|issue:27957", - "issue:43644|issue:46305", "issue:44261|issue:45092", + "issue:43644|issue:46305", "issue:44829|issue:46002", "issue:42831|issue:44038", "issue:43408|issue:46402", @@ -15095,223 +14957,244 @@ "issue:42831|issue:45753", "issue:22355|issue:28218", "issue:39401|issue:44568", - "issue:42886|issue:43066", "issue:27957|issue:30990", "issue:42886|issue:42994", "issue:44188|issue:44373", + "issue:42886|issue:43066", "issue:42757|issue:45278", "issue:43408|issue:46369", "issue:43232|issue:45593", - "issue:42796|issue:43122" + "issue:42796|issue:43122", + "issue:43646|issue:46002", + "issue:45381|issue:46909", + "issue:43540|issue:46909", + "issue:30990|issue:33357", + "issue:42907|issue:44945", + "issue:42907|issue:44964", + "issue:43976|issue:44945", + "issue:39401|issue:44488", + "issue:44295|issue:44297" ], - "prepared_review_unit_hash": "5928d1736752922c95533b2845d253d98e167b72528081179d72b44620613e94", + "prepared_review_unit_hash": "be9893b00df4959fe4c1aa967b96e3f986ffdf2cf53906ed94aa08d04164d842", "component_budget": { "node_count": 502, "item_count": 502, "soft_pair_count": 1845, - "serialized_chars": 957264, - "estimated_input_tokens": 239316, - "estimated_eval_tokens": 478888 + "serialized_chars": 957282, + "estimated_input_tokens": 239321, + "estimated_eval_tokens": 478898 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 30, - "serialized_chars": 36190, - "estimated_input_tokens": 9048, - "estimated_eval_tokens": 18352 + "soft_pair_count": 32, + "serialized_chars": 36782, + "estimated_input_tokens": 9196, + "estimated_eval_tokens": 18648 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The soft matches are mostly superficial title similarity across unrelated regressions (tokenizer, import, model-loading, quantization, and processor bugs). I would not merge any of these pairs as duplicates.", - "confidence": 0.81, - "canonical_issue_reason": "If a representative issue is needed, issue 43122 is the broadest tokenizer-regression report in the set (version-to-version behavior change), but it is only a loose thematic anchor, not a true duplicate umbrella.", + "summary": "These are mostly unrelated issues that only share superficial language around transformers, tokenizers, imports, or model loading. None of the soft pairs look like true duplicates or the same underlying change.", + "confidence": 0.97, + "canonical_issue_reason": "No single canonical issue: the items span unrelated tokenizer, import, model-loading, quantization, and docs bugs with no clear common root cause.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43122 is the least-specific representative among the tokenizer-related items, so it is the best single anchor here despite the cluster being too heterogeneous for a real canonical duplicate.", + "best_issue_reason": "If a representative issue is needed, 45278 is the broadest/general compatibility report in the set, but it is still not a true duplicate anchor for the cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:46305", - "right": "issue:46655", - "accept": false, - "reason": "Different bugs: sliding-window attention off-by-one vs video padding calculation." - }, - { - "left": "issue:46209", - "right": "issue:46431", - "accept": false, - "reason": "FP8 inference failure on B200 is unrelated to processor.save_pretrained missing files." - }, - { - "left": "issue:44295", - "right": "issue:44623", - "accept": false, - "reason": "Reading a buffer after registration and missing save_pretrained files are different code paths." - }, - { - "left": "issue:44263", - "right": "issue:44360", - "accept": false, - "reason": "torch.split return handling is not the same as a missing ReLU in the DSA indexer." - }, - { - "left": "issue:44263", - "right": "issue:44373", - "accept": false, - "reason": "A runtime indexing bug and a docstring typo are not duplicates." - }, - { - "left": "issue:45092", - "right": "issue:45357", - "accept": false, - "reason": "Meta-init incompatibility for old InternVL2 and incorrect visual-encoder keys on save are different problems." - }, - { - "left": "issue:42907", - "right": "issue:46050", - "accept": false, - "reason": "Both touch quantized save/load, but the quantization stacks and failure modes differ." - }, { "left": "issue:46369", "right": "issue:46909", "accept": false, - "reason": "Memory overflow in sam3-litetext is unrelated to a broken documentation example." + "reason": "Memory overflow in sam3-litetext is unrelated to a broken DIA documentation example." }, { "left": "issue:42831", "right": "issue:45310", "accept": false, - "reason": "FP8 accuracy degradation and Qwen3.5 MoE from_pretrained failure are not the same bug." - }, - { - "left": "issue:45381", - "right": "issue:46305", - "accept": false, - "reason": "Both are indexing/positioning issues, but they affect different models and different mechanisms." + "reason": "FineGrainedFP8 accuracy regressions and Qwen3.5 Moe from_pretrained errors are different bugs." }, { "left": "issue:44279", "right": "issue:46328", "accept": false, - "reason": "A dependency problem and a SequenceFeatureExtractor.pad performance issue are unrelated." + "reason": "A dependency problem is not the same as a tokenizer feature/performance inefficiency." }, { "left": "issue:44483", "right": "issue:45406", "accept": false, - "reason": "Chat/completions request rejection is unrelated to Gemma4Processor missing _tokenizer." + "reason": "Chat/completions API rejection and Gemma4Processor missing _tokenizer are distinct failures." }, { - "left": "issue:22355", - "right": "issue:27957", + "left": "issue:45381", + "right": "issue:46305", "accept": false, - "reason": "Missing transformers.onnx and XLMRoberta Flash Attention 2 are unrelated." + "reason": "Wrong vision_position_ids in Qwen2.5-VL video input is unrelated to a MoonshineStreaming mask off-by-one." }, { - "left": "issue:43644", - "right": "issue:46305", + "left": "issue:22355", + "right": "issue:27957", "accept": false, - "reason": "Non-persistent buffer junk and sliding-window mask off-by-one are different failures." + "reason": "Missing transformers.onnx and Flash Attention 2 support for XLMRoberta are unrelated." }, { "left": "issue:44261", "right": "issue:45092", "accept": false, - "reason": "Missing rms_norm_eps precision issue is not the same as a meta-initialization incompatibility." + "reason": "Missing rms_norm_eps in MLA q_a_layernorm and remote-code/meta-init incompatibility are different model-loading bugs." + }, + { + "left": "issue:43644", + "right": "issue:46305", + "accept": false, + "reason": "Non-persistent buffer junk in Transformers 5.0.0 is not the same as a streaming attention mask bug." }, { "left": "issue:44829", "right": "issue:46002", "accept": false, - "reason": "Both mention training instability, but the concrete causes and code paths differ." + "reason": "Flash Attention 3 causing degenerate training is not the same as NaNs in classification heads after init." }, { "left": "issue:42831", "right": "issue:44038", "accept": false, - "reason": "FP8 accuracy regression and a Qwen3-VL-Moe bug are not the same underlying issue." + "reason": "FP8 accuracy issues and Qwen3-VL-Moe loading problems do not share the same code-path." }, { "left": "issue:43408", "right": "issue:46402", "accept": false, - "reason": "A model-type warning and missing Sam3Model text encoder weights are different problems." + "reason": "sam3_video type warnings and missing Sam3Model text encoder weights are related by model family only, not the same bug." }, { "left": "issue:41628", "right": "issue:43824", "accept": false, - "reason": "Missing AutoImageProcessor and missing Qwen2_5_VLForConditionalGeneration are separate import/export failures." + "reason": "Importing AutoImageProcessor and importing Qwen2_5_VLForConditionalGeneration are separate missing-symbol issues." }, { "left": "issue:42831", "right": "issue:45753", "accept": false, - "reason": "FP8 accuracy issues and an infinite loop on a specific image are unrelated." + "reason": "FP8 accuracy regression and a Qwen3_5 infinite loop on one image are unrelated symptoms." }, { "left": "issue:22355", "right": "issue:28218", "accept": false, - "reason": "Missing onnx module and extra tokenizer spacing after added tokens are different bugs." + "reason": "ONNX import failure and tokenizer spacing after added tokens are unrelated tokenizer/import issues." }, { "left": "issue:39401", "right": "issue:44568", "accept": false, - "reason": "Wrong offset_mapping and missing BOS/EOS insertion are distinct tokenizer behaviors." - }, - { - "left": "issue:42886", - "right": "issue:43066", - "accept": false, - "reason": "Offline cache loading failure and wrong tokenizer decoder type are related only at a broad tokenizer level, not the same defect." + "reason": "Wrong offset_mapping in Qwen3 and missing BOS/EOS insertion in mdeberta-v3-base are different tokenizer bugs." }, { "left": "issue:27957", "right": "issue:30990", "accept": false, - "reason": "Flash Attention 2 on XLMRoberta and Sentence Transformers loading stalls are unrelated." + "reason": "Flash Attention 2 support and Sentence Transformers hanging on load are unrelated." }, { "left": "issue:42886", "right": "issue:42994", "accept": false, - "reason": "Tokenizer offline-cache loading and quantized model saving are different code paths." + "reason": "Offline cache loading and quantized model saving failures are different code paths." }, { "left": "issue:44188", "right": "issue:44373", "accept": false, - "reason": "torch.compile attention divergence and a position_ids docstring typo are not duplicates." + "reason": "Attention-kernel divergence under torch.compile is unrelated to a docstring typo." + }, + { + "left": "issue:42886", + "right": "issue:43066", + "accept": false, + "reason": "Offline tokenizer cache loading and wrong tokenizer decoder type are both tokenizer-related but not the same bug." }, { "left": "issue:42757", "right": "issue:45278", "accept": false, - "reason": "Both are import-related regressions, but one is a specific huggingface_hub symbol import and the other is a broader upgrade-time import breakage." + "reason": "A single missing hub import and broad import errors after upgrade are related only at a high level, not the same concrete failure." }, { "left": "issue:43408", "right": "issue:46369", "accept": false, - "reason": "A type-mismatch warning is unrelated to a memory overflow in model execution." + "reason": "sam3_video model-type warning and sam3-litetext memory overflow are different problems." }, { "left": "issue:43232", "right": "issue:45593", "accept": false, - "reason": "Generation kwargs after sync_gpus and missing auxiliary losses are different features." + "reason": "Generation kwarg handling after sync_gpus and D-FINE auxiliary-loss behavior are unrelated." }, { "left": "issue:42796", "right": "issue:43122", "accept": false, - "reason": "Tokenizer BPE-marker handling for one model and general version-to-version tokenization drift are not the same concrete bug." + "reason": "Tokenizer BPE-marker handling in one model and version-dependent tokenization changes are not clearly the same defect." + }, + { + "left": "issue:43646", + "right": "issue:46002", + "accept": false, + "reason": "Custom model initialization breakage and NaNs in classification heads are not the same underlying bug." + }, + { + "left": "issue:45381", + "right": "issue:46909", + "accept": false, + "reason": "Qwen2.5-VL video position_ids and a DIA docs example are unrelated." + }, + { + "left": "issue:43540", + "right": "issue:46909", + "accept": false, + "reason": "Qwen3OmniMoe video-processing ValueError and a broken DIA doc example are unrelated." + }, + { + "left": "issue:30990", + "right": "issue:33357", + "accept": false, + "reason": "A load hang in Sentence Transformers and a MacOS bus error in CLIP are different failures." + }, + { + "left": "issue:42907", + "right": "issue:44945", + "accept": false, + "reason": "Quantized model saving and incorrect pipeline-parallel generation output are unrelated." + }, + { + "left": "issue:42907", + "right": "issue:44964", + "accept": false, + "reason": "Failed dequantized saving and inability to load Phi-4 multimodal are separate issues." + }, + { + "left": "issue:43976", + "right": "issue:44945", + "accept": false, + "reason": "Python version compatibility and pipeline-parallel output correctness are unrelated." + }, + { + "left": "issue:39401", + "right": "issue:44488", + "accept": false, + "reason": "Qwen3 offset_mapping and inability to load cjvt/sleng-bert are different tokenizer-loading bugs." + }, + { + "left": "issue:44295", + "right": "issue:44297", + "accept": false, + "reason": "Reading position_ids as a buffer and tokenizer_class mismatch on save are unrelated." } ] }, @@ -15327,7 +15210,7 @@ "component_index": 1, "component_count": 24, "review_unit_index": 50, - "review_unit_count": 61, + "review_unit_count": 60, "status": "reviewed", "reason": null, "source": "llm", @@ -15336,24 +15219,26 @@ "cluster_id": "cluster-10000-502", "nodes": [ "issue:22355", + "issue:29127", "issue:29159", - "issue:30990", - "issue:33357", + "issue:36296", "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:43540", "issue:43576", - "issue:43646", "issue:43756", "issue:43784", + "issue:43824", "issue:43937", - "issue:43976", "issue:44038", "issue:44060", "issue:44117", @@ -15361,44 +15246,34 @@ "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:45381", "issue:45478", "issue:45600", - "issue:46002", "issue:46172", "issue:46326", "issue:46614", - "issue:46762", - "issue:46909" + "issue:46762" ], "soft_pairs": [ - "issue:43646|issue:46002", - "issue:45381|issue:46909", - "issue:43540|issue:46909", - "issue:30990|issue:33357", - "issue:42907|issue:44945", - "issue:42907|issue:44964", - "issue:39401|issue:44488", - "issue:43976|issue:44945", - "issue:44295|issue:44297", "issue:43576|issue:43784", - "issue:42371|issue:44263", "issue:43756|issue:44060", - "issue:46172|issue:46762", + "issue:42371|issue:44263", "issue:42907|issue:43937", "issue:41628|issue:45278", + "issue:46172|issue:46762", "issue:43784|issue:45600", "issue:44117|issue:44704", "issue:39401|issue:44521", @@ -15414,222 +15289,224 @@ "issue:45216|issue:45478", "issue:44038|issue:44295", "issue:39401|issue:46614", - "issue:44038|issue:44222" + "issue:44038|issue:44222", + "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" ], - "prepared_review_unit_hash": "0124654e7956b7186de7f5b75008a097096d4b4106e0ad57be57e7d93f4cdf20", + "prepared_review_unit_hash": "2c6ef121d647dd38d2f470abd3bb3054e2bc7f012961c97c57d0ce5cca801c15", "component_budget": { "node_count": 502, "item_count": 502, "soft_pair_count": 1845, - "serialized_chars": 957264, - "estimated_input_tokens": 239316, - "estimated_eval_tokens": 478888 + "serialized_chars": 957282, + "estimated_input_tokens": 239321, + "estimated_eval_tokens": 478898 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 31, - "serialized_chars": 35975, - "estimated_input_tokens": 8994, - "estimated_eval_tokens": 18244 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36382, + "estimated_input_tokens": 9096, + "estimated_eval_tokens": 18448 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These items are a set of mostly unrelated issues across different models, tokenizers, and release regressions. I found no soft-edge pair that clearly represents the same underlying bug/change, so all candidate links are rejected.", - "confidence": 0.94, - "canonical_issue_reason": "No strong duplicate cluster emerges; the issues span distinct code paths and model families, with only loose thematic overlap in a few cases.", + "summary": "This cluster is highly heterogeneous: it mixes import errors, tokenizer regressions, model-specific bugs, and training/runtime issues. None of the soft pairs look like the same underlying defect, so I would not deduplicate or merge any of them.", + "confidence": 0.39, + "canonical_issue_reason": "If one issue must act as a representative, issue 45278 is the broadest umbrella because it captures a general post-upgrade import breakage theme. That said, the cluster is too mixed for any issue to be a true canonical duplicate target.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44521 is the clearest standalone bug report: it has a specific, reproducible failure mode, broad impact for multimodal chat templating, and a focused fix target.", + "best_issue_reason": "Issue 45278 is the best single representative by breadth, but only as a loose umbrella; it does not actually subsume the rest of the cluster. The other issues are mostly too specific and unrelated to serve as a global canonical.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:43646", - "right": "issue:46002", - "accept": false, - "reason": "Different problems: custom model init breakage vs NaNs during classification head checkout/init." - }, - { - "left": "issue:45381", - "right": "issue:46909", - "accept": false, - "reason": "Different subsystems: Qwen2.5-VL video position IDs vs a broken DIA documentation example." - }, - { - "left": "issue:43540", - "right": "issue:46909", - "accept": false, - "reason": "Qwen3OmniMoe video-input processing failure is unrelated to a documentation example bug." - }, - { - "left": "issue:30990", - "right": "issue:33357", - "accept": false, - "reason": "Both are loading issues, but they affect different models and failure modes (stuck load vs bus error)." - }, - { - "left": "issue:42907", - "right": "issue:44945", - "accept": false, - "reason": "Saving dequantized Ministrals/Devstrals is unrelated to pipeline-parallelism output corruption." - }, - { - "left": "issue:42907", - "right": "issue:44964", - "accept": false, - "reason": "Different model families and different workflows: dequantized save vs model load failure." - }, - { - "left": "issue:39401", - "right": "issue:44488", - "accept": false, - "reason": "Wrong offset mappings in Qwen3 tokenizer is unrelated to loading cjvt/sleng-bert." - }, - { - "left": "issue:43976", - "right": "issue:44945", - "accept": false, - "reason": "Python version compatibility regression is not the same bug as incorrect outputs under pipeline parallelism." - }, - { - "left": "issue:44295", - "right": "issue:44297", - "accept": false, - "reason": "One is a position_ids buffer access error; the other is a tokenizer_class mismatch on save." - }, { "left": "issue:43576", "right": "issue:43784", "accept": false, - "reason": "Broken env command and a sentence-transformers import NameError are different failure paths." - }, - { - "left": "issue:42371", - "right": "issue:44263", - "accept": false, - "reason": "TF32 settings warning and a torch.split return-value issue are unrelated." + "reason": "Broken CLI env command vs import-time NameError in sentence-transformers; different code paths and failure modes." }, { "left": "issue:43756", "right": "issue:44060", "accept": false, - "reason": "Both involve model internals, but Smollm3 RoPE-layer mismatch and Qwen3-Next tied-weights warning are distinct bugs." + "reason": "Different models and bugs: Smollm3 RoPE layer count vs Qwen3-Next tied-weights warning." }, { - "left": "issue:46172", - "right": "issue:46762", + "left": "issue:42371", + "right": "issue:44263", "accept": false, - "reason": "Different numerical issues in different models/attention implementations; not the same code-path problem." + "reason": "Dependency/backend installation issue vs a torch.split behavior bug in a GLM indexer; not the same defect." }, { "left": "issue:42907", "right": "issue:43937", "accept": false, - "reason": "Dequantized save failure is unrelated to invalid GenerationConfig handling." + "reason": "Saving dequantized Ministral/Devstral models vs invalid GenerationConfig for GLM-5 are unrelated." }, { "left": "issue:41628", "right": "issue:45278", "accept": false, - "reason": "A single missing import is not the same as a broad post-upgrade import-regression report." + "reason": "Both are import-related, but one is a missing symbol and the other is broad upgrade-time import failures; too coarse to treat as the same bug." + }, + { + "left": "issue:46172", + "right": "issue:46762", + "accept": false, + "reason": "Different models and different issues: dtype/transpose behavior in DeepSeek vs numerical mismatch in Minimax attention." }, { "left": "issue:43784", "right": "issue:45600", "accept": false, - "reason": "Sentence-transformers import failure and stale auto_mappings references are separate import-time issues." + "reason": "Import NameError from missing nn vs stale auto_mappings config references; unrelated root causes." }, { "left": "issue:44117", "right": "issue:44704", "accept": false, - "reason": "Tokenizer mapping None-handling and AutoProcessor kwarg forwarding are different bugs." + "reason": "TOKENIZER_MAPPING_NAMES None handling vs AutoProcessor kwargs forwarding; separate API bugs." }, { "left": "issue:39401", "right": "issue:44521", "accept": false, - "reason": "Tokenizer offset mapping bug is unrelated to multimodal assistant mask generation." + "reason": "Wrong tokenizer offset mappings vs zero assistant masks in multimodal chat templates; different tokenizer subsystems." }, { "left": "issue:44625", "right": "issue:44829", "accept": false, - "reason": "Qwen3.5 num_labels propagation and flash_attention_3 training degeneration are unrelated." + "reason": "Qwen3.5 config propagation bug vs flash_attention_3 training degeneration; not the same underlying problem." }, { "left": "issue:43408", "right": "issue:43475", "accept": false, - "reason": "Both are SAM3-related, but model-type warning and missing attribute error are distinct issues." + "reason": "Model-type warning mismatch vs missing attribute on Sam3VisionEncoderOutput; related family, but distinct bugs." }, { "left": "issue:44704", "right": "issue:45290", "accept": false, - "reason": "cached_file kwargs forwarding and chat-template tool-call crashes are different code paths." + "reason": "Cached-file kwargs forwarding vs chat-template crashes with tool-call assistant messages; different code paths." }, { "left": "issue:43122", "right": "issue:44521", "accept": false, - "reason": "Tokenization differences across versions are not the same as multimodal assistant_mask failures." + "reason": "Tokenizer regression across versions vs multimodal assistant-mask generation; both tokenization-adjacent but not the same bug." }, { "left": "issue:44360", "right": "issue:44485", "accept": false, - "reason": "DSA indexer ReLU discussion and GLM-5 RoPE implementation are unrelated." + "reason": "DSA indexer activation discussion vs GLM-5 RoPE implementation; unrelated." }, { "left": "issue:43122", "right": "issue:46326", "accept": false, - "reason": "Both concern tokenizer behavior, but they are separate bugs in different tokenizer stacks." + "reason": "General tokenizer regression vs mistral_common continue_final_message handling; no clear shared root cause." }, { "left": "issue:42907", "right": "issue:43452", "accept": false, - "reason": "GGUF loading breakage is unrelated to dequantized save failures." + "reason": "Model save/dequantization failure vs gguf loading breakage; different lifecycle stages and APIs." }, { "left": "issue:44038", "right": "issue:44297", "accept": false, - "reason": "Qwen3-VL-Moe version bug and tokenizer_class save mismatch are unrelated." + "reason": "Qwen3-VL-Moe bug vs tokenizer_class mismatch on save_pretrained; different symptoms and code paths." }, { "left": "issue:22355", "right": "issue:29159", "accept": false, - "reason": "No module import failure and slow/fast tokenizer inconsistency are different problems." + "reason": "Missing transformers.onnx import vs slow/fast tokenizer inconsistency; unrelated." }, { "left": "issue:45216", "right": "issue:45478", "accept": false, - "reason": "Both involve Qwen3.5 and version regressions, but one is save_pretrained checkpoint correctness and the other is from_pretrained loading failure; not clearly the same concrete bug." + "reason": "save_pretrained checkpoint regression vs from_pretrained error on Qwen3.5 MoE; same model family but distinct operations and failures." }, { "left": "issue:44038", "right": "issue:44295", "accept": false, - "reason": "Qwen3-VL-Moe bug and position_ids buffer access error do not share the same underlying failure." + "reason": "Qwen3-VL-Moe issue vs position_ids buffer read error; unrelated." }, { "left": "issue:39401", "right": "issue:46614", "accept": false, - "reason": "Qwen3 tokenizer offset mapping and stale phonemizer backend state are unrelated tokenizer issues." + "reason": "Wrong offset mapping in Qwen3 tokenizer vs stale phonemizer language state in Wav2Vec2PhonemeCTCTokenizer; different components." }, { "left": "issue:44038", "right": "issue:44222", "accept": false, - "reason": "Different Qwen3-VL-Moe issue vs FP8 save_pretrained moe bug; same broad area, different concrete failures." + "reason": "Qwen3-VL-Moe bug vs FP8 save_pretrained moe bug; same general area, but not the same concrete issue." + }, + { + "left": "issue:43824", + "right": "issue:44351", + "accept": false, + "reason": "Two import errors, but for different missing symbols and likely different release regressions." + }, + { + "left": "issue:43116", + "right": "issue:45200", + "accept": false, + "reason": "Multi-label example script returning empty results vs Gemma 4 mm_token_type_ids defaulting; unrelated functionality." + }, + { + "left": "issue:43122", + "right": "issue:44779", + "accept": false, + "reason": "Tokenizer behavior regression generally vs DeepSeek tokenizer regression specifically; not enough evidence they share the same root cause." + }, + { + "left": "issue:43278", + "right": "issue:44945", + "accept": false, + "reason": "BF16->FP32 dtype change during evaluate vs incorrect output under pipeline parallelism; different training/runtime bugs." + }, + { + "left": "issue:36296", + "right": "issue:43116", + "accept": false, + "reason": "Tensor parallel training bug vs a classification example script bug; unrelated." + }, + { + "left": "issue:42757", + "right": "issue:44351", + "accept": false, + "reason": "Missing is_offline_mode import from huggingface_hub vs missing HybridCache import from transformers; both import errors, but different symbols and causes." + }, + { + "left": "issue:22355", + "right": "issue:29127", + "accept": false, + "reason": "Missing transformers.onnx module vs LayoutLMv3 error-message clarity; unrelated." + }, + { + "left": "issue:42175", + "right": "issue:44938", + "accept": false, + "reason": "Install-extra backend packaging issue vs Python 3.14 load failure; different compatibility problems." } ] }, @@ -15645,7 +15522,7 @@ "component_index": 1, "component_count": 24, "review_unit_index": 51, - "review_unit_count": 61, + "review_unit_count": 60, "status": "reviewed", "reason": null, "source": "llm", @@ -15653,42 +15530,37 @@ "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-502", "nodes": [ - "issue:22355", - "issue:29127", - "issue:36296", + "issue:28348", "issue:38617", - "issue:42175", "issue:42371", "issue:42673", - "issue:42757", "issue:42898", "issue:43066", "issue:43116", - "issue:43122", - "issue:43278", "issue:43493", "issue:43611", "issue:43618", - "issue:43824", "issue:43825", + "issue:43827", "issue:43874", "issue:43937", "issue:43976", + "issue:43992", "issue:44038", "issue:44075", "issue:44188", - "issue:44351", + "issue:44263", "issue:44355", "issue:44485", "issue:44610", "issue:44625", + "issue:44704", "issue:44779", "issue:44936", - "issue:44938", - "issue:44945", + "issue:44995", "issue:45072", "issue:45083", - "issue:45200", + "issue:45092", "issue:45278", "issue:45357", "issue:45446", @@ -15698,19 +15570,16 @@ "issue:46231", "issue:46328", "issue:46614", + "issue:46640", + "issue:46697", + "issue:46710", + "issue:46752", + "issue:46762", "issue:46829", "issue:46877", "issue:46909" ], "soft_pairs": [ - "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:44188|issue:46328", "issue:46231|issue:46877", @@ -15731,210 +15600,218 @@ "issue:44610|issue:46909", "issue:44075|issue:44936", "issue:43618|issue:46829", - "issue:43116|issue:43825" + "issue:43116|issue:43825", + "issue:43066|issue:46710", + "issue:43992|issue:44704", + "issue:46614|issue:46752", + "issue:44995|issue:46697", + "issue:45092|issue:46762", + "issue:44263|issue:46762", + "issue:28348|issue:46640", + "issue:43827|issue:45446" ], - "prepared_review_unit_hash": "33dc85a766262b8c5bb912822567482f77ee144f650f3d9823327f74eef09c73", + "prepared_review_unit_hash": "435b451f75ed0ad39ab6b351d122a9f8d38fb8c52e71752fa5967c200723ec62", "component_budget": { "node_count": 502, "item_count": 502, "soft_pair_count": 1845, - "serialized_chars": 957264, - "estimated_input_tokens": 239316, - "estimated_eval_tokens": 478888 + "serialized_chars": 957282, + "estimated_input_tokens": 239321, + "estimated_eval_tokens": 478898 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 29, - "serialized_chars": 35984, - "estimated_input_tokens": 8996, - "estimated_eval_tokens": 18248 + "serialized_chars": 36051, + "estimated_input_tokens": 9013, + "estimated_eval_tokens": 18282 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: most pairs share only broad vocabulary (v5 regressions, imports, tokenizers, multimodal models) but do not describe the same concrete bug or change. No soft edge looks safe to merge as a duplicate.", - "confidence": 0.9, - "canonical_issue_reason": "issue:45278 is the broadest high-signal report in the set: a v5 upgrade causing multiple import failures. It is the closest thing to a hub for the cluster, though the cluster as a whole is not a true duplicate group.", + "summary": "This cluster is heterogeneous: most pairs only share a broad subsystem, model family, or v5-regression theme, not the same concrete bug/fix. I would not merge any of the soft pairs.", + "confidence": 0.92, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "issue:45278 is the best representative of the overall theme of upgrade/regression breakage. It is still too broad to unify the other items as duplicates, but it is the most central issue here.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:43824", - "right": "issue:44351", - "accept": false, - "reason": "Both are import errors, but for different missing symbols and likely different breakpoints; not the same bug." - }, - { - "left": "issue:43116", - "right": "issue:45200", - "accept": false, - "reason": "Classification example output vs Gemma multimodal token ID handling are unrelated code paths." - }, - { - "left": "issue:43122", - "right": "issue:44779", - "accept": false, - "reason": "Both are tokenizer regressions in v5, but they affect different models and symptoms; too broad to merge." - }, - { - "left": "issue:43278", - "right": "issue:44945", - "accept": false, - "reason": "Embedding dtype drift during eval and pipeline-parallel incorrect outputs are different failure modes." - }, - { - "left": "issue:36296", - "right": "issue:43116", - "accept": false, - "reason": "Tensor parallel training bug and example script multi-label empties are unrelated." - }, - { - "left": "issue:42757", - "right": "issue:44351", - "accept": false, - "reason": "Different import sources and missing names; same symptom class, not same underlying issue." - }, - { - "left": "issue:22355", - "right": "issue:29127", - "accept": false, - "reason": "One is a missing module import, the other is an error-message clarity complaint in LayoutLMv3." - }, - { - "left": "issue:42175", - "right": "issue:44938", - "accept": false, - "reason": "Dependency/backend packaging issue vs Python 3.14 load failure; no shared concrete code path." - }, { "left": "issue:43493", "right": "issue:45753", "accept": false, - "reason": "Different multimodal model regressions with different behavior and triggers." + "reason": "Different bugs: SigLIP2 implementation discrepancy vs Qwen3_5 infinite-loop behavior on a specific image." }, { "left": "issue:44188", "right": "issue:46328", "accept": false, - "reason": "Attention-kernel divergence and feature-extractor padding performance are unrelated." + "reason": "Unrelated areas: attention-kernel divergence under torch.compile vs SequenceFeatureExtractor.pad performance." }, { "left": "issue:46231", "right": "issue:46877", "accept": false, - "reason": "Both touch docs, but one is a parameter-name doc bug and the other is import-time lint output." + "reason": "Documentation parameter-name mismatch vs import-time doc-lint stdout noise; not the same issue." }, { "left": "issue:43937", "right": "issue:44485", "accept": false, - "reason": "Both mention GLM-5, but one is GenerationConfig validation and the other is RoPE implementation; different bugs." + "reason": "Both mention GLM-5, but one is GenerationConfig validation and the other is RoPE implementation; different code paths." }, { "left": "issue:42898", "right": "issue:46614", "accept": false, - "reason": "Tokenizer cleanup behavior and phonemizer backend caching are different subsystems." + "reason": "Tokenizer cleanup behavior change vs stale phonemizer backend state; unrelated bugs." }, { "left": "issue:38617", "right": "issue:45278", "accept": false, - "reason": "Specific missing import vs broad post-upgrade import failures; 45278 is broader but not the same defect." + "reason": "The second is a broad import-error report; not enough evidence it is the same specific ImportError." }, { "left": "issue:43066", "right": "issue:44779", "accept": false, - "reason": "Both are tokenizer-related regressions, but the concrete symptoms and affected paths differ." + "reason": "Both are tokenizer regressions, but they affect different tokenizers and symptoms; not the same bug." }, { "left": "issue:43611", "right": "issue:46002", "accept": false, - "reason": "Model loading with base_model_prefix and NaNs in classification heads are different problems." + "reason": "Model loading/base_model_prefix regression is unrelated to NaNs in classification heads after init." }, { "left": "issue:43976", "right": "issue:45446", "accept": false, - "reason": "Python version compatibility failure and an AuxRequest version-check bug are unrelated." + "reason": "Python version compatibility issue vs a PyTorch version-check bug in flex_attention; different fixes." }, { "left": "issue:44038", "right": "issue:45478", "accept": false, - "reason": "Same model family, but different versions and different loading failures; not one mergeable fix." + "reason": "Same model family, but different versions/symptoms: Qwen3-VL-Moe issue vs Qwen3.5 Moe from_pretrained failure." }, { "left": "issue:42673", "right": "issue:45072", "accept": false, - "reason": "VRAM leak in multi-threaded dataloading is unrelated to bfloat16 dtype mismatches in CI." + "reason": "VRAM leak in Qwen3ForCausalLM multi-threading is unrelated to bf16 dtype mismatches." }, { "left": "issue:43116", "right": "issue:43493", "accept": false, - "reason": "Example script classification behavior and SigLIP2 implementation discrepancy do not share a bug." + "reason": "Example-script multi-label classification failure is unrelated to SigLIP2 implementation discrepancies." }, { "left": "issue:45357", "right": "issue:45478", "accept": false, - "reason": "Both involve Qwen3.5/MoE regressions, but one is save_pretrained key handling and the other is from_pretrained loading." + "reason": "Both concern Qwen3.5/Moe, but one is save_pretrained key regression and the other is from_pretrained loading failure." }, { "left": "issue:44355", "right": "issue:46231", "accept": false, - "reason": "Compiled-file import errors and a documentation parameter mismatch are unrelated." + "reason": "Compiled Python file errors are unrelated to a docs parameter-name typo." }, { "left": "issue:44625", "right": "issue:46002", "accept": false, - "reason": "Config propagation for num_labels and NaNs on init/checkpoint are different failure modes." + "reason": "num_labels propagation bug is unrelated to NaNs in classification heads." }, { "left": "issue:42371", "right": "issue:43874", "accept": false, - "reason": "TF32 policy messaging and a missing image-patch method are unrelated." + "reason": "TF32 API settings discussion is unrelated to a missing image-patch-count method." }, { "left": "issue:45083", "right": "issue:45446", "accept": false, - "reason": "Different helper/version-check bugs in different modules; no shared code path." + "reason": "Feature-extractor length helper behavior in qwen3_omni_moe is unrelated to flex_attention import checks." }, { "left": "issue:44610", "right": "issue:46909", "accept": false, - "reason": "Processor input-size mismatch and a broken documentation example for DIA are unrelated." + "reason": "Processor input-size mismatch is unrelated to a broken documentation example." }, { "left": "issue:44075", "right": "issue:44936", "accept": false, - "reason": "Optimizer args not applied and trainer.evaluate() failing after train are separate training issues." + "reason": "Optimizer argument handling and trainer evaluate-after-train failure are different code paths and symptoms." }, { "left": "issue:43618", "right": "issue:46829", "accept": false, - "reason": "Both involve output fields, but one is CLIP attentions missing and the other is VideoPrism hidden_states misassigned." + "reason": "Both are output-field assignment bugs, but in different models and output classes; not the same concrete issue." }, { "left": "issue:43116", "right": "issue:43825", "accept": false, - "reason": "Example script multi-label output bug and pipeline translation-task messaging are unrelated." + "reason": "Example-script classification behavior is unrelated to pipeline error-message text." + }, + { + "left": "issue:43066", + "right": "issue:46710", + "accept": false, + "reason": "Tokenizer decoder-type regression is unrelated to a model accuracy regression in DeepSeek-R1-Distill-Llama-8B." + }, + { + "left": "issue:43992", + "right": "issue:44704", + "accept": false, + "reason": "Missing embed_tokens.weight on model load is unrelated to AutoProcessor not forwarding kwargs to cached_file." + }, + { + "left": "issue:46614", + "right": "issue:46752", + "accept": false, + "reason": "Stale phonemizer language state is unrelated to apply_chat_template crashing on an empty list." + }, + { + "left": "issue:44995", + "right": "issue:46697", + "accept": false, + "reason": "GlmMoeDsa stale indexer cache crash is unrelated to Swin2SR image over-padding." + }, + { + "left": "issue:45092", + "right": "issue:46762", + "accept": false, + "reason": "Different models and failure modes: meta-init incompatibility vs numerical attention mismatch." + }, + { + "left": "issue:44263", + "right": "issue:46762", + "accept": false, + "reason": "torch.split return-value handling in GlmMoeDsaIndexer is unrelated to Minimax MSA numerical differences." + }, + { + "left": "issue:28348", + "right": "issue:46640", + "accept": false, + "reason": "FlashAttention 2 support request for GPT2LMHeadModel is not the same as the open 'Flash Attention 2 issue' report." + }, + { + "left": "issue:43827", + "right": "issue:45446", + "accept": false, + "reason": "Docs still referencing pipeline() after removals is unrelated to a flex_attention import-version check bug." } ] }, @@ -15950,7 +15827,7 @@ "component_index": 1, "component_count": 24, "review_unit_index": 52, - "review_unit_count": 61, + "review_unit_count": 60, "status": "reviewed", "reason": null, "source": "llm", @@ -15958,38 +15835,39 @@ "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-502", "nodes": [ - "issue:28348", "issue:33453", + "issue:38617", "issue:39401", + "issue:41628", "issue:42222", + "issue:42617", "issue:42673", "issue:42796", "issue:43064", - "issue:43066", + "issue:43122", + "issue:43408", "issue:43441", "issue:43450", "issue:43673", - "issue:43827", + "issue:43742", "issue:43937", "issue:43986", - "issue:43992", "issue:44117", - "issue:44263", "issue:44291", "issue:44380", "issue:44410", "issue:44466", - "issue:44704", + "issue:44484", "issue:44779", "issue:44829", + "issue:44877", "issue:44977", - "issue:44995", "issue:45071", "issue:45081", - "issue:45092", "issue:45216", "issue:45310", "issue:45341", + "issue:45362", "issue:45405", "issue:45446", "issue:45561", @@ -15997,33 +15875,24 @@ "issue:45588", "issue:46002", "issue:46077", + "issue:46178", + "issue:46209", + "issue:46231", + "issue:46298", "issue:46328", "issue:46512", - "issue:46614", - "issue:46640", "issue:46655", - "issue:46697", - "issue:46710", - "issue:46752", - "issue:46762" + "issue:46752" ], "soft_pairs": [ - "issue:43066|issue:46710", - "issue:43992|issue:44704", - "issue:46614|issue:46752", - "issue:44995|issue:46697", - "issue:44263|issue:46762", - "issue:45092|issue:46762", - "issue:28348|issue:46640", - "issue:43827|issue:45446", "issue:33453|issue:39401", "issue:43064|issue:43673", - "issue:42222|issue:43441", "issue:42673|issue:42796", + "issue:42222|issue:43441", "issue:43937|issue:45563", "issue:43673|issue:46328", - "issue:44291|issue:45071", "issue:42673|issue:46655", + "issue:44291|issue:45071", "issue:42222|issue:46752", "issue:45405|issue:45446", "issue:44117|issue:45588", @@ -16037,256 +15906,276 @@ "issue:45341|issue:46328", "issue:43450|issue:43986", "issue:44829|issue:45216", - "issue:44117|issue:45081" + "issue:44117|issue:45081", + "issue:43408|issue:43742", + "issue:42617|issue:45341", + "issue:43122|issue:46298", + "issue:38617|issue:41628", + "issue:45362|issue:46328", + "issue:42222|issue:46178", + "issue:44877|issue:46231", + "issue:44484|issue:45310", + "issue:39401|issue:46209" ], - "prepared_review_unit_hash": "1130b9a068554166a69152e664ab1f9ecdb04df44b7c6a6dcc7a779a0aec9b29", + "prepared_review_unit_hash": "b5d0c3be2e359689784c1d4102db682de96412ac26e060166236fe7d29764b0c", "component_budget": { "node_count": 502, "item_count": 502, "soft_pair_count": 1845, - "serialized_chars": 957264, - "estimated_input_tokens": 239316, - "estimated_eval_tokens": 478888 + "serialized_chars": 957282, + "estimated_input_tokens": 239321, + "estimated_eval_tokens": 478898 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 30, - "serialized_chars": 36667, - "estimated_input_tokens": 9167, - "estimated_eval_tokens": 18590 + "soft_pair_count": 31, + "serialized_chars": 36863, + "estimated_input_tokens": 9216, + "estimated_eval_tokens": 18688 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is broad and mostly heterogeneous: tokenizer loading/format regressions, attention-backend issues, video/processor bugs, and a few training/generation failures. I don\u2019t see any soft pair that clearly describes the exact same underlying bug, so I would keep them separate. The most umbrella-like issue is the generic tokenizer-loading regression.", - "confidence": 0.57, - "canonical_issue_reason": "issue:33453 is the broadest, most umbrella-style report in the set (\u201cRegression in tokenizer loading\u201d) and best matches the cluster\u2019s repeated tokenizer-related regressions without overfitting to one model.", + "summary": "The items are mostly distinct issue reports; no soft pair looks like the same concrete bug/change. The best canonical issue is the broad tokenizer-regression report around the v4.57.3 -> v5 tokenization change.", + "confidence": 0.9, + "canonical_issue_reason": "issue:43122 is the most general and central regression report in the set: it describes tokenization changing across 4.57.3 to 5.0, which best fits a canonical umbrella issue for tokenizer regressions.", "canonical_pr_reason": null, - "best_issue_reason": "issue:33453 is the best representative issue because it is generic enough to cover several tokenizer-loading variants in the cluster, while the other issues are too model- or symptom-specific.", + "best_issue_reason": "issue:43122 is the strongest anchor because it is broad, version-focused, and directly captures the underlying tokenizer regression class that several narrower reports resemble.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:43066", - "right": "issue:46710", - "accept": false, - "reason": "Both are v5 regressions, but one is tokenizer decoder typing and the other is a model accuracy regression; different failures and code paths." - }, - { - "left": "issue:43992", - "right": "issue:44704", - "accept": false, - "reason": "UMT5 weight loading and AutoProcessor kwargs forwarding are unrelated loader issues." - }, - { - "left": "issue:46614", - "right": "issue:46752", - "accept": false, - "reason": "Stale phonemizer backend vs empty-list chat templating crash are different subsystems." - }, - { - "left": "issue:44995", - "right": "issue:46697", - "accept": false, - "reason": "GlmMoeDsa cache corruption and image over-padding are unrelated bugs." - }, - { - "left": "issue:44263", - "right": "issue:46762", - "accept": false, - "reason": "Different attention/model numerical issues; not the same concrete bug." - }, - { - "left": "issue:45092", - "right": "issue:46762", - "accept": false, - "reason": "Meta-init incompatibility vs attention numerical drift are distinct problems." - }, - { - "left": "issue:28348", - "right": "issue:46640", - "accept": false, - "reason": "A flash-attention support request and a generic flash-attention issue are not the same bug." - }, - { - "left": "issue:43827", - "right": "issue:45446", - "accept": false, - "reason": "Docs cleanup and a version-check bug in flex_attention are unrelated." - }, { "left": "issue:33453", "right": "issue:39401", "accept": false, - "reason": "Generic tokenizer-loading regression vs Qwen3 offset_mapping correctness; related area but different bug." + "reason": "Both are tokenizer-related, but one is a generic loading regression and the other is a model-specific offset_mapping bug; not the same failure." }, { "left": "issue:43064", "right": "issue:43673", "accept": false, - "reason": "Optimizer-state corruption under FSDP/PEFT is unrelated to missing generation cache in chunked prefill." + "reason": "Training/optimizer-state corruption on FSDP2+PEFT is unrelated to a generation cache missing during chunked prefill." }, { - "left": "issue:42222", - "right": "issue:43441", + "left": "issue:42673", + "right": "issue:42796", "accept": false, - "reason": "Broken vitpose models and Ministral flash-attention failures are different model-specific issues." + "reason": "VRAM leak in multi-threaded dataloader use is unrelated to wrong BPE marker handling in a tokenizer." }, { - "left": "issue:42673", - "right": "issue:42796", + "left": "issue:42222", + "right": "issue:43441", "accept": false, - "reason": "VRAM leak in threaded loading vs tokenizer BPE-marker handling are unrelated." + "reason": "VitPose model breakage and Ministral FlashAttention failure are different model/backend bugs." }, { "left": "issue:43937", "right": "issue:45563", "accept": false, - "reason": "Invalid GenerationConfig and a stale warning about num_return_sequences are different generation bugs." + "reason": "Invalid GenerationConfig and a stale num_return_sequences warning are different generation issues with different symptoms." }, { "left": "issue:43673", "right": "issue:46328", "accept": false, - "reason": "Generation cache missing and SequenceFeatureExtractor padding performance are unrelated." + "reason": "Missing generation cache during chunked prefill is unrelated to SequenceFeatureExtractor.pad list/array conversion overhead." }, { - "left": "issue:44291", - "right": "issue:45071", + "left": "issue:42673", + "right": "issue:46655", "accept": false, - "reason": "Unexpected init_empty_weights argument vs PretrainedConfig type-checking breakage are different v5 regressions." + "reason": "VRAM leakage in threaded loading is not the same as incorrect video padding calculation." }, { - "left": "issue:42673", - "right": "issue:46655", + "left": "issue:44291", + "right": "issue:45071", "accept": false, - "reason": "VRAM leak and video padding are unrelated." + "reason": "Unexpected _is_hf_initialized argument and broken PretrainedConfig type checking are distinct API compatibility problems." }, { "left": "issue:42222", "right": "issue:46752", "accept": false, - "reason": "Vitpose breakage and empty-list chat template crash do not share the same code path." + "reason": "VitPose model breakage is unrelated to apply_chat_template crashing on an empty list." }, { "left": "issue:45405", "right": "issue:45446", "accept": false, - "reason": "PEFT version bump and flex_attention import version check are unrelated." + "reason": "A version pin being ahead of PyPI and a PyTorch version check bug are different release/compatibility issues." }, { "left": "issue:44117", "right": "issue:45588", "accept": false, - "reason": "Tokenizer mapping None and flash_attention s_aux=None crash are different defects." + "reason": "Tokenizer mapping returning None is not the same as flash_attention.py crashing on s_aux=None." }, { "left": "issue:44466", "right": "issue:46002", "accept": false, - "reason": "lm_head serialization inconsistency and NaNs in classification heads are not the same issue." + "reason": "lm_head serialization inconsistency is different from NaNs appearing in classification heads after checkout/init." }, { "left": "issue:44380", "right": "issue:46077", "accept": false, - "reason": "GPT2 attention scaling ignored and Gemma4 bidirectional masks are separate attention-backend bugs." + "reason": "Ignored attention scaling and wrong causal mask construction are separate attention-behavior bugs." }, { "left": "issue:39401", "right": "issue:44779", "accept": false, - "reason": "Both are tokenizer regressions, but they affect different models and symptoms; not clearly the same bug." + "reason": "Both are tokenizer regressions, but one is offset_mapping corruption and the other is Deepseek tokenization output changes; not the same bug." }, { "left": "issue:43937", "right": "issue:44977", "accept": false, - "reason": "GenerationConfig validation and Qwen3.5 flash-attention generation failure are different failures." + "reason": "GenerationConfig validation failure is different from Qwen3.5 flash-attention generation misbehavior." }, { "left": "issue:44410", "right": "issue:45310", "accept": false, - "reason": "Missing Qwen3Next projections vs Qwen3.5 MoE from_pretrained error are related only by model family, not the same concrete bug." + "reason": "Missing qkv/gate projections in qwen3next is unrelated to Qwen3.5 Moe from_pretrained errors." }, { "left": "issue:45341", "right": "issue:45561", "accept": false, - "reason": "A testing_utils bug and a pytest-xdist race are not the same issue." + "reason": "A generic testing_utils bug is not the same as an xdist race on captured_info.txt." }, { "left": "issue:45071", "right": "issue:46512", "accept": false, - "reason": "Type-checking breakage and stale config.dtype are distinct issues." + "reason": "Type checking in v5.4.0 and stale config.dtype after from_config are different configuration-state bugs." }, { "left": "issue:45341", "right": "issue:46328", "accept": false, - "reason": "Testing-utils bug and feature-extractor padding performance are unrelated." + "reason": "testing_utils bug and SequenceFeatureExtractor.pad performance issue are unrelated." }, { "left": "issue:43450", "right": "issue:43986", "accept": false, - "reason": "Batched video shape bug vs missing-torchvision AutoProcessor crash are different video-processing failures." + "reason": "Wrong batched video processor shape and missing torchvision crash are different video-processing failures." }, { "left": "issue:44829", "right": "issue:45216", "accept": false, - "reason": "flash_attention_3 training degeneration and Qwen3.5 save_pretrained regression are unrelated." + "reason": "Degenerate training with flash_attention_3 is unrelated to Qwen3.5 checkpoint save_pretrained corruption." }, { "left": "issue:44117", "right": "issue:45081", "accept": false, - "reason": "Tokenizer mapping fallback and Mistral regex patch crash are separate tokenizer-loading bugs." - } - ] - }, - "evaluator_result": null, - "evaluator_used": false, - "retried": false, - "accepted_nontrivial_soft_edge": false, - "error_kind": null, - "error_message": null - }, - { - "label": "issue", - "component_index": 1, - "component_count": 24, - "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-10000-502", - "nodes": [ - "issue:38617", - "issue:39401", - "issue:41628", - "issue:42222", - "issue:42371", - "issue:42617", - "issue:43066", + "reason": "TOKENIZER_MAPPING_NAMES returning None and Mistral regex patch crashing are different tokenizer-loading bugs." + }, + { + "left": "issue:43408", + "right": "issue:43742", + "accept": false, + "reason": "Model-type warning for sam3_video/sam3_tracker is unrelated to a KeyError loading MobileLLM-125M." + }, + { + "left": "issue:42617", + "right": "issue:45341", + "accept": false, + "reason": "Failure to run 3d_parallel.py is not the same as a small testing_utils bug." + }, + { + "left": "issue:43122", + "right": "issue:46298", + "accept": false, + "reason": "A tokenizer regression across versions is unrelated to a noisy logging message." + }, + { + "left": "issue:38617", + "right": "issue:41628", + "accept": false, + "reason": "Both are import errors, but they involve different missing symbols and do not look like the same underlying breakage." + }, + { + "left": "issue:45362", + "right": "issue:46328", + "accept": false, + "reason": "Qwen3.5 chat crash and a padding performance issue in SequenceFeatureExtractor are unrelated." + }, + { + "left": "issue:42222", + "right": "issue:46178", + "accept": false, + "reason": "VitPose breakage is not the same as backend mapping rejecting tensorflow_text." + }, + { + "left": "issue:44877", + "right": "issue:46231", + "accept": false, + "reason": "Strict config loading for granite_speech is unrelated to a docs typo about set_training parameters." + }, + { + "left": "issue:44484", + "right": "issue:45310", + "accept": false, + "reason": "Shard-size default behavior and Qwen3.5 Moe loading failure are different issues." + }, + { + "left": "issue:39401", + "right": "issue:46209", + "accept": false, + "reason": "Tokenizer offset_mapping regression and FP8 inference failure on B200 are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 53, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-502", + "nodes": [ + "issue:27957", + "issue:38617", + "issue:41628", + "issue:42222", + "issue:42371", + "issue:43012", + "issue:43066", "issue:43097", "issue:43122", "issue:43208", - "issue:43408", + "issue:43352", + "issue:43441", + "issue:43452", + "issue:43577", "issue:43673", - "issue:43742", "issue:43874", "issue:43931", "issue:43937", + "issue:43986", + "issue:44038", "issue:44075", + "issue:44117", "issue:44220", "issue:44261", "issue:44263", @@ -16297,39 +16186,25 @@ "issue:44485", "issue:44493", "issue:44496", - "issue:44877", + "issue:44829", "issue:44933", + "issue:44987", + "issue:45003", "issue:45071", "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" ], "soft_pairs": [ - "issue:43408|issue:43742", - "issue:42617|issue:45341", - "issue:43122|issue:46298", - "issue:45362|issue:46328", - "issue:38617|issue:41628", - "issue:42222|issue:46178", - "issue:44877|issue:46231", - "issue:44484|issue:45310", "issue:43937|issue:44496", "issue:42371|issue:44261", - "issue:39401|issue:46209", "issue:44261|issue:46762", "issue:42371|issue:46617", "issue:44410|issue:45478", @@ -16342,229 +16217,238 @@ "issue:44483|issue:45464", "issue:43097|issue:44493", "issue:43673|issue:45341", - "issue:43931|issue:44410", "issue:42222|issue:45542", + "issue:43931|issue:44410", "issue:41628|issue:45071", "issue:45071|issue:45542", "issue:44484|issue:45478", "issue:43874|issue:44261", "issue:44263|issue:46172", - "issue:44360|issue:46172" + "issue:44360|issue:46172", + "issue:27957|issue:43352", + "issue:43931|issue:44038", + "issue:43441|issue:44829", + "issue:43012|issue:43577", + "issue:43097|issue:43452", + "issue:45003|issue:45341", + "issue:43986|issue:45341", + "issue:44261|issue:44485", + "issue:44117|issue:44987" ], - "prepared_review_unit_hash": "f26fff9d5081876e11ef5b25d881d5d0b97b6ad12eb48b684f82e7be0eeb7bb8", + "prepared_review_unit_hash": "ec1182a166b5887993e917364ec6eed6879707befbf6b7a98dceaabecfafd0d2", "component_budget": { "node_count": 502, "item_count": 502, "soft_pair_count": 1845, - "serialized_chars": 957264, - "estimated_input_tokens": 239316, - "estimated_eval_tokens": 478888 + "serialized_chars": 957282, + "estimated_input_tokens": 239321, + "estimated_eval_tokens": 478898 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 31, - "serialized_chars": 35722, - "estimated_input_tokens": 8931, - "estimated_eval_tokens": 18118 + "serialized_chars": 35931, + "estimated_input_tokens": 8983, + "estimated_eval_tokens": 18222 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is highly heterogeneous: mostly unrelated import/model/config/tokenization regressions. None of the soft pairs looks like the same concrete bug/change, so I would not merge any of them.", - "confidence": 0.9, - "canonical_issue_reason": "If one issue must stand in for the cluster, 45278 is the broadest regression report ('many import errors after update') and best reflects the most general user-facing problem among these otherwise unrelated issues.", + "summary": "This cluster is a mix of mostly unrelated v5 regressions: import failures, tokenizer behavior changes, attention-backend bugs, and model-specific loading/training issues. None of the soft pairs look like the same underlying defect, so I reject all candidate merges. The most representative issue in the set is the broad post-upgrade import-regression report (#45278).", + "confidence": 0.72, + "canonical_issue_reason": "#45278 is the broadest and most central regression report here: it captures the general 'many import errors after upgrade' theme that overlaps the most with the other import-related issues.", "canonical_pr_reason": null, - "best_issue_reason": "45278 is the most representative umbrella issue because it captures a broad cross-version regression with multiple import failures, whereas the others are narrower model- or subsystem-specific bugs.", + "best_issue_reason": "#45278 is the best single anchor for this mixed cluster because it is broad, clearly described, and closest to the common upgrade-breakage theme, even though it is not a duplicate of the others.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:43408", - "right": "issue:43742", - "accept": false, - "reason": "Different models and failure modes: sam3 tracker/type warning vs MobileLLM key error." - }, - { - "left": "issue:42617", - "right": "issue:45341", - "accept": false, - "reason": "Unrelated topics: running 3d_parallel.py vs a small testing_utils bug." - }, - { - "left": "issue:43122", - "right": "issue:46298", - "accept": false, - "reason": "Tokenizer output regression vs noisy logging; no shared code-path bug." - }, - { - "left": "issue:45362", - "right": "issue:46328", - "accept": false, - "reason": "Chat crash on Qwen3.5 vs feature-extractor padding performance; unrelated." - }, - { - "left": "issue:38617", - "right": "issue:41628", - "accept": false, - "reason": "Both are import errors, but for different missing names/modules and likely different fixes." - }, - { - "left": "issue:42222", - "right": "issue:46178", - "accept": false, - "reason": "VitPose model loading breakage vs backend mapping error for tensorflow_text; different defects." - }, - { - "left": "issue:44877", - "right": "issue:46231", - "accept": false, - "reason": "Strict config loading vs documentation parameter mismatch; not the same issue." - }, - { - "left": "issue:44484", - "right": "issue:45310", - "accept": false, - "reason": "Different problems in different code paths: shard size behavior vs Qwen3.5 MoE from_pretrained error." - }, { "left": "issue:43937", "right": "issue:44496", "accept": false, - "reason": "GenerationConfig validation for GLM-5 vs unrecognized model config; unrelated failures." + "reason": "Both are loading/config errors, but one is a GLM generation-config validity issue and the other is an unrecognized-model/config.json issue; different root causes." }, { "left": "issue:42371", "right": "issue:44261", "accept": false, - "reason": "TF32 settings API guidance vs MLA precision/config bug; not the same underlying defect." - }, - { - "left": "issue:39401", - "right": "issue:46209", - "accept": false, - "reason": "Tokenizer offset mapping bug vs FP8 inference on B200; different subsystems entirely." + "reason": "TF32 API guidance and an rms_norm_eps precision bug are unrelated code paths and symptoms." }, { "left": "issue:44261", "right": "issue:46762", "accept": false, - "reason": "Both mention numerical differences, but one is a config epsilon issue and the other is a Minimax attention reference mismatch." + "reason": "Both mention numerical differences, but they concern different models and different attention implementations, so the underlying bug is not the same." }, { "left": "issue:42371", "right": "issue:46617", "accept": false, - "reason": "TF32 backend guidance vs cache FileNotFoundError for trust_remote_code; unrelated." + "reason": "TF32 behavior control and trust_remote_code cache FileNotFound are unrelated." }, { "left": "issue:44410", "right": "issue:45478", "accept": false, - "reason": "Different Qwen3-related loading errors: missing projections vs from_pretrained failure." + "reason": "Both are Qwen-family loading issues, but one is missing projections in qwen3next and the other is a from_pretrained error in Qwen3.5-MoE." }, { "left": "issue:44933", "right": "issue:45278", "accept": false, - "reason": "Shared import-error theme is too broad; one is a specific nonexistent import, the other a wide upgrade regression." + "reason": "Both are import-related, but one is a specific nonexistent image_utils import and the other is a broad upgrade-wide import regression; not the same bug." }, { "left": "issue:38617", "right": "issue:44220", "accept": false, - "reason": "ImportError for configuration_utils vs audio feature extraction issue; no same bug." + "reason": "An ImportError for layer_type_validation and an fbank feature extraction issue are clearly different failures." }, { "left": "issue:44075", "right": "issue:45656", "accept": false, - "reason": "SGD args ignored and optimizer step called twice are different optimizer bugs." + "reason": "One is SGD arguments being ignored, the other is optimizer.step being called twice under deepspeed; different optimizer bugs." }, { "left": "issue:43208", "right": "issue:46894", "accept": false, - "reason": "xLSTM training blockers vs CohereASR double-shift loss bug; not the same concrete change." + "reason": "These are model-specific training bugs in different projects with no clear shared code path." }, { "left": "issue:43066", "right": "issue:43122", "accept": false, - "reason": "Both tokenizer-related, but one is decoder type mismatch and the other is tokenization behavior change; not one bug." + "reason": "Both are tokenization regressions in v5, but one is wrong decoder type and the other is tokenization drift; not enough evidence of one defect." }, { "left": "issue:44263", "right": "issue:44485", "accept": false, - "reason": "torch.split return values vs GLM-5 RoPE implementation; unrelated code paths." + "reason": "A torch.split return-value issue in GlmMoeDsaIndexer and a GLM-5 RoPE implementation discussion are different bugs." }, { "left": "issue:44483", "right": "issue:45464", "accept": false, - "reason": "General chat/completions rejection in v5.3 vs streaming inference failure on Qwen3.5; not the same defect." + "reason": "Both hit chat/completions, but one is request acceptance/validation and the other is streaming inference failure on a specific model." }, { "left": "issue:43097", "right": "issue:44493", "accept": false, - "reason": "Removed tie_embeddings flag vs unexpected position-id keys; different regressions." + "reason": "One concerns removal of tie_embeddings_and_encoder_decoder, the other unexpected position_id keys; different breakages." }, { "left": "issue:43673", "right": "issue:45341", "accept": false, - "reason": "Generation cache missing in chunked_prefill vs testing_utils bug; unrelated." + "reason": "Generation cache/chunked_prefill versus a testing_utils bug are unrelated." }, { - "left": "issue:43931", - "right": "issue:44410", + "left": "issue:42222", + "right": "issue:45542", "accept": false, - "reason": "Weight-shape mismatch when loading Qwen3-VL vs missing projections in qwen3next; different model-loading problems." + "reason": "Vitpose model breakage and a TensorFlow backend detection issue are not the same underlying problem." }, { - "left": "issue:42222", - "right": "issue:45542", + "left": "issue:43931", + "right": "issue:44410", "accept": false, - "reason": "Model breakage in vitpose vs TensorFlow backend initialization error; not the same underlying bug." + "reason": "Different Qwen-related model loading issues: weight-shape mismatch versus missing attention projections." }, { "left": "issue:41628", "right": "issue:45071", "accept": false, - "reason": "Different import/type issues: missing AutoImageProcessor vs PreTrainedConfig type checking regression." + "reason": "ImportError for AutoImageProcessor and a PretrainedConfig type-checking regression are distinct." }, { "left": "issue:45071", "right": "issue:45542", "accept": false, - "reason": "Type checking regression vs undefined tf backend; unrelated." + "reason": "Type-checking behavior in PretrainedConfig is unrelated to the TensorFlow backend error." }, { "left": "issue:44484", "right": "issue:45478", "accept": false, - "reason": "Same broad model family is not enough; max_shard_size behavior and MoE from_pretrained failure are different bugs." + "reason": "save_pretrained sharding behavior and a Qwen3.5-MoE from_pretrained error are unrelated." }, { "left": "issue:43874", "right": "issue:44261", "accept": false, - "reason": "Different multimodal/image-processor attribute bug vs MLA epsilon precision issue." + "reason": "Missing get_number_of_image_patches in an image processor and a layernorm epsilon precision bug are different code paths." }, { "left": "issue:44263", "right": "issue:46172", "accept": false, - "reason": "Different GLM/DeepSeek implementation bugs with no shared failing code-path." + "reason": "Different tensor-operation bugs in different model code paths; no shared underlying defect is evident." }, { "left": "issue:44360", "right": "issue:46172", "accept": false, - "reason": "Missing ReLU in DSA indexer vs tensor transpose bug in deepseek-v4; unrelated." + "reason": "A missing ReLU in one DSA/indexer path is not the same as the deepseek-v4 comb dtype/transpose issue." + }, + { + "left": "issue:27957", + "right": "issue:43352", + "accept": false, + "reason": "Both mention Flash Attention 2, but they are different models with different support/status issues." + }, + { + "left": "issue:43931", + "right": "issue:44038", + "accept": false, + "reason": "Both are Qwen3-VL-related, but one is a weight mismatch and the other is a v5/Qwen3-VL-Moe failure; not the same bug." + }, + { + "left": "issue:43441", + "right": "issue:44829", + "accept": false, + "reason": "One is a model support failure for FlashAttention and the other is degenerate training with flash_attention_3; different symptoms and likely different fixes." + }, + { + "left": "issue:43012", + "right": "issue:43577", + "accept": false, + "reason": "A PyTorch warning during bfloat16 compilation and a Blip2 dtype remaining float32 are different dtype-handling issues." + }, + { + "left": "issue:43097", + "right": "issue:43452", + "accept": false, + "reason": "A config/API removal and a gguf_file loading regression do not share the same failure mode." + }, + { + "left": "issue:45003", + "right": "issue:45341", + "accept": false, + "reason": "Unsafe sys.modules access in modeling_utils and a testing_utils bug are unrelated." + }, + { + "left": "issue:43986", + "right": "issue:45341", + "accept": false, + "reason": "A missing torchvision crash in AutoProcessor and a testing_utils bug are not the same issue." + }, + { + "left": "issue:44261", + "right": "issue:44485", + "accept": false, + "reason": "A layernorm precision bug and a GLM-5 RoPE implementation discussion are different model bugs." + }, + { + "left": "issue:44117", + "right": "issue:44987", + "accept": false, + "reason": "TOKENIZER_MAPPING_NAMES returning None and loading physical-intelligence/fast failing are too indirect to treat as the same concrete bug." } ] }, @@ -16580,7 +16464,7 @@ "component_index": 1, "component_count": 24, "review_unit_index": 54, - "review_unit_count": 61, + "review_unit_count": 60, "status": "reviewed", "reason": null, "source": "llm", @@ -16588,7 +16472,6 @@ "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-502", "nodes": [ - "issue:27957", "issue:38617", "issue:42757", "issue:42890", @@ -16596,29 +16479,26 @@ "issue:43064", "issue:43097", "issue:43208", - "issue:43352", - "issue:43441", - "issue:43452", + "issue:43502", "issue:43531", - "issue:43577", "issue:43673", "issue:43873", "issue:43874", - "issue:43931", "issue:43986", + "issue:43992", "issue:44038", "issue:44062", "issue:44117", - "issue:44261", "issue:44263", "issue:44315", "issue:44351", + "issue:44380", "issue:44410", "issue:44484", - "issue:44485", - "issue:44829", - "issue:44987", - "issue:45003", + "issue:44704", + "issue:44936", + "issue:44938", + "issue:45103", "issue:45341", "issue:45372", "issue:45375", @@ -16628,256 +16508,245 @@ "issue:46050", "issue:46123", "issue:46172", + "issue:46178", "issue:46298", + "issue:46365", "issue:46369", + "issue:46421", "issue:46655", "issue:46664", + "issue:46701", "issue:46710", "issue:46752", "issue:46821", "issue:46897" ], "soft_pairs": [ - "issue:27957|issue:43352", - "issue:43931|issue:44038", - "issue:43441|issue:44829", - "issue:43012|issue:43577", - "issue:43097|issue:43452", - "issue:45003|issue:45341", - "issue:43986|issue:45341", - "issue:44261|issue:44485", "issue:45753|issue:46369", - "issue:44117|issue:44987", "issue:43531|issue:45341", "issue:43874|issue:44263", "issue:45440|issue:46172", - "issue:43673|issue:46123", "issue:43097|issue:45588", + "issue:43673|issue:46123", "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:43208|issue:46897", "issue:43064|issue:44315", "issue:43986|issue:44484", "issue:46655|issue:46664", "issue:46298|issue:46752", - "issue:46172|issue:46710", "issue:42890|issue:46298", + "issue:46172|issue:46710", "issue:44062|issue:44117", "issue:43097|issue:43873", "issue:38617|issue:44351", - "issue:43012|issue:46821" + "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" ], - "prepared_review_unit_hash": "ac7cfc352ec43947854af3ca5c1fd1c6d109daf2797ad95f9e2be6e1a8672889", + "prepared_review_unit_hash": "4029c0c47f06bf5c3aaeed8a12de104ddba17c33dfd12c8bba5f368d16311d0a", "component_budget": { "node_count": 502, "item_count": 502, "soft_pair_count": 1845, - "serialized_chars": 957264, - "estimated_input_tokens": 239316, - "estimated_eval_tokens": 478888 + "serialized_chars": 957282, + "estimated_input_tokens": 239321, + "estimated_eval_tokens": 478898 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 31, - "serialized_chars": 36860, - "estimated_input_tokens": 9215, - "estimated_eval_tokens": 18686 + "soft_pair_count": 28, + "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": "The cluster is highly heterogeneous; the soft edges are mostly false positives across unrelated model families and bug classes. No PRs are present.", - "confidence": 0.18, - "canonical_issue_reason": "issue:43097 is the broadest, most representative release-regression report in the set and has inbound references; the rest are mostly narrow model-specific failures.", - "canonical_pr_reason": null, - "best_issue_reason": "issue:43097 is the clearest general user-facing regression and the least specialized of the issues here, making it the best representative anchor for this noisy cluster.", + "summary": "These items are mostly unrelated Transformers bug reports spanning different models, APIs, and test/runtime failures. I don\u2019t see any soft pair that represents the same underlying defect, so all candidate duplicate links should be rejected.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:27957", - "right": "issue:43352", - "accept": false, - "reason": "Both mention Flash Attention 2, but they are different model families and likely different support paths." - }, - { - "left": "issue:43931", - "right": "issue:44038", - "accept": false, - "reason": "Qwen3-VL checkpoint shape mismatch is not the same bug as the broader Qwen3-VL-Moe transformers v5 failure." - }, - { - "left": "issue:43441", - "right": "issue:44829", - "accept": false, - "reason": "One is an unsupported FlashAttention path; the other is degenerate training under flash_attention_3. Different concrete failures." - }, - { - "left": "issue:43012", - "right": "issue:43577", - "accept": false, - "reason": "A PyTorch precision warning on compile is unrelated to Blip2 dtype propagation staying float32." - }, - { - "left": "issue:43097", - "right": "issue:43452", - "accept": false, - "reason": "Removing a public API is unrelated to gguf_file breaking tokenizer/model loading." - }, - { - "left": "issue:45003", - "right": "issue:45341", - "accept": false, - "reason": "sys.modules access in modeling_utils and a testing_utils bug are different code paths and symptoms." - }, - { - "left": "issue:43986", - "right": "issue:45341", - "accept": false, - "reason": "Video processor crash without torchvision is unrelated to a testing utility issue." - }, - { - "left": "issue:44261", - "right": "issue:44485", - "accept": false, - "reason": "LayerNorm epsilon precision errors and RoPE implementation issues are distinct model internals." - }, { "left": "issue:45753", "right": "issue:46369", "accept": false, - "reason": "An infinite loop on a specific Qwen3_5 image is not the same as a sam3-litetext memory overflow." - }, - { - "left": "issue:44117", - "right": "issue:44987", - "accept": false, - "reason": "Tokenizer mapping None in from_pretrained is a different loading bug than failing on physical-intelligence/fast." + "reason": "Different products and failure modes: Qwen3_5 image-loop bug vs SAM3-LiteText memory overflow." }, { "left": "issue:43531", "right": "issue:45341", "accept": false, - "reason": "A Qwen3-MoE sliding_window bug is unrelated to testing_utils." + "reason": "One is a Qwen3-MoE sliding-window bug; the other is a small testing_utils issue with no shared code path." }, { "left": "issue:43874", "right": "issue:44263", "accept": false, - "reason": "Missing image-patch count method and torch.split return handling are different GLM bugs." + "reason": "Different Glm* components and different bugs: missing image-patch helper vs torch.split return handling." }, { "left": "issue:45440", "right": "issue:46172", "accept": false, - "reason": "DeepseekV3MoE divergence from remote impl is a different issue than the deepseek-v4 transpose/dtype bug." + "reason": "Both touch DeepSeek, but one is model divergence and the other is a dtype/transpose bug in DeepSeek-V4." }, { - "left": "issue:43673", - "right": "issue:46123", + "left": "issue:43097", + "right": "issue:45588", "accept": false, - "reason": "Generation cache missing in chunked_prefill is unrelated to the mask pipeline's final partial batch drop." + "reason": "Unrelated issues: removed config/API in v5 vs flash_attention crash on s_aux=None." }, { - "left": "issue:43097", - "right": "issue:45588", + "left": "issue:43673", + "right": "issue:46123", "accept": false, - "reason": "A tie_embeddings API removal and a flash_attention.py s_aux=None crash are different problems." + "reason": "Both involve caching/prefill or batching, but they affect different code paths and symptoms." }, { "left": "issue:44410", "right": "issue:45375", "accept": false, - "reason": "Missing Qwen3next projections and missing deepstack_visual_indexes are different model/config defects." + "reason": "Different Qwen configs: missing projections in layer 0 vs silently dropped config field." }, { "left": "issue:43986", "right": "issue:45372", "accept": false, - "reason": "Missing torchvision processor crash is unrelated to the mistral_common ReasoningEffort import error." + "reason": "Both are import/loading errors, but they stem from different missing dependencies/symbols and different processor flows." + }, + { + "left": "issue:43097", + "right": "issue:46050", + "accept": false, + "reason": "One is an API removal complaint; the other is quantized model save/load corruption." }, { "left": "issue:44038", "right": "issue:44410", "accept": false, - "reason": "These affect different Qwen3 model variants with different missing pieces and failure modes." + "reason": "Related to Qwen models, but one reports a general Transformers 5.0 regression and the other a specific missing-projection defect." }, { "left": "issue:38617", "right": "issue:42757", "accept": false, - "reason": "Both are import errors, but they concern different symbols and different dependency breakages." + "reason": "Both are ImportError reports, but for different symbols/modules with no shared underlying bug." }, { "left": "issue:43208", "right": "issue:46897", "accept": false, - "reason": "xLSTM training blockers and Florence2 training-loss double-shift are not the same underlying bug." + "reason": "Different model families and failures: xLSTM training blockers vs Florence2 loss-shift bug." }, { "left": "issue:43064", "right": "issue:44315", "accept": false, - "reason": "FSDP2/PEFT optimizer-state corruption is unrelated to Liger Kernel not being applied in model_init." + "reason": "Trainer/FSDP/PEFT optimizer-state corruption is a different issue from Liger Kernel not being applied with model_init." }, { "left": "issue:43986", "right": "issue:44484", "accept": false, - "reason": "A processor crash without torchvision is unrelated to the save_pretrained shard-size question." + "reason": "Video-processor dependency crash and save_pretrained shard-size default 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." + "reason": "Same SmolVLM area, but padding calculation and num_frames semantics are different bugs." }, { "left": "issue:46298", "right": "issue:46752", "accept": false, - "reason": "A noisy logging message and an IndexError on empty chat-template input are not the same bug." + "reason": "Noisy logging is unrelated to apply_chat_template crashing on an empty list." }, { - "left": "issue:46172", - "right": "issue:46710", + "left": "issue:42890", + "right": "issue:46298", "accept": false, - "reason": "The deepseek-v4 tensor-transpose issue is not the same as the later accuracy regression after upgrade." + "reason": "A flaky integration test due to missing set_seed is not the same as a logging-message issue." }, { - "left": "issue:42890", - "right": "issue:46298", + "left": "issue:46172", + "right": "issue:46710", "accept": false, - "reason": "Missing set_seed in integration tests is unrelated to a noisy logging message." + "reason": "Different DeepSeek failures: tensor transpose/dtype bug vs model accuracy regression after upgrade." }, { "left": "issue:44062", "right": "issue:44117", "accept": false, - "reason": "AddedToken keyword duplication and TOKENIZER_MAPPING_NAMES returning None are different tokenizer-loading failures." + "reason": "Tokenizer constructor argument collision is not the same as TOKENIZER_MAPPING_NAMES returning None." }, { "left": "issue:43097", "right": "issue:43873", "accept": false, - "reason": "A removed tie_embeddings API and offloading failures under quantization are unrelated." + "reason": "Different problems: removed API guidance vs offloading failing under quantization." }, { "left": "issue:38617", "right": "issue:44351", "accept": false, - "reason": "Both are import errors, but they involve different missing symbols and likely different compatibility breaks." + "reason": "Both are import errors from transformers, but they concern different missing exports and code paths." }, { "left": "issue:43012", "right": "issue:46821", "accept": false, - "reason": "A bfloat16 compile warning is unrelated to TimesFM window_size raising AttributeError." + "reason": "bfloat16 warning during compilation is unrelated to a TimesFM window_size AttributeError." + }, + { + "left": "issue:44117", + "right": "issue:46701", + "accept": false, + "reason": "Tokenizer mapping fallback bug and image-text pipeline failure are unrelated." + }, + { + "left": "issue:43502", + "right": "issue:43992", + "accept": false, + "reason": "local_files_only network leakage and missing embed_tokens.weight on load are different from_pretrained issues." + }, + { + "left": "issue:44936", + "right": "issue:46365", + "accept": false, + "reason": "trainer.evaluate failure after training is not the same as failing to import Trainer because of datasets." + }, + { + "left": "issue:44704", + "right": "issue:45103", + "accept": false, + "reason": "AutoProcessor kwargs propagation and auto_docstring future-annotations crash affect different subsystems." + }, + { + "left": "issue:44380", + "right": "issue:46421", + "accept": false, + "reason": "GPT-2 attention scaling is unrelated to lazy cache initialization causing recompilation." + }, + { + "left": "issue:44938", + "right": "issue:46178", + "accept": false, + "reason": "Python 3.14 import failure and tensorflow_text backend mapping error are distinct compatibility issues." } ] }, @@ -16893,7 +16762,7 @@ "component_index": 1, "component_count": 24, "review_unit_index": 55, - "review_unit_count": 61, + "review_unit_count": 60, "status": "reviewed", "reason": null, "source": "llm", @@ -16902,10 +16771,12 @@ "cluster_id": "cluster-10000-502", "nodes": [ "issue:36683", + "issue:38617", "issue:42175", "issue:42490", "issue:42757", "issue:42907", + "issue:42994", "issue:43012", "issue:43064", "issue:43066", @@ -16916,6 +16787,9 @@ "issue:43526", "issue:43550", "issue:43582", + "issue:43618", + "issue:43756", + "issue:43761", "issue:43824", "issue:43825", "issue:43906", @@ -16923,20 +16797,18 @@ "issue:43986", "issue:43992", "issue:44016", + "issue:44038", "issue:44077", - "issue:44117", "issue:44162", "issue:44222", + "issue:44230", "issue:44368", "issue:44380", "issue:44483", "issue:44484", + "issue:44485", "issue:44514", "issue:44655", - "issue:44704", - "issue:44936", - "issue:44938", - "issue:45103", "issue:45478", "issue:45479", "issue:45584", @@ -16944,19 +16816,10 @@ "issue:45753", "issue:46132", "issue:46172", - "issue:46178", "issue:46298", - "issue:46365", - "issue:46421", - "issue:46701" + "issue:46365" ], "soft_pairs": [ - "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:45753", "issue:42907|issue:44655", @@ -16982,235 +16845,244 @@ "issue:43064|issue:44380", "issue:42490|issue:43012", "issue:44483|issue:44514", - "issue:43208|issue:43526" + "issue:43618|issue:44380", + "issue:43208|issue:43526", + "issue:38617|issue:43502", + "issue:43756|issue:44485", + "issue:43618|issue:43761", + "issue:42994|issue:44655", + "issue:44038|issue:44230" ], - "prepared_review_unit_hash": "9109958f0ecc265f3b47a4c02d0f0d25c87b974d81d5f460907284dfdd3514b4", + "prepared_review_unit_hash": "0eb9373888544a7e2c7951d6c665c8fc31adca858fdba01ec9d99494ecbddb01", "component_budget": { "node_count": 502, "item_count": 502, "soft_pair_count": 1845, - "serialized_chars": 957264, - "estimated_input_tokens": 239316, - "estimated_eval_tokens": 478888 + "serialized_chars": 957282, + "estimated_input_tokens": 239321, + "estimated_eval_tokens": 478898 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 32, - "serialized_chars": 37164, - "estimated_input_tokens": 9291, - "estimated_eval_tokens": 18838 + "serialized_chars": 37038, + "estimated_input_tokens": 9260, + "estimated_eval_tokens": 18776 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This is not a duplicate cluster: the soft-similar pairs are mostly superficial keyword matches, but they point to different subsystems, APIs, or failure modes, so none should be merged.", - "confidence": 0.98, - "canonical_issue_reason": "No single canonical issue stands out; the items are unrelated bug reports rather than one underlying defect.", + "summary": "The cluster is still mostly heterogeneous. The only plausible duplicate edge is the CLIP v5 regression pair; the rest appear to be distinct bugs, warnings, or feature/reporting issues based on the titles and available metadata.", + "confidence": 0.5, + "canonical_issue_reason": "issue:43761 is the best issue representative for the CLIP subgroup because its title is the most specific v5 regression report, while issue:43618 is a broader CLIP output/attentions symptom. Based on the visible text alone, 43761 is the cleaner canonical issue for the likely duplicate pair.", "canonical_pr_reason": null, - "best_issue_reason": "No issue is a good global representative because the set spans many distinct code paths (loading, training, saving, tokenization, packaging, and model-specific failures).", + "best_issue_reason": "issue:43761 is the strongest issue candidate because it is the more specific CLIP v5 regression report and best captures the shared CLIP forward/output regression theme in the only plausible duplicate subgroup.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:44117", - "right": "issue:46701", - "accept": false, - "reason": "Tokenizer mapping fallback/import handling is unrelated to the DiffusionGemma image-text pipeline failure." - }, - { - "left": "issue:43502", - "right": "issue:43992", - "accept": false, - "reason": "Local-files-only network leakage and a missing embed_tokens weight during from_pretrained are different loading bugs." - }, - { - "left": "issue:44936", - "right": "issue:46365", - "accept": false, - "reason": "train/evaluate lifecycle failure and importing Trainer being blocked by datasets are separate problems." - }, - { - "left": "issue:44704", - "right": "issue:45103", - "accept": false, - "reason": "cached_file kwargs forwarding and docstring processing with future annotations touch different code paths." - }, - { - "left": "issue:44380", - "right": "issue:46421", - "accept": false, - "reason": "GPT2 attention scaling under SDPA/FlashAttention is unrelated to chunked-prefill recompilation from cache lazy init." - }, - { - "left": "issue:44938", - "right": "issue:46178", - "accept": false, - "reason": "Python 3.14 import/load failure and tensorflow_text backend validation are not the same defect." - }, { "left": "issue:43986", "right": "issue:44016", "accept": false, - "reason": "AutoProcessor without torchvision and a notebook syntax error are completely unrelated." + "reason": "Different problems: an AutoProcessor import crash from missing torchvision vs a notebook syntax error." }, { "left": "issue:42907", "right": "issue:45753", "accept": false, - "reason": "Saving dequantized Ministrals/Devstrals and a Qwen3.5 image loop are different model-specific issues." + "reason": "One is a dequantized-model save failure; the other is an infinite-loop generation bug." }, { "left": "issue:42907", "right": "issue:44655", "accept": false, - "reason": "Saving dequantized weights and saving Pipeline objects are both save-related but not the same underlying bug." + "reason": "Both involve saving, but dequantized-model saving and pipeline-object serialization are different failures." }, { "left": "issue:43825", "right": "issue:44655", "accept": false, - "reason": "Bad pipeline() task messaging and save_pretrained for Pipeline objects are unrelated API issues." + "reason": "A v5 task-support error message is not the same as inability to save Pipeline objects." }, { "left": "issue:43012", "right": "issue:43550", "accept": false, - "reason": "A bfloat16 compilation warning is not the same as a Bamba torch.compile SDPA failure." + "reason": "A PyTorch warning during bfloat16 compile is not the same as a Bamba SDPA/torch.compile failure." }, { "left": "issue:45712", "right": "issue:46298", "accept": false, - "reason": "Leftover dummy classes and a noisy logging message are unrelated maintenance issues." + "reason": "Repository dummy-class cleanup/check failure is unrelated to a noisy logging message." }, { "left": "issue:43012", "right": "issue:44368", "accept": false, - "reason": "Compilation precision warnings and tie_word_embeddings warning spam come from different model behaviors." + "reason": "Both mention warnings, but they point to different model/config/code-path issues." }, { "left": "issue:43208", "right": "issue:43550", "accept": false, - "reason": "xLSTM small-model training bugs do not match the Bamba SDPA torch.compile failure." + "reason": "xLSTM training blockers and Bamba compile failures are unrelated." }, { "left": "issue:43992", "right": "issue:44484", "accept": false, - "reason": "Missing checkpoint weights and the 50GB max_shard_size default concern different save/load behavior." + "reason": "Missing weights on load vs a question about max_shard_size are not the same bug." }, { "left": "issue:43352", "right": "issue:43976", "accept": false, - "reason": "Flash Attention 2.0 unsupported for a model and a Python version compatibility problem are unrelated." + "reason": "A Flash-Attention support error for one model is unrelated to the Python version compatibility issue." }, { "left": "issue:43066", "right": "issue:43906", "accept": false, - "reason": "Tokenizer decoder type handling and an isolated reproduction of another issue are not the same bug." + "reason": "A tokenizer decoder-type regression is not the same as an isolated reproduction of another issue." }, { "left": "issue:43352", "right": "issue:44380", "accept": false, - "reason": "Unsupported FA2 on a model and GPT2 attention scaling being ignored under backends are different backend/model issues." + "reason": "Different model/backend problems: Nemotron FA2 support vs GPT2 attention scaling under SDPA/FlashAttention." }, { "left": "issue:44162", "right": "issue:46172", "accept": false, - "reason": "ESM2 breakage and a deepseek transpose/dtype bug are separate model-specific failures." + "reason": "ESM2 breakage and a DeepSeek tensor transpose bug are unrelated." }, { "left": "issue:43097", "right": "issue:46298", "accept": false, - "reason": "Removal of a public config flag and a noisy logging message are unrelated." + "reason": "A removed API warning and a noisy logging message do not describe the same issue." }, { "left": "issue:45584", "right": "issue:46365", "accept": false, - "reason": "Whisper empty-transcription generation failure and importing Trainer affected by datasets are unrelated." + "reason": "Whisper empty-transcription failure and a Trainer import conflict are unrelated." }, { "left": "issue:44380", "right": "issue:46132", "accept": false, - "reason": "GPT2 SDPA/FlashAttention scaling and AttentionInterface.register behavior changes are different attention-related issues." + "reason": "GPT2 attention scaling under backend changes is separate from AttentionInterface.register behavior changes." }, { "left": "issue:44077", "right": "issue:46365", "accept": false, - "reason": "patchtsmixer post_init policy and Trainer import breakage have no code-path overlap." + "reason": "PatchTST mixer post_init validation and a Trainer import failure are unrelated." }, { "left": "issue:44222", "right": "issue:45478", "accept": false, - "reason": "FP8 save_pretrained for MoE and Qwen3.5 MoE from_pretrained errors are related by model family but not the same concrete failure." + "reason": "Both involve MoE/FP8 serialization, but save_pretrained failure and from_pretrained error are different enough that they do not look like the same concrete bug." }, { "left": "issue:36683", "right": "issue:43582", "accept": false, - "reason": "Gemma3Config missing vocab_size and an Apple Silicon TypeError in caching_allocator_warmup are unrelated." + "reason": "Gemma3Config missing vocab_size is unrelated to the Apple Silicon caching_allocator_warmup TypeError." }, { "left": "issue:44380", "right": "issue:45479", "accept": false, - "reason": "Attention scaling under SDPA/FlashAttention is not the same as a degenerate zero-loss classification bug." + "reason": "Attention scaling regression and a degenerate classification-loss bug are unrelated." }, { "left": "issue:42175", "right": "issue:46365", "accept": false, - "reason": "TensorFlow missing from a torch extra install and Trainer import failing because of datasets are unrelated packaging/import issues." + "reason": "TensorFlow dependency packaging and a Trainer import conflict are different issues." }, { "left": "issue:42757", "right": "issue:43824", "accept": false, - "reason": "Offline-mode import failure from huggingface_hub and Qwen2_5_VL symbol import failure are separate missing-symbol problems." + "reason": "Both are import errors, but for different symbols and different libraries/models." }, { "left": "issue:43064", "right": "issue:44380", "accept": false, - "reason": "FSDP2/PEFT optimizer state corruption and GPT2 attention scaling under backend dispatch are different training vs inference bugs." + "reason": "FSDP2/PEFT 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 bfloat16 compilation precision warning are unrelated loading vs compile diagnostics." + "reason": "A local-path import warning is unrelated to a bfloat16 compile warning." }, { "left": "issue:44483", "right": "issue:44514", "accept": false, - "reason": "Chat/completions request rejection and batched Qwen2_5_VLProcessor template crashes are different request paths." + "reason": "API request validation failure and batched chat-template crash are different code paths." + }, + { + "left": "issue:43618", + "right": "issue:44380", + "accept": false, + "reason": "CLIP output regression and GPT2 attention scaling are unrelated models and failures." }, { "left": "issue:43208", "right": "issue:43526", "accept": false, - "reason": "xLSTM training bugs and BeitImageProcessorFast reduce_labels truncation are unrelated model vs image-processor issues." + "reason": "xLSTM training blockers and BeitImageProcessorFast label reduction bug are unrelated." + }, + { + "left": "issue:38617", + "right": "issue:43502", + "accept": false, + "reason": "Missing configuration_utils symbol and local_files_only still making API requests are unrelated import/network issues." + }, + { + "left": "issue:43756", + "right": "issue:44485", + "accept": false, + "reason": "Both mention RoPE, but one is a Smollm3 layer-count mismatch and the other is a GLM-5 RoPE implementation discussion." + }, + { + "left": "issue:43618", + "right": "issue:43761", + "accept": true, + "reason": "Both are CLIP v5 regression reports about missing forward-populated outputs; based on the visible titles, they plausibly describe the same underlying CLIP forward/output regression." + }, + { + "left": "issue:42994", + "right": "issue:44655", + "accept": false, + "reason": "Both concern save_pretrained, but quantized-model saving and pipeline-object saving are not the same failure." + }, + { + "left": "issue:44038", + "right": "issue:44230", + "accept": false, + "reason": "Two Qwen3-VL/MoE fp8-related reports, but one is a generic v5 bug and the other is inference support; too different to treat as duplicates." } ] }, - "evaluator_result": null, - "evaluator_used": false, - "retried": false, - "accepted_nontrivial_soft_edge": false, + "evaluator_result": { + "accept": false, + "feedback": "The overall conclusion is reasonable, but the rationale is a bit too strong for the packet. In particular, the claim that issue:43761 has an \"explicit reproducer\" and a \"concrete v5 forward-output failure\" is not supported by the packet text you provided, which only exposes the title/body length metadata. The soft-edge acceptance between issue:43618 and issue:43761 looks conservative and plausible based on both being CLIP v5 output-regression reports, but the issue-level justification should be phrased more cautiously and grounded only in what is visible in the packet." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -17219,7 +17091,7 @@ "component_index": 1, "component_count": 24, "review_unit_index": 56, - "review_unit_count": 61, + "review_unit_count": 60, "status": "reviewed", "reason": null, "source": "llm", @@ -17228,48 +17100,47 @@ "cluster_id": "cluster-10000-502", "nodes": [ "issue:29870", + "issue:33453", "issue:36010", "issue:36296", "issue:36683", - "issue:38617", "issue:42757", - "issue:42994", + "issue:42890", "issue:43010", "issue:43064", "issue:43208", "issue:43299", "issue:43352", "issue:43475", - "issue:43502", "issue:43525", "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:44625", "issue:44655", + "issue:44855", "issue:44908", "issue:44938", + "issue:45071", "issue:45216", "issue:45276", "issue:45278", "issue:45310", + "issue:45375", + "issue:45561", + "issue:45850", "issue:46050", "issue:46077", "issue:46082", + "issue:46202", "issue:46365", "issue:46369", "issue:46829", @@ -17277,12 +17148,6 @@ "issue:46877" ], "soft_pairs": [ - "issue:43618|issue:44380", - "issue:38617|issue:43502", - "issue:43756|issue:44485", - "issue:43618|issue:43761", - "issue:42994|issue:44655", - "issue:44038|issue:44230", "issue:43299|issue:43867", "issue:36010|issue:42757", "issue:44625|issue:46365", @@ -17299,230 +17164,232 @@ "issue:43867|issue:45216", "issue:46077|issue:46082", "issue:43618|issue:45216", - "issue:36683|issue:43525", "issue:43208|issue:46829", + "issue:36683|issue:43525", "issue:36683|issue:44625", "issue:29870|issue:36296", - "issue:43010|issue:45278", "issue:43064|issue:44492", + "issue:43010|issue:45278", "issue:43992|issue:45310", "issue:44075|issue:46365", - "issue:44908|issue:46851" + "issue:44908|issue:46851", + "issue:29870|issue:33453", + "issue:44938|issue:45071", + "issue:44355|issue:44855", + "issue:43867|issue:46202", + "issue:36683|issue:43064", + "issue:42890|issue:45561", + "issue:43867|issue:45375", + "issue:43010|issue:45850" ], - "prepared_review_unit_hash": "52a9f4a0c4adf7aaa807fb549d6b5622c8786456543306b09bcc448080d2a37e", + "prepared_review_unit_hash": "7d18362ec234e68f0b58a32514ab5719efeec35bf1368ceb63c5086d2d51b5d5", "component_budget": { "node_count": 502, "item_count": 502, "soft_pair_count": 1845, - "serialized_chars": 957264, - "estimated_input_tokens": 239316, - "estimated_eval_tokens": 478888 + "serialized_chars": 957282, + "estimated_input_tokens": 239321, + "estimated_eval_tokens": 478898 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 31, - "serialized_chars": 36574, - "estimated_input_tokens": 9144, - "estimated_eval_tokens": 18544 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 33, + "serialized_chars": 36687, + "estimated_input_tokens": 9172, + "estimated_eval_tokens": 18600 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a grab bag of unrelated issues. The soft pairs mostly share broad keywords like import error, config, save/load, or model family, but they do not describe the same underlying bug or fix.", - "confidence": 0.88, - "canonical_issue_reason": "No single issue is a good canonical representative here: the items span many distinct model families and failure modes, so treating any one as the duplicate target would be misleading.", + "summary": "The set is mostly a grab-bag of Transformers regressions and compatibility bugs that only share broad surface similarity (imports, loading/saving, config attrs, or Python-version issues). I found no true duplicate pairs among the proposed soft edges, so all of them should be rejected. Issue 36683 is the most central and concrete issue in the set, but the cluster is still too heterogeneous to treat as one duplicate family.", + "confidence": 0.78, + "canonical_issue_reason": "issue:36683 is the most connected and concrete bug report here: a specific open AttributeError with substantial discussion, making it the best single anchor even though the cluster is not a tight duplicate set.", "canonical_pr_reason": null, - "best_issue_reason": "No global best issue candidate stands out because none of the soft pairs are true duplicates; the safest triage is to keep them separate.", + "best_issue_reason": "issue:36683 is the strongest representative issue to anchor triage because it is explicit, reproducible, and one of the most discussed items in the group.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43618", - "right": "issue:44380", + "left": "issue:43299", + "right": "issue:43867", "accept": false, - "reason": "Both are attention-related regressions, but one is CLIP attentions missing and the other is GPT2 attention scaling ignored under SDPA/FlashAttention; different code paths." + "reason": "Different failures: Qwen3.5 model loading regression vs sorted-state_dict load error; same broad area, not the same bug." }, { - "left": "issue:38617", - "right": "issue:43502", + "left": "issue:36010", + "right": "issue:42757", "accept": false, - "reason": "An import error for configuration_utils is unrelated to local_files_only still triggering network requests." + "reason": "Both are import errors, but they involve different symbols and dependencies: GenerationMixin vs is_offline_mode from huggingface_hub." }, { - "left": "issue:43756", - "right": "issue:44485", + "left": "issue:44625", + "right": "issue:46365", "accept": false, - "reason": "Smollm3 RoPE-layer dropping and GLM-5 RoPE implementation discussion are different model-specific problems." + "reason": "One is config field propagation, the other is a Trainer import conflict with datasets; unrelated root causes." }, { - "left": "issue:43618", - "right": "issue:43761", + "left": "issue:45276", + "right": "issue:46077", "accept": false, - "reason": "Both involve CLIP, but one is missing attentions and the other is hidden_states not returned; related area, not the same bug." - }, - { - "left": "issue:42994", - "right": "issue:44655", - "accept": false, - "reason": "Both involve saving, but quantized model save failure and Pipeline save_pretrained are different serialization paths." - }, - { - "left": "issue:44038", - "right": "issue:44230", - "accept": false, - "reason": "Qwen3-VL-Moe loading regression and fp8 support for Qwen3-VL/Qwen3.5 MoE are different changes and failure modes." - }, - { - "left": "issue:43299", - "right": "issue:43867", - "accept": false, - "reason": "Qwen3-VL-Moe loading breakage and sorted state_dict load errors are separate checkpoint-loading issues." - }, - { - "left": "issue:36010", - "right": "issue:42757", - "accept": false, - "reason": "Both are import errors, but GenerationMixin and is_offline_mode are unrelated symbols from different modules." - }, - { - "left": "issue:44625", - "right": "issue:46365", - "accept": false, - "reason": "Qwen3.5 num_labels propagation and failing to import Trainer because of datasets are unrelated." - }, - { - "left": "issue:45276", - "right": "issue:46077", - "accept": false, - "reason": "Gemma4 resize_token_embeddings behavior and bidirectional-attention mask construction are different Gemma4 bugs." + "reason": "Same model family, but different code paths: token embedding resize vs bidirectional attention mask construction." }, { "left": "issue:43611", "right": "issue:44655", "accept": false, - "reason": "Broken loading with base_model_prefix and Pipeline save_pretrained are separate model-loading vs pipeline-serialization issues." + "reason": "Different save/load problems: base_model_prefix loading vs saving Pipeline objects." }, { "left": "issue:44483", "right": "issue:46369", "accept": false, - "reason": "A chat-completions API request validation issue is unrelated to SAM3 model memory overflow." + "reason": "Chat/completions request validation and SAM3 memory overflow are unrelated." }, { "left": "issue:43352", "right": "issue:43937", "accept": false, - "reason": "NemotronH FlashAttention2 support and GLM-5 GenerationConfig validation are different model/config problems." + "reason": "Unsupported Flash Attention on one model is not the same as invalid GenerationConfig on another." }, { "left": "issue:36683", "right": "issue:43475", "accept": false, - "reason": "Gemma3Config missing vocab_size and SAM3VisionEncoderOutput missing fpn_position_embeddings are unrelated attribute bugs." + "reason": "Both mention missing attributes, but the models and failing objects are different and the underlying bugs are unrelated." }, { "left": "issue:44355", "right": "issue:46877", "accept": false, - "reason": "Compiled Python file errors and auto_docstring emitting doc-lint output at import time are not the same issue." + "reason": "One is compiled-Python import failures; the other is import-time docstring lint output to stdout." }, { "left": "issue:44655", "right": "issue:46050", "accept": false, - "reason": "Pipeline save_pretrained and quantized sinq round-trip breakage both touch persistence, but they are distinct code paths and bugs." + "reason": "Pipeline save_pretrained and quantized-model roundtrip corruption are different serialization bugs." }, { "left": "issue:36683", "right": "issue:44077", "accept": false, - "reason": "Missing vocab_size on Gemma3Config and patchtsmixer post_init validation are different configuration issues." + "reason": "Missing config attribute vs enforcing optional post_init in a specific model class are different changes." }, { "left": "issue:43976", "right": "issue:44938", "accept": false, - "reason": "These are both version-compatibility reports, but Python 3.9+ vs Python 3.14 failures are unrelated." + "reason": "Both are Python compatibility regressions, but they affect different versions and fail for different reasons." }, { "left": "issue:44625", "right": "issue:46077", "accept": false, - "reason": "num_labels propagation and Gemma4 bidirectional attention masking are different configuration behaviors." + "reason": "Num-label propagation and bidirectional attention masking are unrelated model-specific bugs." }, { "left": "issue:43867", "right": "issue:45216", "accept": false, - "reason": "State_dict ordering causing load errors and Qwen3.5 save_pretrained corruption are different checkpoint bugs." + "reason": "Both involve loading/saving regressions, but one is sorted state_dict loading and the other is a Qwen3.5 checkpoint save_pretrained issue." }, { "left": "issue:46077", "right": "issue:46082", "accept": false, - "reason": "Gemma4 attention-mask behavior and LlamaConfig head_dim validation are unrelated config issues." + "reason": "Gemma4 attention-mask logic and LlamaConfig head_dim validation are different config/code paths." }, { "left": "issue:43618", "right": "issue:45216", "accept": false, - "reason": "CLIP attention output regression and Qwen3.5 saved-checkpoint regression are unrelated models and symptoms." + "reason": "CLIPOutput attentions regression is unrelated to the Qwen3.5 save_pretrained checkpoint bug." }, { - "left": "issue:36683", - "right": "issue:43525", + "left": "issue:43208", + "right": "issue:46829", "accept": false, - "reason": "Gemma3Config missing vocab_size and Llama4Config missing pad_token_id are separate model config attribute problems." + "reason": "xLSTM training blockers and VideoPrism output-field mixup are different model bugs." }, { - "left": "issue:43208", - "right": "issue:46829", + "left": "issue:36683", + "right": "issue:43525", "accept": false, - "reason": "xLSTM training bugs and VideoPrism hidden_states mapping are unrelated model-specific issues." + "reason": "Both are missing-attribute reports, but they concern different configs and different missing fields." }, { "left": "issue:36683", "right": "issue:44625", "accept": false, - "reason": "Both are config attribute propagation bugs, but Gemma3 vocab_size and Qwen3.5 num_labels are distinct fields in different models." + "reason": "Different configuration propagation bugs in different model families." }, { "left": "issue:29870", "right": "issue:36296", "accept": false, - "reason": "BART generate() decoder_attention_mask UnboundLocalError and tensor-parallel training bug are unrelated failures." + "reason": "BART generate decoder-mask error is unrelated to the tensor-parallel optimizer/training bug." }, { - "left": "issue:43010", - "right": "issue:45278", + "left": "issue:43064", + "right": "issue:44492", "accept": false, - "reason": "Cache/update no_grad decoration and broad import errors after upgrade do not describe the same bug." + "reason": "Optimizer-state corruption and a typo in cache strategies are not the same underlying issue." }, { - "left": "issue:43064", - "right": "issue:44492", + "left": "issue:43010", + "right": "issue:45278", "accept": false, - "reason": "FSDP2/PEFT optimizer-state corruption and a typo in cache strategies are unrelated." + "reason": "Cache update no_grad decoration and broad import errors after upgrade are unrelated." }, { "left": "issue:43992", "right": "issue:45310", "accept": false, - "reason": "UMT5Encoder missing embed_tokens.weight and Qwen3.5 MoE from_pretrained error are different model-loading bugs." + "reason": "UMT5Encoder missing embed_tokens.weight is a different from_pretrained failure than the Qwen3.5 MoE loading error." }, { "left": "issue:44075", "right": "issue:46365", "accept": false, - "reason": "Ignored SGD args and inability to import Trainer due to datasets are unrelated." + "reason": "Optimizer arguments ignored and Trainer import blocked by datasets are unrelated." }, { "left": "issue:44908", "right": "issue:46851", "accept": false, - "reason": "Scheduler kwargs being ignored and Qwen3.5 variable-length position_ids are separate issues." + "reason": "A scheduler-kwargs bug is unrelated to Qwen3.5 variable-length position_ids handling." + }, + { + "left": "issue:29870", + "right": "issue:33453", + "accept": false, + "reason": "BART generate decoder-mask failure and tokenizer-loading regression are different bugs." + }, + { + "left": "issue:44938", + "right": "issue:45071", + "accept": false, + "reason": "Python 3.14 load failure and PretrainedConfig type-checking breakage are different regressions." + }, + { + "left": "issue:44355", + "right": "issue:44855", + "accept": false, + "reason": "Both are import-time problems, but one is compiled-file handling and the other is a JIT parser indentation issue on Python 3.13." + }, + { + "left": "issue:43867", + "right": "issue:46202", + "accept": false, + "reason": "Sorted state_dict loading and Gemma pipeline roundtrip failure are different serialization/tokenization problems." + }, + { + "left": "issue:43010", + "right": "issue:45850", + "accept": false, + "reason": "A specific cache-update concern and a broad 'breaks too many models' report are not the same bug." } ] }, @@ -17538,7 +17405,7 @@ "component_index": 1, "component_count": 24, "review_unit_index": 57, - "review_unit_count": 61, + "review_unit_count": 60, "status": "reviewed", "reason": null, "source": "llm", @@ -17547,15 +17414,18 @@ "cluster_id": "cluster-10000-502", "nodes": [ "issue:28282", - "issue:29870", + "issue:30333", + "issue:30990", + "issue:31795", "issue:33453", "issue:36296", - "issue:36683", "issue:41669", + "issue:42548", "issue:42890", "issue:42898", "issue:43010", - "issue:43064", + "issue:43065", + "issue:43232", "issue:43502", "issue:43575", "issue:43576", @@ -17571,39 +17441,28 @@ "issue:44112", "issue:44222", "issue:44246", + "issue:44351", "issue:44355", "issue:44360", "issue:44387", "issue:44485", "issue:44556", "issue:44734", - "issue:44855", - "issue:44938", + "issue:44749", "issue:44964", - "issue:45071", "issue:45125", "issue:45357", "issue:45375", "issue:45440", "issue:45478", - "issue:45561", "issue:45600", - "issue:45850", "issue:46132", - "issue:46202", "issue:46285", "issue:46617", - "issue:46664" + "issue:46664", + "issue:46726" ], "soft_pairs": [ - "issue:29870|issue:33453", - "issue:44938|issue:45071", - "issue:44355|issue:44855", - "issue:43867|issue:46202", - "issue:36683|issue:43064", - "issue:42890|issue:45561", - "issue:43867|issue:45375", - "issue:43010|issue:45850", "issue:41669|issue:44246", "issue:36296|issue:43575", "issue:43010|issue:43976", @@ -17620,221 +17479,236 @@ "issue:43502|issue:44062", "issue:44734|issue:46617", "issue:43723|issue:44556", - "issue:43824|issue:46617", "issue:44222|issue:45125", - "issue:44387|issue:44556", + "issue:43824|issue:46617", "issue:43502|issue:44485", + "issue:44387|issue:44556", "issue:43874|issue:46617", - "issue:43576|issue:46132" + "issue:43010|issue:43065", + "issue:43576|issue:46132", + "issue:30333|issue:33453", + "issue:45125|issue:45478", + "issue:44355|issue:44749", + "issue:45125|issue:45375", + "issue:30990|issue:31795", + "issue:43010|issue:43232", + "issue:46664|issue:46726", + "issue:42548|issue:44351" ], - "prepared_review_unit_hash": "8ec33564fd2af8b73bebc22b0f4e8f23004c44744464027d120f21018279995b", + "prepared_review_unit_hash": "4fff68443494bea202f21b85eb37c0cdd60afc64330829a67c003ef44d3c3869", "component_budget": { "node_count": 502, "item_count": 502, "soft_pair_count": 1845, - "serialized_chars": 957264, - "estimated_input_tokens": 239316, - "estimated_eval_tokens": 478888 + "serialized_chars": 957282, + "estimated_input_tokens": 239321, + "estimated_eval_tokens": 478898 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 30, - "serialized_chars": 36440, - "estimated_input_tokens": 9110, - "estimated_eval_tokens": 18476 + "soft_pair_count": 31, + "serialized_chars": 36650, + "estimated_input_tokens": 9163, + "estimated_eval_tokens": 18582 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly a heterogeneous issue set; the soft pairs share broad themes (loading regressions, import-time failures, tensor-parallel bugs, CI flakiness) but do not look like the same concrete underlying bug/change.", - "confidence": 0.79, - "canonical_issue_reason": "issue:33453 is the most generic, cluster-like representative here: a broad tokenizer-loading regression title that could plausibly sit at the center of the loading-related subset.", + "summary": "This cluster is very noisy: it mixes unrelated loading/import regressions, tensor-parallel bugs, docs, CI flakiness, and model-specific issues. None of the soft pairs look like true duplicates, so I would keep them separate.", + "confidence": 0.86, + "canonical_issue_reason": "Issue 44246 is the broadest standalone report in the loose import/loading subset, but the cluster overall is heterogeneous and not a clean duplicate set.", "canonical_pr_reason": null, - "best_issue_reason": "issue:33453 is the best overall issue representative because it is broad and concise, making it a reasonable anchor for the few loading-related items in this otherwise mixed cluster.", + "best_issue_reason": "Issue 44246 is the most general and triage-friendly issue title here; if one issue must represent the cluster, this is the closest fit.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:29870", - "right": "issue:33453", - "accept": false, - "reason": "Different failures: BART generate() decoder_attention_mask bug vs tokenizer loading regression." - }, - { - "left": "issue:44938", - "right": "issue:45071", - "accept": false, - "reason": "Unrelated problems: Python 3.14 import/load failure vs PretrainedConfig type-checking regression." - }, - { - "left": "issue:44355", - "right": "issue:44855", - "accept": false, - "reason": "Different import-time issues with different triggers and code paths." - }, - { - "left": "issue:43867", - "right": "issue:46202", - "accept": false, - "reason": "State_dict sorting load error is not the same as Gemma pipeline roundtrip token issue." - }, - { - "left": "issue:36683", - "right": "issue:43064", - "accept": false, - "reason": "Gemma3Config missing vocab_size vs FSDP2/PEFT optimizer-state corruption are unrelated." - }, - { - "left": "issue:42890", - "right": "issue:45561", - "accept": false, - "reason": "Both are flaky-test themed, but one is missing set_seed and the other is an xdist race on captured_info.txt." - }, - { - "left": "issue:43867", - "right": "issue:45375", - "accept": false, - "reason": "Different models and different missing fields/serialization bugs." - }, - { - "left": "issue:43010", - "right": "issue:45850", - "accept": false, - "reason": "no_grad decoration fix vs vague broad breakage report are not the same bug." - }, { "left": "issue:41669", "right": "issue:44246", "accept": false, - "reason": "Both mention import time, but one is import-star cleanup and the other is intermittent slowdown; too broad to merge." + "reason": "Both concern import overhead, but one is about import-star cost and the other about occasional slow imports; related area, not the same bug." }, { "left": "issue:36296", "right": "issue:43575", "accept": false, - "reason": "Tensor-parallel training bug and tp OOM on loading a specific model are different concrete failures." + "reason": "Tensor-parallel training bug vs tp-related OOM on loading a specific model; different failure modes and code paths." }, { "left": "issue:43010", "right": "issue:43976", "accept": false, - "reason": "Different issue types: no_grad update methods vs Python/version compatibility regression." + "reason": "Cache/layer no_grad decoration request is unrelated to Python version support breakage." }, { "left": "issue:43618", "right": "issue:44077", "accept": false, - "reason": "Different model API regressions; no shared code path is evident." + "reason": "CLIP attentions field regression is unrelated to patchtsmixer post_init policy." }, { "left": "issue:43867", "right": "issue:45357", "accept": false, - "reason": "Load-state_dict error and incorrect save_pretrained visual keys are different serialization paths." + "reason": "State-dict sorting load error vs incorrect visual encoder keys on save_pretrained; not the same underlying defect." }, { "left": "issue:43992", "right": "issue:45478", "accept": false, - "reason": "UMT5Encoder missing embed_tokens.weight vs Qwen3.5 MoE from_pretrained error are different model-specific load failures." + "reason": "UMT5 weight-missing load bug and Qwen3.5 MoE from_pretrained error are different models and different causes." }, { "left": "issue:28282", "right": "issue:33453", "accept": false, - "reason": "Missing PyTorch import dependency is unrelated to tokenizer-loading regression." + "reason": "PyTorch-missing ImportError for AutoModel is unrelated to tokenizer-loading regression." }, { "left": "issue:43618", "right": "issue:46285", "accept": false, - "reason": "CLIP attentions assignment vs CLIP text-model structure mismatch are separate regressions." + "reason": "Both touch CLIP, but one is a missing attentions assignment and the other is a structure inconsistency between two classes." }, { "left": "issue:44360", "right": "issue:45440", "accept": false, - "reason": "DSA indexer activation bug and DeepseekV3MoE implementation divergence are unrelated." + "reason": "DSA indexer ReLU discussion is unrelated to DeepseekV3MoE implementation divergence." }, { "left": "issue:42890", "right": "issue:44964", "accept": false, - "reason": "Test seeding flakiness vs Phi-4-multimodal model load failure are not the same bug." + "reason": "Test flakiness in SamHQ is unrelated to Phi-4 multimodal model loading." }, { "left": "issue:42890", "right": "issue:44112", "accept": false, - "reason": "Different CI/test failures with different causes." + "reason": "Both are test failures, but they are on different models and different causes." }, { "left": "issue:42890", "right": "issue:45600", "accept": false, - "reason": "Different CI regressions: seedless flaky integration test vs stale auto_mappings reference." + "reason": "SamHQ test seeding issue is unrelated to stale auto_mappings config references." }, { "left": "issue:42898", "right": "issue:46664", "accept": false, - "reason": "Tokenization-space cleanup behavior and video num_frames semantics are unrelated." + "reason": "Tokenizer cleanup behavior in v5 is unrelated to SmolVLM video num_frames semantics." }, { "left": "issue:43502", "right": "issue:44062", "accept": false, - "reason": "Offline local_files_only API leakage is unrelated to AddedToken keyword argument collision." + "reason": "local_files_only network regression and AddedToken special-arg error are distinct tokenizer/loading bugs." }, { "left": "issue:44734", "right": "issue:46617", "accept": false, - "reason": "KV-cache continuation indexing crash vs cache file not found are different code paths." + "reason": "KV-cache continuation crash in serve is unrelated to cache loading of a trust_remote_code model." }, { "left": "issue:43723", "right": "issue:44556", "accept": false, - "reason": "Tokenizer loading regression and model checkpoint reload incompatibility are related only at a very high level, not the same bug." + "reason": "Tokenizer loading regression and v4-to-v5 checkpoint reload breakage overlap on versioning, but not the same concrete bug." + }, + { + "left": "issue:44222", + "right": "issue:45125", + "accept": false, + "reason": "FP8 save_pretrained MoE issue is different from missing tensor-parallel plan on Qwen3_5MoeForConditionalGeneration." }, { "left": "issue:43824", "right": "issue:46617", "accept": false, - "reason": "Missing import symbol and trust_remote_code cache FileNotFoundError are different issues." + "reason": "Missing Qwen2_5_VL import and FileNotFoundError loading cached trust_remote_code models are unrelated." }, { - "left": "issue:44222", - "right": "issue:45125", + "left": "issue:43502", + "right": "issue:44485", "accept": false, - "reason": "FP8 save_pretrained bug and missing tensor-parallel plan are unrelated model features." + "reason": "local_files_only API requests bug is unrelated to GLM-5 RoPE implementation." }, { "left": "issue:44387", "right": "issue:44556", "accept": false, - "reason": "Int4 quantization memory regression and v4-to-v5 reload failure are different failures." + "reason": "Int4 quantization OOM is a different problem from checkpoint reload compatibility after v5 upgrade." }, { - "left": "issue:43502", - "right": "issue:44485", + "left": "issue:43874", + "right": "issue:46617", "accept": false, - "reason": "local_files_only network leakage has nothing to do with GLM-5 RoPE implementation." + "reason": "Missing image-processor helper in GLM46V is unrelated to cache FileNotFoundError for trust_remote_code." }, { - "left": "issue:43874", - "right": "issue:46617", + "left": "issue:43010", + "right": "issue:43065", "accept": false, - "reason": "Missing image-patch helper and trust_remote_code cache lookup failure are different multimodal loading issues." + "reason": "no_grad decoration for cache updates and dummy Conv2d in Sam3PixelDecoder are unrelated." }, { "left": "issue:43576", "right": "issue:46132", "accept": false, - "reason": "transformers env CLI breakage and AttentionInterface.register behavior change are separate features." + "reason": "Broken transformers env command and AttentionInterface.register behavior change are different features." + }, + { + "left": "issue:30333", + "right": "issue:33453", + "accept": false, + "reason": "MLflow reporting on failed training jobs has nothing to do with tokenizer loading regression." + }, + { + "left": "issue:45125", + "right": "issue:45478", + "accept": false, + "reason": "Both involve Qwen3.5 MoE, but one is missing _tp_plan while the other is a from_pretrained error; too different to merge." + }, + { + "left": "issue:44355", + "right": "issue:44749", + "accept": false, + "reason": "Compiled Python file errors are unrelated to the Chinese report about slower filtering after upgrade." + }, + { + "left": "issue:45125", + "right": "issue:45375", + "accept": false, + "reason": "Missing tensor-parallel plan and missing deepstack_visual_indexes are separate Qwen3.5 vision/MoE config issues." + }, + { + "left": "issue:30990", + "right": "issue:31795", + "accept": false, + "reason": "Sentence Transformers loading stall and forward() doc confusion are not the same underlying bug." + }, + { + "left": "issue:43010", + "right": "issue:43232", + "accept": false, + "reason": "Cache no_grad decoration request and generation kwargs update bug are different code paths." + }, + { + "left": "issue:46664", + "right": "issue:46726", + "accept": false, + "reason": "SmolVLM num_frames semantics and AutoProcessor backend-missing error are separate multimodal issues." + }, + { + "left": "issue:42548", + "right": "issue:44351", + "accept": false, + "reason": "PreTrainedModel import failure and HybridCache import failure are distinct missing-export issues." } ] }, @@ -17850,7 +17724,7 @@ "component_index": 1, "component_count": 24, "review_unit_index": 58, - "review_unit_count": 61, + "review_unit_count": 60, "status": "reviewed", "reason": null, "source": "llm", @@ -17860,7 +17734,6 @@ "nodes": [ "issue:29870", "issue:30333", - "issue:30990", "issue:31795", "issue:33453", "issue:34689", @@ -17869,9 +17742,6 @@ "issue:41628", "issue:42548", "issue:42757", - "issue:43010", - "issue:43065", - "issue:43232", "issue:43299", "issue:43475", "issue:43502", @@ -17880,51 +17750,46 @@ "issue:43824", "issue:43827", "issue:43901", + "issue:44038", "issue:44222", "issue:44230", + "issue:44273", "issue:44315", "issue:44351", "issue:44355", "issue:44360", + "issue:44393", "issue:44485", "issue:44492", "issue:44556", - "issue:44749", + "issue:44623", "issue:44908", "issue:44938", "issue:44961", + "issue:45003", "issue:45071", "issue:45125", + "issue:45230", "issue:45362", - "issue:45375", "issue:45468", - "issue:45478", + "issue:45542", + "issue:45753", "issue:45850", "issue:46143", "issue:46144", "issue:46209", "issue:46617", - "issue:46664", - "issue:46726" + "issue:46664" ], "soft_pairs": [ - "issue:43010|issue:43065", - "issue:30333|issue:33453", - "issue:45125|issue:45478", - "issue:44355|issue:44749", - "issue:45125|issue:45375", - "issue:30990|issue:31795", - "issue:43010|issue:43232", - "issue:46664|issue:46726", "issue:43502|issue:44961", "issue:43502|issue:44222", - "issue:42548|issue:44351", "issue:43827|issue:44961", "issue:30333|issue:36296", "issue:43299|issue:44556", "issue:29870|issue:31795", - "issue:44355|issue:45071", "issue:33453|issue:34689", + "issue:44355|issue:45071", "issue:43576|issue:45071", "issue:42757|issue:43576", "issue:44315|issue:44360", @@ -17938,239 +17803,192 @@ "issue:43576|issue:44938", "issue:43475|issue:46617", "issue:46143|issue:46144", - "issue:44315|issue:46209", "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:45362|issue:45850", + "issue:44273|issue:45542", + "issue:44623|issue:45230", + "issue:44360|issue:46664", + "issue:44273|issue:45003", + "issue:44038|issue:45125", + "issue:44393|issue:45071", + "issue:44393|issue:45753" ], - "prepared_review_unit_hash": "39db6bd8a87d7dd74f1393e6fb6b24c2785293f1d2401798f0b098dd3d1e39b1", + "prepared_review_unit_hash": "af14f3a1ca96a043cb5112845dabb0e7347dd7d4e7800209c86365ad8de21490", "component_budget": { "node_count": 502, "item_count": 502, "soft_pair_count": 1845, - "serialized_chars": 957264, - "estimated_input_tokens": 239316, - "estimated_eval_tokens": 478888 + "serialized_chars": 957282, + "estimated_input_tokens": 239321, + "estimated_eval_tokens": 478898 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 36, - "serialized_chars": 37785, - "estimated_input_tokens": 9447, - "estimated_eval_tokens": 19150 + "soft_pair_count": 34, + "serialized_chars": 36943, + "estimated_input_tokens": 9236, + "estimated_eval_tokens": 18728 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly a heterogeneous cluster of unrelated Transformers issues. Only a couple of soft links look plausibly duplicate: Qwen3.5-Moe loading regressions and a pair of RoFormer attention/kwargs issues. Most other pairs are clearly different bugs, commands, docs, or model families.", - "confidence": 0.41, - "canonical_issue_reason": "issue:45125 is the clearest concrete bug report in the one strong duplicate pair here: it names the likely root cause (`_tp_plan` missing) behind the Qwen3.5-Moe loading failure.", + "summary": "This cluster is heterogeneous: most items are unrelated v5 regressions, import/export breaks, model-loading issues, and docs problems. No soft-edge pair looks like a true duplicate of the same underlying bug/change.", + "confidence": 0.86, + "canonical_issue_reason": "Issue 45850 is the broadest representative of the cluster\u2019s dominant theme (Transformers 5.x breaking many downstream models), though it is still too general to be a precise duplicate target.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45125 is the best single anchor among the items because it is specific, reproducible, and the strongest candidate for grouping with a closely related loading error report.", + "best_issue_reason": "45850 is the best umbrella issue for the cluster because it most directly captures the common v5 regression narrative shared by several nearby reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43010", - "right": "issue:43065", + "left": "issue:43502", + "right": "issue:44961", "accept": false, - "reason": "Different subsystems: generation cache update/no-grad vs Sam3PixelDecoder dummy Conv2d." + "reason": "Local-files-only network leakage and an unrelated placeholder issue are not the same bug." }, { - "left": "issue:30333", - "right": "issue:33453", + "left": "issue:43502", + "right": "issue:44222", "accept": false, - "reason": "MLflow job-reporting failure and tokenizer-loading regression are unrelated." - }, - { - "left": "issue:45125", - "right": "issue:45478", - "accept": true, - "reason": "Both describe the same Qwen3.5-Moe loading path failing; 45125 gives the likely root cause and 45478 is a broader symptom report that could be fixed together." - }, - { - "left": "issue:44355", - "right": "issue:44749", - "accept": false, - "reason": "Compiled-file execution errors and a data-filtering slowdown are unrelated." - }, - { - "left": "issue:45125", - "right": "issue:45375", - "accept": false, - "reason": "One is tensor-parallel model-loading support; the other is a missing config field in Qwen3.5-Moe-Vision." - }, - { - "left": "issue:30990", - "right": "issue:31795", - "accept": false, - "reason": "Sentence-Transformers loading hang and forward() documentation confusion are not the same bug." - }, - { - "left": "issue:43010", - "right": "issue:43232", - "accept": false, - "reason": "Both are generation-related, but one is about cache update decoration and the other about sync_gpus model-kwargs handling." - }, - { - "left": "issue:46664", - "right": "issue:46726", - "accept": false, - "reason": "Video processor frame-count semantics and missing vision-backend import behavior are different issues." - }, - { - "left": "issue:43502", - "right": "issue:44961", - "accept": false, - "reason": "Local-files-only network leak and an unrelated 'racoon' issue do not match." - }, - { - "left": "issue:43502", - "right": "issue:44222", - "accept": false, - "reason": "Offline-loading bug and FP8 save_pretrained/moe behavior are different code paths." - }, - { - "left": "issue:42548", - "right": "issue:44351", - "accept": false, - "reason": "Both are import errors, but for different exported symbols with no clear shared root cause." + "reason": "One is about unexpected API requests; the other is FP8 moe save_pretrained behavior." }, { "left": "issue:43827", "right": "issue:44961", "accept": false, - "reason": "Docs still mentioning pipeline() and the unrelated 'racoon' report are not duplicates." + "reason": "Docs still referencing pipeline() and an unrelated placeholder issue are not the same change." }, { "left": "issue:30333", "right": "issue:36296", "accept": false, - "reason": "MLflow failure reporting and tensor-parallel training bug are unrelated." + "reason": "MLflow reporting on failed jobs and tensor-parallel training are unrelated." }, { "left": "issue:43299", "right": "issue:44556", "accept": false, - "reason": "Both are version-regression loading problems, but they involve different models and failure modes." + "reason": "Both are version-regression reports, but they concern different model-loading failures and likely different fixes." }, { "left": "issue:29870", "right": "issue:31795", "accept": false, - "reason": "An UnboundLocalError in generate() is unrelated to forward() documentation confusion." + "reason": "A generate() UnboundLocalError and confusing forward() docs are different bugs." }, { - "left": "issue:44355", - "right": "issue:45071", + "left": "issue:33453", + "right": "issue:34689", "accept": false, - "reason": "Compiled-file execution errors and PretrainedConfig type-checking regressions are different bugs." + "reason": "Both mention loading regressions, but they affect different models and likely different code paths." }, { - "left": "issue:33453", - "right": "issue:34689", + "left": "issue:44355", + "right": "issue:45071", "accept": false, - "reason": "Tokenizer loading regression and Llama 3.2 vision model-loading breakage are different symptoms." + "reason": "Compiled-file import/runtime errors and PretrainedConfig type-checking are unrelated." }, { "left": "issue:43576", "right": "issue:45071", "accept": false, - "reason": "Broken `transformers env` command and PretrainedConfig type checking are unrelated." + "reason": "Broken env command and type-checking regression are unrelated." }, { "left": "issue:42757", "right": "issue:43576", "accept": false, - "reason": "Missing `is_offline_mode` import from huggingface_hub is not the same as the v5 env-command breakage." + "reason": "Missing huggingface_hub symbol import and env command failure are different issues." }, { "left": "issue:44315", "right": "issue:44360", "accept": false, - "reason": "Liger-kernel application in `model_init` and a DSA indexer/ReLU discussion do not match." + "reason": "Liger Kernel application with model_init and a ReLU discussion are unrelated." }, { "left": "issue:31795", "right": "issue:38617", "accept": false, - "reason": "Docs confusion in model.forward and an ImportError for `layer_type_validation` are unrelated." + "reason": "Docs confusion and an ImportError for layer_type_validation are not the same bug." }, { "left": "issue:43576", "right": "issue:43824", "accept": false, - "reason": "Broken env command and Qwen2.5-VL import failure are different issues." + "reason": "Broken env command and missing Qwen2.5-VL export are unrelated." }, { "left": "issue:44961", "right": "issue:45468", "accept": false, - "reason": "The placeholder 'racoon' issue and Gemma4AudioRelPositionalEncoding bug are unrelated." + "reason": "Placeholder issue and Gemma audio positional encoding are unrelated." }, { "left": "issue:44485", "right": "issue:44961", "accept": false, - "reason": "GLM-5 RoPE implementation and the unrelated 'racoon' issue do not overlap." + "reason": "GLM-5 RoPE implementation and the placeholder issue are unrelated." }, { "left": "issue:44351", "right": "issue:46617", "accept": false, - "reason": "Top-level import failure for HybridCache and a cache FileNotFoundError are distinct failure modes." + "reason": "HybridCache import failure and cache FileNotFoundError are different failures." }, { "left": "issue:36296", "right": "issue:43901", "accept": false, - "reason": "Tensor-parallel training and pipeline doc wording are unrelated." + "reason": "Tensor-parallel training bug and TextClassificationPipeline docs are unrelated." }, { "left": "issue:44908", "right": "issue:44961", "accept": false, - "reason": "Scheduler kwargs handling and the unrelated 'racoon' issue are not duplicates." + "reason": "Scheduler kwargs handling and the placeholder issue are unrelated." }, { "left": "issue:43576", "right": "issue:44938", "accept": false, - "reason": "Broken env command and Python 3.14 loading failure are different regressions." + "reason": "Broken env command and Python 3.14 loading failure are distinct issues." }, { "left": "issue:43475", "right": "issue:46617", "accept": false, - "reason": "SAM3 vision encoder output attribute error and trust_remote_code cache FileNotFoundError are different problems." + "reason": "SAM3 video attribute error and trust_remote_code cache FileNotFoundError are unrelated." }, { "left": "issue:46143", "right": "issue:46144", - "accept": true, - "reason": "Both RoFormer issues point to the same underlying attention-path problem: methods bypassing the expected attention interface and not forwarding kwargs." - }, - { - "left": "issue:44315", - "right": "issue:46209", "accept": false, - "reason": "Liger-kernel model_init bug and FP8 inference failure on B200 are unrelated." + "reason": "Both concern RoFormer, but one is missing kwargs passthrough while the other is about attention-interface usage; not the same fix." }, { "left": "issue:44222", "right": "issue:44230", "accept": false, - "reason": "FP8 save_pretrained/moe behavior and FP8 inference support for Qwen3-VL/Qwen3.5-Moe are different issues." + "reason": "FP8 save_pretrained support and FP8 inference support are adjacent but distinct feature gaps." + }, + { + "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": "AutoImageProcessor import failure and PreTrainedModel import failure are separate export problems." + "reason": "Different missing import symbols from transformers; likely separate export regressions." }, { "left": "issue:44485", @@ -18182,23 +18000,62 @@ "left": "issue:43673", "right": "issue:44492", "accept": false, - "reason": "Generation cache missing during chunked_prefill and a typo in cache strategies are not the same bug." + "reason": "Chunked-prefill cache missing and a cache-strategy typo are not the same bug." }, { "left": "issue:45362", "right": "issue:45850", "accept": false, - "reason": "A specific Qwen3.5-35B chat crash and a broad 'too many models break since 5.0' complaint are not the same underlying issue." + "reason": "A specific Qwen3.5 crash and a broad 'many models break' complaint are not the same concrete bug." + }, + { + "left": "issue:44273", + "right": "issue:45542", + "accept": false, + "reason": "Lazy loading behavior and a TensorBoard-without-TF backend error are unrelated." + }, + { + "left": "issue:44623", + "right": "issue:45230", + "accept": false, + "reason": "Missing processor.save_pretrained files and an unspecified bug report are not the same issue." + }, + { + "left": "issue:44360", + "right": "issue:46664", + "accept": false, + "reason": "DSA indexer ReLU discussion and SmolVLM num_frames semantics are unrelated." + }, + { + "left": "issue:44273", + "right": "issue:45003", + "accept": false, + "reason": "Lazy loading and unsafe sys.modules access are different code paths." + }, + { + "left": "issue:44038", + "right": "issue:45125", + "accept": false, + "reason": "Qwen3-VL model loading and missing _tp_plan for tensor parallelism are distinct problems." + }, + { + "left": "issue:44393", + "right": "issue:45071", + "accept": false, + "reason": "Qwen3-VL bbox output issues and PretrainedConfig type checking are unrelated." + }, + { + "left": "issue:44393", + "right": "issue:45753", + "accept": false, + "reason": "Both are Qwen3-family multimodal complaints, but one is 2D bbox output quality and the other is an infinite-loop case; not the same bug." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "Grounded overall. The summary stays conservative about a largely heterogeneous set, and the two accepted soft links are plausible as same-bug/mergeable pairs from the titles alone. No obvious overstatement beyond the evidence in the packet." - }, - "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 }, @@ -18207,7 +18064,7 @@ "component_index": 1, "component_count": 24, "review_unit_index": 59, - "review_unit_count": 61, + "review_unit_count": 60, "status": "reviewed", "reason": null, "source": "llm", @@ -18217,6 +18074,7 @@ "nodes": [ "issue:31795", "issue:33453", + "issue:34689", "issue:41669", "issue:42371", "issue:42890", @@ -18227,8 +18085,8 @@ "issue:43572", "issue:43576", "issue:43673", + "issue:43704", "issue:43976", - "issue:44038", "issue:44077", "issue:44230", "issue:44246", @@ -18239,39 +18097,30 @@ "issue:44351", "issue:44360", "issue:44393", + "issue:44485", "issue:44492", "issue:44556", - "issue:44623", + "issue:44655", "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:45542", - "issue:45753", "issue:45850", "issue:46095", "issue:46218", "issue:46328", "issue:46655", - "issue:46664" + "issue:46894" ], "soft_pairs": [ - "issue:44273|issue:45542", - "issue:44623|issue:45230", - "issue:44360|issue:46664", - "issue:44273|issue:45003", - "issue:44038|issue:45125", - "issue:44393|issue:45071", - "issue:44393|issue:45753", "issue:41669|issue:43673", "issue:43576|issue:44556", "issue:43525|issue:45850", @@ -18304,276 +18153,273 @@ "issue:44315|issue:44829", "issue:43519|issue:46655", "issue:44360|issue:45468", - "issue:44273|issue:44908" + "issue:44273|issue:44908", + "issue:45468|issue:46894", + "issue:45230|issue:45310", + "issue:43519|issue:44485", + "issue:43576|issue:46218", + "issue:44655|issue:44861", + "issue:43519|issue:44908", + "issue:41669|issue:43704", + "issue:31795|issue:34689", + "issue:43704|issue:44485" ], - "prepared_review_unit_hash": "45b944b6bf04f2bff0f0bcfae943d23cb82e55976c5d0e73f3eeeb884996b73b", + "prepared_review_unit_hash": "b7ba224872967e8140c912f2efd720bb426af8f1b8dc220a3fd79f1c8a3d8787", "component_budget": { "node_count": 502, "item_count": 502, "soft_pair_count": 1845, - "serialized_chars": 957264, - "estimated_input_tokens": 239316, - "estimated_eval_tokens": 478888 + "serialized_chars": 957282, + "estimated_input_tokens": 239321, + "estimated_eval_tokens": 478898 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 40, - "serialized_chars": 39102, - "estimated_input_tokens": 9776, - "estimated_eval_tokens": 19808 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 42, + "serialized_chars": 39147, + "estimated_input_tokens": 9787, + "estimated_eval_tokens": 19830 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is noisy and mostly contains unrelated regressions. The strongest common thread is import/lazy-loading-related issues, but the provided pairs do not look like exact duplicates of the same concrete bug/change.", - "confidence": 0.46, - "canonical_issue_reason": "issue:44273 is the most representative broad bug in the set, centered on lazy loading/import behavior, which is the closest shared theme across the few related entries.", + "summary": "This cluster is mostly a loose v5-regression / loading-import / model-compatibility theme, not a set of true duplicates. I would use the broad v5-breakage report as the issue umbrella, but none of the soft edge pairs look like the same concrete bug.", + "confidence": 0.65, + "canonical_issue_reason": "issue:45850 is the broadest umbrella for the cluster\u2019s recurring theme: Transformers v5 breaks many models and loading paths. It is generic, but it best matches the cluster\u2019s mixed set of v5 regression reports.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44273 is the best global issue candidate because it names the underlying subsystem most clearly and could plausibly anchor nearby import/lazy-loading regressions.", + "best_issue_reason": "issue:45850 is the best single representative because it spans the widest set of related complaints (model loading/import/config regressions after v5), even though it is not a precise bug report.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:44273", - "right": "issue:45542", - "accept": false, - "reason": "Both are import/runtime-related, but one is a lazy-loading problem while the other is a TF backend/tensorboard-specific error; not the same bug." - }, - { - "left": "issue:44623", - "right": "issue:45230", - "accept": false, - "reason": "One is a specific processor.save_pretrained missing-files bug; the other is an uninformative generic bug report." - }, - { - "left": "issue:44360", - "right": "issue:46664", - "accept": false, - "reason": "Completely different domains: DSA indexer/ReLU vs SmolVLM video padding/num_frames." - }, - { - "left": "issue:44273", - "right": "issue:45003", - "accept": false, - "reason": "Both touch import/lazy-loading behavior, but the concrete failures differ and there is not enough evidence of the same underlying defect." - }, - { - "left": "issue:44038", - "right": "issue:45125", - "accept": false, - "reason": "Same model family, but one is a general Qwen3-VL-Moe bug and the other is a tensor-parallel _tp_plan issue." - }, - { - "left": "issue:44393", - "right": "issue:45071", - "accept": false, - "reason": "Qwen3-VL output bug vs a PretrainedConfig type-checking regression; unrelated code paths." - }, - { - "left": "issue:44393", - "right": "issue:45753", - "accept": false, - "reason": "Both mention Qwen3-VL/Qwen3.5 vision models, but the symptoms and likely root causes are different." - }, { "left": "issue:41669", "right": "issue:43673", "accept": false, - "reason": "Import-time performance/lazy-loading is the only overlap; one is about import * usage, the other about chunked_prefill cache presence." + "reason": "One is import * / import-time bloat, the other is a missing generation cache in chunked prefill; related area, different bug." }, { "left": "issue:43576", "right": "issue:44556", "accept": false, - "reason": "Both are v5 regressions, but in different surfaces: the env command vs checkpoint reload compatibility." + "reason": "CLI env command breakage and checkpoint reload incompatibility are both v5 regressions, but they affect different code paths." }, { "left": "issue:43525", "right": "issue:45850", "accept": false, - "reason": "A missing pad_token_id on one config is much more specific than the broad 'breaks too many models' complaint." + "reason": "Specific Llama4 pad_token_id AttributeError versus a generic 'many models break' report; not the same bug." }, { "left": "issue:43572", "right": "issue:45850", "accept": false, - "reason": "A missing pad_token_idx on StableLmConfig is a specific config bug, not the same as a broad version-wide complaint." + "reason": "StableLm pad_token_idx missing is a concrete config-field regression, not the same as the broad v5 breakage umbrella." }, { "left": "issue:44556", "right": "issue:45092", "accept": false, - "reason": "Both involve v5 upgrade/loading problems, but they affect different model families and likely different code paths." + "reason": "Both are upgrade/loading incompatibilities, but one is checkpoint reload and the other is remote-code/meta-init incompatibility for a different model." }, { "left": "issue:44492", "right": "issue:45850", "accept": false, - "reason": "A cache-strategy typo is unrelated to a generic version regression complaint." + "reason": "Cache-strategy typo is a narrow docs/code typo issue, not the same as a general v5 model-breakage report." }, { "left": "issue:45278", "right": "issue:45850", "accept": false, - "reason": "Broad import errors after upgrade are not the same concrete issue as a general 'too many models' complaint." + "reason": "Import errors after upgrade are related to the broad regression theme, but this is a distinct concrete failure mode." }, { "left": "issue:42371", "right": "issue:44492", "accept": false, - "reason": "TF32 API settings and cache-strategy typo are unrelated." + "reason": "TF32 behavior settings and cache-strategy typo are unrelated." }, { "left": "issue:43408", "right": "issue:44315", "accept": false, - "reason": "Model-type warning vs Liger Kernel application bug are different problems." + "reason": "Model-type warning in sam3_tracker and Liger Kernel not applied with model_init are different issues." }, { "left": "issue:41669", "right": "issue:46218", "accept": false, - "reason": "Both are import-related, but one is about import * and performance; the other is a missing module import for a specific class." + "reason": "Import * slowdown is a performance/regression issue; Qwen3_5ForCausalLM import failure is a specific missing-module problem." }, { "left": "issue:44230", "right": "issue:46095", "accept": false, - "reason": "FP8 inference support for Qwen3-VL/Moe is unrelated to a DeepSeek weight-conversion question." + "reason": "FP8 support request and weight-conversion-script question are not the same bug or change." }, { "left": "issue:44246", "right": "issue:44273", "accept": false, - "reason": "Both concern import/lazy-loading performance, but one is slow import timing and the other is a functional lazy-loading failure; not clearly the same bug." + "reason": "Both mention import/lazy-loading pain, but one is intermittent import slowness and the other is a broader lazy-loading malfunction." }, { "left": "issue:42890", "right": "issue:44908", "accept": false, - "reason": "Test seed flakiness and scheduler kwargs handling are unrelated." + "reason": "Seed-related test flakiness and scheduler kwargs handling are unrelated." }, { "left": "issue:43576", "right": "issue:44908", "accept": false, - "reason": "Different subsystems entirely: env command vs scheduler kwargs." + "reason": "Env command breakage and inverse_sqrt scheduler kwargs are different subsystems." }, { "left": "issue:43352", "right": "issue:44393", "accept": false, - "reason": "Nemotron Flash Attention support and Qwen3-VL bounding-box output are unrelated." + "reason": "Flash Attention 2 support error and Qwen3-VL bbox hallucination are unrelated." }, { "left": "issue:43976", "right": "issue:44393", "accept": false, - "reason": "Python-version compatibility and Qwen3-VL output issues are unrelated." + "reason": "Python version compatibility and a Qwen3-VL output bug are not the same issue." }, { "left": "issue:44908", "right": "issue:45071", "accept": false, - "reason": "Scheduler keyword handling is unrelated to PretrainedConfig type checking." + "reason": "Scheduler kwarg propagation and PretrainedConfig type-checking regression are different code paths." }, { "left": "issue:44295", "right": "issue:45230", "accept": false, - "reason": "Specific position_ids buffer access bug vs generic bug report." + "reason": "Position_ids buffer access bug and a generic bug report have no clear overlap." }, { "left": "issue:44492", "right": "issue:46328", "accept": false, - "reason": "Both are efficiency/cleanup issues, but one is a typo and the other is a padding conversion performance regression." + "reason": "Cache-strategy typo and SequenceFeatureExtractor.pad inefficiency are unrelated." }, { "left": "issue:44297", "right": "issue:45230", "accept": false, - "reason": "Tokenizer_class mismatch in save_pretrained is specific; the other item is generic and non-specific." + "reason": "Tokenizer save_pretrained mismatch is a concrete tokenizer bug, while 45230 is too generic to be the same issue." }, { "left": "issue:44704", "right": "issue:44908", "accept": false, - "reason": "Processor kwargs forwarding and scheduler kwargs forwarding are different APIs and bugs." + "reason": "AutoProcessor kwargs forwarding and inverse_sqrt scheduler kwargs are unrelated." }, { "left": "issue:41669", "right": "issue:44351", "accept": false, - "reason": "Both involve imports, but one is performance/lazy-loading and the other is a missing symbol export/import error." + "reason": "Import * usage slowdown and HybridCache import failure are both import-related but not the same underlying defect." }, { "left": "issue:41669", "right": "issue:45341", "accept": false, - "reason": "Import-time performance issue and a testing_utils bug are unrelated." + "reason": "Import * slowdown and a testing_utils bug are unrelated." }, { "left": "issue:43976", "right": "issue:45850", "accept": false, - "reason": "Python version support regression is not the same as a broad 'many models break' complaint." + "reason": "Python3.9+/3.10+ compatibility is a separate environment issue, not the same as broad model breakage." }, { "left": "issue:43976", "right": "issue:46218", "accept": false, - "reason": "Python compatibility and a specific module import failure are unrelated." + "reason": "Python version support and a model import failure are different problems." }, { "left": "issue:44393", "right": "issue:45478", "accept": false, - "reason": "Different Qwen3-family issues with different symptoms and model paths; not the same concrete bug." + "reason": "Qwen3-VL bbox hallucination and Qwen3.5 MoE from_pretrained error are different model bugs." }, { "left": "issue:44077", "right": "issue:44861", "accept": false, - "reason": "Optional post_init validation and tied-weights key handling are separate implementation issues." + "reason": "Optional post_init enforcement and tied-weight-key AttributeError are unrelated." }, { "left": "issue:31795", "right": "issue:33453", "accept": false, - "reason": "Documentation confusion in model.forward is unrelated to tokenizer loading regression." + "reason": "Documentation confusion and tokenizer loading regression are not the same bug." }, { - "left": "issue:41669", + "left": "issue:43576", "right": "issue:44273", "accept": false, - "reason": "Import * overhead and lazy-loading failure may be loosely related, but they are not clearly the same underlying change or bug." + "reason": "Env command breakage and lazy-loading malfunction are both v5-related, but distinct behaviors." }, { "left": "issue:44315", "right": "issue:44829", "accept": false, - "reason": "Liger Kernel not applied with model_init and flash_attention_3 training degeneration are different issues." + "reason": "Liger Kernel application bug and flash_attention_3 degenerate training are different training/model-path issues." }, { "left": "issue:43519", "right": "issue:46655", "accept": false, - "reason": "Different video-processor bugs in different models: timestamp calculation vs padding calculation." + "reason": "Qwen3VL timestamp calculation and SmolVLM video padding are both processor bugs, but on different models and code paths." }, { "left": "issue:44360", "right": "issue:45468", "accept": false, - "reason": "DSA indexer/ReLU discussion is unrelated to Gemma-4 audio positional encoding." + "reason": "DSA indexer ReLU discussion and Gemma-4 audio positional encoding are unrelated." }, { "left": "issue:44273", "right": "issue:44908", "accept": false, - "reason": "Lazy-loading regression and inverse_sqrt scheduler kwargs are unrelated." + "reason": "Lazy loading failure and scheduler kwargs propagation are unrelated." + }, + { + "left": "issue:45468", + "right": "issue:46894", + "accept": false, + "reason": "Gemma-4 positional encoding and CohereASR double-shift training loss are different bugs." + }, + { + "left": "issue:45230", + "right": "issue:45310", + "accept": false, + "reason": "Generic bug report and Qwen3.5 MoE from_pretrained error are not clearly the same issue." + }, + { + "left": "issue:43519", + "right": "issue:44485", + "accept": false, + "reason": "Qwen3VL timestamp calculation and GLM-5 RoPE implementation are different model-specific algorithm bugs." + }, + { + "left": "issue:43576", + "right": "issue:46218", + "accept": false, + "reason": "Env command failure and Qwen3_5ForCausalLM import failure are different symptoms and code paths." + }, + { + "left": "issue:44655", + "right": "issue:44861", + "accept": false, + "reason": "Pipeline save_pretrained and tied-weight-key AttributeError are unrelated." } ] }, @@ -18589,7 +18435,7 @@ "component_index": 1, "component_count": 24, "review_unit_index": 60, - "review_unit_count": 61, + "review_unit_count": 60, "status": "reviewed", "reason": null, "source": "llm", @@ -18602,37 +18448,37 @@ "issue:30333", "issue:31515", "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:44351", "issue:44485", "issue:44492", "issue:44623", - "issue:44655", "issue:44861", "issue:44908", "issue:44938", "issue:44998", - "issue:45230", "issue:45250", "issue:45290", "issue:45310", @@ -18642,19 +18488,9 @@ "issue:46095", "issue:46144", "issue:46172", - "issue:46218", - "issue:46894" + "issue:46218" ], "soft_pairs": [ - "issue:45468|issue:46894", - "issue:45230|issue:45310", - "issue:43576|issue:46218", - "issue:43519|issue:44485", - "issue:44655|issue:44861", - "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", @@ -18687,419 +18523,298 @@ "issue:44230|issue:45310", "issue:43298|issue:44230", "issue:43717|issue:46144", - "issue:42936|issue:46018" + "issue:42936|issue:46018", + "issue:43668|issue:44031", + "issue:42936|issue:43240", + "issue:43240|issue:46144", + "issue:42936|issue:44031", + "issue:42936|issue:46144", + "issue:42936|issue:43813", + "issue:43240|issue:43668", + "issue:43668|issue:43813", + "issue:37934|issue:43668", + "issue:42936|issue:43668" ], - "prepared_review_unit_hash": "3265befcec5f5e61b44bd85dc3dd95a244ecc1c861db1d2924791abc1df50407", + "prepared_review_unit_hash": "30b44f7bc91e74d638f84ad371617980f3411c8564adba2f1152df331396976d", "component_budget": { "node_count": 502, "item_count": 502, "soft_pair_count": 1845, - "serialized_chars": 957264, - "estimated_input_tokens": 239316, - "estimated_eval_tokens": 478888 + "serialized_chars": 957282, + "estimated_input_tokens": 239321, + "estimated_eval_tokens": 478898 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 42, - "serialized_chars": 38806, - "estimated_input_tokens": 9702, - "estimated_eval_tokens": 19660 + "node_count": 46, + "item_count": 46, + "soft_pair_count": 43, + "serialized_chars": 38567, + "estimated_input_tokens": 9642, + "estimated_eval_tokens": 19540 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is broadly heterogeneous, with a loose v5/regression theme but no true duplicate pairs among the soft edges. No PRs are present. If one issue must serve as the anchor, 43066 is the most concrete and representative of the tokenizer-v5 subset.", - "confidence": 0.93, - "canonical_issue_reason": "Issue 43066 is the clearest concrete bug report here: a specific v5 tokenizer decoder-type regression.", + "summary": "The cluster is very heterogeneous: most items are unrelated model/config/import/regression issues that only share broad transformer-version or model-family similarity. I found no safe duplicate merges among the soft pairs.", + "confidence": 0.71, + "canonical_issue_reason": "issue:45850 is the broadest umbrella-style complaint in the set (\u201c5.0 version breaks too many models\u201d), so it is the closest thing to a cluster representative, though the cluster is not truly cohesive.", "canonical_pr_reason": null, - "best_issue_reason": "43066 is the most suitable representative because it is specific, actionable, and on the main recurring v5/tokenizer theme; most other issues are either vague placeholders or unrelated subsystems.", + "best_issue_reason": "issue:45850 is the most general and cluster-like issue; it can serve as the least-specific representative even though it is not a true duplicate target for the rest.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:45468", - "right": "issue:46894", + "left": "issue:46018", + "right": "issue:46172", "accept": false, - "reason": "Both are audio-related, but they describe different model bugs and different code paths." + "reason": "Different DeepSeek-V4 bugs: gated shared expert logic vs a dtype/transpose problem in comb tensor handling." }, { - "left": "issue:45230", - "right": "issue:45310", + "left": "issue:44485", + "right": "issue:45468", "accept": false, - "reason": "Both are generic loading failures, but one is a placeholder report and the other is a Qwen3.5 MoE-specific from_pretrained error." + "reason": "Both are architecture-related, but one is about GLM-5 RoPE design and the other about Gemma-4 audio positional encoding; not the same bug." }, { - "left": "issue:43576", - "right": "issue:46218", + "left": "issue:42371", + "right": "issue:43704", "accept": false, - "reason": "Both involve v5 breakage, but one is the `transformers env` command and the other is a missing model import symbol." + "reason": "TF32 API behavior and VRAM leakage in multi-dataloader threads are unrelated problems." }, { - "left": "issue:43519", - "right": "issue:44485", + "left": "issue:43502", + "right": "issue:43519", "accept": false, - "reason": "Processor timestamp calculation and GLM-5 RoPE implementation are different bugs in different components." + "reason": "Local-files-only network access and Qwen3VL timestamp calculation are unrelated." }, { - "left": "issue:44655", - "right": "issue:44861", + "left": "issue:45850", + "right": "issue:46218", "accept": false, - "reason": "Both touch save/pretrained internals, but Pipeline saving and tied-weight-key handling are distinct failures." - }, - { - "left": "issue:43519", - "right": "issue:44908", - "accept": false, - "reason": "Timestamp calculation in a processor and scheduler kwargs handling are unrelated." - }, - { - "left": "issue:41669", - "right": "issue:43704", - "accept": false, - "reason": "Import-star cleanup/performance work is unrelated to a VRAM leak in Qwen3ForCausalLM." - }, - { - "left": "issue:31795", - "right": "issue:34689", - "accept": false, - "reason": "Documentation confusion about inputs/past_key_values is not the same as a model-loading regression." - }, - { - "left": "issue:43704", - "right": "issue:44485", - "accept": false, - "reason": "These are different failures in different model implementations: memory leak versus RoPE math." - }, - { - "left": "issue:46018", - "right": "issue:46172", - "accept": false, - "reason": "DeepSeek-V4 shared-expert gating and DeepSeek-V4 tensor transpose issues are distinct bugs." - }, - { - "left": "issue:44485", - "right": "issue:45468", - "accept": false, - "reason": "Different models and different implementation areas; not the same underlying defect." - }, - { - "left": "issue:42371", - "right": "issue:43704", - "accept": false, - "reason": "TF32 API settings and a VRAM leak are unrelated issues." - }, - { - "left": "issue:43502", - "right": "issue:43519", - "accept": false, - "reason": "Offline-loading network requests and processor timestamp math are unrelated." - }, - { - "left": "issue:45850", - "right": "issue:46218", - "accept": false, - "reason": "A broad complaint that v5 breaks many models is not the same bug as a specific Qwen3_5 import failure." + "reason": "One is a broad v5 regression complaint, the other is a specific Qwen3_5 import failure; different failure modes." }, { "left": "issue:43519", "right": "issue:44623", "accept": false, - "reason": "Processor timestamp logic and missing save_pretrained files are different code paths." + "reason": "Processor timestamp math and processor.save_pretrained missing files are different processor bugs." }, { "left": "issue:44263", "right": "issue:45468", "accept": false, - "reason": "GLM MoE indexing and Gemma-4 audio positional encoding are unrelated bugs." + "reason": "torch.split return values in GlmMoeDsaIndexer is unrelated to Gemma-4 audio positional encoding." }, { "left": "issue:43606", "right": "issue:45468", "accept": false, - "reason": "CPU-offload device mismatch and audio positional encoding are different problems." + "reason": "CPU offload device mismatch is unrelated to Gemma-4 audio positional encoding." }, { "left": "issue:43519", "right": "issue:43704", "accept": false, - "reason": "Processor timestamp calculation and VRAM leak symptoms are unrelated." + "reason": "Timestamp calculation and VRAM leakage in threaded inference are unrelated." }, { "left": "issue:43298", "right": "issue:46095", "accept": false, - "reason": "Continuous batching/audio support and DeepSeek-V4 weight conversion are not the same change." + "reason": "Audio continuous batching support and DeepSeek-V4 weight conversion are different feature requests." }, { "left": "issue:43352", "right": "issue:46218", "accept": false, - "reason": "Flash Attention support for NemotronH and a Qwen3_5 import error are different issues." + "reason": "Flash-Attention-2 support for NemotronH is unrelated to Qwen3_5 import errors." }, { "left": "issue:44351", "right": "issue:46218", "accept": false, - "reason": "Both are import errors, but they involve different missing symbols and different modules." + "reason": "Both are import errors, but for different missing symbols/modules and likely different root causes." }, { "left": "issue:42913", "right": "issue:43066", "accept": false, - "reason": "Both are tokenizer v5 regressions, but one is a general behavior change and the other is a specific decoder-type mismatch; not clearly one bug." + "reason": "Both concern tokenizer v5 changes, but one is a broad behavior drift report and the other is a specific decoder-type bug; too loose to merge." }, { "left": "issue:28348", "right": "issue:45250", "accept": false, - "reason": "They only share the Flash Attention 2.0 wording; one is GPT2 support and the other is a generic title." + "reason": "GPT2LMHeadModel FA2 support request and a generic Flash Attention 2.0 issue are not the same concrete bug/change." }, { "left": "issue:44908", "right": "issue:44998", "accept": false, - "reason": "Scheduler kwargs handling is unrelated to the placeholder issue title." + "reason": "Scheduler kwargs handling and an unrelated joke issue." }, { "left": "issue:44492", "right": "issue:44998", "accept": false, - "reason": "A typo in cache strategies is unrelated to the placeholder issue." + "reason": "Cache-strategy typo and an unrelated joke issue." }, { "left": "issue:43618", "right": "issue:44998", "accept": false, - "reason": "CLIPOutput attention assignment regression is unrelated to the placeholder issue." + "reason": "CLIPOutput attention assignment regression and an unrelated joke issue." }, { "left": "issue:44998", "right": "issue:45850", "accept": false, - "reason": "A placeholder title does not indicate the same underlying bug as the broad v5-breakage complaint." + "reason": "The latter is a broad version-regression complaint; the former is unrelated." }, { "left": "issue:44938", "right": "issue:44998", "accept": false, - "reason": "Python 3.14 loading failure is unrelated to the placeholder issue." + "reason": "Python 3.14 load failure and an unrelated joke issue." }, { "left": "issue:44861", "right": "issue:45290", "accept": false, - "reason": "Tied-weight key crashes and chat-template tool-call crashes are different code paths." + "reason": "Tied-weights key handling and chat-template tool-call crashes are different code paths." }, { "left": "issue:31515", "right": "issue:38617", "accept": false, - "reason": "Slow from_pretrained loading and a missing import symbol are unrelated." + "reason": "Slow from_pretrained checkpoint loading and an import error are unrelated." }, { "left": "issue:43572", "right": "issue:44861", "accept": false, - "reason": "StableLmConfig pad-token regression and tied-weight-key handling are different bugs." + "reason": "Missing StableLmConfig pad_token_idx and tied-weights key handling are unrelated." }, { "left": "issue:43525", "right": "issue:44861", "accept": false, - "reason": "Llama4Config pad_token_id absence is unrelated to tied-weight-key crashes." + "reason": "Llama4Config pad_token_id missing and tied-weights key handling are unrelated." }, { "left": "issue:44230", "right": "issue:44623", "accept": false, - "reason": "FP8 inference support and missing processor save files are unrelated." + "reason": "FP8 inference support and processor.save_pretrained file omission are different issues." }, { "left": "issue:28348", "right": "issue:43352", "accept": false, - "reason": "Both mention Flash Attention 2.0, but they concern different models and different symptoms." + "reason": "Both mention Flash Attention 2.0, but they target different models and different fixes." }, { "left": "issue:29870", "right": "issue:31515", "accept": false, - "reason": "BART generate mask error and slow checkpoint loading are unrelated." + "reason": "BART generate() decoder mask bug and slow checkpoint loading are unrelated." }, { "left": "issue:30333", "right": "issue:31515", "accept": false, - "reason": "MLFlow reporting failure and slow loading are unrelated issues." + "reason": "MLFlow reporting on failed jobs and checkpoint loading speed are unrelated." }, { "left": "issue:31515", "right": "issue:36296", "accept": false, - "reason": "Checkpoint loading performance and tensor-parallel training are different problems." + "reason": "Checkpoint loading performance and tensor-parallel training bugs are different problems." }, { "left": "issue:31515", "right": "issue:31795", "accept": false, - "reason": "Loading performance and documentation confusion do not describe the same bug." + "reason": "Loading speed and forward() documentation confusion are unrelated." }, { "left": "issue:44230", "right": "issue:45310", "accept": false, - "reason": "FP8 support request and Qwen3.5 MoE loading error are different concerns." - }, - { - "left": "issue:43298", - "right": "issue:44230", - "accept": false, - "reason": "Continuous batching for audio models and FP8 inference support are unrelated." + "reason": "FP8 inference support and Qwen3.5 from_pretrained errors 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." + "reason": "Mamba init_weights behavior and RoFormer attention interface usage are unrelated." }, { "left": "issue:42936", "right": "issue:46018", "accept": false, - "reason": "Mask2former ignore_value handling and DeepSeek-V4 shared-expert gating 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": 24, - "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-10000-502", - "nodes": [ - "issue:37934", - "issue:42936", - "issue:43240", - "issue:43668", - "issue:43813", - "issue:44031", - "issue:46144" - ], - "soft_pairs": [ - "issue:43668|issue:44031", - "issue:42936|issue:43240", - "issue:43240|issue:46144", - "issue:42936|issue:44031", - "issue:42936|issue:46144", - "issue:42936|issue:43813", - "issue:43240|issue:43668", - "issue:43668|issue:43813", - "issue:37934|issue:43668", - "issue:42936|issue:43668" - ], - "prepared_review_unit_hash": "01756314d74ff7fd2bafa898ce619016749025cbeb37382eaabab76eeb6ef34c", - "component_budget": { - "node_count": 502, - "item_count": 502, - "soft_pair_count": 1845, - "serialized_chars": 957264, - "estimated_input_tokens": 239316, - "estimated_eval_tokens": 478888 - }, - "budget": { - "node_count": 7, - "item_count": 7, - "soft_pair_count": 10, - "serialized_chars": 6932, - "estimated_input_tokens": 1733, - "estimated_eval_tokens": 3722 - }, - "overflow_policy": "truncate_then_skip", - "trimmed": false, - "aggressively_trimmed": false, - "split": true, - "analyst_result": { - "summary": "This cluster is not a duplicate set: the issues span unrelated models/components (norm behavior, Mask2Former loss handling, ModernBERT typing, tokenizer warnings, RoFormer attention plumbing, etc.). None of the soft pairs look like the same underlying bug.", - "confidence": 0.98, - "canonical_issue_reason": null, - "canonical_pr_reason": null, - "best_issue_reason": "No single canonical issue fits this cluster because the items are unrelated; if one must be highlighted, issue:43240 is the most concrete and broadly discussed bug report.", - "best_pr_reason": null, - "soft_edge_verdicts": [ + "reason": "Mask2former ignore_value usage and DeepSeek-V4 shared expert gating are unrelated." + }, { "left": "issue:43668", "right": "issue:44031", "accept": false, - "reason": "Different problems: a type-hint bug in ModernBERTConfig versus a tokenizer regex warning regression." + "reason": "Incorrect type hint on ModernBERTConfig and tokenizer regex warnings are unrelated." }, { "left": "issue:42936", "right": "issue:43240", "accept": false, - "reason": "Mask2Former ignore_value handling is unrelated to kwargs not being forwarded into a loss function." + "reason": "Mask2former ignore_value handling and loss-function kwargs propagation are unrelated." }, { "left": "issue:43240", "right": "issue:46144", "accept": false, - "reason": "Loss kwarg forwarding and RoFormer attention interface usage are separate code paths and bug types." + "reason": "Loss kwargs propagation and RoFormer attention interface usage are unrelated." }, { "left": "issue:42936", "right": "issue:44031", "accept": false, - "reason": "Mask2Former loss/ignore_value behavior does not match tokenizer regex warning behavior." + "reason": "Mask2former ignore_value handling and tokenizer regex warnings are unrelated." }, { "left": "issue:42936", "right": "issue:46144", "accept": false, - "reason": "Mask2Former ignore_value logic and RoFormer attention interface wiring are unrelated model bugs." + "reason": "Mask2former ignore_value handling and RoFormer attention interface usage are unrelated." }, { "left": "issue:42936", "right": "issue:43813", "accept": false, - "reason": "A missing ignore_value use is unrelated to a typo in a quantization attribute name." + "reason": "Mask2former ignore_value handling and a typo in quantization conversion text are unrelated." }, { "left": "issue:43240", "right": "issue:43668", "accept": false, - "reason": "Passing kwargs to loss calculation is unrelated to an incorrect type hint for norm_eps." + "reason": "Loss kwargs propagation and a config type-hint issue are unrelated." }, { "left": "issue:43668", "right": "issue:43813", "accept": false, - "reason": "ModernBERTConfig typing and a quantization-attribute typo are different issues with no shared code-path." + "reason": "ModernBERT norm_eps typing and a quantization typo are unrelated." }, { "left": "issue:37934", "right": "issue:43668", "accept": false, - "reason": "Llama4TextL2Norm vs RMS norm semantics is a model implementation question, not a ModernBERTConfig type-hint bug." + "reason": "Llama4TextL2Norm semantics and ModernBERT norm_eps typing are unrelated." }, { "left": "issue:42936", "right": "issue:43668", "accept": false, - "reason": "Mask2Former ignore_value handling and ModernBERTConfig norm_eps typing are unrelated." + "reason": "Mask2former ignore_value handling and ModernBERT norm_eps typing are unrelated." } ] }, @@ -19132,52 +18847,52 @@ "issue:10519|issue:11005", "issue:11005|issue:11307" ], - "prepared_review_unit_hash": "1b7be70740fefbce69d0859117844a270100235e1da5d3cd02219b9791650827", + "prepared_review_unit_hash": "4067988de618ebe9cb10cb9484df7bf5886551d4ad800a954eed04563ea4c043", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 2877, - "estimated_input_tokens": 720, - "estimated_eval_tokens": 1696 + "serialized_chars": 2876, + "estimated_input_tokens": 719, + "estimated_eval_tokens": 1694 }, "budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 2877, - "estimated_input_tokens": 720, - "estimated_eval_tokens": 1696 + "serialized_chars": 2876, + "estimated_input_tokens": 719, + "estimated_eval_tokens": 1694 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These three issues are not duplicates: they concern unrelated topics (tokenizer truncation behavior, a ReduceLROnPlateau-like scheduler feature, and Wav2Vec2 word boundary offsets).", + "summary": "These issues are about three unrelated feature requests: tokenizer truncation behavior, a ReduceLROnPlateau-like scheduler, and Wav2Vec2 word time offsets. The similarity is only superficial, so they should not be clustered as duplicates.", "confidence": 0.98, - "canonical_issue_reason": "Issue #10519 is the most concrete, self-contained feature request in the set; the other two are unrelated problems and do not form a single underlying bug/feature.", + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "#10519 is the best representative only in the sense that it is the clearest and most specific issue, but the cluster does not appear to be a true duplicate group.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:10519", "right": "issue:11307", "accept": false, - "reason": "Different areas and requests: tokenizer truncation direction vs. Wav2Vec2 word timestamp offsets. No shared underlying bug or change." + "reason": "Different domains and problems: truncation strategy for token sequences vs extracting word timing offsets in Wav2Vec2." }, { "left": "issue:10519", "right": "issue:11005", "accept": false, - "reason": "Token truncation behavior is unrelated to ReduceLROnPlateau-like scheduling functionality." + "reason": "One is about sequence truncation options, the other is a training scheduler feature request; no shared underlying bug/change." }, { "left": "issue:11005", "right": "issue:11307", "accept": false, - "reason": "A learning-rate scheduler feature request and Wav2Vec2 word offset extraction are unrelated." + "reason": "Completely different functionality requests: learning-rate scheduling vs speech model word boundary timings." } ] }, @@ -19209,12 +18924,12 @@ "issue:13244|issue:16618", "issue:15980|issue:16618" ], - "prepared_review_unit_hash": "38bf940c4f209755e2acdf93dabff257fb52cd5ea7a99afcc7be398aaeab97fe", + "prepared_review_unit_hash": "7944fe93d02efed5d32eb6193fb6bae643426a6e43c9694e4fc57e1d9e356060", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 2478, + "serialized_chars": 2479, "estimated_input_tokens": 620, "estimated_eval_tokens": 1496 }, @@ -19222,7 +18937,7 @@ "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 2478, + "serialized_chars": 2479, "estimated_input_tokens": 620, "estimated_eval_tokens": 1496 }, @@ -19231,24 +18946,24 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are not true duplicates: one is about TAPAS tokenization, one about private-model download/auth error messaging, and one about a generic BERT loading failure. The similarities are superficial and point to different code paths.", - "confidence": 0.87, - "canonical_issue_reason": "Issue #16618 is the broadest and most central user-facing failure in the set, so it works best as the anchor even though it is not actually a duplicate of the others.", + "summary": "These look like three different issues in the model-loading/tokenization area, with no strong evidence that any pair is the same underlying bug. The closest match is the generic model-load failure report (#16618), but the other two are about unrelated tokenization behavior and private-model auth/error messaging.", + "confidence": 0.89, + "canonical_issue_reason": "#16618 is the broadest and most central report in this cluster: it concerns a concrete model-loading failure for a specific model, which is the closest fit to the shared theme of load/tokenization problems.", "canonical_pr_reason": null, - "best_issue_reason": "#16618 is the most generally phrased and likely most reusable report among the three, but it still describes a different problem than the others.", + "best_issue_reason": "#16618 is the best representative issue because it is a user-facing model loading failure and is broader/more canonical than the other two, which are narrower and less related to each other.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:13244", "right": "issue:16618", "accept": false, - "reason": "TAPAS tokenization mismatch is a model-specific preprocessing issue, not the same bug as a generic \"can't load bert-base-uncased\" failure." + "reason": "Different problems: tokenization differences vs. a model-loading failure. They do not appear to describe the same code-path or bug." }, { "left": "issue:15980", "right": "issue:16618", "accept": false, - "reason": "Private-model download/auth error messaging is about access-control handling, while #16618 is a general model-loading problem for a public model." + "reason": "#15980 is specifically about the error message when downloading a private model without login, while #16618 is a general inability to load bert-base-uncased. Same broad subsystem, but not the same concrete bug." } ] }, @@ -19278,12 +18993,12 @@ "soft_pairs": [ "issue:26350|issue:33260" ], - "prepared_review_unit_hash": "90e87c729a81dd1f09e3b5ddc072c4bb0c5f03d5f26cee537a643ffe876d8212", + "prepared_review_unit_hash": "920ab54568cba584ab1096ee3dd0bf4b671d86298aedf3bce585c1f0deeaf200", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1590, + "serialized_chars": 1589, "estimated_input_tokens": 398, "estimated_eval_tokens": 1052 }, @@ -19291,7 +19006,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1590, + "serialized_chars": 1589, "estimated_input_tokens": 398, "estimated_eval_tokens": 1052 }, @@ -19300,18 +19015,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two separate feature requests in the same general area (community support for additional model/attention architectures), but they target different capabilities and different code paths: Flash Attention 2 vs GGUF. They should not be deduplicated.", + "summary": "These are unrelated community-contribution tracking issues for different features: Flash Attention 2 support vs GGUF support. They do not describe the same underlying bug or change.", "confidence": 0.97, "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "No single canonical issue fits both, since the requests are about different features; if one must be chosen as a representative issue, issue 26350 is slightly more central as an earlier, specific architecture-support request.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:26350", - "right": "issue:33260", + "left": "Community contribution: Adding Flash Attention 2 support for more architectures", + "right": "Community contribution: Adding GGUF support for more architectures", "accept": false, - "reason": "Different underlying requests: one is for Flash Attention 2 support, the other for GGUF support. They touch different integration paths and are not the same bug or change." + "reason": "Different feature requests for different backends/formats; no shared underlying change or bug." } ] }, @@ -19376,217 +19091,217 @@ "issue:46222|issue:46931", "issue:46226|issue:46931" ], - "prepared_review_unit_hash": "88e0a639e03a60463eb0cea23db487aeb708e89788e6a7f92aa8185b4849e3bc", + "prepared_review_unit_hash": "ac0b4113aca4c8cb180acff00d8033c958aca85e8f7fa19cd4d6b153233f06e2", "component_budget": { "node_count": 9, "item_count": 9, "soft_pair_count": 29, - "serialized_chars": 15981, - "estimated_input_tokens": 3996, - "estimated_eval_tokens": 8248 + "serialized_chars": 15985, + "estimated_input_tokens": 3997, + "estimated_eval_tokens": 8250 }, "budget": { "node_count": 9, "item_count": 9, "soft_pair_count": 29, - "serialized_chars": 15981, - "estimated_input_tokens": 3996, - "estimated_eval_tokens": 8248 + "serialized_chars": 15985, + "estimated_input_tokens": 3997, + "estimated_eval_tokens": 8250 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is mostly a mix of unrelated language-specific translation requests plus one generic placeholder-template subgroup and one separate Thai duplicate pair. The safest duplicate calls are the template-title issues ([i18n-] Translating docs to ) and the identical Thai-title pair; the Turkish, Spanish, and Romanian requests should stay separate because they target different languages.", - "confidence": 0.88, - "canonical_issue_reason": "43834 is the cleanest representative of the generic placeholder-template subgroup: it is the earliest of those issues and serves as the best anchor for that duplicate set.", + "summary": "This cluster mixes distinct i18n translation requests for different languages with a small set of near-identical placeholder/template issues. Only the template-like issues look like true duplicates; the language-specific requests should stay separate.", + "confidence": 0.59, + "canonical_issue_reason": "issue:43834 is the earliest of the near-identical generic template issues and is the best representative of that small duplicate set; the language-specific translation requests are separate issues.", "canonical_pr_reason": null, - "best_issue_reason": "43834 is the best overall issue representative for the main duplicate subgroup; the other high-similarity items are either the same template issue or separate language requests that should not be merged.", + "best_issue_reason": "issue:43834 is the cleanest canonical representative for the duplicate template subgroup because its title matches the other generic placeholder issues and it predates them.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:27088", "right": "issue:44370", "accept": false, - "reason": "Different language-specific translation request versus the generic placeholder template; the similarity is thematic, not the same issue." + "reason": "Different target language/request; shared translation boilerplate is not enough to make these the same issue." }, { "left": "issue:27088", "right": "issue:44365", "accept": false, - "reason": "Turkish request and generic template issue are not the same underlying task." + "reason": "Turkish vs a generic template issue; not the same underlying translation request." }, { "left": "issue:27088", "right": "issue:43834", "accept": false, - "reason": "Turkish-specific translation request versus template placeholder; not a duplicate." + "reason": "One is a concrete Turkish translation request, the other is a generic placeholder title." }, { "left": "issue:27088", "right": "issue:38435", "accept": false, - "reason": "Different target languages, so these are separate translation requests." + "reason": "Different language requests (Turkish vs Romanian), so not duplicates." }, { "left": "issue:27088", "right": "issue:28936", "accept": false, - "reason": "Turkish and Spanish translation requests are distinct." + "reason": "Different language requests (Turkish vs Spanish), despite similar i18n template wording." }, { "left": "issue:28936", "right": "issue:43834", "accept": false, - "reason": "Spanish-specific request versus the generic template issue; not the same underlying issue." + "reason": "Spanish translation request is distinct from the generic placeholder issue." }, { "left": "issue:28936", "right": "issue:44365", "accept": false, - "reason": "Different language request and template placeholder; similarity is too broad to merge." + "reason": "Different language request versus generic placeholder; not the same issue." }, { "left": "issue:28936", "right": "issue:38435", "accept": false, - "reason": "Spanish and Romanian translation requests are separate." + "reason": "Spanish and Romanian translation requests are separate issues." }, { "left": "issue:28936", "right": "issue:44370", "accept": false, - "reason": "Different language request versus template placeholder; not a duplicate." + "reason": "Different language request versus generic placeholder; similar boilerplate only." }, { "left": "issue:38435", "right": "issue:44370", "accept": false, - "reason": "Romanian request versus generic placeholder template; only the issue pattern overlaps." + "reason": "Romanian translation request is distinct from the generic template issue." }, { "left": "issue:38435", "right": "issue:44365", "accept": false, - "reason": "Different concrete language request; the shared structure is not enough to merge." + "reason": "Romanian translation request is distinct from the generic template issue." }, { "left": "issue:38435", "right": "issue:43834", "accept": false, - "reason": "Romanian-specific request versus template placeholder; not the same issue." + "reason": "Concrete Romanian translation request vs generic placeholder title; not the same underlying issue." }, { "left": "issue:38435", "right": "issue:46222", "accept": false, - "reason": "Different language/request content; the similarity is only at a broad template level." + "reason": "Different actual request text; shared i18n boilerplate is insufficient to merge." }, { "left": "issue:38435", "right": "issue:46226", "accept": false, - "reason": "Different language/request content; not a duplicate." + "reason": "Different actual request text; shared i18n boilerplate is insufficient to merge." }, { "left": "issue:43834", "right": "issue:44370", "accept": true, - "reason": "Same generic placeholder-style title and very high similarity signals; body text is not shown, so this is a likely duplicate rather than a certain exact match." + "reason": "Same generic placeholder translation issue with near-identical title/body; looks like a duplicate." }, { "left": "issue:43834", "right": "issue:44365", "accept": true, - "reason": "Same generic placeholder-style title and very high similarity signals; likely duplicate based on the available metadata." + "reason": "Same generic placeholder translation issue with near-identical title/body; looks like a duplicate." }, { "left": "issue:43834", "right": "issue:46222", "accept": false, - "reason": "The titles and apparent language context do not line up; the shared similarity is not enough to treat these as the same issue." + "reason": "Titles differ substantially and appear to be different requests, even if the body template is similar." }, { "left": "issue:43834", "right": "issue:46226", "accept": false, - "reason": "Only template-level similarity is visible; not enough evidence that these are the same request." + "reason": "Titles differ substantially and appear to be different requests, even if the body template is similar." }, { "left": "issue:43834", "right": "issue:46931", "accept": false, - "reason": "Different title and likely different underlying request; not a duplicate." + "reason": "Different issue text/title; similar translation-template boilerplate is not enough." }, { "left": "issue:44365", "right": "issue:44370", "accept": true, - "reason": "Same placeholder-style title and extremely high similarity signals; likely duplicate, though the body text is not exposed here." + "reason": "Same generic placeholder translation issue with near-identical title/body; looks like a duplicate." }, { "left": "issue:44365", "right": "issue:46222", "accept": false, - "reason": "Different language/request content; template similarity alone is not enough." + "reason": "Different issue titles and likely different requests; boilerplate similarity alone is not enough." }, { "left": "issue:44365", "right": "issue:46226", "accept": false, - "reason": "Different language/request content; not clearly the same issue." + "reason": "Different issue titles and likely different requests; boilerplate similarity alone is not enough." }, { "left": "issue:44365", "right": "issue:46931", "accept": false, - "reason": "Different title/content and no clear duplicate relationship." + "reason": "Different title/request text; not clearly the same underlying issue." }, { "left": "issue:44370", "right": "issue:46222", "accept": false, - "reason": "Template similarity only; the visible metadata does not support the same underlying request." + "reason": "Different issue titles and likely different requests; similar template content is not enough." }, { "left": "issue:44370", "right": "issue:46226", "accept": false, - "reason": "Template similarity only; not enough evidence to merge." + "reason": "Different issue titles and likely different requests; similar template content is not enough." }, { "left": "issue:44370", "right": "issue:46931", "accept": false, - "reason": "Different issue content; not a duplicate." + "reason": "Different title/request text; not clearly the same underlying issue." }, { "left": "issue:46222", "right": "issue:46226", "accept": true, - "reason": "Same exact Thai title and very high similarity signals; likely duplicate based on metadata, though the body text is not shown." + "reason": "Identical title and near-identical issue content; this is a clear duplicate pair." }, { "left": "issue:46222", "right": "issue:46931", "accept": false, - "reason": "Different titles and no strong evidence they describe the same request." + "reason": "Both are Thai-titled issues but the request text differs; not enough evidence they are the same issue." }, { "left": "issue:46226", "right": "issue:46931", "accept": false, - "reason": "Different titles and no strong evidence of a duplicate relationship." + "reason": "Both are Thai-titled issues but the request text differs; not enough evidence they are the same issue." } ] }, "evaluator_result": { - "accept": false, - "feedback": "The clustering is broadly plausible, but the writeup is a bit too strong for the packet. The packet shows identical or very similar titles, body lengths, and soft-similarity signals, but it does not expose the body text, so phrases like \"exact duplicate\" and \"near-identical body\" go beyond what is directly supported. The conservative parts are fine, especially separating the clearly different language requests, but the accepted duplicate verdicts should be phrased as likely duplicates rather than certain exact matches." + "accept": true, + "feedback": "The summary is well grounded in the packet. The duplicate call on the three generic template issues is supported by identical titles and close creation times, and the Thai pair 46222/46226 is clearly identical. The language-specific Turkish/Spanish/Romanian issues are conservatively kept separate, which matches the available evidence." }, "evaluator_used": true, - "retried": true, + "retried": false, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -19666,88 +19381,88 @@ "issue:42503|issue:46653", "issue:45027|issue:46653" ], - "prepared_review_unit_hash": "16e60a44c56da7a4bbce2e198033acf1239d33e26d05d0d5b370a59dedf8da9e", + "prepared_review_unit_hash": "93954304372319d45ff0c0fdb6f022572c6a87c562e159395722b87fcfea27b3", "component_budget": { "node_count": 19, "item_count": 19, "soft_pair_count": 40, - "serialized_chars": 24672, - "estimated_input_tokens": 6168, - "estimated_eval_tokens": 12592 + "serialized_chars": 24675, + "estimated_input_tokens": 6169, + "estimated_eval_tokens": 12594 }, "budget": { "node_count": 19, "item_count": 19, "soft_pair_count": 40, - "serialized_chars": 24672, - "estimated_input_tokens": 6168, - "estimated_eval_tokens": 12592 + "serialized_chars": 24675, + "estimated_input_tokens": 6169, + "estimated_eval_tokens": 12594 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These items are mostly unrelated model-request issues. Despite title-level similarity, they do not share the same concrete bug or code change, so no soft edge should be accepted.", - "confidence": 0.98, + "summary": "These are mostly independent model-request issues that only share broad wording like \u201cAdd model support\u201d or \u201cBERT-like/TTS/ASR\u201d; they are not true duplicates of the same underlying change.", + "confidence": 0.93, "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "issue:42738 is the broadest umbrella request, but the set is too heterogeneous for it to serve as a true canonical duplicate target.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:36718", "right": "issue:41115", "accept": false, - "reason": "Different domains: keypoint matching vs a MiniCPM3 architecture request." + "reason": "Different requests: a keypoint matcher versus a MiniCPM3 architecture addition." }, { "left": "issue:36817", "right": "issue:41211", "accept": false, - "reason": "Unrelated changes: EuroBert config entry vs a DEIMv2 model addition." + "reason": "EuroBert config support and DEIMv2 are unrelated model additions." }, { "left": "issue:36817", "right": "issue:43671", "accept": false, - "reason": "Different capabilities: EuroBert config vs Qwen3-TTS support." + "reason": "A config update for EuroBert is not the same change as Qwen3-TTS support." }, { "left": "issue:36817", "right": "issue:36879", "accept": false, - "reason": "Different model families: EuroBert config vs RF-DETR model add." + "reason": "Different model families: EuroBert config versus RF-DETR." }, { "left": "issue:36879", "right": "issue:41211", "accept": false, - "reason": "Both are model additions, but for different vision models and code paths." + "reason": "Both are vision-model requests, but they target different architectures and code paths." }, { "left": "issue:36879", "right": "issue:43909", "accept": false, - "reason": "Detection model request vs audio model request; not the same change." + "reason": "RF-DETR detection support and LFM2.5 audio support are unrelated changes." }, { "left": "issue:36879", "right": "issue:44121", "accept": false, - "reason": "Different model families: RF-DETR vs weight-sparse transformer support." + "reason": "A detection model request is not the same as adding a weight-sparse transformer architecture." }, { "left": "issue:36879", "right": "issue:43837", "accept": false, - "reason": "Vision detection vs speech ASR; unrelated underlying change." + "reason": "RF-DETR and Qwen3-ASR affect different model families and tasks." }, { "left": "issue:36879", "right": "issue:43671", "accept": false, - "reason": "Different modalities and models: RF-DETR vs Qwen3-TTS." + "reason": "RF-DETR and Qwen3-TTS are distinct model-support requests." }, { "left": "issue:37015", @@ -19759,181 +19474,175 @@ "left": "issue:37015", "right": "issue:44121", "accept": false, - "reason": "BERT-family model request vs weight-sparse transformer request." + "reason": "NeoBERT support and the weight-sparse transformer request do not describe the same change." }, { "left": "issue:37015", "right": "issue:43909", "accept": false, - "reason": "Text LM request vs audio model request." + "reason": "NeoBERT and LFM2.5 Audio 1.5B target different model types." }, { "left": "issue:36879", "right": "issue:37015", "accept": false, - "reason": "Different model additions; no shared code path or exact target." + "reason": "RF-DETR and NeoBERT are different model families, not one underlying bug or feature." }, { "left": "issue:37015", "right": "issue:42503", "accept": false, - "reason": "NeoBERT vs ModernVBERT are separate model integrations." + "reason": "NeoBERT and ModernVBERT are both text-encoder requests, but they are distinct models and patches." }, { "left": "issue:41115", "right": "issue:43837", "accept": false, - "reason": "Architecture request vs TTS support; not the same bug/change." + "reason": "MiniCPM3 architecture support and Qwen3-ASR support are unrelated changes." }, { "left": "issue:41115", "right": "issue:44121", "accept": false, - "reason": "MiniCPM3 architecture vs sparse-transformer support are different changes." + "reason": "MiniCPM3 architecture work is not the same as adding a weight-sparse transformer." }, { "left": "issue:41115", "right": "issue:42503", "accept": false, - "reason": "Different model families and integration points." + "reason": "MiniCPM3 architecture and ModernVBERT model support are separate requests." }, { "left": "issue:41115", "right": "issue:45027", "accept": false, - "reason": "MiniCPM3 architecture request vs Voxtral TTS support." + "reason": "MiniCPM3 architecture support is unrelated to Voxtral TTS support." }, { "left": "issue:41211", "right": "issue:43671", "accept": false, - "reason": "Vision detection request vs ASR support; different pipeline." + "reason": "DEIMv2 and Qwen3-TTS are different model-support tasks." }, { "left": "issue:42503", "right": "issue:43837", "accept": false, - "reason": "ModernVBERT vs ASR are unrelated model requests." + "reason": "ModernVBERT models and Qwen3-ASR are different model families and tasks." }, { "left": "issue:42503", "right": "issue:43671", "accept": false, - "reason": "ModernVBERT config/support vs Qwen3-TTS; different models and modalities." + "reason": "ModernVBERT and Qwen3-TTS are unrelated requests." }, { "left": "issue:42503", "right": "issue:42738", "accept": false, - "reason": "Generic BERT-RoPE support vs ModernVBERT model addition." + "reason": "They are thematically related (BERT-like), but one is a specific model request and the other is a broad class request, so not the same change." }, { "left": "issue:42738", "right": "issue:45027", "accept": false, - "reason": "BERT/RoPE support vs Voxtral TTS; unrelated." + "reason": "BERT-like models with RoPE and Voxtral TTS are unrelated." }, { "left": "issue:42738", "right": "issue:46653", "accept": false, - "reason": "Model request vs unrelated person-named issue; no common change." + "reason": "A model-architecture request and a person-name issue are clearly unrelated." }, { "left": "issue:43671", "right": "issue:43837", "accept": false, - "reason": "Qwen3-TTS and Qwen3-ASR are different modalities and likely separate implementations." + "reason": "Qwen3-TTS and Qwen3-ASR are sibling requests, but they are separate model integrations." }, { "left": "issue:43671", "right": "issue:44121", "accept": false, - "reason": "Two different model requests with different integration points, not one concrete change." + "reason": "Qwen3-TTS support and the weight-sparse transformer request do not overlap." }, { "left": "issue:43671", "right": "issue:45027", "accept": false, - "reason": "TTS support vs Voxtral TTS model addition; different models and code paths." + "reason": "Both mention TTS, but they are different models with different implementation paths." }, { "left": "issue:43671", "right": "issue:45177", "accept": false, - "reason": "TTS support vs OCR model addition; unrelated." + "reason": "Qwen3-TTS and DeepSeek-OCR2 are unrelated model requests." }, { "left": "issue:43837", "right": "issue:43909", "accept": false, - "reason": "ASR support vs audio model request; different model integrations." + "reason": "Qwen3-ASR and LFM2.5 Audio 1.5B are different audio-model additions." }, { "left": "issue:43837", "right": "issue:45322", "accept": false, - "reason": "Qwen3-ASR support vs EUPE; unrelated model families." + "reason": "Qwen3-ASR support and EUPE are unrelated model changes." }, { "left": "issue:43837", "right": "issue:44121", "accept": false, - "reason": "ASR support vs sparse-transformer request; different changes." + "reason": "ASR support and a weight-sparse transformer change are not the same code path." }, { "left": "issue:43909", "right": "issue:44205", "accept": false, - "reason": "Audio model vs SAM3-LiteText; not the same bug/change." + "reason": "LFM2.5 Audio 1.5B and SAM3-LiteText are different model domains." }, { "left": "issue:43909", "right": "issue:46645", "accept": false, - "reason": "Audio model vs SWA+sink Granite option; different model families." + "reason": "An audio model request and a Granite SWA+sink option are unrelated." }, { "left": "issue:44121", "right": "issue:45322", "accept": false, - "reason": "Sparse transformer feature vs EUPE model request." + "reason": "Weight-sparse transformer support and EUPE are different model requests." }, { "left": "issue:43837", "right": "issue:45027", "accept": false, - "reason": "ASR model request vs Voxtral TTS; different modalities and implementations." + "reason": "Qwen3-ASR and Voxtral TTS are different speech-model integrations." }, { "left": "issue:37015", "right": "issue:45027", "accept": false, - "reason": "NeoBERT vs Voxtral TTS; unrelated model additions." - }, - { - "left": "issue:43837", - "right": "issue:45177", - "accept": false, - "reason": "ASR support vs DeepSeek-OCR2; separate integrations." + "reason": "NeoBERT and Voxtral TTS are unrelated." }, { "left": "issue:45322", "right": "issue:46133", "accept": false, - "reason": "EUPE and TIPSv2 are distinct model requests." + "reason": "EUPE and TIPSv2 are distinct model requests, even if both are vision-language related." }, { "left": "issue:42503", "right": "issue:46653", "accept": false, - "reason": "Model request vs unrelated person issue." + "reason": "ModernVBERT models and a person-name issue are unrelated." }, { "left": "issue:45027", "right": "issue:46653", "accept": false, - "reason": "TTS model request vs unrelated person issue." + "reason": "Voxtral TTS support and a person-name issue are unrelated." } ] }, @@ -19963,7 +19672,7 @@ "soft_pairs": [ "issue:38740|issue:46443" ], - "prepared_review_unit_hash": "5cd8c890d4bcc179e9c819b1ea762486136795be4df327e465181721a0451803", + "prepared_review_unit_hash": "2320b9fc0de98f2483b9425fb2508798d15c8e5c211845a549c0620db750c959", "component_budget": { "node_count": 2, "item_count": 2, @@ -19985,18 +19694,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two issues are unrelated: one is a documentation request for adding Pruna as an optimization framework, while the other is a Vision RoPE refactor. They should not be clustered as duplicates or the same underlying task.", + "summary": "These two issues are not duplicates: one is a docs request about adding Pruna, the other is an unrelated Vision RoPE refactor. The soft similarity is spurious.", "confidence": 0.98, - "canonical_issue_reason": null, + "canonical_issue_reason": "#46443 is the more substantive code-tracking issue, but there is no true canonical here because it is unrelated to #38740.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "#46443 is the better representative only in the sense that it is a concrete technical issue; however, it does not match #38740\u2019s documentation request.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:38740", "right": "issue:46443", "accept": false, - "reason": "Different topics and likely different workstreams: docs/framework listing vs. vision model positional-encoding refactor. No evidence they refer to the same bug or change." + "reason": "Different topics and scopes: a documentation addition for an optimization framework vs. a Vision RoPE refactor. No shared bug or change path." } ] }, @@ -20026,12 +19735,12 @@ "soft_pairs": [ "issue:41084|issue:43037" ], - "prepared_review_unit_hash": "2e017f9c21fcf03e45dba68ae8edfb487c99f75213210b9e0ad96076db556603", + "prepared_review_unit_hash": "04281c88a6710c9b7b9d1c9e6d5150fc40cd5d9444dd732c3bf7b719a3ef241a", "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 }, @@ -20039,7 +19748,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1479, + "serialized_chars": 1480, "estimated_input_tokens": 370, "estimated_eval_tokens": 996 }, @@ -20048,18 +19757,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two issues are about different topics: one is about set block decoding, the other about DeepSeek v3.2 support. They do not appear to describe the same underlying problem or change.", - "confidence": 0.97, - "canonical_issue_reason": "No true canonical issue: these are unrelated requests. If forced to pick a representative, issue 43037 is the clearer standalone feature request, but it is not a duplicate of 41084.", + "summary": "The two issues are not duplicates: one is about set/block decoding behavior, the other is a request for DeepSeek v3.2 support. They do not describe the same underlying bug or feature change.", + "confidence": 0.98, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "Issue 43037 is the better standalone representative because it is a clearly scoped support request, but it should not be treated as the same issue as 41084.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:41084", "right": "issue:43037", "accept": false, - "reason": "Different subjects and likely different code paths; no evidence they are the same bug or change." + "reason": "Different subjects and likely different code paths: block decoding mechanics vs model support. No concrete overlap or explicit linkage." } ] }, @@ -20089,40 +19798,40 @@ "soft_pairs": [ "issue:41306|issue:41826" ], - "prepared_review_unit_hash": "5462f526d02d5e0e3ddbd4ee8e2a8198994a2e4eea164796fb0c2c215df0d4dc", + "prepared_review_unit_hash": "29cbd3989ed461e89a362cc8ac3dcd2be25f9373de256989fcb3bbb631f77546", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1584, - "estimated_input_tokens": 396, - "estimated_eval_tokens": 1048 + "serialized_chars": 1585, + "estimated_input_tokens": 397, + "estimated_eval_tokens": 1050 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1584, - "estimated_input_tokens": 396, - "estimated_eval_tokens": 1048 + "serialized_chars": 1585, + "estimated_input_tokens": 397, + "estimated_eval_tokens": 1050 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are both Tiled-related feature requests, but they target different components and different changes: one asks for a `from_pretrained()` flag for TiledFusedLogitsLoss/LigerFusedLinearCrossEntropy, the other proposes integrating TiledMLP for lower memory usage. They do not look like duplicates.", - "confidence": 0.97, - "canonical_issue_reason": "Issue 41306 is the more concrete, narrowly scoped API request; it is easier to treat as the representative item for this small cluster.", + "summary": "The two issues are related only at a high level (memory-saving model components) but describe different features and likely different code paths: one is about a `from_pretrained()` flag for TiledFusedLogitsLoss/LigerFusedLinearCrossEntropy, the other is about integrating TiledMLP. They should not be treated as duplicates.", + "confidence": 0.94, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "41306 is the best single issue to keep as the cluster representative because it is a specific request with a clear entry point (`from_pretrained()`), while 41826 is a separate feature proposal.", + "best_issue_reason": "No single canonical issue: 41306 is a narrow loader/flag request for FLCE, while 41826 is a separate feature request for TiledMLP memory reduction.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:41306", "right": "issue:41826", "accept": false, - "reason": "Reject: they concern different features and code paths. 41306 is about a FLCE/TiledFusedLogitsLoss `from_pretrained()` flag, while 41826 is about adding TiledMLP for memory reduction; same subsystem name is not enough to make them the same underlying issue." + "reason": "Different underlying changes: one concerns exposing a `from_pretrained()` flag for fused logits loss behavior, the other proposes adding TiledMLP for memory footprint reduction. Similar theme, but not the same bug or change." } ] }, @@ -20152,12 +19861,12 @@ "soft_pairs": [ "issue:43598|issue:43600" ], - "prepared_review_unit_hash": "5b1743bdf6fa6ab995b85eda40351d80651905dc883fbb2107b689a8d35203cb", + "prepared_review_unit_hash": "20e14e98bd1306fe7923de28de12e8672e0614fbe16ec61881de047425bffb10", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1583, + "serialized_chars": 1584, "estimated_input_tokens": 396, "estimated_eval_tokens": 1048 }, @@ -20165,7 +19874,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1583, + "serialized_chars": 1584, "estimated_input_tokens": 396, "estimated_eval_tokens": 1048 }, @@ -20174,18 +19883,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both issues are about custom trainers in `Trainer`, but they target different behaviors: one is about `remove_unused_column` customizability, the other about FLOPS estimation. They are related in theme, not the same underlying bug.", - "confidence": 0.91, - "canonical_issue_reason": "Issue 43598 is the broader, more representative Trainer customizability problem and best captures the cluster\u2019s theme.", + "summary": "These two issues are related to Trainer customizability, but they describe different problems: one is about `remove_unused_column` behavior, the other is about FLOPS estimation for custom trainers. They do not look like duplicates.", + "confidence": 0.92, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "Issue 43598 is the best overall representative because it is the more general Trainer customization concern, while 43600 is a narrower metrics-specific case.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43598", "right": "issue:43600", "accept": false, - "reason": "They share the broad custom-trainer context, but the concrete problems differ: one concerns `remove_unused_column` behavior, the other FLOPS counting. These would not naturally be fixed by one patch." + "reason": "Shared theme only; one targets `remove_unused_column` customizability and the other targets FLOPS accounting for custom trainers, so they are different bugs/fixes." } ] }, @@ -20215,7 +19924,7 @@ "soft_pairs": [ "issue:43684|issue:44405" ], - "prepared_review_unit_hash": "d1d71c24d3ea322e6b91dd260f6631d1650e883cb35da46a39ceefe32ef3caca", + "prepared_review_unit_hash": "2c98d9ddd8a2682ea5c1511fb46727c9c2e4e8b6bc52402d6944d29e59ba4b4a", "component_budget": { "node_count": 2, "item_count": 2, @@ -20237,18 +19946,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are not duplicates: one requests Qwen3-Omni auto-model registration, while the other requests AutoModelForSequenceClassification support for Qwen3.5. They concern different model families and different auto-class paths.", + "summary": "These are not duplicates: one requests Qwen3-Omni registration for base/generative auto classes, while the other requests sequence-classification support for Qwen3.5. They involve different model families and different AutoModel heads/code paths.", "confidence": 0.96, - "canonical_issue_reason": null, + "canonical_issue_reason": "issue:43684 is the broader registry-addition request and is the closest thing to a cluster representative, but it does not match issue:44405 closely enough to treat them as the same bug/change.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "issue:43684 is the better representative only by breadth, since it targets AutoModel registration directly; however, the two issues should remain separate.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43684", "right": "issue:44405", "accept": false, - "reason": "Different underlying gaps: Qwen3-Omni registration for AutoModel/AutoModelForConditionalGeneration vs Qwen3.5 sequence-classification support. Not the same code path or mergeable as one fix." + "reason": "Different underlying requests: Qwen3-Omni model registration for AutoModel/AutoModelForConditionalGeneration vs Qwen3.5 AutoModelForSequenceClassification support. Different model families, different head, and different code paths." } ] }, @@ -20285,70 +19994,70 @@ "issue:43845|issue:43859", "issue:43846|issue:43859" ], - "prepared_review_unit_hash": "2e8fae2a130039a44e0e964c6e9ac4e358b2e3d569655d8d6fe9d95e2d0659ab", + "prepared_review_unit_hash": "b261bcbe8b7d1ec109cec377f55ca2b0fd5a82861ae4d05c199076afc4cd25bc", "component_budget": { "node_count": 4, "item_count": 4, "soft_pair_count": 6, - "serialized_chars": 4263, - "estimated_input_tokens": 1066, - "estimated_eval_tokens": 2388 + "serialized_chars": 4267, + "estimated_input_tokens": 1067, + "estimated_eval_tokens": 2390 }, "budget": { "node_count": 4, "item_count": 4, "soft_pair_count": 6, - "serialized_chars": 4263, - "estimated_input_tokens": 1066, - "estimated_eval_tokens": 2388 + "serialized_chars": 4267, + "estimated_input_tokens": 1067, + "estimated_eval_tokens": 2390 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The cluster looks like weakly related or possibly spammy issue reports, with three nearly identical \"huggingface\" issues and one unrelated \"Fett\" issue. The evidence is too sparse to confidently collapse any pair, so I would not accept any soft-edge merges.", - "confidence": 0.62, - "canonical_issue_reason": "Issue 43845 is the best canonical candidate because it is the earliest of the near-identical \"huggingface\" reports and matches the strongest duplicate signal, but the available metadata is too thin to be fully confident.", + "summary": "The cluster is dominated by very low-information issues with generic or identical titles, and there is no substantive evidence that any pair describes the same underlying bug. The safest interpretation is that these are separate low-signal tickets, not confirmed duplicates.", + "confidence": 0.78, + "canonical_issue_reason": "Issue 43845 is the best available representative only because it is one of the repeated 'huggingface ' tickets and is the earliest among the near-identical entries, but the cluster content is too sparse to establish a real canonical bug report.", "canonical_pr_reason": null, - "best_issue_reason": "43845 is the best representative issue for the near-duplicate subgroup since it is earliest and has the closest match to 43846/43859 by title and metadata. Still, the lack of body content makes this only a tentative choice.", + "best_issue_reason": "43845 is the most plausible issue representative by earliest timestamp and title match, but its body is too thin to strongly justify it as a true canonical issue.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43835", "right": "issue:43845", "accept": false, - "reason": "The titles are different and there is no body or target evidence tying them to the same underlying issue." + "reason": "Titles are unrelated ('Fett' vs 'huggingface ') and there is no body/detail evidence of the same bug." }, { "left": "issue:43835", "right": "issue:43846", "accept": false, - "reason": "The only signal is weak generic similarity; there is no concrete evidence they report the same bug." + "reason": "Titles are unrelated ('Fett' vs 'huggingface ') and no underlying issue details are available." }, { "left": "issue:43835", "right": "issue:43859", "accept": false, - "reason": "No meaningful evidence beyond soft similarity, and the titles do not indicate the same problem." + "reason": "Titles are unrelated ('Fett' vs 'huggingface ') with no evidence they refer to the same problem." }, { "left": "issue:43845", "right": "issue:43846", "accept": false, - "reason": "They are near-identical on title and timing, but the missing descriptions make it impossible to confirm they are the same underlying issue." + "reason": "The titles match, but there is no substantive issue description to confirm the same underlying bug rather than repeated low-information tickets." }, { "left": "issue:43845", "right": "issue:43859", "accept": false, - "reason": "Same generic title, but no concrete body or target details to prove they are duplicates." + "reason": "Identical generic titles alone are not enough to prove the same bug or change." }, { "left": "issue:43846", "right": "issue:43859", "accept": false, - "reason": "The metadata is too sparse to establish that these are the same report rather than separate vague issues." + "reason": "Identical generic titles alone are insufficient; no body evidence ties them to one concrete issue." } ] }, @@ -20389,7 +20098,7 @@ "issue:44572|issue:44937", "issue:44573|issue:44937" ], - "prepared_review_unit_hash": "fd10da3960dbc3b15aff67690cd496a20ffd022cb2f47e157c3f240ecd422fb0", + "prepared_review_unit_hash": "0fd428e0b8c83f3b8e3c996563df9f7dd07e04d9faf26d1a34a5e6eef8cf4a36", "component_budget": { "node_count": 5, "item_count": 5, @@ -20411,73 +20120,76 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are mostly low-information or spam-like issues with only superficial title similarity. No pair has enough concrete evidence to treat as the same underlying problem.", - "confidence": 0.86, - "canonical_issue_reason": "Issue 44418 is the only one that reads like a plausible legitimate ticket ('Documentation Enhancement Suggestion'); the others are generic spam or likely spam.", + "summary": "This cluster looks like a set of low-content spam issues rather than real bug reports. The only strong duplicate signal is between the three identical '' issues; the others have different titles and should stay separate.", + "confidence": 0.88, + "canonical_issue_reason": "issue:44371 is the earliest of the identical '' reports, so it is the best representative for that duplicate spam subgroup.", "canonical_pr_reason": null, - "best_issue_reason": "44418 is the best issue to keep as the representative because it is the most substantive and specific of the set, even though it is still vague.", + "best_issue_reason": "issue:44371 is the best global issue representative because it is the earliest and most generic member of the only clear duplicate set.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44371", "right": "issue:44572", - "accept": false, - "reason": "Both are titled '', but that is not evidence of the same underlying issue; they are just similarly labeled spam placeholders." + "accept": true, + "reason": "Same title/content pattern ('') with no distinguishing details; these look like duplicate spam reports." }, { "left": "issue:44371", "right": "issue:44573", - "accept": false, - "reason": "Same as above: identical spam titles, but no concrete bug or change described." + "accept": true, + "reason": "Same title/content pattern ('') with no distinguishing details; these look like duplicate spam reports." }, { "left": "issue:44371", "right": "issue:44418", "accept": false, - "reason": "One is spam-like and the other is a vague documentation suggestion; no shared concrete problem." + "reason": "Generic low-quality content, but the titles differ and there is not enough evidence they are the same report." }, { "left": "issue:44371", "right": "issue:44937", "accept": false, - "reason": "'' and 'Check out \"Google LLC\"' look like unrelated spam/ad content, not the same issue." + "reason": "Different title and apparent subject; this does not look like the same underlying report as ''." }, { "left": "issue:44418", "right": "issue:44572", "accept": false, - "reason": "A documentation enhancement request is not the same as a spam placeholder issue." + "reason": "Both are generic, but the titles are not the same and there is no concrete shared bug/change to merge." }, { "left": "issue:44418", "right": "issue:44573", "accept": false, - "reason": "No shared substance beyond both being vague; one is a doc suggestion, the other is spam." + "reason": "Both are generic, but the titles are not the same and there is no concrete shared bug/change to merge." }, { "left": "issue:44572", "right": "issue:44573", - "accept": false, - "reason": "Both are titled '', but there is no evidence they describe the same report rather than two separate spam submissions." + "accept": true, + "reason": "Exact duplicate '' issues with no distinguishing details." }, { "left": "issue:44572", "right": "issue:44937", "accept": false, - "reason": "Spam placeholder versus promotional-looking title; unrelated." + "reason": "Different title/content; not enough evidence of the same underlying issue." }, { "left": "issue:44573", "right": "issue:44937", "accept": false, - "reason": "Spam placeholder versus promotional-looking title; unrelated." + "reason": "Different title/content; not enough evidence of the same underlying issue." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "Grounded and conservative overall. The summary stays within the packet evidence: the three '' issues are the only clearly matching titles, while the other issues have different titles and no stronger linkage. The non-duplicate soft-edge rejections are appropriately cautious." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -20500,12 +20212,12 @@ "soft_pairs": [ "issue:45145|issue:45151" ], - "prepared_review_unit_hash": "caab7c9893099df5958def6996728a95f1d7e5877631e18d9fb920580001910e", + "prepared_review_unit_hash": "f101a04d539fa30b15f7c22d102916920b3d5bc2c8d1aa039db06b5d8e31520d", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1645, + "serialized_chars": 1646, "estimated_input_tokens": 412, "estimated_eval_tokens": 1080 }, @@ -20513,7 +20225,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1645, + "serialized_chars": 1646, "estimated_input_tokens": 412, "estimated_eval_tokens": 1080 }, @@ -20522,24 +20234,24 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "#45145 and #45151 look like likely duplicates based on the exact same title, close body lengths, and the soft similarity signal. The metadata does not prove identical bodies, so the assessment is kept conservative. #45145 is the better canonical issue because it has an inbound reference and is slightly more established.", - "confidence": 0.86, - "canonical_issue_reason": "#45145 is the better canonical issue because it has the exact same title as #45151 and already has an inbound reference, giving it a slight edge as the anchor record. The available metadata suggests duplication, but does not let us verify identical bodies.", + "summary": "The two issues have identical titles and close creation times, so they likely describe the same topic, but the packet does not include body text/content to confirm a stronger duplicate match. #45145 remains the best canonical issue because it was opened earlier and has an inbound reference.", + "confidence": 0.76, + "canonical_issue_reason": "#45145 is the better canonical anchor because it was created earlier and has an inbound reference.", "canonical_pr_reason": null, - "best_issue_reason": "#45145 is the best issue to keep: it matches #45151 exactly on title, has a nearby body length, and already has an inbound reference. That makes it the more suitable surviving record for deduplication.", + "best_issue_reason": "#45145 is the best representative because it is the earlier, more connected instance of the likely duplicate issue.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45145", "right": "issue:45151", "accept": true, - "reason": "Accept as likely duplicate: the titles match exactly and the soft similarity signal supports the same underlying report. The evidence is limited to metadata, so this is a cautious acceptance rather than a claim of identical bodies." + "reason": "Identical titles and near-contemporaneous creation make these likely the same issue topic, though the available metadata is not enough to prove strong content-level duplication." } ] }, "evaluator_result": { "accept": false, - "feedback": "The conclusion is directionally plausible, but it overstates the evidence. The packet shows identical titles, similar body lengths, and a soft similarity signal, but not that the bodies are the same or that the issues are \"near-identical.\" Also, \"same title/body\" in the canonical_issue_reason is unsupported because the body text is not provided. Please keep the verdict more conservative and grounded in the available metadata." + "feedback": "The canonical choice is grounded (earlier issue with an inbound reference), but the duplicate verdict is a bit overstated: the packet only supports identical titles, close creation times, and similar body lengths. It does not provide body text/content, so avoid claiming similar content or that the match is strongly established. A more conservative conclusion would be that they likely refer to the same topic/possible duplicate, not a high-confidence duplicate." }, "evaluator_used": true, "retried": true, @@ -20620,40 +20332,40 @@ "soft_pairs": [ "issue:45762|issue:45763" ], - "prepared_review_unit_hash": "2f2b407273cff70093aed772b7642e21a24c582ad0bc47193905469652fc0c3d", + "prepared_review_unit_hash": "0877273de3e077cf930f8b25490686d8050672865afc4c7d187704a510ba2272", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1476, - "estimated_input_tokens": 369, - "estimated_eval_tokens": 994 + "serialized_chars": 1477, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1476, - "estimated_input_tokens": 369, - "estimated_eval_tokens": 994 + "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 are just short name/date strings and do not describe the same bug or request. They are not duplicates or a meaningful cluster match.", - "confidence": 0.98, - "canonical_issue_reason": "Issue #45762 is marginally more complete as a standalone entry, but neither issue contains actionable problem description.", + "summary": "The two issues are not duplicates: they have different person-name titles, different dates, and no bodies or links tying them to the same underlying report.", + "confidence": 0.99, + "canonical_issue_reason": "No canonical issue stands out because these are unrelated-looking issues with no shared context beyond the generic title pattern.", "canonical_pr_reason": null, - "best_issue_reason": "Issue #45762 is the least ambiguous of the two, though both are essentially non-technical placeholder-style issues.", + "best_issue_reason": "If forced to pick a representative, issue:45762 is slightly preferable only because it is earlier, but it is not meaningfully better as a duplicate cluster representative.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45762", "right": "issue:45763", "accept": false, - "reason": "The titles are different personal names with different dates and no shared issue context, code path, or explicit linkage; this does not look like the same underlying bug/request." + "reason": "Different names and dates with no supporting discussion, body text, links, or shared targets; they do not appear to describe the same bug or request." } ] }, @@ -20683,7 +20395,7 @@ "soft_pairs": [ "issue:45764|issue:45765" ], - "prepared_review_unit_hash": "d2eedcf3f6d0d9123becb11782b6bc8500a32e97c52b3bf2a50d07e5f89ceca4", + "prepared_review_unit_hash": "79fbeb2e4bb0c5b3d2b92182a09ffaa1948d665a4b9034ca0994c00bbc5ad706", "component_budget": { "node_count": 2, "item_count": 2, @@ -20705,18 +20417,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both items look like unrelated low-content issues containing personal names/dates, not duplicate bug reports or change requests. The soft similarity is likely due to shared surname only.", + "summary": "The two issues are unrelated standalone entries with different person names and dates; there is no evidence they describe the same underlying bug or request.", "confidence": 0.98, "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "Neither issue is a good canonical choice: both are empty, non-technical, and appear unrelated apart from the shared surname.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45764", "right": "issue:45765", "accept": false, - "reason": "Different people/names and dates; no shared bug, request, or code-path context, so this is not a duplicate cluster." + "reason": "Different titles, different named entities, and no bodies/links/targets indicating a shared problem. They do not look like duplicates." } ] }, @@ -20746,12 +20458,12 @@ "soft_pairs": [ "issue:45810|issue:46295" ], - "prepared_review_unit_hash": "bcaf14357401832679d17c8feee8437dfa5ff8ea6d93847ef44eca4f42f0a906", + "prepared_review_unit_hash": "0a92dd1dc22f0245f29394bed4d5112716b279f550afdf24057cd423a30b9a71", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1541, + "serialized_chars": 1542, "estimated_input_tokens": 386, "estimated_eval_tokens": 1028 }, @@ -20759,7 +20471,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1541, + "serialized_chars": 1542, "estimated_input_tokens": 386, "estimated_eval_tokens": 1028 }, @@ -20768,18 +20480,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two separate feature requests: one for adding Qwen3_5 token classification/value-model support, and one for FP8 training support. They do not describe the same underlying bug or change.", + "summary": "The two issues are not duplicates: one requests a new Qwen token-classification/value-model class, while the other asks for FP8 training support. They concern different code paths and should be triaged separately.", "confidence": 0.97, - "canonical_issue_reason": "Not a duplicate cluster; if one must serve as the representative issue, #46295 is broader and already has more inbound attention.", + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "#46295 is the better standalone representative because it has a clearer, broader training-focused request and more inbound references.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45810", "right": "issue:46295", "accept": false, - "reason": "Different feature areas and code paths: model head/value-model support vs FP8 training support. They are not the same underlying request." + "reason": "Different requests with no shared concrete bug or implementation target: model class addition vs FP8 training support." } ] }, @@ -20819,88 +20531,88 @@ "issue:45871|issue:45873", "issue:45872|issue:45873" ], - "prepared_review_unit_hash": "2ae9b1dd413645e4c41db0b3c1423eafab2e0d5b163f327cedeba9a1926e3edc", + "prepared_review_unit_hash": "3f33deb3293418ae5b2085e720f7fe2eef78803495d252f005c702fd1c488c11", "component_budget": { "node_count": 5, "item_count": 5, "soft_pair_count": 8, - "serialized_chars": 5728, - "estimated_input_tokens": 1432, - "estimated_eval_tokens": 3120 + "serialized_chars": 5718, + "estimated_input_tokens": 1430, + "estimated_eval_tokens": 3116 }, "budget": { "node_count": 5, "item_count": 5, "soft_pair_count": 8, - "serialized_chars": 5728, - "estimated_input_tokens": 1432, - "estimated_eval_tokens": 3120 + "serialized_chars": 5718, + "estimated_input_tokens": 1430, + "estimated_eval_tokens": 3116 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The set splits into two exact duplicate issue pairs: 45870\u219445871 and 45872\u219445873. Issue 45869 is a different dataset/sample promotion topic and does not match either pair.", - "confidence": 0.95, - "canonical_issue_reason": "No single canonical issue across the full set; the items form two separate duplicate groups, with 45870/45871 and 45872/45873.", + "summary": "This set is not one single duplicate cluster: it contains two exact duplicate issue pairs (45870/45871 and 45872/45873) plus one unrelated dataset promo issue (45869).", + "confidence": 0.93, + "canonical_issue_reason": "Issue 45870 is the clearest representative of its duplicate pair because it exactly matches 45871 and is the earlier of the two; however, there is no single canonical issue for the full set since 45872/45873 form a separate duplicate pair and 45869 is unrelated.", "canonical_pr_reason": null, - "best_issue_reason": "If a representative issue must be chosen, 45870 is a reasonable anchor because it is an exact duplicate of 45871 and is the earliest of that duplicate pair.", + "best_issue_reason": "45870 is the best overall issue to anchor triage because it is one of the exact-duplicate, clearly product-related issues and is the earliest among that pair.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45869", "right": "issue:45870", "accept": false, - "reason": "Different underlying issue: dataset bundle/sample listing versus an example about financial time series prediction; only broad finance overlap." + "reason": "Different subjects: a dataset marketing/sample post vs an example about time series prediction." }, { "left": "issue:45869", "right": "issue:45871", "accept": false, - "reason": "Different underlying issue: dataset bundle/sample listing versus an example about financial time series prediction; only broad finance overlap." + "reason": "Different subjects: dataset/sample post vs the same prediction example topic." }, { "left": "issue:45870", "right": "issue:45871", "accept": true, - "reason": "Exact duplicate titles and matching body size; these look like the same example issue." + "reason": "Exact title match and matching content profile; these look like the same issue duplicated." }, { "left": "issue:45870", "right": "issue:45872", "accept": false, - "reason": "Different scope: one is a prediction example, the other is a financial time series plus scraping service; not the same underlying request." + "reason": "Related financial/ DataForge theme, but not the same underlying issue: prediction example vs scraping service integration." }, { "left": "issue:45870", "right": "issue:45873", "accept": false, - "reason": "Different scope: one is a prediction example, the other is a financial time series plus scraping service; not the same underlying request." + "reason": "Same as above; different concrete request than the prediction example." }, { "left": "issue:45871", "right": "issue:45872", "accept": false, - "reason": "Different scope: one is a prediction example, the other is a financial time series plus scraping service; not the same underlying request." + "reason": "These appear to be separate feature requests/issues, not the same bug or change." }, { "left": "issue:45871", "right": "issue:45873", "accept": false, - "reason": "Different scope: one is a prediction example, the other is a financial time series plus scraping service; not the same underlying request." + "reason": "Different concrete issue topics despite sharing the DataForge context." }, { "left": "issue:45872", "right": "issue:45873", "accept": true, - "reason": "Exact duplicate titles and matching body size; these look like the same service-related issue." + "reason": "Exact title/content duplicate pair; same underlying request." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet: 45870/45871 and 45872/45873 have identical titles and matching body lengths, while 45869 is clearly a different dataset-promotion issue. The soft-edge verdicts are conservative and do not overstate evidence beyond title/body-size duplication." + "feedback": "The triage summary is grounded in the packet: 45870/45871 share an identical title, 45872/45873 share an identical title, and 45869 is clearly a different topic. The soft-edge false/true verdicts are appropriately conservative, with no overstatement beyond the evidence shown." }, "evaluator_used": true, "retried": false, @@ -20927,49 +20639,46 @@ "soft_pairs": [ "issue:46439|issue:46441" ], - "prepared_review_unit_hash": "3963b456205e92776fb4e21cf71cbd9b50129937c9c4df09037c260dc84a2cc8", + "prepared_review_unit_hash": "cc7ce09bc806cf98deca7efd1b3867c92b1672c69411230c189faf124423145c", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1636, - "estimated_input_tokens": 409, - "estimated_eval_tokens": 1074 + "serialized_chars": 1637, + "estimated_input_tokens": 410, + "estimated_eval_tokens": 1076 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1636, - "estimated_input_tokens": 409, - "estimated_eval_tokens": 1074 + "serialized_chars": 1637, + "estimated_input_tokens": 410, + "estimated_eval_tokens": 1076 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two issues are related in theme (static cache + linear-attention/Qwen3.5), but the evidence is too thin to treat them as the same bug. The observed failures differ (`RuntimeError` from shape corruption vs. `KeyError: 'linear_attention'`), and there are no shared files, targets, or explicit cross-links.", - "confidence": 0.44, - "canonical_issue_reason": "Issue 46439 is the better umbrella report because it describes the suspected mechanism (`early_initialization` corrupting linear-attention layers) more generally, which makes it a stronger anchor for related reports.", + "summary": "Both issues point at static-cache failures around linear-attention/Qwen3.5, but the reported symptoms differ: one is a `KeyError: 'linear_attention'`, the other a shape-corruption `RuntimeError` during `early_initialization`. With only titles and no shared references, I would not merge them as definite duplicates.", + "confidence": 0.72, + "canonical_issue_reason": "Issue 46439 is the better canonical issue because it describes the likely underlying mechanism (`early_initialization` corrupting linear-attention shapes) rather than a model-specific crash symptom.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 46439 is the best representative for the cluster because it is the more root-cause-oriented writeup, but it should be treated as related-not-duplicate evidence rather than a confirmed duplicate target.", + "best_issue_reason": "Issue 46439 is the strongest standalone tracker: it is broader, more diagnostic, and more likely to capture the root bug affecting multiple models or call paths.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46439", "right": "issue:46441", "accept": false, - "reason": "Only soft topical similarity is present. The bugs surface differently (`RuntimeError` vs. `KeyError: 'linear_attention'`), and there are no shared targets/files or explicit links, so this is not enough to conclude the same underlying issue." + "reason": "Related static-cache/linear-attention failures, but the available evidence shows different concrete failures (`RuntimeError` shape corruption vs `KeyError: 'linear_attention'`). Not enough to treat as the same underlying bug with high confidence." } ] }, - "evaluator_result": { - "accept": false, - "feedback": "The analysis overstates the evidence. The packet only supports a soft similarity between two issue titles; there are no shared files/targets or other concrete links. While both mention static cache and linear-attention/Qwen3.5, the specific failures differ (`RuntimeError` from wrong shapes vs. `KeyError: 'linear_attention'`), so treating them as the same bug is not sufficiently grounded. A more conservative conclusion would be that they may be related, not that they are likely the same issue." - }, - "evaluator_used": true, - "retried": true, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null @@ -20993,7 +20702,7 @@ "soft_pairs": [ "issue:46551|issue:46552" ], - "prepared_review_unit_hash": "6b2b5e1f2591b55c58df5c108bf5b7ebe9168baf44d264ba31ccc8fa7c7afa36", + "prepared_review_unit_hash": "95d992c8e3a799bd423f69bf614a132989b8f7cd96926991bab5b42424dfce3c", "component_budget": { "node_count": 2, "item_count": 2, @@ -21015,27 +20724,27 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both issues report the same Wav2Vec2CTCTokenizer v5 bug verbatim; they are duplicates of one another. The open issue is the better canonical record.", - "confidence": 0.99, - "canonical_issue_reason": "issue:46552 is the open copy of the same report and already has inbound references, so it is the better canonical issue to keep.", + "summary": "The two issues are duplicates: they have identical titles and matching content describing the same Wav2Vec2CTCTokenizer v5 bug. #46552 is the better canonical tracker because it is open and has inbound references.", + "confidence": 0.97, + "canonical_issue_reason": "Issue #46552 is the open report with inbound references, so it is the better canonical tracker for this bug.", "canonical_pr_reason": null, - "best_issue_reason": "issue:46552 is the strongest single issue candidate because it is open, identical in content to the other issue, and appears to be the active tracking entry.", + "best_issue_reason": "Issue #46552 is the best issue to keep because it is the open, actively referenced tracker for the same reported problem.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46551", "right": "issue:46552", "accept": true, - "reason": "The titles and bodies are identical and describe the same tokenizer bug; this is a straightforward duplicate pair." + "reason": "Identical title and same bug description; these are the same underlying issue." } ] }, "evaluator_result": { - "accept": true, - "feedback": "Grounded: the packet shows identical titles, identical body lengths, and maximum soft similarity between the two issues. Choosing the open issue with inbound references as the canonical record is conservative and supported. No evidence is overstated." + "accept": false, + "feedback": "The pairwise duplicate call is grounded: the two issues have identical titles and matching content. However, the canonical/best-issue rationale overstates the evidence by calling issue #46552 an \"open duplicate/tracking copy\"; the packet only shows that it is open and has inbound references. A more conservative conclusion would be that #46552 is the likely better canonical tracker, not that it is proven to be a duplicate/tracking copy." }, "evaluator_used": true, - "retried": false, + "retried": true, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -21059,40 +20768,40 @@ "soft_pairs": [ "issue:46657|issue:46692" ], - "prepared_review_unit_hash": "a0d1801e51db6111b3ed4402de29422eddbe7a0529c34123232eb740da173991", + "prepared_review_unit_hash": "c88b877391ea23717759e9629979f55e9805096b5076ab736867acaa95756f29", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1569, - "estimated_input_tokens": 393, - "estimated_eval_tokens": 1042 + "serialized_chars": 1568, + "estimated_input_tokens": 392, + "estimated_eval_tokens": 1040 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1569, - "estimated_input_tokens": 393, - "estimated_eval_tokens": 1042 + "serialized_chars": 1568, + "estimated_input_tokens": 392, + "estimated_eval_tokens": 1040 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two issues are not duplicates: one reports a tensor-size mismatch during object-detection training, while the other reports out-of-memory after several epochs in RT-DETR v2. They may both occur in training, but they describe different failure modes and likely different root causes.", - "confidence": 0.94, - "canonical_issue_reason": null, + "summary": "These two issues are both about training-time failures, but they describe different underlying problems: one is a tensor size mismatch in object detection training, the other is an out-of-memory failure after several epochs in RT-DETR v2 training. They are not the same bug.", + "confidence": 0.9, + "canonical_issue_reason": "Issue 46657 is the more specific, concrete defect report: it names the exact failure mode (tensor size mismatch) and the training context. Issue 46692 is a different symptom class (OOM over time) and is less likely to represent the same root cause.", "canonical_pr_reason": null, - "best_issue_reason": "46657 is the clearer, more concrete bug report, but it is not the same underlying problem as 46692.", + "best_issue_reason": "Issue 46657 is the best representative because it describes a single clear code-path error that is easier to triage and de-duplicate against. Issue 46692 appears to be a separate resource-usage problem.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46657", "right": "issue:46692", "accept": false, - "reason": "Reject: the reports describe different issues (tensor shape mismatch vs. OOM after epochs) and do not appear to be the same underlying bug." + "reason": "Different failure modes: tensor shape mismatch versus progressive out-of-memory during later epochs. They may both occur in training, but they are not the same underlying bug." } ] }, @@ -21122,7 +20831,7 @@ "soft_pairs": [ "issue:46822|issue:46823" ], - "prepared_review_unit_hash": "9113889454cfc19309c77b3c85df1a7925c04340d5d3f949d9ffbcd30139bda1", + "prepared_review_unit_hash": "2ebc0841dbf4d1699b3b9494a50c0c6f32dd4f9d62644b83704714bc40b7f6b8", "component_budget": { "node_count": 2, "item_count": 2, @@ -21144,18 +20853,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two separate bug reports in different parts of the model-loading stack: one about ZeRO-3 zero.Init failing to shard a composite submodule and causing OOM, the other about 4-bit auto device mapping with max_memory incorrectly sending modules to CPU and raising a ValueError. They should not be clustered as duplicates.", - "confidence": 0.98, - "canonical_issue_reason": "No canonical issue: the two issues describe different failure modes and different code paths, so neither subsumes the other.", + "summary": "These are two unrelated bug reports in model loading/dispatch: one about ZeRO-3 zero.Init failing to partition a composite submodule and causing OOM, the other about 4-bit device_map/max_memory dispatch incorrectly falling back to CPU and raising ValueError.", + "confidence": 0.95, + "canonical_issue_reason": "Issue 46822 is the more specific representative because it names the exact failing path (ZeRO-3 zero.Init), the affected composite model component, and the consequence (OOM on multi-GPU load).", "canonical_pr_reason": null, - "best_issue_reason": "Issue 46823 is the clearer self-contained report if a single representative is needed, but it is still not a duplicate of 46822.", + "best_issue_reason": "Issue 46822 is a strong standalone triage target: it has a concrete code path, clear symptom, and narrower scope than the more generic 4-bit dispatch complaint.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46822", "right": "issue:46823", "accept": false, - "reason": "Different underlying bugs: ZeRO-3 partitioning/OOM versus 4-bit device_map CPU offload/ValueError. Similar loading context only, not the same fix or code path." + "reason": "Reject: they concern different failure modes and different loading mechanisms. One is ZeRO-3 partitioning of a specific composite submodule; the other is quantized 4-bit device mapping with max_memory causing CPU dispatch/ValueError. They do not look like the same underlying bug or fix." } ] }, @@ -21177,63 +20886,85 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-46906-3", + "cluster_id": "cluster-46906-4", "nodes": [ "issue:46906", "issue:46940", - "issue:46948" + "issue:46948", + "issue:46969" ], "soft_pairs": [ "issue:46906|issue:46940", "issue:46906|issue:46948", - "issue:46940|issue:46948" + "issue:46906|issue:46969", + "issue:46940|issue:46948", + "issue:46940|issue:46969", + "issue:46948|issue:46969" ], - "prepared_review_unit_hash": "bbf0f291533d1e7cc643658ee1e1c66a62987c5b6ff8089924447d017498c975", + "prepared_review_unit_hash": "6b4b9a70210a41b41e3595aaaa37e88c0ea38a2e3e7ad1e3b20c09edd040ad9b", "component_budget": { - "node_count": 3, - "item_count": 3, - "soft_pair_count": 3, - "serialized_chars": 2808, - "estimated_input_tokens": 702, - "estimated_eval_tokens": 1660 + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4438, + "estimated_input_tokens": 1110, + "estimated_eval_tokens": 2476 }, "budget": { - "node_count": 3, - "item_count": 3, - "soft_pair_count": 3, - "serialized_chars": 2808, - "estimated_input_tokens": 702, - "estimated_eval_tokens": 1660 + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4438, + "estimated_input_tokens": 1110, + "estimated_eval_tokens": 2476 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Three near-identical \"[serge] integration failure triage\" issues for consecutive dates look like recurring daily triage tickets, not the same underlying bug report. I would keep them separate and avoid duplicate-merging.", - "confidence": 0.87, - "canonical_issue_reason": "issue:46906 is the best anchor: it is the earliest of the three and has the strongest inbound reference count, so it is the most representative triage ticket for the cluster.", + "summary": "These are highly similar daily triage issues for different dates, but they are not the same underlying bug/report. They should stay separate; if one has to represent the cluster, the earliest and most referenced issue is the best anchor.", + "confidence": 0.95, + "canonical_issue_reason": "Issue #46906 is the earliest item in the series and has the highest inbound references, so it is the strongest canonical anchor if a representative issue is needed.", "canonical_pr_reason": null, - "best_issue_reason": "issue:46906 has the most references and earliest timestamp, making it the strongest single issue to point cluster readers to.", + "best_issue_reason": "Issue #46906 is the best overall representative because it is the first in the dated sequence and has the most engagement/links, even though the others appear to be separate daily triage threads.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46906", "right": "issue:46940", "accept": false, - "reason": "Same template/title, but the date-specific triage context suggests separate daily failure reports rather than one shared underlying issue." + "reason": "Same triage template and subsystem, but the dates differ and these read as separate daily integration-failure threads rather than one underlying issue." }, { "left": "issue:46906", "right": "issue:46948", "accept": false, - "reason": "These appear to be consecutive-day triage entries; similarity is high, but there is no evidence they describe the exact same bug or fix." + "reason": "Very similar title/body pattern, but this is a different day\u2019s triage report, so it is not the same concrete issue." + }, + { + "left": "issue:46906", + "right": "issue:46969", + "accept": false, + "reason": "These are recurring dated triage issues, not duplicate reports of one bug; keep them distinct." }, { "left": "issue:46940", "right": "issue:46948", "accept": false, - "reason": "Likely separate daily integration-failure tracking issues, not duplicate reports of one concrete problem." + "reason": "Adjacent daily triage reports, but still separate issue instances for different dates." + }, + { + "left": "issue:46940", + "right": "issue:46969", + "accept": false, + "reason": "Looks like the same recurring integration-failure triage series, but not the same underlying ticket." + }, + { + "left": "issue:46948", + "right": "issue:46969", + "accept": false, + "reason": "Different dated triage threads with similar structure; not a duplicate pair for the same bug/change." } ] }, @@ -21247,7 +20978,7 @@ { "label": "pull_request", "component_index": 1, - "component_count": 36, + "component_count": 35, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -21263,12 +20994,12 @@ "soft_pairs": [ "pull_request:40546|pull_request:42781" ], - "prepared_review_unit_hash": "1b7f64e9b178bcfb65c1f8832bd58dc865040cef7de327a31a0c5686ce9d60c6", + "prepared_review_unit_hash": "1438e3c4064b00c4dafe24bff6af1e212e3d7a2f8fee2604b68bb91dc7e3100b", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 7223, + "serialized_chars": 7224, "estimated_input_tokens": 1806, "estimated_eval_tokens": 3868 }, @@ -21276,7 +21007,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 7223, + "serialized_chars": 7224, "estimated_input_tokens": 1806, "estimated_eval_tokens": 3868 }, @@ -21285,18 +21016,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs target VibeVoice, but they are not the same concrete change: #40546 is the initial VibeVoice implementation, while #42781 is a draft for VibeVoice Realtime with additional tokenizer/processing and generation changes. Shared files alone are not enough to treat them as duplicates.", - "confidence": 0.92, + "summary": "Both pull requests target VibeVoice, but they are not duplicates: #40546 adds the base VibeVoice integration, while #42781 extends it with realtime support and an acoustic tokenizer. They overlap heavily in shared model files, but the underlying change scope is different.", + "confidence": 0.89, "canonical_issue_reason": null, - "canonical_pr_reason": "#40546 is the broader, primary implementation PR with substantial review activity and the initial model integration; #42781 builds on the same model family but is a separate realtime feature branch.", + "canonical_pr_reason": "#42781 is the broader, later VibeVoice PR and includes the base integration plus realtime/acoustic-tokenizer work, so it better represents the cluster\u2019s main implementation direction.", "best_issue_reason": null, - "best_pr_reason": "#40546 is the best representative of the base VibeVoice integration because it is the main non-draft implementation PR and covers the foundational code path.", + "best_pr_reason": "#42781 is the strongest representative because it covers the more complete VibeVoice feature set and touches the core codepaths that supersede the earlier base-only implementation.", "soft_edge_verdicts": [ { "left": "pull_request:40546", "right": "pull_request:42781", "accept": false, - "reason": "They share the VibeVoice subsystem, but #42781 is a distinct realtime add-on with extra generation/processing and acoustic tokenizer work, not the same bug or change as the initial implementation in #40546." + "reason": "Related but not the same concrete change: #40546 implements VibeVoice generally, while #42781 adds realtime-specific functionality and a separate acoustic tokenizer/model stack. They would not plausibly be merged as one PR without collapsing distinct feature work." } ] }, @@ -21310,7 +21041,7 @@ { "label": "pull_request", "component_index": 2, - "component_count": 36, + "component_count": 35, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -21326,12 +21057,12 @@ "soft_pairs": [ "pull_request:40755|pull_request:41224" ], - "prepared_review_unit_hash": "5892007c7a6f96cc7c7b2f5efc12cd0ef7ddb11d0c91b3a6c8c89e476eabcdf7", + "prepared_review_unit_hash": "ffe121c12e2e86c7f06f0b0eded9fe0e48f42d038598587b103a80841202545b", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4674, + "serialized_chars": 4675, "estimated_input_tokens": 1169, "estimated_eval_tokens": 2594 }, @@ -21339,7 +21070,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4674, + "serialized_chars": 4675, "estimated_input_tokens": 1169, "estimated_eval_tokens": 2594 }, @@ -21348,18 +21079,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs are unrelated feature additions in different model families: TimesFM covariate forecasting vs. DINOv3 image classification support. The soft similarity is superficial (both add docs/tests and model support), not the same underlying change.", - "confidence": 0.98, + "summary": "The two pull requests target different models and unrelated features: TimesFM covariate forecasting vs. DINOv3 image classification support. They are not duplicates.", + "confidence": 0.99, "canonical_issue_reason": null, "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "PR 41224 is the stronger representative artifact: it is a focused, concrete model capability addition with clear implementation scope, docs, and tests.", + "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "pull_request:40755", "right": "pull_request:41224", "accept": false, - "reason": "Different models, different tasks, and different code paths; they do not fix the same bug or implement the same change." + "reason": "Different code paths and products: TimesFM forecasting with covariates versus DINOv3 image classification support. They do not appear mergeable into one PR." } ] }, @@ -21373,7 +21104,7 @@ { "label": "pull_request", "component_index": 3, - "component_count": 36, + "component_count": 35, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -21436,7 +21167,7 @@ { "label": "pull_request", "component_index": 4, - "component_count": 36, + "component_count": 35, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -21480,148 +21211,148 @@ "pull_request:43823|pull_request:45213", "pull_request:43251|pull_request:43254" ], - "prepared_review_unit_hash": "bec53376d46f663f496be2797675ca0d4641f87f631704f342cd2a645d80baa8", + "prepared_review_unit_hash": "9efa4a679ea85a532233b5d9d5578c1a5583443909cdf519bcef94e32cf86b23", "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": 34782, + "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": 34782, + "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 across different subsystems. The only true near-duplicate is the pair adding kwargs support to `fixed_cross_entropy` in `loss_utils.py` (43251/43254); all other pairs are just thematic or subsystem similarity, not the same underlying change.", - "confidence": 0.93, + "summary": "The cluster is mostly unrelated one-off PRs. The only true duplicate pair is the two `fixed_cross_entropy` changes (`#43251` and `#43254`); all other soft-similarity pairs are about different models, subsystems, or test/doc-only changes and should stay separate.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 43251 is the best canonical PR in the only duplicate pair: it targets the same `fixed_cross_entropy` change, explicitly links the tracked issue, and presents the more complete implementation of forwarding supported kwargs to `nn.functional.cross_entropy`.", + "canonical_pr_reason": "`#43254` is the cleanest representative of the only real duplicate pair: it makes the same `fixed_cross_entropy` API change in a minimal, self-contained patch.", "best_issue_reason": null, - "best_pr_reason": "PR 43251 is the strongest global representative here because it is the clearest duplicate-center candidate and the only PR that cleanly matches another submission of the same fix in the same code path.", + "best_pr_reason": "`#43254` is the best global representative because it is the most focused instance of the shared loss-function fix and directly matches the duplicated code path without extra issue-tracking noise.", "soft_edge_verdicts": [ { "left": "pull_request:41855", "right": "pull_request:43823", "accept": false, - "reason": "Different code paths and goals: Mistral tokenizer methods vs adding a new MobileLLM model. Shared \u2018model support\u2019 theme is too broad." + "reason": "Different features/models: Mistral tokenizer methods vs. adding MobileLLM model support." }, { "left": "pull_request:41855", "right": "pull_request:43424", "accept": false, - "reason": "Tokenizer API addition and ExecuTorch dynamic-shape test are unrelated changes; they would not be merged as one PR." + "reason": "Tokenizer API addition vs. Executorch dynamic-shape export test; unrelated code paths." }, { "left": "pull_request:42668", "right": "pull_request:43823", "accept": false, - "reason": "Both touch pretrained loading/processor-related code, but one is a robustness fix for processor auto-loading and the other is a new model addition." + "reason": "Both touch processor/model loading areas, but they fix different models and different behaviors." }, { "left": "pull_request:43251", "right": "pull_request:43823", "accept": false, - "reason": "Loss-function kwargs support and MobileLLM model addition are completely different features." + "reason": "Loss-function kwargs fix vs. new MobileLLM model integration; no shared bug/change." }, { "left": "pull_request:43251", "right": "pull_request:44827", "accept": false, - "reason": "Different bug fixes in different model families; no shared concrete code-path problem." + "reason": "Loss utility API change vs. Mistral4 test/model updates; not the same underlying change." }, { "left": "pull_request:43424", "right": "pull_request:44827", "accept": false, - "reason": "ExecuTorch export tests and Mistral4 test fixes are unrelated test additions, not the same underlying change." + "reason": "Different concerns: export dynamic shapes test vs. Mistral4 model/test fixes." }, { "left": "pull_request:43424", "right": "pull_request:43823", "accept": false, - "reason": "Dynamic-shape export testing is unrelated to adding MobileLLM." + "reason": "Executorch exportability test is unrelated to adding a new model." }, { "left": "pull_request:43823", "right": "pull_request:45655", "accept": false, - "reason": "New model implementation vs class/config resolution ordering fix; no duplicate bug or mergeable shared fix." + "reason": "New model addition vs. config-resolution bug fix; distinct code paths." }, { "left": "pull_request:43823", "right": "pull_request:43995", "accept": false, - "reason": "MobileLLM model addition and Falcon output-collection refactor are different model changes with different purposes." + "reason": "MobileLLM model support vs. Falcon output-capture refactor; unrelated changes." }, { "left": "pull_request:43995", "right": "pull_request:45213", "accept": false, - "reason": "Falcon refactor and model-creation skill are not the same change; the latter is a meta/tooling PR, not a code-path fix." + "reason": "Falcon refactor vs. model-creation skill/docs scaffolding; no shared fix." }, { "left": "pull_request:43995", "right": "pull_request:44827", "accept": false, - "reason": "Falcon refactor and Mistral4 test fixes touch different models and different problems." + "reason": "Falcon interface refactor and Mistral4 test fixes are different model-specific changes." }, { "left": "pull_request:44827", "right": "pull_request:45170", "accept": false, - "reason": "Mistral4 test fixes and CLIP-family `layrnorm` rename are unrelated." + "reason": "Mistral4 test/model fixes vs. CLIP-like LayerNorm typo rename; unrelated subsystems." }, { "left": "pull_request:44827", "right": "pull_request:46267", "accept": false, - "reason": "Mistral4 test fixes and chat parsing updates are different subsystems and changes." + "reason": "Mistral4 fixes vs. chat response parsing/serve updates; different code paths." }, { "left": "pull_request:44827", "right": "pull_request:46048", "accept": false, - "reason": "Mistral4 tests and TDT loss kernel integration are unrelated changes." + "reason": "Mistral4 test fixes vs. adding a TDT loss kernel; unrelated functionality." }, { "left": "pull_request:44827", "right": "pull_request:45655", "accept": false, - "reason": "Mistral4 test fixes and `cls.config` resolution ordering are different problems with no shared code path." + "reason": "Mistral4-specific work vs. global config-resolution fix; not the same bug." }, { "left": "pull_request:44827", "right": "pull_request:45213", "accept": false, - "reason": "Shared auto/modeling files are incidental; one is Mistral4 tests and the other is a model-creation skill draft." + "reason": "Mistral4 fixes vs. model-creation skill scaffolding; different intent and files." }, { "left": "pull_request:43823", "right": "pull_request:45213", "accept": false, - "reason": "New model implementation and the model-creation skill are not duplicate code changes." + "reason": "New model implementation vs. developer skill/docs changes; not a duplicate change." }, { "left": "pull_request:43251", "right": "pull_request:43254", "accept": true, - "reason": "Same function, same file, same issue target, and both add support for passing cross-entropy kwargs; they are clearly alternative implementations of the same fix and could be merged into one PR." + "reason": "Same underlying bug in `fixed_cross_entropy`: both add `weight`/`label_smoothing` support and call `nn.functional.cross_entropy` with the same extra kwargs." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is conservative and grounded in the packet. The only clearly mergeable duplicate pair is PR 43251 / 43254: they touch the same file, same function, and share the same issue target with overlapping `cross_entropy` kwargs support. The other pairwise rejects stay within the evidence shown (mostly only soft similarity with no shared file or issue target), and no overclaiming stands out." + "feedback": "The summary is grounded in the packet and stays conservative on the soft edges. The only accepted pair, `#43251`/`#43254`, is a plausible single-bugfix duplicate in `fixed_cross_entropy`/`loss_utils.py`, while the other pairs are reasonably treated as unrelated or only weakly similar." }, "evaluator_used": true, "retried": false, @@ -21632,7 +21363,7 @@ { "label": "pull_request", "component_index": 5, - "component_count": 36, + "component_count": 35, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -21648,7 +21379,7 @@ "soft_pairs": [ "pull_request:42975|pull_request:42976" ], - "prepared_review_unit_hash": "4b5c38ac0656831c6f2c800a4c003ba2fef06a93eb2223536d9f402f92e39b29", + "prepared_review_unit_hash": "0da98ff5f205a1d07528b9e6575e037449280184b3d37a686e852e839b411c5a", "component_budget": { "node_count": 2, "item_count": 2, @@ -21670,18 +21401,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both pull requests are broad dependency bumps in GitHub Actions, but they target different action families and different compatibility goals, so they are not duplicates.", - "confidence": 0.96, + "summary": "These are two separate workflow dependency-upgrade PRs: one targets GitHub Actions core versions for Node 24 compatibility, while the other upgrades Docker build actions. They overlap in files but not in the concrete change being made.", + "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": "No single canonical PR for duplication here: PR 42975 refreshes multiple GitHub Actions to Node 24-compatible versions, while PR 42976 specifically upgrades docker/build-push-action across Docker-related workflows.", + "canonical_pr_reason": "PR 42975 is the broader representative: it updates several workflow actions across many files and has a clear, specific compatibility goal (Node 24 support).", "best_issue_reason": null, - "best_pr_reason": "PR 42975 is the broader workflow-action maintenance PR and is the closest representative of the cluster, but it still should not subsume PR 42976.", + "best_pr_reason": "PR 42975 is the best single representative for the cluster because it spans more workflows and reflects the repo-wide GitHub Actions compatibility upgrade theme more directly than the narrower Docker-action bump PR.", "soft_edge_verdicts": [ { "left": "pull_request:42975", "right": "pull_request:42976", "accept": false, - "reason": "Different underlying changes: 42975 updates several GitHub Actions for Node 24 compatibility, while 42976 only bumps docker/build-push-action in Docker image workflows. They touch overlapping files but not the same concrete bug/change." + "reason": "Do not merge: they upgrade different action families and fix different compatibility concerns. 42975 bumps checkout/cache/upload-artifact for Node 24 compatibility; 42976 bumps docker/build-push-action from v5 to v6. Same maintenance theme, but not the same underlying bug or change." } ] }, @@ -21695,7 +21426,7 @@ { "label": "pull_request", "component_index": 6, - "component_count": 36, + "component_count": 35, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -21716,7 +21447,7 @@ "pull_request:43448|pull_request:45490", "pull_request:45490|pull_request:46562" ], - "prepared_review_unit_hash": "a7b8f1f88d5bf84d9c5d891b422dca03090c812286368a17c2e4d2fffacb601e", + "prepared_review_unit_hash": "f76836278d9928b28f6bc340c719d13e432c2e8a54c1ca0e5e979e42e25753f7", "component_budget": { "node_count": 4, "item_count": 4, @@ -21738,36 +21469,36 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are four separate model-addition PRs (ViT NEPA, Molmo, CTSM, Step3p7). They share only broad Hugging Face model-integration boilerplate such as docs and auto-registry updates, not the same concrete code change or bug.", + "summary": "This cluster contains four unrelated model-addition pull requests (ViT NEPA, Molmo, CTSM, Step 3.7 Flash). They share some boilerplate integration files, but each introduces a different model family and code path, so they are not duplicates.", "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR: the items are unrelated model integrations rather than duplicates of one another.", + "canonical_pr_reason": "No single PR is a true duplicate of the others; if one must represent the cluster, 46562 is the strongest candidate because it has the broadest integration surface and the highest review activity, but it is still a distinct model-addition PR.", "best_issue_reason": null, - "best_pr_reason": "#46562 is the strongest standalone representative by review activity and scope, but it is still just the Step3p7 model-addition PR, not a duplicate of the others.", + "best_pr_reason": "46562 is the best representative by coverage and review depth, but not because it matches the others on substance; it should not be merged with them as a duplicate.", "soft_edge_verdicts": [ { "left": "pull_request:42978", "right": "pull_request:43448", "accept": false, - "reason": "Different models and different integrations; shared auto/docs files are generic boilerplate, not the same underlying change." + "reason": "Different model families and implementations: ViT NEPA vs Molmo. Shared docs/auto-registry files are generic model-addition boilerplate, not the same underlying change." }, { "left": "pull_request:42978", "right": "pull_request:45490", "accept": false, - "reason": "ViT NEPA vs CTSM are unrelated model additions; overlap is limited to registry/docs plumbing." + "reason": "ViT NEPA and CTSM are unrelated model additions with different configs/modeling files and distinct code paths; overlap is only in shared integration scaffolding." }, { "left": "pull_request:43448", "right": "pull_request:45490", "accept": false, - "reason": "Molmo and CTSM are distinct model implementations; similarity is only in common framework registration and docs updates." + "reason": "Molmo and CTSM are separate model introductions. Similar auto/docs updates do not indicate the same bug or change." }, { "left": "pull_request:45490", "right": "pull_request:46562", "accept": false, - "reason": "CTSM time-series support and Step3p7 multimodal support are different concrete model changes; shared auto-mapping/docs edits are not enough to treat them as duplicates." + "reason": "CTSM and Step 3.7 Flash are different model ports with different architectures and filenames. They share framework plumbing but not the same concrete change." } ] }, @@ -21781,7 +21512,7 @@ { "label": "pull_request", "component_index": 7, - "component_count": 36, + "component_count": 35, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -21816,7 +21547,7 @@ "pull_request:46539|pull_request:46922", "pull_request:46886|pull_request:46922" ], - "prepared_review_unit_hash": "f8794db6705d784f5f547f4244f1bcebe0745b7dace2bf6a24e36d4f31ccb5fe", + "prepared_review_unit_hash": "c3d932258caddf0fa0f13c3114a3791fc919761891fad97f6239edb8cb29d356", "component_budget": { "node_count": 7, "item_count": 7, @@ -21838,108 +21569,108 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Mostly unrelated PRs; the only true duplicate pair is the two YOLOS fixes, where PR #46922 subsumes the device-placement correction and the no-split-module guard.", - "confidence": 0.96, + "summary": "This cluster is mostly unrelated PRs that only share generic titles like \u201cfix.\u201d The only strong duplicate-looking pair is the two YOLOS PRs, which both address the same device-mismatch bug in `src/transformers/models/yolos/modeling_yolos.py` for `device_map=\"auto\"` and reference the same issue.", + "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #46922 is the best canonical PR because it directly fixes the YOLOS device mismatch in the forward path and also adds the supporting no-split module safeguard for the same bug.", + "canonical_pr_reason": "pull_request:46886 is the best canonical PR because it has the clearest title, an explicit issue target (46869), and a focused single-file fix for the YOLOS device-mismatch bug.", "best_issue_reason": null, - "best_pr_reason": "PR #46922 is the strongest representative of the cluster: it targets the concrete YOLOS device_map=\"auto\" failure and appears to contain the more complete fix.", + "best_pr_reason": "pull_request:46886 is the most representative PR in the cluster: it is narrowly scoped, explicitly tied to the underlying issue, and the YOLOS change is the only clear substantive duplicate candidate here.", "soft_edge_verdicts": [ { "left": "pull_request:43291", "right": "pull_request:43665", "accept": false, - "reason": "Both are test-only changes in different model areas; they do not describe the same underlying bug or mergeable fix." + "reason": "Both are test-fix PRs with vague titles, but they touch different models and different test files; no evidence they fix the same underlying bug." }, { "left": "pull_request:43291", "right": "pull_request:44815", "accept": false, - "reason": "Whisper test cleanup vs FP8 dequant/loading fix are unrelated code paths." + "reason": "Different subsystems and problems: Whisper tokenizer/test changes versus FP8 dequant/loading logic." }, { "left": "pull_request:43291", "right": "pull_request:46380", "accept": false, - "reason": "Whisper tokenizer tests and generation watermarking/validation changes are unrelated." + "reason": "Whisper decode/timestamp changes are unrelated to generation config watermarking and broad generation/model test updates." }, { "left": "pull_request:43291", "right": "pull_request:46922", "accept": false, - "reason": "Whisper test fixes are unrelated to the YOLOS device mismatch fix." + "reason": "Whisper tokenizer/test work and YOLOS device-mismatch work are different code paths and different bugs." }, { "left": "pull_request:43665", "right": "pull_request:46539", "accept": false, - "reason": "These are separate test-only PRs for different models and different failure modes." + "reason": "These are unrelated test/CI fixes for different models and infrastructure." }, { "left": "pull_request:43665", "right": "pull_request:44815", "accept": false, - "reason": "CLIP/ViT test assertions do not match the FP8 dequantization and loading-path change." + "reason": "CLIP/ViT test edits do not match the FP8 dequant/loading fix in a different subsystem." }, { "left": "pull_request:43665", "right": "pull_request:46380", "accept": false, - "reason": "Different subsystems and failure modes: model test cleanup vs generation config validation." + "reason": "The PRs target different areas: model test stubs versus generation validation and Whisper/model test changes." }, { "left": "pull_request:43665", "right": "pull_request:46922", "accept": false, - "reason": "The test-only CLIP/ViT PR does not fix the YOLOS runtime device mismatch." + "reason": "Model test-only changes for CLIP/ViT are not the same bug as YOLOS device placement." }, { "left": "pull_request:44815", "right": "pull_request:46539", "accept": false, - "reason": "FP8 quantization/loading fixes are unrelated to the Phimoe CI/integration-test environment changes." + "reason": "FP8 dequantization/loading fixes are unrelated to Phimoe CI/device-memory test setup." }, { "left": "pull_request:44815", "right": "pull_request:46380", "accept": false, - "reason": "These touch different functionality: dequantization internals vs generation watermarking validation." + "reason": "These touch different concrete problems: FP8 quantization internals versus generation config validation and test adjustments." }, { "left": "pull_request:44815", "right": "pull_request:46922", "accept": false, - "reason": "No shared bug: FP8 dequant fix is unrelated to YOLOS device placement." + "reason": "Different model families and different failure modes; no shared underlying bug." }, { "left": "pull_request:46380", "right": "pull_request:46539", "accept": false, - "reason": "Generation-config watermarking validation and Phimoe CI setup are not the same underlying issue." + "reason": "Generation watermark validation/Whisper changes are not the same as Phimoe integration-test CI fixes." }, { "left": "pull_request:46380", "right": "pull_request:46922", "accept": false, - "reason": "Generation config validation changes are unrelated to the YOLOS mismatch bug." + "reason": "No common code path or bug: generation config/Whisper work versus YOLOS device mismatch." }, { "left": "pull_request:46539", "right": "pull_request:46922", "accept": false, - "reason": "Phimoe integration-test CI adjustments are unrelated to YOLOS runtime behavior." + "reason": "CI memory/device setup for Phimoe is unrelated to the YOLOS forward/device_map bug." }, { "left": "pull_request:46886", "right": "pull_request:46922", "accept": true, - "reason": "Both PRs target the same YOLOS device-mismatch problem in the same file and same issue target; #46922 adds the actual tensor device move plus the split-module guard, making them mergeable into one fix." + "reason": "Both PRs fix the same YOLOS device-mismatch issue in the same file, with overlapping changes to the same code path and the same explicit issue target." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative on the soft edges. The only accepted duplicate pair, #46886 and #46922, is well-supported by the shared YOLOS file and shared issue target, and the mergeability claim is plausible because #46922 subsumes the device fix plus the no-split-module safeguard. The other pair rejections are also conservative and match the diffs shown." + "feedback": "The summary is well grounded in the packet: it correctly treats the cluster as mostly unrelated, and the only accepted duplicate pair is the YOLOS pair, which is supported by the shared file and shared issue target. The rejected soft-edge pairs are conservative and consistent with the diff previews." }, "evaluator_used": true, "retried": false, @@ -21950,7 +21681,7 @@ { "label": "pull_request", "component_index": 8, - "component_count": 36, + "component_count": 35, "review_unit_index": 1, "review_unit_count": 2, "status": "reviewed", @@ -21958,7 +21689,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-43451-24", + "cluster_id": "cluster-43451-37", "nodes": [ "pull_request:43451", "pull_request:45144", @@ -21967,14 +21698,22 @@ "pull_request:46658", "pull_request:46707", "pull_request:46836", - "pull_request:46850", "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:46935", + "pull_request:46941", + "pull_request:46949", + "pull_request:46950", + "pull_request:46951", "pull_request:46953", "pull_request:46954", "pull_request:46957", @@ -21983,565 +21722,522 @@ "pull_request:46964", "pull_request:46965", "pull_request:46966", - "pull_request:46968" + "pull_request:46970", + "pull_request:46971", + "pull_request:46973", + "pull_request:46974" ], "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:46927|pull_request:46951", + "pull_request:46951|pull_request:46971", + "pull_request:46970|pull_request:46971", + "pull_request:46949|pull_request:46971", + "pull_request:46951|pull_request:46970", "pull_request:46902|pull_request:46965", + "pull_request:46908|pull_request:46928", + "pull_request:46907|pull_request:46926", + "pull_request:46907|pull_request:46928", + "pull_request:46926|pull_request:46928", "pull_request:46902|pull_request:46957", "pull_request:46954|pull_request:46965", + "pull_request:46926|pull_request:46941", "pull_request:46954|pull_request:46961", "pull_request:46180|pull_request:46658", + "pull_request:46941|pull_request:46970", + "pull_request:46180|pull_request:46707", "pull_request:46658|pull_request:46903", "pull_request:46891|pull_request:46964", + "pull_request:46907|pull_request:46941", "pull_request:45144|pull_request:46912", + "pull_request:46928|pull_request:46941", "pull_request:46891|pull_request:46954", "pull_request:43451|pull_request:46954", - "pull_request:46954|pull_request:46957", "pull_request:46903|pull_request:46964", + "pull_request:46954|pull_request:46957", + "pull_request:46928|pull_request:46951", "pull_request:46964|pull_request:46966", - "pull_request:46196|pull_request:46902", + "pull_request:46907|pull_request:46927", + "pull_request:46908|pull_request:46951", + "pull_request:46903|pull_request:46970", + "pull_request:46903|pull_request:46973", + "pull_request:46196|pull_request:46964", + "pull_request:46926|pull_request:46927", + "pull_request:46908|pull_request:46941", "pull_request:46658|pull_request:46902", + "pull_request:46196|pull_request:46902", + "pull_request:45144|pull_request:46196", "pull_request:43451|pull_request:46902", - "pull_request:46935|pull_request:46957", "pull_request:46958|pull_request:46961", - "pull_request:45144|pull_request:46196", + "pull_request:46973|pull_request:46974", + "pull_request:46935|pull_request:46957", + "pull_request:46958|pull_request:46973", "pull_request:43451|pull_request:45144", - "pull_request:46891|pull_request:46935", + "pull_request:46912|pull_request:46935", "pull_request:43451|pull_request:46964", + "pull_request:46961|pull_request:46973", "pull_request:43451|pull_request:46935", - "pull_request:45144|pull_request:46707", - "pull_request:46935|pull_request:46961", "pull_request:45144|pull_request:46658", - "pull_request:46935|pull_request:46953", - "pull_request:46707|pull_request:46920", + "pull_request:45144|pull_request:46707", + "pull_request:46961|pull_request:46974", + "pull_request:46891|pull_request:46935", + "pull_request:46707|pull_request:46935", "pull_request:46912|pull_request:46920", + "pull_request:46707|pull_request:46920", "pull_request:46658|pull_request:46964", + "pull_request:46958|pull_request:46974", "pull_request:46836|pull_request:46964", - "pull_request:46196|pull_request:46964", "pull_request:46958|pull_request:46965", "pull_request:43451|pull_request:46920", "pull_request:46920|pull_request:46957", - "pull_request:46957|pull_request:46958", "pull_request:46836|pull_request:46920", - "pull_request:46891|pull_request:46958", + "pull_request:46957|pull_request:46958", + "pull_request:46965|pull_request:46973", + "pull_request:46953|pull_request:46974", + "pull_request:46891|pull_request:46974", + "pull_request:46891|pull_request:46973" + ], + "prepared_review_unit_hash": "af1179a4b061d86319bef76cd81ac9b18b0619b316b4101bbccd382f12da875f", + "component_budget": { + "node_count": 37, + "item_count": 37, + "soft_pair_count": 126, + "serialized_chars": 128604, + "estimated_input_tokens": 32151, + "estimated_eval_tokens": 64558 + }, + "budget": { + "node_count": 35, + "item_count": 35, + "soft_pair_count": 72, + "serialized_chars": 96551, + "estimated_input_tokens": 24138, + "estimated_eval_tokens": 48532 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is still mostly heterogeneous (model additions, CI/workflow changes, and isolated bugfixes). The only close overlap is the CohereASR loss-double-shift area, but the two CohereASR PRs are better treated as alternate fixes for the same bug rather than mergeable duplicates, so I keep them conservative-rejects.", + "confidence": 0.9, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46895 is the best canonical PR because it is the most focused, issue-linked CohereASR fix with test coverage; compared with 46958 it is the cleaner single-change representative, even though the two are not safe to collapse into one duplicate.", + "best_issue_reason": null, + "best_pr_reason": "PR 46895 is the best standalone PR in the cluster: it is narrowly scoped, directly bug-fixing, and issue-backed, while the other items are mostly unrelated feature additions or test/infra changes.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46895", + "right": "pull_request:46958", + "accept": false, + "reason": "Same underlying CohereASR double-shift bug, but 46958 is an alternate implementation rather than a change that would plausibly be merged into the same PR; conservative triage should not collapse them." + }, + { + "left": "pull_request:46903", + "right": "pull_request:46958", + "accept": false, + "reason": "They overlap on CohereASR loss handling, but 46903 is a broader multi-model bugfix (CohereASR + PPFormulaNet), not the same concrete single-PR change as 46958." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The writeup is mostly grounded, but it overstates the CohereASR pair: PR 46895 and PR 46958 are both issue-linked fixes for the same bug, yet the packet suggests they are alternate implementations rather than changes that would be mergeable into a single PR. That makes the lone accept verdict too strong for a conservative evaluation. The rest of the pairwise rejections look appropriately cautious." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 8, + "component_count": 35, + "review_unit_index": 2, + "review_unit_count": 2, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43451-37", + "nodes": [ + "pull_request:43451", + "pull_request:46196", + "pull_request:46658", + "pull_request:46707", + "pull_request:46836", + "pull_request:46850", + "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:46953", + "pull_request:46957", + "pull_request:46961", + "pull_request:46965", + "pull_request:46968", + "pull_request:46970", + "pull_request:46971" + ], + "soft_pairs": [ + "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: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:46891|pull_request:46957", "pull_request:46658|pull_request:46836", "pull_request:43451|pull_request:46658", - "pull_request:43451|pull_request:46196", "pull_request:46953|pull_request:46957", "pull_request:46707|pull_request:46953", - "pull_request:43451|pull_request:46891", "pull_request:46658|pull_request:46850", - "pull_request:46891|pull_request:46953", + "pull_request:43451|pull_request:46891", "pull_request:46658|pull_request:46707", + "pull_request:46891|pull_request:46953", "pull_request:46707|pull_request:46891", + "pull_request:43451|pull_request:46953", + "pull_request:46196|pull_request:46836", "pull_request:43451|pull_request:46707", "pull_request:46836|pull_request:46891", - "pull_request:43451|pull_request:46953", "pull_request:46836|pull_request:46957", "pull_request:46658|pull_request:46957", "pull_request:46961|pull_request:46965", "pull_request:46707|pull_request:46836", - "pull_request:46957|pull_request:46965", "pull_request:46953|pull_request:46968", + "pull_request:46957|pull_request:46965", "pull_request:46707|pull_request:46957", - "pull_request:46196|pull_request:46957", "pull_request:46912|pull_request:46957", "pull_request:46957|pull_request:46968", + "pull_request:43451|pull_request:46196", "pull_request:46850|pull_request:46957", "pull_request:43451|pull_request:46912", "pull_request:46850|pull_request:46891", - "pull_request:46891|pull_request:46968", "pull_request:43451|pull_request:46957", - "pull_request:46196|pull_request:46836", - "pull_request:43451|pull_request:46850" + "pull_request:46891|pull_request:46968", + "pull_request:43451|pull_request:46850", + "pull_request:46707|pull_request:46850", + "pull_request:46891|pull_request:46912", + "pull_request:46836|pull_request:46912", + "pull_request:43451|pull_request:46968", + "pull_request:46707|pull_request:46968", + "pull_request:46196|pull_request:46891", + "pull_request:46196|pull_request:46707", + "pull_request:43451|pull_request:46965", + "pull_request:46836|pull_request:46965", + "pull_request:46196|pull_request:46957", + "pull_request:46957|pull_request:46961", + "pull_request:46891|pull_request:46961", + "pull_request:43451|pull_request:46961", + "pull_request:46953|pull_request:46961" ], - "prepared_review_unit_hash": "55caed96e7fac2c508287592d92adabf7a36a4c3ba90a9e4541972b679923bbf", + "prepared_review_unit_hash": "7aaae245fef126efee47828d2221ddf718373ac82af4c2a1e37703e7fe2131f6", "component_budget": { - "node_count": 24, - "item_count": 24, - "soft_pair_count": 86, - "serialized_chars": 90472, - "estimated_input_tokens": 22618, - "estimated_eval_tokens": 45492 + "node_count": 37, + "item_count": 37, + "soft_pair_count": 126, + "serialized_chars": 128604, + "estimated_input_tokens": 32151, + "estimated_eval_tokens": 64558 }, "budget": { - "node_count": 24, - "item_count": 24, - "soft_pair_count": 72, - "serialized_chars": 79405, - "estimated_input_tokens": 19852, - "estimated_eval_tokens": 39960 + "node_count": 22, + "item_count": 22, + "soft_pair_count": 54, + "serialized_chars": 65441, + "estimated_input_tokens": 16361, + "estimated_eval_tokens": 32978 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a set of unrelated PRs that happen to look similar at a text/surface level. The only clear duplicate pair is the CohereASR training-loss double-shift fix (46895 and 46958); the rest are different model additions, distinct bug fixes, CI/docs changes, or separate infrastructure work.", - "confidence": 0.95, + "summary": "This cluster is heterogeneous: model additions, unrelated model bug fixes, docs/CI tweaks, and test-only changes. None of the soft edges look like the same underlying change, so all should be rejected.", + "confidence": 0.94, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 46895 is the best canonical PR because it is the clearest representative of the one genuine duplicate pair: it fixes the same CohereASR training-loss double-shift bug as 46958, targets the same issue, and has the stronger review history.", + "canonical_pr_reason": "No single PR is a valid canonical duplicate target; the items span unrelated models and subsystems with only superficial similarity.", "best_issue_reason": null, - "best_pr_reason": "PR 46895 is the strongest overall representative: it is the only clearly duplicated change in the set and is the more established version of that CohereASR fix.", + "best_pr_reason": "PR 46957 has the broadest similarity links, but it is still a distinct FP8/generation change and not a duplicate of the others.", "soft_edge_verdicts": [ { - "left": "pull_request:46895", - "right": "pull_request:46958", - "accept": true, - "reason": "Same CohereASR training-loss double-shift bug in the same code path/files; 46958 is an alternate implementation of the same fix." + "left": "pull_request:46950", + "right": "pull_request:46971", + "accept": false, + "reason": "Same model family, but one changes runtime behavior and the other only adjusts test loading flags; not the same underlying fix." }, { - "left": "pull_request:46903", - "right": "pull_request:46958", + "left": "pull_request:46949", + "right": "pull_request:46950", "accept": false, - "reason": "Both are training-loss fixes, but for different models (PPFormulaNet vs CohereASR); not the same underlying change." + "reason": "Different models and different failure modes; only the \"serge\" fix pattern is shared." }, { - "left": "pull_request:46902", - "right": "pull_request:46965", + "left": "pull_request:46949", + "right": "pull_request:46951", "accept": false, - "reason": "Offloading/save-state changes vs DeepSeek V4 cache handling; unrelated bug fixes." + "reason": "Different models and codepaths; these address separate integration-test failures." }, { - "left": "pull_request:46902", - "right": "pull_request:46957", + "left": "pull_request:46927", + "right": "pull_request:46949", "accept": false, - "reason": "Different areas: disk-offloaded buffer saving vs generation decode optimization." + "reason": "Unrelated model fixes for different architectures; not mergeable into one PR." }, { - "left": "pull_request:46954", - "right": "pull_request:46965", + "left": "pull_request:46927", + "right": "pull_request:46971", "accept": false, - "reason": "Different model internals: FusedRMSNormGated dtype cleanup vs DeepSeek V4 use_cache behavior." + "reason": "Different model areas and different fix types; no shared underlying bug." }, { - "left": "pull_request:46954", - "right": "pull_request:46961", + "left": "pull_request:46949", + "right": "pull_request:46970", "accept": false, - "reason": "A code clean-up in model modules vs a workflow branch-normalization PR; unrelated." + "reason": "Audio/Whisper cache handling is unrelated to MusicGen Melody generation behavior." }, { - "left": "pull_request:46180", - "right": "pull_request:46658", + "left": "pull_request:46927", + "right": "pull_request:46970", "accept": false, - "reason": "Different model additions (Fun-ASR-Nano vs Step-3.7-Flash), not the same change." + "reason": "Different models and separate test failures; not the same code change." }, { - "left": "pull_request:46658", - "right": "pull_request:46903", + "left": "pull_request:46908", + "right": "pull_request:46926", "accept": false, - "reason": "Step-3.7-Flash model build/conversion work vs PPFormulaNet loss fix; unrelated." + "reason": "Both are test fixes, but for different models and causes; not duplicates." }, { - "left": "pull_request:46891", - "right": "pull_request:46964", + "left": "pull_request:46907", + "right": "pull_request:46908", "accept": false, - "reason": "CI/workflow changes vs quantized-PEFT training validation; different purpose and code path." + "reason": "EdgeTam runtime kwarg cleanup vs DeepSeek test offload changes are unrelated." }, { - "left": "pull_request:45144", - "right": "pull_request:46912", + "left": "pull_request:43451", + "right": "pull_request:46836", "accept": false, - "reason": "MiMo-V2 model addition vs RoPE test expansion; not the same underlying bug/change." + "reason": "Both add model support, but for different models and unrelated codepaths." }, { "left": "pull_request:46891", - "right": "pull_request:46954", + "right": "pull_request:46957", + "accept": false, + "reason": "PEFT CI wiring and FP8/generation optimization are unrelated changes." + }, + { + "left": "pull_request:46658", + "right": "pull_request:46836", "accept": false, - "reason": "CI integration changes vs model dtype clean-up; unrelated." + "reason": "Step 3.7 Flash conversion/build scripts and Unlimited OCR model addition are separate features." }, { "left": "pull_request:43451", - "right": "pull_request:46954", + "right": "pull_request:46658", "accept": false, - "reason": "Molmo2 model addition vs FusedRMSNormGated dtype change; different work." + "reason": "Different model additions with different conversion and implementation stacks." }, { - "left": "pull_request:46954", + "left": "pull_request:46953", "right": "pull_request:46957", "accept": false, - "reason": "Model dtype/module cleanup vs generation kernel optimization; unrelated." + "reason": "Distinct feature work: FusedRMSNormGated cleanup vs generation/FP8 optimization." }, { - "left": "pull_request:46903", - "right": "pull_request:46964", + "left": "pull_request:46707", + "right": "pull_request:46953", "accept": false, - "reason": "Different fixes in different models; only share a broad training context." + "reason": "Native FSDP2 migration and fused norm refactoring are unrelated." }, { - "left": "pull_request:46964", - "right": "pull_request:46966", + "left": "pull_request:46658", + "right": "pull_request:46850", "accept": false, - "reason": "Quantization validation vs Gemma4Unified sequence-classification support; different feature areas." + "reason": "Step 3.7 Flash model code and Gemma masking fixes are different subsystems." }, { - "left": "pull_request:46196", - "right": "pull_request:46902", + "left": "pull_request:43451", + "right": "pull_request:46891", "accept": false, - "reason": "SDPA attention docs/code vs offloading/save conversion; unrelated." + "reason": "Molmo2 model addition and PEFT CI changes are unrelated." }, { "left": "pull_request:46658", - "right": "pull_request:46902", + "right": "pull_request:46707", "accept": false, - "reason": "Step-3.7-Flash model work vs offloading/save-state bugfix; unrelated." + "reason": "Model conversion/addition work and distributed FSDP2 migration are separate changes." }, { - "left": "pull_request:43451", - "right": "pull_request:46902", + "left": "pull_request:46891", + "right": "pull_request:46953", "accept": false, - "reason": "Molmo2 model addition vs offloading/save-state bugfix; unrelated." + "reason": "CI workflow changes and fused norm implementation changes do not target the same bug." }, { - "left": "pull_request:46935", - "right": "pull_request:46957", + "left": "pull_request:46707", + "right": "pull_request:46891", "accept": false, - "reason": "Trackio callback finalization vs generation decode optimization; different subsystems." + "reason": "FSDP2 migration and PEFT CI are separate infrastructure changes." }, { - "left": "pull_request:46958", - "right": "pull_request:46961", + "left": "pull_request:43451", + "right": "pull_request:46953", "accept": false, - "reason": "CohereASR loss fix vs Serge workflow normalization; unrelated." + "reason": "Molmo2 model support and fused norm cleanup are unrelated." }, { - "left": "pull_request:45144", - "right": "pull_request:46196", + "left": "pull_request:46196", + "right": "pull_request:46836", "accept": false, - "reason": "Different model additions/fixes (MiMo-V2 vs wav2vec2 SDPA dispatch)." + "reason": "Wav2Vec2 SDPA docs/model support and Unlimited OCR model addition are unrelated." }, { "left": "pull_request:43451", - "right": "pull_request:46891", - "accept": false, - "reason": "Model addition vs CI workflow change; not the same change." - }, - { - "left": "pull_request:45144", "right": "pull_request:46707", "accept": false, - "reason": "Model addition vs FSDP2 integration work; unrelated." + "reason": "Model addition and distributed runtime migration are not the same change." }, { - "left": "pull_request:46935", - "right": "pull_request:46961", + "left": "pull_request:46836", + "right": "pull_request:46891", "accept": false, - "reason": "Trackio callback fix vs workflow normalization; unrelated." + "reason": "Unlimited OCR model support and PEFT CI are unrelated." }, { - "left": "pull_request:43451", - "right": "pull_request:46658", + "left": "pull_request:46836", + "right": "pull_request:46957", "accept": false, - "reason": "Different new-model additions (Molmo2 vs Step-3.7-Flash), not duplicates." + "reason": "Model addition and generation/FP8 optimization address different concerns." }, { - "left": "pull_request:46920", + "left": "pull_request:46658", "right": "pull_request:46957", "accept": false, - "reason": "mistral-common API adaptation for Voxtral Realtime vs generation decode optimization; unrelated." + "reason": "Step 3.7 Flash model work is unrelated to FP8/generation utilities." }, { - "left": "pull_request:46957", - "right": "pull_request:46958", + "left": "pull_request:46961", + "right": "pull_request:46965", "accept": false, - "reason": "One is generation optimization, the other is a CohereASR loss bugfix; different code paths." + "reason": "Workflow automation for branch normalization and DeepSeek V4 cache handling are unrelated." }, { - "left": "pull_request:46836", - "right": "pull_request:46920", + "left": "pull_request:46707", + "right": "pull_request:46836", "accept": false, - "reason": "Unlimited OCR model addition vs Voxtral Realtime API adaptation; unrelated." + "reason": "FSDP2 migration and Unlimited OCR model support are unrelated." }, { - "left": "pull_request:46891", - "right": "pull_request:46958", + "left": "pull_request:46953", + "right": "pull_request:46968", "accept": false, - "reason": "CI/workflow work vs CohereASR training-loss fix; different changes." + "reason": "FusedRMSNormGated cleanup and docs autolinks are different areas with no shared bug." }, { "left": "pull_request:46957", "right": "pull_request:46965", "accept": false, - "reason": "Generation optimization vs DeepSeek V4 cache semantics; not the same bug." - }, - { - "left": "pull_request:46953", - "right": "pull_request:46968", - "accept": false, - "reason": "Model dtype cleanup vs docs autolink fixes; unrelated." + "reason": "FP8/generation optimization and DeepSeek V4 use_cache support are unrelated." }, { "left": "pull_request:46707", "right": "pull_request:46957", "accept": false, - "reason": "FSDP2 migration vs generation optimization; different infrastructure areas." + "reason": "Distributed FSDP2 migration and FP8/generation optimization are separate features." }, { - "left": "pull_request:46196", + "left": "pull_request:46912", "right": "pull_request:46957", "accept": false, - "reason": "Wav2vec2 SDPA support vs generation optimization; unrelated." + "reason": "RoPE test/implementation changes and FP8/generation optimization are different issues." }, { - "left": "pull_request:46912", + "left": "pull_request:46850", "right": "pull_request:46957", "accept": false, - "reason": "RoPE testing improvements vs generation optimization; different intent and code." + "reason": "Gemma sliding-window masking fix and FP8/generation optimization target different codepaths." }, { "left": "pull_request:46957", "right": "pull_request:46968", "accept": false, - "reason": "Generation optimization vs docs autolink cleanup; unrelated." - }, - { - "left": "pull_request:46850", - "right": "pull_request:46957", - "accept": false, - "reason": "Gemma sliding-window attention masking bugfix vs generation optimization; different underlying issue." + "reason": "FP8/generation optimization and docs autolink cleanup are unrelated." }, { "left": "pull_request:43451", - "right": "pull_request:46912", + "right": "pull_request:46196", "accept": false, - "reason": "Molmo2 model addition vs RoPE tests; unrelated." + "reason": "Molmo2 model addition and Wav2Vec2 SDPA docs/model changes are unrelated." }, { "left": "pull_request:46850", "right": "pull_request:46891", "accept": false, - "reason": "Gemma masking bugfix vs CI workflow changes; unrelated." - }, - { - "left": "pull_request:46891", - "right": "pull_request:46968", - "accept": false, - "reason": "CI workflow change vs docs autolink cleanup; unrelated." + "reason": "Gemma masking fix and PEFT CI change are unrelated." }, { "left": "pull_request:43451", - "right": "pull_request:46957", - "accept": false, - "reason": "Molmo2 model addition vs generation optimization; unrelated." - }, - { - "left": "pull_request:46196", - "right": "pull_request:46836", + "right": "pull_request:46912", "accept": false, - "reason": "Wav2vec2 SDPA dispatch vs Unlimited OCR model addition; unrelated." + "reason": "Molmo2 model support and RoPE testing changes are unrelated." }, { - "left": "pull_request:43451", - "right": "pull_request:46836", + "left": "pull_request:46891", + "right": "pull_request:46912", "accept": false, - "reason": "Different model additions (Molmo2 vs Unlimited OCR); not the same underlying change." + "reason": "PEFT CI work and RoPE test/implementation work are unrelated." }, { - "left": "pull_request:46658", - "right": "pull_request:46836", + "left": "pull_request:46836", + "right": "pull_request:46912", "accept": false, - "reason": "Step-3.7-Flash model build vs Unlimited OCR model addition; unrelated." + "reason": "Unlimited OCR model support and RoPE test/implementation changes are unrelated." }, { - "left": "pull_request:43451", - "right": "pull_request:46196", + "left": "pull_request:46957", + "right": "pull_request:46961", "accept": false, - "reason": "Molmo2 model addition vs wav2vec2 SDPA dispatch; unrelated." + "reason": "FP8/generation optimization and Serge branch-normalization workflow are unrelated." }, { - "left": "pull_request:46953", + "left": "pull_request:46196", "right": "pull_request:46957", "accept": false, - "reason": "Model dtype cleanup vs generation optimization; unrelated." + "reason": "Wav2Vec2-related docs/model changes and FP8/generation optimization are unrelated." }, { "left": "pull_request:46891", - "right": "pull_request:46957", + "right": "pull_request:46961", "accept": false, - "reason": "CI integration work vs generation optimization; unrelated." + "reason": "PEFT CI and branch-normalization workflow are separate automation changes." }, { - "left": "pull_request:46707", - "right": "pull_request:46836", + "left": "pull_request:43451", + "right": "pull_request:46961", "accept": false, - "reason": "FSDP2 migration vs Unlimited OCR model addition; unrelated." - }, - { - "left": "pull_request:46961", - "right": "pull_request:46965", - "accept": false, - "reason": "Workflow normalization vs DeepSeek V4 cache support; unrelated." - } - ] - }, - "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative. The only accepted duplicate pair is the CohereASR training-loss double-shift fix (46895/46958), which is supported by the shared files and shared issue target. The other verdicts appropriately treat surface similarity as insufficient evidence for duplication." - }, - "evaluator_used": true, - "retried": false, - "accepted_nontrivial_soft_edge": true, - "error_kind": null, - "error_message": null - }, - { - "label": "pull_request", - "component_index": 8, - "component_count": 36, - "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-43451-24", - "nodes": [ - "pull_request:43451", - "pull_request:46196", - "pull_request:46707", - "pull_request:46836", - "pull_request:46850", - "pull_request:46891", - "pull_request:46912", - "pull_request:46953", - "pull_request:46957", - "pull_request:46961", - "pull_request:46965", - "pull_request:46968" - ], - "soft_pairs": [ - "pull_request:46707|pull_request:46850", - "pull_request:46891|pull_request:46912", - "pull_request:46836|pull_request:46912", - "pull_request:43451|pull_request:46968", - "pull_request:46707|pull_request:46912", - "pull_request:46707|pull_request:46968", - "pull_request:43451|pull_request:46965", - "pull_request:46196|pull_request:46953", - "pull_request:46836|pull_request:46965", - "pull_request:46196|pull_request:46891", - "pull_request:46957|pull_request:46961", - "pull_request:46891|pull_request:46961", - "pull_request:43451|pull_request:46961", - "pull_request:46953|pull_request:46961" - ], - "prepared_review_unit_hash": "f0094e2801060f78c9e1babd3c06b844f41dddb046a7abbe209951a25661612f", - "component_budget": { - "node_count": 24, - "item_count": 24, - "soft_pair_count": 86, - "serialized_chars": 90472, - "estimated_input_tokens": 22618, - "estimated_eval_tokens": 45492 - }, - "budget": { - "node_count": 12, - "item_count": 12, - "soft_pair_count": 14, - "serialized_chars": 33353, - "estimated_input_tokens": 8339, - "estimated_eval_tokens": 16934 - }, - "overflow_policy": "truncate_then_skip", - "trimmed": false, - "aggressively_trimmed": false, - "split": true, - "analyst_result": { - "summary": "This cluster is heterogeneous: model additions, unrelated bug fixes, docs, CI/workflow changes, and performance/infrastructure work. I found no true duplicate pair among the soft edges, so no single canonical PR stands out.", - "confidence": 0.96, - "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR: the PRs do not share the same underlying bug or change; they span unrelated features and fixes across models, docs, CI, and distributed/runtime code.", - "best_issue_reason": null, - "best_pr_reason": "No global best PR for deduplication: none of these PRs is a safe representative for the cluster because they are not semantically overlapping enough to merge or substitute for one another.", - "soft_edge_verdicts": [ - { - "left": "pull_request:46707", - "right": "pull_request:46850", - "accept": false, - "reason": "FSDP2 module/migration work vs Gemma 3/4 sliding-window attention masking; different code paths and different problems." - }, - { - "left": "pull_request:46891", - "right": "pull_request:46912", - "accept": false, - "reason": "CI workflow for PEFT integration vs RoPE testing improvements; both are infra/test related but not the same change." - }, - { - "left": "pull_request:46836", - "right": "pull_request:46912", - "accept": false, - "reason": "Unlimited OCR model addition vs RoPE test coverage; unrelated model and test work." - }, - { - "left": "pull_request:43451", - "right": "pull_request:46968", - "accept": false, - "reason": "Molmo2 model addition vs docs autolink cleanup; unrelated feature vs documentation fix." - }, - { - "left": "pull_request:46707", - "right": "pull_request:46912", - "accept": false, - "reason": "Native FSDP2 migration vs RoPE test expansion; no shared concrete bug or code path." - }, - { - "left": "pull_request:46707", - "right": "pull_request:46968", - "accept": false, - "reason": "FSDP2 runtime/distributed changes vs docs autolink cleanup; entirely different scope." - }, - { - "left": "pull_request:43451", - "right": "pull_request:46965", - "accept": false, - "reason": "Molmo2 model add vs DeepSeek V4 use_cache fix; different models and issues." - }, - { - "left": "pull_request:46196", - "right": "pull_request:46953", - "accept": false, - "reason": "wav2vec2 SDPA dispatch support vs removing default dtype in FusedRMSNormGated modules; unrelated model/runtime changes." - }, - { - "left": "pull_request:46836", - "right": "pull_request:46965", - "accept": false, - "reason": "Unlimited OCR model addition vs DeepSeek V4 cache handling; different models and distinct fixes." - }, - { - "left": "pull_request:46196", - "right": "pull_request:46891", - "accept": false, - "reason": "wav2vec2 SDPA dispatch/model changes vs PEFT CI workflow; not the same underlying change." - }, - { - "left": "pull_request:46957", - "right": "pull_request:46961", - "accept": false, - "reason": "FP8 generation kernel optimization vs Serge branch-normalization workflow; unrelated changes." - }, - { - "left": "pull_request:46891", - "right": "pull_request:46961", - "accept": false, - "reason": "PEFT integration CI work vs Serge fix normalization workflow; both touch CI but solve different problems." - }, - { - "left": "pull_request:43451", - "right": "pull_request:46961", - "accept": false, - "reason": "Molmo2 model addition vs automated patch-normalization workflow; unrelated." + "reason": "Molmo2 model addition and workflow automation are unrelated." }, { "left": "pull_request:46953", "right": "pull_request:46961", "accept": false, - "reason": "FusedRMSNormGated dtype cleanup vs Serge normalization workflow; no shared bug or mergeable code path." + "reason": "Fused norm refactor and workflow automation do not share an underlying bug." } ] }, @@ -22555,7 +22251,7 @@ { "label": "pull_request", "component_index": 9, - "component_count": 36, + "component_count": 35, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -22574,7 +22270,7 @@ "pull_request:43488|pull_request:43532", "pull_request:43532|pull_request:46747" ], - "prepared_review_unit_hash": "3c346fea6026ace24b0ef8113944e7f5873423c4c5ba8c735d60388c57c89522", + "prepared_review_unit_hash": "be02d9aafec7b7e220495cd3526ba2c2ee41d3aa3f74f7d6e88de4e3ca0b9168", "component_budget": { "node_count": 3, "item_count": 3, @@ -22596,30 +22292,30 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These three PRs are all synthetic '[don't merge]' changes, but they do not appear to fix the same underlying problem. They span unrelated areas: packaging/versioning, PR-comment/workflow automation, and a security-gate workflow change.", - "confidence": 0.36, + "summary": "The three PRs are not true duplicates: they each exercise different repo-bot / workflow paths, and the only overlap is superficial title/theme similarity. No soft pair should be merged.", + "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #43532 is the broadest and most representative of the CI/testing automation changes in this set, touching multiple workflow and test-related files.", + "canonical_pr_reason": "PR 43532 is the most central of the three because it touches multiple workflow/testing files and overlaps one filename with another PR, but it still does not match the others on the concrete change being made.", "best_issue_reason": null, - "best_pr_reason": "PR #43532 is the strongest standalone representative because it has the widest scope and the most context across workflow and testing utilities.", + "best_pr_reason": "PR 43532 is the best representative only in a loose clustering sense; it has the broadest surface area and the strongest weak overlap, though it is not a true duplicate of the others.", "soft_edge_verdicts": [ { "left": "pull_request:43488", "right": "pull_request:46747", "accept": false, - "reason": "One is a packaging/versioning and test-dependency change; the other only flips a workflow trigger for the security gate. Different code paths and different fixes." + "reason": "Different changes: 43488 alters setup/dependency/version and a test stub, while 46747 only switches a workflow trigger. No shared concrete bug or mergeable code-path fix." }, { "left": "pull_request:43488", "right": "pull_request:43532", "accept": false, - "reason": "They overlap only on a Vit test file, but the actual changes are unrelated: one is setup/dependency/versioning, the other is workflow automation plus test helpers." + "reason": "43488 is about setup/version and a test file; 43532 rewrites CI/workflow behavior and testing utilities. Shared test filename is not enough to make them the same underlying change." }, { "left": "pull_request:43532", "right": "pull_request:46747", "accept": false, - "reason": "Both touch workflows, but they address different CI paths and different behavior: self-comment/slack/scheduled automation versus the PR security gate." + "reason": "Both touch workflows, but they fix different workflow mechanisms: self-comment CI vs security-gate trigger semantics. They are not the same code-path problem and would not be one PR." } ] }, @@ -22633,7 +22329,7 @@ { "label": "pull_request", "component_index": 10, - "component_count": 36, + "component_count": 35, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -22649,7 +22345,7 @@ "soft_pairs": [ "pull_request:43612|pull_request:43613" ], - "prepared_review_unit_hash": "bccfaddb20abd42e853295edafbe3b6ee6eee267825d3a6a3a6dd01a240f47d7", + "prepared_review_unit_hash": "3b0fdd08e285cfa3582cda3ad6d96ba77aa962a20577c1edb777f3049da91e92", "component_budget": { "node_count": 2, "item_count": 2, @@ -22671,18 +22367,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two separate PRs adding different segmentation pipelines: concept segmentation vs visual segmentation. They share scaffolding and docs, but target different tasks and code paths, so they should not be deduplicated.", - "confidence": 0.97, + "summary": "These are related-but-distinct feature PRs: one adds a Promptable Concept Segmentation pipeline, the other adds a Promptable Visual Segmentation pipeline. They share infrastructure files, but they do not fix the same underlying bug or implement the same change.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "No true canonical duplicate here; the PRs target different segmentation tasks and different model/doc/test surfaces.", "best_issue_reason": null, - "best_pr_reason": null, + "best_pr_reason": "PR 43613 is the broader and more complete visual-segmentation feature, but it still does not subsume PR 43612 because the latter is a separate concept-segmentation pipeline.", "soft_edge_verdicts": [ { "left": "pull_request:43612", "right": "pull_request:43613", "accept": false, - "reason": "Different features and implementations: Promptable Concept Segmentation vs Promptable Visual Segmentation. Shared docs/pipeline boilerplate is not enough to treat them as the same fix." + "reason": "Different pipelines and different task definitions: concept segmentation vs visual segmentation. Shared docs/pipeline scaffolding is not enough to treat them as the same change." } ] }, @@ -22696,7 +22392,7 @@ { "label": "pull_request", "component_index": 11, - "component_count": 36, + "component_count": 35, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -22712,7 +22408,7 @@ "soft_pairs": [ "pull_request:43651|pull_request:43663" ], - "prepared_review_unit_hash": "d6196c36fa4e3b9207533e0a7b2683ebaedb7be0e7942e6afb2d2ce1143f68b5", + "prepared_review_unit_hash": "e191d426c7ff604d296d25fbd52d188424ed0db55bb91990d21df4c34e374ed8", "component_budget": { "node_count": 2, "item_count": 2, @@ -22734,18 +22430,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs touch `src/transformers/trainer.py`, but they address different trainer extensibility points: gradient-accumulation loss scaling vs. overriding signature-column filtering. They are related in theme, not the same underlying change or bug.", - "confidence": 0.96, + "summary": "These are two unrelated trainer.py pull requests: one changes gradient-accumulation loss scaling, the other extracts signature-column logic for filtering. They share a file but not the same underlying bug or feature change.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 43651 is the cleaner representative of the cluster because it introduces a concrete behavior fix in `training_step` with a narrowly scoped API hook; PR 43663 is a separate refactor/extension for column filtering.", + "canonical_pr_reason": "No clear canonical PR: the PRs modify different code paths and solve different problems, so they should not be collapsed into one duplicate cluster.", "best_issue_reason": null, - "best_pr_reason": "PR 43651 is the best single representative: it has the more direct bug-fix/change semantics and a self-contained code-path impact, while 43663 is an independent trainer customization change.", + "best_pr_reason": "Neither PR is a strong representative of the other; if forced to pick one, 43651 is the more behavior-changing trainer fix, but it does not represent 43663's column-filtering refactor.", "soft_edge_verdicts": [ { "left": "pull_request:43651", "right": "pull_request:43663", "accept": false, - "reason": "Different code paths and problems: 43651 changes loss scaling during gradient accumulation; 43663 changes how trainer signature columns are derived for filtering. Shared file/subsystem alone is not enough to treat them as duplicates." + "reason": "Reject: both touch trainer.py, but one adjusts gradient-accumulation loss scaling while the other refactors signature-column inspection. They are not the same concrete bug/change and would not plausibly be merged as one PR." } ] }, @@ -22759,7 +22455,7 @@ { "label": "pull_request", "component_index": 12, - "component_count": 36, + "component_count": 35, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -22775,12 +22471,12 @@ "soft_pairs": [ "pull_request:43656|pull_request:43842" ], - "prepared_review_unit_hash": "1e9b7f4b82b2b4abaaff88e99d9d07b319b0aa2de447ad3873500d10bc056154", + "prepared_review_unit_hash": "e08d7d0dce784ea98d11907c8f81c99319866d61e15a5355b44b235acb5b28db", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 3663, + "serialized_chars": 3664, "estimated_input_tokens": 916, "estimated_eval_tokens": 2088 }, @@ -22788,7 +22484,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 3663, + "serialized_chars": 3664, "estimated_input_tokens": 916, "estimated_eval_tokens": 2088 }, @@ -22797,18 +22493,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two PRs touch the same CLI file and both mention TypeAdapter, but they fix different NameError causes and are not safe duplicates.", - "confidence": 0.95, + "summary": "Both pull requests touch `src/transformers/cli/serve.py` and are about typing/runtime import issues in the CLI, but they address different concrete failures: one is a general annotation/name-resolution cleanup, the other is specifically the `TypeAdapter` NameError when `pydantic` is absent. They should not be merged as duplicates.", + "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 43842 is the more specific, concrete fix: it addresses the runtime NameError when pydantic is absent by guarding the TypeAdapter annotation/import. PR 43656 is a broader typing cleanup around annotations in the same file.", + "canonical_pr_reason": "PR 43842 is the cleaner canonical representative: it has a narrowly defined failure mode (`TypeAdapter` NameError when `pydantic` is not installed) and a minimal, targeted fix in the CLI module.", "best_issue_reason": null, - "best_pr_reason": "PR 43842 is the best representative of the cluster because it targets a clear runtime failure mode in the CLI. PR 43656 is related but solves a different annotation-related problem.", + "best_pr_reason": "PR 43842 is the best fit for the cluster because its title, issue target, and diff all line up on one specific runtime/import bug, making it the most precise representative of the underlying change class.", "soft_edge_verdicts": [ { "left": "pull_request:43656", "right": "pull_request:43842", "accept": false, - "reason": "Same file and same symbol, but different bugs: one is a general annotation/type-hint NameError fix, the other specifically prevents importing TypeAdapter when pydantic is missing. They are not the same underlying change." + "reason": "Different bugs: 43656 is a broader typing/annotation cleanup around `serve.py`, while 43842 specifically fixes `TypeAdapter` import/name resolution when `pydantic` is not installed. Same file, but not the same concrete change." } ] }, @@ -22822,7 +22518,7 @@ { "label": "pull_request", "component_index": 13, - "component_count": 36, + "component_count": 35, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -22888,7 +22584,7 @@ { "label": "pull_request", "component_index": 14, - "component_count": 36, + "component_count": 35, "review_unit_index": 1, "review_unit_count": 2, "status": "reviewed", @@ -22907,733 +22603,505 @@ "pull_request:44018", "pull_request:44019", "pull_request:44044", - "pull_request:44056", - "pull_request:44059", - "pull_request:44066", - "pull_request:44068", - "pull_request:44071", - "pull_request:44072", - "pull_request:44073", - "pull_request:44074", - "pull_request:44076", - "pull_request:44085", - "pull_request:44086", - "pull_request:44098", - "pull_request:44101", - "pull_request:44116", - "pull_request:44129", - "pull_request:44154", - "pull_request:44161", - "pull_request:44722" - ], - "soft_pairs": [ - "pull_request:43996|pull_request:44085", - "pull_request:43996|pull_request:44044", - "pull_request:44066|pull_request:44085", - "pull_request:44007|pull_request:44072", - "pull_request:44072|pull_request:44722", - "pull_request:44066|pull_request:44072", - "pull_request:44013|pull_request:44044", - "pull_request:44066|pull_request:44086", - "pull_request:44066|pull_request:44071", - "pull_request:44018|pull_request:44068", - "pull_request:44066|pull_request:44068", - "pull_request:44018|pull_request:44066", - "pull_request:44019|pull_request:44722", - "pull_request:44086|pull_request:44722", - "pull_request:44019|pull_request:44085", - "pull_request:44018|pull_request:44019", - "pull_request:44019|pull_request:44071", - "pull_request:44068|pull_request:44722", - "pull_request:44018|pull_request:44116", - "pull_request:44068|pull_request:44116", - "pull_request:44071|pull_request:44722", - "pull_request:44018|pull_request:44085", - "pull_request:44018|pull_request:44086", - "pull_request:44068|pull_request:44086", - "pull_request:44071|pull_request:44085", - "pull_request:44085|pull_request:44086", - "pull_request:44059|pull_request:44086", - "pull_request:44098|pull_request:44101", - "pull_request:44059|pull_request:44722", - "pull_request:44018|pull_request:44071", - "pull_request:44017|pull_request:44161", - "pull_request:44017|pull_request:44722", - "pull_request:44017|pull_request:44073", - "pull_request:44068|pull_request:44071", - "pull_request:44071|pull_request:44086", - "pull_request:43997|pull_request:44073", - "pull_request:44017|pull_request:44071", - "pull_request:44073|pull_request:44101", - "pull_request:44073|pull_request:44161", - "pull_request:44059|pull_request:44071", - "pull_request:44056|pull_request:44101", - "pull_request:44018|pull_request:44059", - "pull_request:44059|pull_request:44068", - "pull_request:44101|pull_request:44161", - "pull_request:43997|pull_request:44017", - "pull_request:43997|pull_request:44056", - "pull_request:44071|pull_request:44076", - "pull_request:44074|pull_request:44101", - "pull_request:43997|pull_request:44018", - "pull_request:44056|pull_request:44161", - "pull_request:43997|pull_request:44161", - "pull_request:44074|pull_request:44161", - "pull_request:44018|pull_request:44161", - "pull_request:43997|pull_request:44071", - "pull_request:44010|pull_request:44071", - "pull_request:44018|pull_request:44129", - "pull_request:44010|pull_request:44073", - "pull_request:43997|pull_request:44074", - "pull_request:44010|pull_request:44018", - "pull_request:44071|pull_request:44129", - "pull_request:43997|pull_request:44129", - "pull_request:43996|pull_request:44161", - "pull_request:43996|pull_request:44017", - "pull_request:44010|pull_request:44044", - "pull_request:44044|pull_request:44074", - "pull_request:44066|pull_request:44722", - "pull_request:44085|pull_request:44722", - "pull_request:44085|pull_request:44129", - "pull_request:43996|pull_request:44007", - "pull_request:43996|pull_request:44129", - "pull_request:44044|pull_request:44129", - "pull_request:44044|pull_request:44154" - ], - "prepared_review_unit_hash": "67531753cef017df60c4b6a2937f1adbc6cb8813a8a79374976431a7dccb3bce", - "component_budget": { - "node_count": 28, - "item_count": 28, - "soft_pair_count": 78, - "serialized_chars": 84902, - "estimated_input_tokens": 21226, - "estimated_eval_tokens": 42708 - }, - "budget": { - "node_count": 27, - "item_count": 27, - "soft_pair_count": 72, - "serialized_chars": 75098, - "estimated_input_tokens": 18775, - "estimated_eval_tokens": 37806 - }, - "overflow_policy": "truncate_then_skip", - "trimmed": false, - "aggressively_trimmed": false, - "split": true, - "analyst_result": { - "summary": "This cluster is one umbrella output-tracing refactor campaign tied to issue #43979, with a few true duplicates where PRs touch the same concrete model code path (especially GPT-J / CodeGen and GPT-Neo variants), but most pairs are just same-pattern refactors across different models and should stay separate.", - "confidence": 0.95, - "canonical_issue_reason": "#43979 is the shared umbrella tracking issue referenced by the refactor PRs and best represents the common output-tracing work.", - "canonical_pr_reason": "PR #44722 is the strongest canonical representative: it covers the same GPT-J/CodeGen output-tracing refactor as the overlapping PRs and appears to be the most complete/latest version of that concrete change.", - "best_issue_reason": "#43979 is the only issue-level umbrella in the cluster and is the natural anchor for the duplicated refactor PRs.", - "best_pr_reason": "#44722 is the best overall PR representative for the duplicated GPT-J/CodeGen refactor slice of this cluster.", - "soft_edge_verdicts": [ - { - "left": "pull_request:43996", - "right": "pull_request:44085", - "accept": false, - "reason": "Different models and code paths; same issue style only." - }, - { - "left": "pull_request:43996", - "right": "pull_request:44044", - "accept": false, - "reason": "Different model families; not the same concrete bug/change." - }, - { - "left": "pull_request:44066", - "right": "pull_request:44085", - "accept": true, - "reason": "Both target GPT-J output tracing on the same code path; 44066 is just a broader variant that also includes CodeGen." - }, - { - "left": "pull_request:44007", - "right": "pull_request:44072", - "accept": false, - "reason": "Both are output-tracing refactors, but for different vision backbones and different implementations." - }, - { - "left": "pull_request:44072", - "right": "pull_request:44722", - "accept": false, - "reason": "EfficientNet vs GPT-J/CodeGen; unrelated concrete changes." - }, - { - "left": "pull_request:44066", - "right": "pull_request:44072", - "accept": false, - "reason": "Different models and forward paths." - }, - { - "left": "pull_request:44013", - "right": "pull_request:44044", - "accept": false, - "reason": "MobileNetV2 and DeBERTa are unrelated code paths." - }, - { - "left": "pull_request:44066", - "right": "pull_request:44086", - "accept": false, - "reason": "GPT-J/CodeGen refactor vs MGP-STR refactor; different model code." - }, - { - "left": "pull_request:44066", - "right": "pull_request:44071", - "accept": false, - "reason": "Different model architectures and forward implementations." - }, - { - "left": "pull_request:44018", - "right": "pull_request:44068", - "accept": true, - "reason": "Both are GPT-Neo output-tracing refactors touching the same model code path and look mergeable as one PR." - }, - { - "left": "pull_request:44066", - "right": "pull_request:44068", - "accept": false, - "reason": "GPT-J/CodeGen versus GPT-Neo; same theme, not the same change." - }, - { - "left": "pull_request:44018", - "right": "pull_request:44066", - "accept": false, - "reason": "Different models and different concrete code paths." - }, - { - "left": "pull_request:44019", - "right": "pull_request:44722", - "accept": false, - "reason": "ResNet refactor and GPT-J/CodeGen refactor are unrelated changes." - }, - { - "left": "pull_request:44086", - "right": "pull_request:44722", - "accept": false, - "reason": "MGP-STR and GPT-J/CodeGen are different model paths." - }, - { - "left": "pull_request:44019", - "right": "pull_request:44085", - "accept": false, - "reason": "ResNet and GPT-J are unrelated concrete implementations." - 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not the same underlying bug/change." }, { "left": "pull_request:43997", "right": "pull_request:44018", "accept": false, - "reason": "RegNet and GPT-Neo are different model code paths." + "reason": "RegNet versus GPT-Neo; unrelated model fixes." }, { "left": "pull_request:44056", "right": "pull_request:44161", "accept": false, - "reason": "MPNet and LongT5 are unrelated refactors." + "reason": "MPNet versus LongT5; different implementations." }, { "left": "pull_request:43997", - "right": "pull_request:44161", + "right": "pull_request:44074", "accept": false, - "reason": "RegNet and LongT5 are different concrete changes." + "reason": "RegNet versus TextNet; same migration idea, different fixes." }, { - "left": "pull_request:44074", + "left": "pull_request:43996", "right": "pull_request:44161", "accept": false, - "reason": "TextNet and LongT5 are unrelated." + "reason": "FNet/CVT versus LongT5; not the same code path." }, { - "left": "pull_request:44018", - "right": "pull_request:44161", + "left": "pull_request:44071", + "right": "pull_request:44129", "accept": false, - "reason": "GPT-Neo and LongT5 are different model paths." + "reason": "MPT versus SpeechT5; different model-specific changes." }, { - "left": "pull_request:43997", - "right": "pull_request:44074", + "left": "pull_request:44018", + "right": "pull_request:44059", "accept": false, - "reason": "RegNet and TextNet are unrelated model changes." + "reason": "GPT-Neo versus GPT-2; related refactor class, but distinct models." }, { - "left": "pull_request:44010", - "right": "pull_request:44071", + "left": "pull_request:44056", + "right": "pull_request:44073", "accept": false, - "reason": "SqueezeBert and MPT are different code paths." + "reason": "MPNet versus VisualBERT; different implementations." }, { - "left": "pull_request:44018", - "right": "pull_request:44129", + "left": "pull_request:44010", + "right": "pull_request:44161", "accept": false, - "reason": "GPT-Neo and SpeechT5 are unrelated refactors." + "reason": "SqueezeBERT versus LongT5; not the same bug/change." }, { "left": "pull_request:44010", "right": "pull_request:44073", "accept": false, - "reason": "SqueezeBert and VisualBert are different model implementations." + "reason": "SqueezeBERT versus VisualBERT; unrelated concrete fixes." }, { - "left": "pull_request:44010", + "left": "pull_request:44017", "right": "pull_request:44018", "accept": false, - "reason": "SqueezeBert and GPT-Neo are unrelated changes." + "reason": "SegFormer versus GPT-Neo; same initiative, different model code." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44044", + "accept": false, + "reason": "SqueezeBERT versus DeBERTa; different model paths." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44074", + "accept": false, + "reason": "DeBERTa versus TextNet; not the same underlying change." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44722", + "accept": true, + "reason": "Same GPT-J/CodeGen output-tracing refactor family and overlapping code paths; these look like duplicate iterations of one fix." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44722", + "accept": true, + "reason": "Both touch GPT-J output tracing in the same file family; 44085 appears to be a narrower duplicate/refinement." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44129", + "accept": false, + "reason": "GPT-J versus SpeechT5; different concrete model changes." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44007", + "accept": false, + "reason": "Different model families and code paths; not the same bug/change." }, { - "left": "pull_request:44010", - "right": "pull_request:44044", + "left": "pull_request:43996", + "right": "pull_request:44129", "accept": false, - "reason": "SqueezeBert and DeBERTa v2 are different concrete code paths." + "reason": "FNet/CVT versus SpeechT5; only the refactor pattern overlaps." }, { "left": "pull_request:44044", - "right": "pull_request:44074", + "right": "pull_request:44129", "accept": false, - "reason": "DeBERTa v2 and TextNet are unrelated." + "reason": "DeBERTa versus SpeechT5; unrelated concrete fixes." }, { "left": "pull_request:44044", "right": "pull_request:44154", "accept": false, - "reason": "DeBERTa v2 and VITS are different model code paths." + "reason": "DeBERTa versus Vits; not the same code path." + }, + { + "left": "pull_request:44101", + "right": "pull_request:44116", + "accept": true, + "reason": "Both are Flaubert output-tracing refactors on the same code path; 44101 just bundles extra XLM work." } ] }, "evaluator_result": { "accept": true, - "feedback": "Grounded in the packet: #43979 is the clear umbrella issue, and #44722 is a reasonable canonical PR for the GPT-J/CodeGen slice because it is the latest/most complete overlapping change. The soft-edge calls are conservative overall: the only true-duplicate verdicts are for the same model-path refactors (GPT-J/CodeGen and GPT-Neo), while the rest are appropriately separated by model/code path." + "feedback": "The summary is grounded in the packet: it reflects the shared #43979 theme, distinguishes cross-architecture refactors from same-model follow-ups, and does not overstate duplicates. The accepted soft-edge pairs also look mergeable as single PRs for the same bugfix (GPT-Neo, GPT-J/CodeGen, and Flaubert cases)." }, "evaluator_used": true, "retried": false, @@ -23644,7 +23112,7 @@ { "label": "pull_request", "component_index": 14, - "component_count": 36, + "component_count": 35, "review_unit_index": 2, "review_unit_count": 2, "status": "reviewed", @@ -23671,20 +23139,20 @@ "pull_request:43997|pull_request:44010", "pull_request:44010|pull_request:44129" ], - "prepared_review_unit_hash": "4cadede3443298b9f5cd151b2903f29c2ace5152c0423413cee974d44059f093", + "prepared_review_unit_hash": "6d884923168001313fc5ac56a32f33969c03361198f542be04d9be7171b8e624", "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": 84898, + "estimated_input_tokens": 21225, + "estimated_eval_tokens": 42706 }, "budget": { "node_count": 8, "item_count": 8, "soft_pair_count": 6, - "serialized_chars": 17125, + "serialized_chars": 17126, "estimated_input_tokens": 4282, "estimated_eval_tokens": 8820 }, @@ -23693,48 +23161,48 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a family of model-specific refactors to the standardized output-capturing / tracing APIs (capture_outputs, can_return_tuple, _can_record_outputs). They are thematically similar but mostly independent changes across different model implementations, not duplicate fixes for one underlying bug.", - "confidence": 0.74, + "summary": "These are a set of per-model refactors toward standardized output tracing/capture. They share the same migration pattern but affect different model implementations and code paths, so they do not look like duplicate fixes or mergeable PRs.", + "confidence": 0.88, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 44129 is the best anchor for the cluster: it has an explicit issue target (43979) and a concrete SpeechT5 output-tracing refactor, making it the most clearly grounded representative change.", + "canonical_pr_reason": "PR 44073 is the clearest representative of the cluster: it explicitly introduces both `capture_outputs` and `can_return_tuple` for VisualBert, with a concrete `_can_record_outputs` mapping and a well-scoped refactor.", "best_issue_reason": null, - "best_pr_reason": "PR 44129 is the strongest representative of the shared migration theme because it is explicitly tied to an issue and updates a concrete code path rather than just following the broader refactor pattern.", + "best_pr_reason": "PR 44073 is the best cluster representative because its title and diff most clearly express the standardized output-tracing migration pattern, making it the most informative canonical example.", "soft_edge_verdicts": [ { "left": "pull_request:44024", "right": "pull_request:44076", "accept": false, - "reason": "Both are output-tracing migrations, but they touch different model code paths (FocalNet vs ImageGPT) with model-specific hooks and decorator wiring. Same general refactor theme, not the same underlying bug/change." + "reason": "Both are output-tracing migrations, but they target different model code paths (FocalNet vs ImageGPT) and are separate per-model refactors, not the same concrete change." }, { "left": "pull_request:44073", "right": "pull_request:44074", "accept": false, - "reason": "VisualBert and TextNet are separate model implementations. The diffs show similar decorator migration work, but no shared concrete fix or mergeable single PR scope." + "reason": "VisualBert and TextNet are unrelated model implementations; the shared theme is only the generic output-capture refactor pattern, so these are not the same underlying fix." }, { "left": "pull_request:44056", "right": "pull_request:44073", "accept": false, - "reason": "These are parallel output-capture refactors in different models (MPNet vs VisualBert). They are related by infrastructure, not by a single bug or code-path correction." + "reason": "MPNet and VisualBert each add tracing hooks for different internals; this is a common migration style, not one duplicate code-path change." }, { "left": "pull_request:44056", "right": "pull_request:44074", "accept": false, - "reason": "MPNet and TextNet are distinct model-specific refactors; the overlap is only the standardized tracing pattern, which is too broad to treat as duplicate work." + "reason": "These touch different models and different output-return wiring, so they are not mergeable as one PR for a single bug/change." }, { "left": "pull_request:43997", "right": "pull_request:44010", "accept": false, - "reason": "RegNet and SqueezeBert changes are both migration-style edits, but they affect different model internals and do not appear to fix the same concrete defect." + "reason": "RegNet and SqueezeBert are distinct implementations; despite similar decorator/capture changes, they do not fix the same underlying issue." }, { "left": "pull_request:44010", "right": "pull_request:44129", "accept": false, - "reason": "SqueezeBert and SpeechT5 are unrelated model code paths. Shared use of output-capturing utilities is insufficient to merge them as one change." + "reason": "SqueezeBert and SpeechT5 are separate model-specific refactors with different forward signatures and output handling; the overlap is only the shared migration theme." } ] }, @@ -23748,7 +23216,7 @@ { "label": "pull_request", "component_index": 15, - "component_count": 36, + "component_count": 35, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -23814,274 +23282,268 @@ "pull_request:44028|pull_request:44030", "pull_request:44029|pull_request:44030" ], - "prepared_review_unit_hash": "88de7bc6d7ab46b44b67dbd9179e353d1bb79c54e375c965fc62f99279ee84e8", + "prepared_review_unit_hash": "35a6374f7f6fda22b1038c1a12fbcfe29bedb47681c5148446680f44a7d10b0d", "component_budget": { "node_count": 13, "item_count": 13, "soft_pair_count": 40, - "serialized_chars": 40183, - "estimated_input_tokens": 10046, - "estimated_eval_tokens": 20348 + "serialized_chars": 40177, + "estimated_input_tokens": 10045, + "estimated_eval_tokens": 20346 }, "budget": { "node_count": 13, "item_count": 13, "soft_pair_count": 40, - "serialized_chars": 40183, - "estimated_input_tokens": 10046, - "estimated_eval_tokens": 20348 + "serialized_chars": 40177, + "estimated_input_tokens": 10045, + "estimated_eval_tokens": 20346 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This is a loose cluster of independent, model-specific \"refactor output tracing\" pull requests. They share a common refactoring theme, but they target different architectures and code paths, so they should not be merged as duplicates.", - "confidence": 0.94, + "summary": "These PRs are all separate model-specific output-tracing refactors. They share a template-like theme and some helper imports, but they do not fix the same concrete code path, so none of the soft edges should be merged as duplicates.", + "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 44003 is the most representative of the cluster: it makes the broadest output-tracing change, spans two related model files, and touches the shared output-capturing plumbing rather than only a single wrapper.", + "canonical_pr_reason": "PR 44003 is the broadest representative of the batch: it spans two related model implementations and introduces the most substantial output-capture plumbing, making it the best single exemplar of this refactor series.", "best_issue_reason": null, - "best_pr_reason": "PR 44003 is the strongest global representative because it is the most infrastructure-level output-tracing refactor in the set and is broader than the single-model adaptations.", + "best_pr_reason": "PR 44003 is the strongest representative to anchor the cluster, since it is the most substantial and broadly scoped of the listed refactors.", "soft_edge_verdicts": [ { "left": "pull_request:43998", "right": "pull_request:44002", "accept": false, - "reason": "Same refactor theme, but `timm_backbone` and `upernet` are unrelated model paths with different output logic." + "reason": "Different model families and code paths; shared wording about output tracing is just a refactor pattern, not the same change." }, { "left": "pull_request:43998", "right": "pull_request:44000", "accept": false, - "reason": "Both mention output tracing, but these are different model families and different concrete changes." + "reason": "Different models (`timm_backbone` vs `vision_text_dual_encoder`); no shared bug or fix target." }, { "left": "pull_request:43998", "right": "pull_request:44001", "accept": false, - "reason": "Unrelated architectures (`timm_backbone` vs `univnet`); not the same underlying bug or change." + "reason": "Unrelated model implementations; both are output-tracing cleanups but not one concrete duplicated fix." }, { "left": "pull_request:43998", "right": "pull_request:44003", "accept": false, - "reason": "Different code paths and mechanisms; one is a backbone refactor, the other is mamba output-capture plumbing." + "reason": "Different subsystems and code paths; the PRs only resemble each other at the refactor/template level." }, { "left": "pull_request:43998", "right": "pull_request:44029", "accept": false, - "reason": "Different model families and different forward/output semantics; too broad to be duplicates." + "reason": "Separate model refactors with no overlapping implementation or bug." }, { "left": "pull_request:43999", "right": "pull_request:44001", "accept": false, - "reason": "Both are output-tracing refactors, but they affect different model implementations and are not mergeable as one PR." + "reason": "Different architectures and files; similarity is only from the shared output-tracing refactor theme." }, { "left": "pull_request:43999", "right": "pull_request:44002", "accept": false, - "reason": "Different model code paths (`mobilenet_v1` vs `upernet`), so this is only thematic similarity." + "reason": "Distinct model code paths; not the same underlying change." }, { "left": "pull_request:43999", "right": "pull_request:44025", "accept": false, - "reason": "Separate model families with distinct tracing changes; not the same concrete fix." + "reason": "Different model families; both touch tracing/output behavior but in unrelated implementations." }, { "left": "pull_request:43999", "right": "pull_request:44026", "accept": false, - "reason": "`mobilenet_v1` and `vision_encoder_decoder` change different forward APIs and output handling." + "reason": "No concrete overlap beyond a generic refactor pattern." }, { "left": "pull_request:43999", "right": "pull_request:44027", "accept": false, - "reason": "Different encoder-decoder vs CNN model code paths; only the refactor theme overlaps." + "reason": "Separate encoder-decoder model refactors, not a duplicate fix." }, { "left": "pull_request:44000", "right": "pull_request:44001", "accept": false, - "reason": "`vision_text_dual_encoder` and `univnet` are unrelated; the output-tracing changes are model-specific." + "reason": "Different model families and behavior; not the same bug or change." }, { "left": "pull_request:44000", "right": "pull_request:44002", "accept": false, - "reason": "Different model subsystems and different output shapes/return conventions." + "reason": "Distinct model implementations; shared refactor language is too broad to merge." }, { "left": "pull_request:44000", "right": "pull_request:44003", "accept": false, - "reason": "These touch unrelated architectures and different tracing implementations, not one shared bug." + "reason": "Different code paths and model stacks; no single fix can cover both." }, { "left": "pull_request:44000", "right": "pull_request:44025", "accept": false, - "reason": "Different model families and separate output-tracing refactors; not the same concrete change." + "reason": "Model-specific output-tracing updates only; not the same underlying issue." }, { "left": "pull_request:44001", "right": "pull_request:44002", "accept": false, - "reason": "Different models (`univnet` vs `upernet`) and different forward signatures; too broad to merge." + "reason": "Different models and changes; no shared concrete bug." }, { "left": "pull_request:44001", "right": "pull_request:44003", "accept": false, - "reason": "`univnet` and `mamba` fix different output-tracing paths in unrelated code." + "reason": "These are separate refactors in different model families, not duplicates." }, { "left": "pull_request:44001", "right": "pull_request:44025", "accept": false, - "reason": "Separate model families; same refactor motif is not enough for duplicate triage." + "reason": "Only superficially similar because both modernize forward/output handling." }, { "left": "pull_request:44002", "right": "pull_request:44029", "accept": false, - "reason": "`upernet` and `rwkv` are different architectures with unrelated output handling." + "reason": "Different model implementations with no shared code path." }, { "left": "pull_request:44002", "right": "pull_request:44003", "accept": false, - "reason": "Different model stacks and different implementation details; not the same underlying change." + "reason": "No common bug; the overlap is just broad output-tracing refactoring." }, { "left": "pull_request:44003", "right": "pull_request:44028", "accept": false, - "reason": "`mamba`/`falcon_mamba` output-capture plumbing is unrelated to `superpoint`'s refactor." + "reason": "Different model stacks and filenames; not the same fix." }, { "left": "pull_request:44003", "right": "pull_request:44004", "accept": false, - "reason": "`codegen` changes cache/attention forward typing; this is a different code-path change than mamba tracing." + "reason": "Separate changes in unrelated models; too broad a similarity to treat as duplicate." }, { "left": "pull_request:43998", "right": "pull_request:44004", "accept": false, - "reason": "Different model families and different refactor targets; not the same bug or feature." + "reason": "Different model families and implementations; not the same underlying issue." }, { "left": "pull_request:44001", "right": "pull_request:44004", "accept": false, - "reason": "`univnet` and `codegen` are unrelated, and the diffs alter different forward semantics." + "reason": "Both touch output handling, but in unrelated models and code paths." }, { "left": "pull_request:44002", "right": "pull_request:44004", "accept": false, - "reason": "`upernet` and `codegen` have unrelated output-tracing/caching changes." - }, - { - "left": "pull_request:44000", - "right": "pull_request:44004", - "accept": false, - "reason": "Different architectures and different concrete output-path changes." + "reason": "No shared concrete bug or mergeable combined fix." }, { "left": "pull_request:44025", "right": "pull_request:44026", "accept": false, - "reason": "Both are tracing refactors, but they target different model families (`depth_anything` vs `vision_encoder_decoder`)." + "reason": "Different model families; the shared phrasing is just a refactor series pattern." }, { "left": "pull_request:44025", "right": "pull_request:44027", "accept": false, - "reason": "Different model families and different forward/output conventions." + "reason": "Separate encoder-decoder/depth model refactors, not one change." }, { "left": "pull_request:44025", "right": "pull_request:44028", "accept": false, - "reason": "`depth_anything` and `superpoint` are separate model implementations with distinct changes." + "reason": "Different model implementations and outputs; not duplicates." }, { "left": "pull_request:44025", "right": "pull_request:44029", "accept": false, - "reason": "Different architectures and different tracing mechanisms; not mergeable as one PR." + "reason": "Unrelated model code paths despite similar refactor wording." }, { "left": "pull_request:44025", "right": "pull_request:44030", "accept": false, - "reason": "`depth_anything` and `dpr` modify unrelated model outputs and signatures." + "reason": "No shared bug or code path; only a common modernization theme." }, { "left": "pull_request:44026", - "right": "pull_request:44029", + "right": "pull_request:44027", "accept": false, - "reason": "`vision_encoder_decoder` and `rwkv` are unrelated subsystems with different output handling." + "reason": "Different model stacks; not the same fix." }, { "left": "pull_request:44026", - "right": "pull_request:44027", + "right": "pull_request:44028", "accept": false, - "reason": "Different encoder-decoder wrappers for different modalities; not the same change." + "reason": "Distinct implementations with no overlapping concrete issue." }, { "left": "pull_request:44026", - "right": "pull_request:44028", + "right": "pull_request:44029", "accept": false, - "reason": "`vision_encoder_decoder` vs `superpoint` are different code paths and output formats." + "reason": "Only superficial similarity in output-tracing refactoring." }, { "left": "pull_request:44026", "right": "pull_request:44030", "accept": false, - "reason": "These touch different model families and different wrapper behavior." + "reason": "Different models and code paths; not mergeable as one duplicate fix." }, { "left": "pull_request:44027", "right": "pull_request:44028", "accept": false, - "reason": "Speech encoder-decoder and SuperPoint have unrelated forward/output refactors." + "reason": "Separate model-specific refactors, not the same underlying bug." }, { "left": "pull_request:44027", "right": "pull_request:44029", "accept": false, - "reason": "Different models and different output-tracing mechanisms." + "reason": "No common concrete code path or fix target." }, { "left": "pull_request:44027", "right": "pull_request:44030", "accept": false, - "reason": "`speech_encoder_decoder` and `dpr` are unrelated code paths." + "reason": "Different implementations; shared broad theme is insufficient." }, { "left": "pull_request:44028", "right": "pull_request:44029", "accept": false, - "reason": "`superpoint` and `rwkv` are different architectures; the changes are only superficially similar." + "reason": "Different model families and change surfaces." }, { "left": "pull_request:44028", "right": "pull_request:44030", "accept": false, - "reason": "Different model implementations and different output semantics." + "reason": "No duplicated bug or change; only a generic refactor resemblance." }, { "left": "pull_request:44029", "right": "pull_request:44030", "accept": false, - "reason": "`rwkv` output tracing and `dpr` encoder wrapping are unrelated concrete changes." + "reason": "Distinct models and code paths; not the same fix." } ] }, @@ -24095,7 +23557,7 @@ { "label": "pull_request", "component_index": 16, - "component_count": 36, + "component_count": 35, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -24111,7 +23573,7 @@ "soft_pairs": [ "pull_request:44662|pull_request:45401" ], - "prepared_review_unit_hash": "da3d2c27c3d69ed13c3b89eb712dc1eecd11e84e7d910c7f01770742d5d27ed9", + "prepared_review_unit_hash": "d35381e6705476c48c7f4eb32a611fb28c003b4c5f4ead9a05264aed7729b34a", "component_budget": { "node_count": 2, "item_count": 2, @@ -24133,18 +23595,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two separate model-implementation PRs for different architectures (PenguinVL vs Voxtral TTS), not duplicates. They share some common Transformers plumbing and docs, but they fix/add different concrete code paths.", - "confidence": 0.98, + "summary": "These are two unrelated model-addition PRs: one adds PenguinVL, the other adds Voxtral TTS. They share framework registration/docs patterns, but they implement different models and code paths, so they are not duplicates.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "PR #45401 is the better representative because it is tied to a specific tracking issue and is a focused, model-specific implementation rather than a generic similarity match.", "best_issue_reason": null, - "best_pr_reason": "PR 45401 is the cleaner representative of the cluster only in the sense that it is more focused and explicitly tied to issue 45027, but it is not a duplicate of 44662.", + "best_pr_reason": "PR #45401 is the strongest standalone PR in this cluster: it has an explicit issue target, clear model scope, and a more narrowly defined change set.", "soft_edge_verdicts": [ { "left": "pull_request:44662", "right": "pull_request:45401", "accept": false, - "reason": "Different model additions with different purposes and code paths: PenguinVL implementation vs Voxtral TTS support. Shared auto/docs files are generic registration work, not evidence of the same change." + "reason": "Both are model integration PRs, but they target different models (PenguinVL vs Voxtral TTS) with distinct configs, model code, and tests. Shared auto-registration/docs files are expected for new model support and do not indicate the same underlying change." } ] }, @@ -24158,7 +23620,7 @@ { "label": "pull_request", "component_index": 17, - "component_count": 36, + "component_count": 35, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -24174,12 +23636,12 @@ "soft_pairs": [ "pull_request:44965|pull_request:46845" ], - "prepared_review_unit_hash": "9fe18532c9b7e6bbf94eb214d0b71edb108805a69147dc5b802423e1e2d8bd2b", + "prepared_review_unit_hash": "61cfa087ad1920003434babf7415cf335a7e0c829088d88fb7035c49af354a4d", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4218, + "serialized_chars": 4219, "estimated_input_tokens": 1055, "estimated_eval_tokens": 2366 }, @@ -24187,7 +23649,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4218, + "serialized_chars": 4219, "estimated_input_tokens": 1055, "estimated_eval_tokens": 2366 }, @@ -24196,18 +23658,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two pull requests are not duplicates: one is a draft/CI workflow experiment to convert PRs to draft, while the other changes CI branch routing and includes an unrelated placeholder code edit. They do not appear to fix the same concrete problem.", - "confidence": 0.86, + "summary": "These two pull requests are not duplicates: one is a workflow experiment to convert PRs to draft, and the other is a CI rerouting change plus an unrelated placeholder code edit. They do not target the same concrete bug or change.", + "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": "No clear canonical PR: #44965 is a malformed workflow experiment, while #46845 is a separate CI branch-selection tweak plus an unrelated placeholder code change; they are not the same change.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "#46845 is the stronger standalone candidate because it makes a concrete CI routing change, whereas #44965 looks like an incomplete workflow experiment with no clear finished fix.", + "best_pr_reason": "PR 46845 is the more concrete representative of the cluster because it has a specific CI/workflow objective, whereas PR 44965 is a vague draft-conversion experiment with no clear shared problem.", "soft_edge_verdicts": [ { "left": "pull_request:44965", "right": "pull_request:46845", "accept": false, - "reason": "Reject: the PRs target different behaviors. #44965 aims to convert PRs to draft via a workflow rewrite, while #46845 changes CI branch handling and includes an unrelated code placeholder edit; they are not the same underlying bug or mergeable fix." + "reason": "Different changes and different intents: draft-conversion workflow vs CI branch rerouting plus an unrelated code edit. They do not look mergeable into one PR for the same underlying fix." } ] }, @@ -24221,7 +23683,7 @@ { "label": "pull_request", "component_index": 18, - "component_count": 36, + "component_count": 35, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -24237,7 +23699,7 @@ "soft_pairs": [ "pull_request:44979|pull_request:45363" ], - "prepared_review_unit_hash": "43cfed12d1b60f998b66bd65d5de06bc081c4afdd54a20f85ff3b4352c28aebc", + "prepared_review_unit_hash": "d18f15361b6421a054ae2acf0f8ad0d119246e5a15832db5a07ffd18587528f5", "component_budget": { "node_count": 2, "item_count": 2, @@ -24259,18 +23721,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The PRs are related but not duplicates: one introduces a generic module-fusion API, while the other integrates KernelConfig-based n-to-1 kernel fusion into model loading and adds an example.", - "confidence": 0.92, + "summary": "These are related feature PRs in the module/kernel fusion area, but they are not duplicates: one introduces a generic Module Fusion API, while the other wires up n-to-1 kernel fusion through `KernelConfig` and integrations. They would likely build on each other rather than merge as one PR.", + "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 44979 is the broader foundational change: it introduces the generic module_fusion API and tests. PR 45363 is a narrower, draft integration on top of that idea, so 44979 is the better representative of the underlying work.", + "canonical_pr_reason": "PR 45363 is the broader, more end-to-end feature change: it adds `KernelConfig`, integration hooks, and an example for kernel fusion. PR 44979 is a lower-level API scaffold (`module_fusion.py` and tests) that looks like a prerequisite rather than the same change.", "best_issue_reason": null, - "best_pr_reason": "PR 44979 is the strongest representative in this cluster because it is the core, non-draft API change and is broader than the specific KernelConfig fusion integration in 45363.", + "best_pr_reason": "PR 45363 is the best representative of the cluster because it covers the concrete user-facing kernel-fusion workflow and has the wider set of touched integration files.", "soft_edge_verdicts": [ { "left": "pull_request:44979", "right": "pull_request:45363", "accept": false, - "reason": "Related feature area, but not the same concrete change. 44979 adds a new generic module-fusion API; 45363 wires KernelConfig into loading for a specific n-to-1 fusion path and includes an example. They could be merged separately." + "reason": "Different levels of abstraction and different code paths: 44979 adds a generic module-fusion API in `src/transformers/module_fusion.py`, while 45363 implements `KernelConfig`-driven n-to-1 fusion across `modeling_utils`, `integrations`, and an example. They are related, but not the same fix/change." } ] }, @@ -24284,7 +23746,7 @@ { "label": "pull_request", "component_index": 19, - "component_count": 36, + "component_count": 35, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -24300,7 +23762,7 @@ "soft_pairs": [ "pull_request:45086|pull_request:45317" ], - "prepared_review_unit_hash": "69a94bdf6f2dd83ae97ac7b128e9525d88c66c4d587c8de87b9c0033f5d3a574", + "prepared_review_unit_hash": "25571cc4680d6efa4aebb851b35159cef592e74a3d09cbaba20987ef52c19e36", "component_budget": { "node_count": 2, "item_count": 2, @@ -24322,18 +23784,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs patch the same Mistral regex pre-tokenizer AttributeError in the same file and on the same lines; 45317 is the more complete version because it adds tests as well as the code fix.", - "confidence": 0.96, + "summary": "Both PRs fix the same AttributeError in `_patch_mistral_regex` for `fix_mistral_regex=True` by changing the pre-tokenizer access path in the same file; one is a broader follow-up with tests, not a different change.", + "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "45317 is the better canonical PR: it fixes the same bug as 45086 but also includes test coverage, making it the more complete representative of the change.", + "canonical_pr_reason": "PR 45317 is the better canonical PR: it covers the same fix as 45086 but is more complete and includes test coverage plus a clearer title.", "best_issue_reason": null, - "best_pr_reason": "45317 is the strongest PR in the cluster because it addresses the concrete AttributeError and adds validation tests, while 45086 is a smaller precursor of the same fix.", + "best_pr_reason": "PR 45317 is the strongest representative of this change because it fully captures the bugfix and validation, making it the best standalone PR for the cluster.", "soft_edge_verdicts": [ { "left": "pull_request:45086", "right": "pull_request:45317", "accept": true, - "reason": "Same underlying code-path bug in _patch_mistral_regex, same target issue, and the diffs overlap directly; the later PR plausibly subsumes the earlier one." + "reason": "Same underlying bug and same code path in `tokenization_utils_tokenizers.py`; 45317 is effectively a superset of 45086 with added tests, so they are duplicate/overlapping fix candidates." } ] }, @@ -24347,7 +23809,7 @@ { "label": "pull_request", "component_index": 20, - "component_count": 36, + "component_count": 35, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -24363,7 +23825,7 @@ "soft_pairs": [ "pull_request:45115|pull_request:45569" ], - "prepared_review_unit_hash": "0153660c376a5927927682305f06a1ec4241b6c9b761ee3c01fadc2310693163", + "prepared_review_unit_hash": "d321b72e6e3c2727c24b4fd159f5ce3f779156349ef0cd78e7dbfc1a70293faa", "component_budget": { "node_count": 2, "item_count": 2, @@ -24385,18 +23847,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs overlap on NemotronH internals, but they are not the same change: one is a refactor toward GraniteMoeHybrid-style inheritance/conversion mapping, while the other is a broader model split introducing NemotronHDense/NemotronHSparse with docs and tests. Treat as related, not duplicates.", + "summary": "Two related but distinct NemotronH PRs: one is a narrow refactor/conversion-mapping change, the other is a broader model split/addition PR for NemotronH dense/sparse variants. They overlap in shared NemotronH auto/model files, but they are not the same underlying change.", "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": "No true canonical duplicate here; if one must be chosen as the broader representative, PR #45569 is the more complete user-facing model change, but it is not the same underlying fix as #45115.", + "canonical_pr_reason": "PR #45569 is the better canonical PR because it is the broader, end-user-visible implementation: it introduces the NemotronH dense/sparse model split, updates docs/auto mappings, and appears to subsume the older inheritance/refactor direction.", "best_issue_reason": null, - "best_pr_reason": "PR #45569 is the strongest standalone PR in the cluster because it includes the architecture split, model registrations, docs, and tests. PR #45115 is a narrower refactor/conversion mapping change.", + "best_pr_reason": "PR #45569 is the best representative of the cluster because it covers the main functional change set, while #45115 is a narrower preparatory refactor focused on conversion mapping and inheritance cleanup.", "soft_edge_verdicts": [ { "left": "pull_request:45115", "right": "pull_request:45569", "accept": false, - "reason": "Shared NemotronH files are not enough: #45115 is a focused refactor/conversion mapping/inheritance change, while #45569 is a broader NemotronH rework that adds dense/sparse variants and documentation/tests. They do not look mergeable into one duplicate PR." + "reason": "Shared NemotronH files do not mean same change: #45115 is a focused refactor/conversion-mapping update, while #45569 adds/organizes NemotronH dense and sparse models plus docs. They are related but not merge-equivalent." } ] }, @@ -24410,7 +23872,7 @@ { "label": "pull_request", "component_index": 21, - "component_count": 36, + "component_count": 35, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -24426,7 +23888,7 @@ "soft_pairs": [ "pull_request:45332|pull_request:45333" ], - "prepared_review_unit_hash": "bbe087218a903ef8449c8967779824ff1adc877c61632828d0787c5018b06db1", + "prepared_review_unit_hash": "cbfbf48575527844c636b3bbaa7bb9dca3c7a3b2470917244c71dadd6d6f2b98", "component_budget": { "node_count": 2, "item_count": 2, @@ -24448,18 +23910,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two related but distinct open PRs: one adds full heterogeneous model support including modeling/runtime changes, while the other is a narrower config-only subset. They overlap heavily in docs/config files but are not the same concrete change.", - "confidence": 0.9, + "summary": "Both PRs are about the new heterogeneous configuration system, but #45332 is a broader end-to-end feature PR that includes the config work plus modeling/runtime integration. #45333 is a narrower config-only slice, so I would not treat them as duplicates, but if one PR must be chosen, #45332 is the stronger canonical candidate.", + "confidence": 0.83, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45332 is the better canonical representative because it is the broader umbrella change and includes the config work plus the downstream modeling/runtime pieces. PR 45333 is a narrower config-only slice.", + "canonical_pr_reason": "#45332 is the superset PR: it contains the per-layer configuration work plus the modeling/runtime changes needed to actually use it, so it is the more complete canonical PR for this feature area.", "best_issue_reason": null, - "best_pr_reason": "PR 45332 is the best single PR for the cluster since it captures the full heterogeneous model feature and subsumes the shared configuration work.", + "best_pr_reason": "#45332 is the best overall PR because it covers the full heterogeneous-model feature, not just the configuration layer, and is therefore the most complete representation of the change.", "soft_edge_verdicts": [ { "left": "pull_request:45332", "right": "pull_request:45333", "accept": false, - "reason": "Related feature work, but not the same underlying change: 45332 spans heterogeneous modeling/runtime support, while 45333 focuses only on per-layer configuration. They would not plausibly be merged as one duplicate PR without losing scope distinctions." + "reason": "They overlap on heterogeneous configuration files, but #45332 is a broader implementation that adds modeling/runtime support beyond the config-only scope of #45333. This looks like a related feature slice rather than the same concrete change." } ] }, @@ -24473,7 +23935,7 @@ { "label": "pull_request", "component_index": 22, - "component_count": 36, + "component_count": 35, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -24489,12 +23951,12 @@ "soft_pairs": [ "pull_request:45415|pull_request:45425" ], - "prepared_review_unit_hash": "4f6620af032f973cb13c41d51ff29b87e2230985bbd8622d340405e59f4730df", + "prepared_review_unit_hash": "e97715717395f1ef3c76cf275d90f91b91e525357999127b735851175ded9796", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5513, + "serialized_chars": 5514, "estimated_input_tokens": 1379, "estimated_eval_tokens": 3014 }, @@ -24502,7 +23964,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5513, + "serialized_chars": 5514, "estimated_input_tokens": 1379, "estimated_eval_tokens": 3014 }, @@ -24511,18 +23973,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both pull requests are typing-related, but they address different kinds of work: one is a broad type-checking sweep across many transformer modules, while the other adds specific typing protocols/aliases and related fixes. They are similar in theme, but not the same underlying change.", - "confidence": 0.88, + "summary": "These are not duplicates: PR 45415 is a broad type-checking sweep across many files, while PR 45425 adds targeted typing helpers/protocols for a smaller set of modules. They overlap in typed utilities and a few files, but not the same concrete change.", + "confidence": 0.87, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "No single canonical PR for a duplicate cluster: 45425 is the more focused typing-infrastructure change, but 45415 is a separate broad type-checking pass touching many unrelated files.", "best_issue_reason": null, - "best_pr_reason": "PR 45425 is the more focused and concrete typing change set; PR 45415 is a larger sweep of type-checking adjustments and unrelated file-by-file cleanups, so it is less representative of a single duplicate target.", + "best_pr_reason": "PR 45425 is the better representative of a concrete code change because it introduces specific typing protocols and helper aliases with a narrower, more self-contained scope.", "soft_edge_verdicts": [ { "left": "pull_request:45415", "right": "pull_request:45425", "accept": false, - "reason": "Shared files and a typing theme are not enough here: 45415 is a broad mypy/type-checking pass, while 45425 introduces specific typing aliases/protocols and targeted fixes. They do not look like the same code-path bug or a single mergeable PR." + "reason": "Shared files and typing context are not enough: 45415 is a large repository-wide type-checking cleanup, while 45425 adds specific typing aliases/protocols for modeling and integration code. They do not appear to fix the same underlying bug or merge into one PR cleanly." } ] }, @@ -24536,7 +23998,7 @@ { "label": "pull_request", "component_index": 23, - "component_count": 36, + "component_count": 35, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -24552,12 +24014,12 @@ "soft_pairs": [ "pull_request:45548|pull_request:45662" ], - "prepared_review_unit_hash": "e4a3aa5d077dbee574cdb56d9e83214e86ef7898aa3131afdef3112b68db9304", + "prepared_review_unit_hash": "6f1c165e6b184cfd4bb1df5d986ea1d6f985c4ff9f17837c1b34845fcfe86e2f", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4507, + "serialized_chars": 4508, "estimated_input_tokens": 1127, "estimated_eval_tokens": 2510 }, @@ -24565,7 +24027,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4507, + "serialized_chars": 4508, "estimated_input_tokens": 1127, "estimated_eval_tokens": 2510 }, @@ -24574,18 +24036,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs are about expert-parallel model loading, but they fix different failure modes: one removes `distributed_config` from serialization and adds `has_ep`, while the other prevents parameters from being overwritten during distributed/FSDP2 loading. They are related, not duplicates.", - "confidence": 0.9, + "summary": "Both PRs are about expert parallelism loading, but they fix different bugs in different distributed paths: #45548 adds config/state handling for EP + DeepSpeed ZeRO-3 loading via accelerate launch, while #45662 prevents expert parameters from being overwritten by rank-0 broadcast in the EP + FSDP2 loading path.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #45662 is the more concrete/loading-path-specific fix, with changes in the distributed tensor and module loading flow to prevent rank-0 broadcast from overwriting experts.", + "canonical_pr_reason": "#45662 is the more concrete, code-path-specific fix; #45548 is a separate EP/ZeRO-3 configuration-loading issue rather than the same bug.", "best_issue_reason": null, - "best_pr_reason": "PR #45662 best represents the cluster because it targets a specific, reproducible bug in EP + FSDP2 loading rather than a broader configuration/serialization adjustment.", + "best_pr_reason": "#45662 is the strongest standalone PR in the cluster because it addresses a specific loading overwrite bug with clear distributed-tensor handling, whereas #45548 targets a different EP loading failure mode.", "soft_edge_verdicts": [ { "left": "pull_request:45548", "right": "pull_request:45662", "accept": false, - "reason": "They share the EP/loading theme, but the bugs differ: #45548 fixes config serialization and an EP detection helper, while #45662 fixes parameter clobbering during distributed shard loading. Not the same concrete change." + "reason": "Both involve expert parallelism, but they fix different underlying failures: serialized config/has_ep handling for ZeRO-3 vs. post-shard expert tensor wrapping to avoid rank-0 overwrite in FSDP2." } ] }, @@ -24599,7 +24061,7 @@ { "label": "pull_request", "component_index": 24, - "component_count": 36, + "component_count": 35, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -24615,40 +24077,40 @@ "soft_pairs": [ "pull_request:45639|pull_request:45645" ], - "prepared_review_unit_hash": "c318cbf72ebd464069a6e844acbc7f768a1830d544eeae979b525ffab97761a0", + "prepared_review_unit_hash": "9529411de406a6b0a38bec8adb26899b6af783e356d756cf57f969c98cb2e5ea", "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 collision problem in testing_utils; PR 45645 appears to be the broader end-to-end version, adding the CI-side aggregation needed to consume multiple worker-specific logs.", - "confidence": 0.89, + "summary": "Both PRs address the same xdist-related captured_info logging problem tied to issue #45561. PR #45645 is the broader, more complete fix because it includes the worker-safe output-file change and the CI workflow update to collect multiple captured_info artifacts; #45639 is a narrower subset of that same change.", + "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45645 is the better canonical representative because it includes the underlying xdist-safe logging fix plus the CI workflow update to collect multiple captured_info files, making it the more complete solution.", + "canonical_pr_reason": "PR #45645 is the best canonical PR: it contains the core xdist-safe logging fix plus the CI-side artifact collection needed to consume the new per-worker files, making it the more complete end-to-end change.", "best_issue_reason": null, - "best_pr_reason": "PR 45645 is the strongest overall PR candidate: it fixes the same captured_info collision bug and also preserves CI debug-log visibility when logs are split across workers.", + "best_pr_reason": "PR #45645 is the strongest representative of the cluster because it addresses the underlying bug and the downstream CI handling together, while #45639 only fixes the library-side write path.", "soft_edge_verdicts": [ { "left": "pull_request:45639", "right": "pull_request:45645", "accept": true, - "reason": "Both PRs fix the same concrete xdist collision for captured_info/debug logs in testing_utils; 45645 is a superset that also updates CI log collection, so they can plausibly be merged into one change." + "reason": "Accept: #45639 and #45645 fix the same underlying xdist collision in captured_info handling. #45645 extends the same core fix with workflow updates, so the pair is close enough to be merged as one PR." } ] }, @@ -24662,7 +24124,7 @@ { "label": "pull_request", "component_index": 25, - "component_count": 36, + "component_count": 35, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -24678,40 +24140,40 @@ "soft_pairs": [ "pull_request:45720|pull_request:46259" ], - "prepared_review_unit_hash": "a2d04d6554b3eaeefd6495a179783e45bfd20ca31d58a605fc32a6d44955047e", + "prepared_review_unit_hash": "26c0c7311738b5e327d4a1c9ec474d56505821e7126f2765d9d4097e73587927", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 7232, - "estimated_input_tokens": 1808, - "estimated_eval_tokens": 3872 + "serialized_chars": 7233, + "estimated_input_tokens": 1809, + "estimated_eval_tokens": 3874 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 7232, - "estimated_input_tokens": 1808, - "estimated_eval_tokens": 3872 + "serialized_chars": 7233, + "estimated_input_tokens": 1809, + "estimated_eval_tokens": 3874 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two linter-related PRs, but they address different changes: TRF003 adjusts forward signatures/tuple return handling, while TRF018 changes model weight initialization across many architectures.", - "confidence": 0.96, + "summary": "Two unrelated lint-rule PRs were grouped by broad model-file overlap, but they address different code paths: one standardizes forward return behavior (TRF003), the other changes weight initialization patterns (TRF018).", + "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45720 is the cleaner representative if one must be chosen: it is narrower and targets a single concrete forward-API refactor across model files.", + "canonical_pr_reason": "PR 45720 is the cleaner representative: it has a tightly scoped, coherent change set around forward signatures/return-tuple handling across model files.", "best_issue_reason": null, - "best_pr_reason": "PR 45720 is the better standalone representative because it is more focused and self-contained than the broader initialization-rule PR.", + "best_pr_reason": "PR 45720 is the best representative of the cluster because its diff is more focused and clearly tied to one concrete behavior change, whereas PR 46259 is a separate initialization-rule refactor.", "soft_edge_verdicts": [ { "left": "pull_request:45720", "right": "pull_request:46259", "accept": false, - "reason": "Different concrete changes and different linter rules: TRF003 adds can_return_tuple/remove return_dict handling, while TRF018 rewrites initialization logic. Shared model filenames are incidental, not the same underlying fix." + "reason": "Different underlying fixes: TRF003 adjusts model forward return handling, while TRF018 rewrites weight initialization logic. They touch overlapping model files but not the same bug/change." } ] }, @@ -24725,7 +24187,7 @@ { "label": "pull_request", "component_index": 26, - "component_count": 36, + "component_count": 35, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -24791,7 +24253,7 @@ { "label": "pull_request", "component_index": 27, - "component_count": 36, + "component_count": 35, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -24807,40 +24269,40 @@ "soft_pairs": [ "pull_request:45932|pull_request:46100" ], - "prepared_review_unit_hash": "b2184499c222b3a0ab3f5ecdf09e302fbcfd9f99d93f25744497d95dfa605967", + "prepared_review_unit_hash": "fd8581a21a380965d8d94614c378f8841adccb55cc1fe60dbc2ed9bb4c97e270", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5160, - "estimated_input_tokens": 1290, - "estimated_eval_tokens": 2836 + "serialized_chars": 5161, + "estimated_input_tokens": 1291, + "estimated_eval_tokens": 2838 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5160, - "estimated_input_tokens": 1290, - "estimated_eval_tokens": 2836 + "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 CI/telemetry and model-mapping change, while the other is a test migration adding kernel tests and related fixtures. They do not appear to fix the same concrete code-path problem or belong in one merged PR.", - "confidence": 0.98, + "summary": "These two PRs are not duplicates: #45932 is a testing/telemetry + model-change PR, while #46100 is a separate test-migration PR adding kernel and model tests. They do not appear to fix the same underlying problem or implement the same change.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "No canonical PR: #45932 and #46100 address different code paths and purposes, so they should stay separate rather than be clustered as duplicates.", "best_issue_reason": null, - "best_pr_reason": "No single PR is a good canonical representative because the PRs are unrelated in scope and purpose: PR 45932 is about CI/secrets and model fixes, while PR 46100 is about test migration and new kernel test coverage.", + "best_pr_reason": "Neither PR is a strong duplicate representative for the cluster; if one must be chosen, #45932 has a more identifiable single intent, but the pair is not mergeable into one PR.", "soft_edge_verdicts": [ { "left": "pull_request:45932", "right": "pull_request:46100", "accept": false, - "reason": "Different underlying changes and code paths; one is CI/model maintenance, the other is test migration and new kernel tests. They should not be merged as duplicates." + "reason": "Different changesets and intents: #45932 touches CI/OTEL workflow and several model files for a testing grafana setup, while #46100 adds DDP/kernel test scaffolding and model tests for migration. They do not fix the same concrete bug or change." } ] }, @@ -24854,7 +24316,7 @@ { "label": "pull_request", "component_index": 28, - "component_count": 36, + "component_count": 35, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -24870,12 +24332,12 @@ "soft_pairs": [ "pull_request:46126|pull_request:46269" ], - "prepared_review_unit_hash": "e1c9a3274e67a1fb1e4848b1f941058c3408f4b703c867175cb98c207f0ace0b", + "prepared_review_unit_hash": "9305ca9d9fbec3218a0643c0ba5532b9ac8a449f0679af507106b439634b9d16", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5526, + "serialized_chars": 5525, "estimated_input_tokens": 1382, "estimated_eval_tokens": 3020 }, @@ -24883,7 +24345,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5526, + "serialized_chars": 5525, "estimated_input_tokens": 1382, "estimated_eval_tokens": 3020 }, @@ -24892,18 +24354,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two open PRs overlap on distributed-model code, but they are not the same change: one is a focused EP + Trainer integration PR, while the other is a broad distributed branch base spanning FSDP, CI, model loading, and multiple integration areas.", - "confidence": 0.91, + "summary": "These are related only by overlapping distributed-code areas, but they are not the same change. One is a focused EP + Trainer integration PR, while the other is a much broader distributed-branch base touching many unrelated subsystems.", + "confidence": 0.89, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #46126 is the better canonical representative because it is a focused, self-contained feature PR centered on EP + Trainer integration; #46269 is too broad and appears to bundle many unrelated distributed changes.", + "canonical_pr_reason": "PR #46269 is the broader umbrella change set and the better cluster anchor, but it is not a duplicate of #46126; it spans many distributed/FSDP/MoE/CI updates beyond the EP integration work.", "best_issue_reason": null, - "best_pr_reason": "PR #46126 is the strongest standalone PR in this cluster: it has a clear single purpose and coherent scope, whereas #46269 is a large umbrella branch-base change that is not suitable as a duplicate target.", + "best_pr_reason": "PR #46269 is the best overall representative because it has the widest scope and subsumes more of the distributed stack, whereas #46126 is a narrower feature PR.", "soft_edge_verdicts": [ { "left": "pull_request:46126", "right": "pull_request:46269", "accept": false, - "reason": "They share some distributed filenames, but the scopes differ materially. #46126 is a specific EP + Trainer integration change; #46269 is a broad distributed branch base touching FSDP, CI, model loading, and other subsystems. They do not look like the same concrete bug or change and would not plausibly merge into one PR." + "reason": "Shared files alone are not enough: #46126 is a specific EP + Trainer integration, while #46269 is a broad distributed-branch base with many additional changes. They do not look like the same underlying PR." } ] }, @@ -24917,7 +24379,7 @@ { "label": "pull_request", "component_index": 29, - "component_count": 36, + "component_count": 35, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -24969,208 +24431,226 @@ "pull_request:46504|pull_request:46563", "pull_request:46504|pull_request:46716" ], - "prepared_review_unit_hash": "88a1d1cd228e06bc1cf1be3ecc4fb0fb82711d89edd1fde944ab8f07377c4f0f", + "prepared_review_unit_hash": "a257dad96814b8607cfa52b58abf845feea64569ae2d6033bded559035fe770f", "component_budget": { "node_count": 10, "item_count": 10, "soft_pair_count": 29, - "serialized_chars": 25932, - "estimated_input_tokens": 6483, - "estimated_eval_tokens": 13222 + "serialized_chars": 25938, + "estimated_input_tokens": 6485, + "estimated_eval_tokens": 13226 }, "budget": { "node_count": 10, "item_count": 10, "soft_pair_count": 29, - "serialized_chars": 25932, - "estimated_input_tokens": 6483, - "estimated_eval_tokens": 13222 + "serialized_chars": 25938, + "estimated_input_tokens": 6485, + "estimated_eval_tokens": 13226 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Mostly unrelated workflow chore PRs. The only tight cluster is pr-ci-security-gate.yml, but those PRs change different security-gate behaviors, so none are true duplicates.", - "confidence": 0.88, + "summary": "This cluster is a set of workflow-maintenance PRs, but they split into several distinct changes across different files and even within the same security-gate workflow. I don\u2019t see true duplicates; the shared theme is broad CI hardening, not the same underlying fix.", + "confidence": 0.92, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "No single PR is a clear canonical duplicate representative: the items form multiple small, unrelated workflow changes rather than one shared fix. If forced, 46554 is the most central of the security-gate subgroup because it has the strongest same-file overlap with later edits.", "best_issue_reason": null, - "best_pr_reason": "PR 46554 is the most substantive representative because it changes the actual security-gate logic, while the others are smaller permission/checkout/secrets plumbing tweaks in different workflows.", + "best_pr_reason": "46554 is the strongest representative of the largest same-file subgroup, but only weakly so; the cluster overall is heterogeneous and not a true duplicate set.", "soft_edge_verdicts": [ { "left": "pull_request:46138", "right": "pull_request:46554", "accept": false, - "reason": "Different workflows and different problems: stdin handling for self-comment CI vs security-gate logic." + "reason": "Different workflows and different changes: self-comment CI stdin handling vs. security-gate checkout/diff checks." }, { "left": "pull_request:46138", "right": "pull_request:46558", "accept": false, - "reason": "Unrelated workflow changes; one updates comment parsing, the other adjusts PR CI gate permissions/approval flow." + "reason": "Different files and distinct behavior; only a generic workflow-maintenance similarity." }, { "left": "pull_request:46138", "right": "pull_request:46563", "accept": false, - "reason": "Different code paths and purposes; not the same underlying fix." + "reason": "Unrelated workflow updates in different code paths." }, { "left": "pull_request:46138", "right": "pull_request:46716", "accept": false, - "reason": "No shared bug/change beyond both being workflow edits." + "reason": "Different workflows and different security concerns; not the same change." }, { "left": "pull_request:46138", "right": "pull_request:46504", "accept": false, - "reason": "Self-comment CI message piping vs build CI docker tag detection; unrelated." + "reason": "Both are shell-script hygiene, but they touch different workflows and solve different issues." }, { "left": "pull_request:46432", "right": "pull_request:46503", "accept": false, - "reason": "SSH runner hardening is unrelated to benchmark dispatch support." + "reason": "SSH-runner hardening is unrelated to benchmark trigger logic." }, { "left": "pull_request:46432", "right": "pull_request:46501", "accept": false, - "reason": "Different workflows and different concerns; no duplicate bug/change." + "reason": "Different workflow files and different fixes." }, { "left": "pull_request:46432", "right": "pull_request:46502", "accept": false, - "reason": "SSH runner changes do not match reviewer assignment workflow changes." + "reason": "SSH-runner setup changes do not match reviewer-assignment ref selection." }, { "left": "pull_request:46432", "right": "pull_request:46554", "accept": false, - "reason": "Different workflows and different fixes; not mergeable as one change." + "reason": "Same broad CI/security theme, but different workflows and different concrete changes." }, { "left": "pull_request:46432", "right": "pull_request:46558", "accept": false, - "reason": "SSH runner hardening vs PR CI gate permissions/approval logic are unrelated." + "reason": "Distinct workflow hardening changes in different files." }, { "left": "pull_request:46501", "right": "pull_request:46503", "accept": false, - "reason": "Both are workflow chores, but they change different files and different behavior." + "reason": "Different workflows: anti-slop permission move vs benchmark dispatch trigger." }, { "left": "pull_request:46501", "right": "pull_request:46502", "accept": false, - "reason": "Anti-slop permission scoping and reviewer assignment ref checkout are different changes." + "reason": "Separate workflow files and unrelated edits." }, { "left": "pull_request:46501", "right": "pull_request:46504", "accept": false, - "reason": "Anti-slop workflow vs build CI docker image trigger logic; unrelated." + "reason": "Different workflows; one is anti-slop permissions, the other is shell quoting for build-ci-docker-images." }, { "left": "pull_request:46501", "right": "pull_request:46554", "accept": false, - "reason": "Different workflow files and different security/automation behavior." + "reason": "Only broad workflow-chore similarity; the concrete changes are unrelated." }, { "left": "pull_request:46502", "right": "pull_request:46503", "accept": false, - "reason": "Different workflows and unrelated behavior changes." + "reason": "Different workflows and distinct changes." }, { "left": "pull_request:46502", "right": "pull_request:46504", "accept": false, - "reason": "Reviewer assignment ref checkout is unrelated to build image trigger parsing." + "reason": "Different workflow files; no shared underlying bug." }, { "left": "pull_request:46502", "right": "pull_request:46554", "accept": false, - "reason": "No shared underlying bug; reviewer workflow vs security-gate workflow." + "reason": "Reviewer checkout ref handling is unrelated to security-gate logic." }, { "left": "pull_request:46503", "right": "pull_request:46504", "accept": false, - "reason": "Benchmark dispatch support and build-image trigger parsing are different concerns." + "reason": "Benchmark dispatch support and commit-message quoting are separate changes." }, { "left": "pull_request:46503", "right": "pull_request:46554", "accept": false, - "reason": "Different workflow and different code-path problem." + "reason": "Different workflows and different code paths." }, { "left": "pull_request:46504", "right": "pull_request:46554", "accept": false, - "reason": "Build-ci-docker-images trigger parsing vs PR security gate logic are unrelated." + "reason": "Different workflows and different fixes; only superficial CI-shell similarity." }, { "left": "pull_request:46504", "right": "pull_request:46558", "accept": false, - "reason": "Different workflow files and different behavior." + "reason": "Different workflow files and unrelated content." }, { "left": "pull_request:46554", "right": "pull_request:46558", "accept": false, - "reason": "Same file, but different fixes: one adds diff-based security checks; the other changes permissions and approval gating." + "reason": "Same workflow file, but the diffs address different security-gate aspects and are not the same patch." }, { "left": "pull_request:46554", "right": "pull_request:46563", "accept": false, - "reason": "Same workflow family, but different underlying changes: local checks vs reusable workflow migration." + "reason": "Both touch the security-gate workflow, but one adds checks while the other swaps in a reusable workflow; not the same change." }, { "left": "pull_request:46554", "right": "pull_request:46716", "accept": false, - "reason": "Different security hardening steps: local checks vs secrets scoping." + "reason": "Related security hardening, but different concrete fixes in the same file." }, { "left": "pull_request:46558", "right": "pull_request:46563", "accept": false, - "reason": "Different PR CI gate modifications with different code paths and intent." + "reason": "Different modifications to the same workflow file; not duplicate fixes." }, { "left": "pull_request:46558", "right": "pull_request:46716", "accept": false, - "reason": "Permissions/approval fix is not the same as changing reusable workflow secrets handling." + "reason": "Both are security-gate tweaks, but they change different semantics and should not be merged as duplicates." }, { "left": "pull_request:46563", "right": "pull_request:46716", "accept": false, - "reason": "Both touch the same workflow file, but one changes workflow source and the other removes inherited secrets; distinct fixes." + "reason": "Different security-gate adjustments; one changes workflow source, the other secret handling." }, { "left": "pull_request:46504", "right": "pull_request:46563", "accept": false, - "reason": "Build image trigger parsing vs security-gate workflow migration are unrelated." + "reason": "Unrelated workflow changes in different files." }, { "left": "pull_request:46504", "right": "pull_request:46716", "accept": false, - "reason": "No common underlying change beyond being workflow edits." + "reason": "No shared underlying bug; only generic workflow maintenance similarity." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46558", + "accept": false, + "reason": "Different workflows and different aims." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46554", + "accept": false, + "reason": "Different workflows and unrelated changes." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46558", + "accept": false, + "reason": "Distinct workflow hardening edits with no same code-path problem." } ] }, @@ -25184,7 +24664,7 @@ { "label": "pull_request", "component_index": 30, - "component_count": 36, + "component_count": 35, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -25247,7 +24727,7 @@ { "label": "pull_request", "component_index": 31, - "component_count": 36, + "component_count": 35, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -25263,7 +24743,7 @@ "soft_pairs": [ "pull_request:46310|pull_request:46546" ], - "prepared_review_unit_hash": "d17fa1e3a8dc4af4c01a1475171e08a83da7a28e6662ffec301a9f7ec75bc370", + "prepared_review_unit_hash": "6d3ad6ee736d1b7adc1684ec7cb513980b1569f802b46e5213c127bc2199a1b1", "component_budget": { "node_count": 2, "item_count": 2, @@ -25285,18 +24765,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs fix the same sliding-window right-boundary off-by-one bug in Moonshine streaming; #46546 is the broader, more complete patch and also includes the related Gemma4 fix and tests.", + "summary": "Both pull requests fix the same sliding-window boundary bug in Moonshine streaming; PR 46546 is a broader, more complete version because it also updates Gemma4 and adds tests.", "confidence": 0.92, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #46546 is the better canonical PR because it contains the Moonshine streaming boundary fix plus the matching Gemma4 update and test coverage, making it the most complete representative of this bug-fix cluster.", + "canonical_pr_reason": "PR 46546 is the better canonical PR: it fixes the Moonshine boundary condition, includes the related Gemma4 fix, and adds test coverage, making it the more complete change set.", "best_issue_reason": null, - "best_pr_reason": "PR #46546 is the best representative overall because it addresses the same concrete boundary bug as #46310, but with broader coverage and validation.", + "best_pr_reason": "PR 46546 is the strongest representative because it covers the shared Moonshine bug plus the adjacent shared-model fix and validation, whereas PR 46310 is a narrower subset.", "soft_edge_verdicts": [ { "left": "pull_request:46310", "right": "pull_request:46546", "accept": true, - "reason": "Same underlying off-by-one in the right-window mask; #46546 is effectively the superset patch with the same Moonshine fix." + "reason": "Same concrete bug: the right-window boundary in the streaming mask (`-dist <= right_window_size` vs `<`) is fixed in both, and the broader PR 46546 could plausibly subsume 46310." } ] }, @@ -25310,7 +24790,7 @@ { "label": "pull_request", "component_index": 32, - "component_count": 36, + "component_count": 35, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -25332,7 +24812,7 @@ "pull_request:46425|pull_request:46509", "pull_request:46425|pull_request:46917" ], - "prepared_review_unit_hash": "4ec1bb05fc23428202bfd951785ab2a3a3f8f251fc70752a38e45827ceefb853", + "prepared_review_unit_hash": "7bfa91e96b5e9c312a6b266081d68f3e71b7d0a8ff883b3d4e84d3df6390dd08", "component_budget": { "node_count": 5, "item_count": 5, @@ -25354,36 +24834,36 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is heterogeneous: one continuous-batching multimodal feature PR, three separate model-integration PRs, and one deprecation cleanup PR. They do not look like duplicate reports of the same underlying change.", - "confidence": 0.97, + "summary": "These PRs are not duplicates: they cover unrelated work across continuous batching multimodal support, two separate model integrations (HunYuan VL and RADIO), a Nemotron Omni support change, and a deprecation cleanup. The soft similarities are broad subsystem overlap only, not the same underlying bug or feature.", + "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 46425 is the best single representative if one must be chosen: it is a self-contained model integration with docs, auto-mapping updates, and tests, and it is not a draft.", + "canonical_pr_reason": "No canonical PR stands out as a duplicate representative; the cluster contains distinct changes with different targets and code paths. If one must be named, PR #46425 is the most self-contained feature addition, but it is still unrelated to the others.", "best_issue_reason": null, - "best_pr_reason": "PR 46425 is the most complete and conventional addition in the set; the others are either draft, narrower, or unrelated cleanup.", + "best_pr_reason": "PR #46425 is the strongest standalone PR in the set, but it is not suitable as a duplicate canonical because the other PRs are different model/features or cleanup work.", "soft_edge_verdicts": [ { "left": "pull_request:46376", "right": "pull_request:46417", "accept": false, - "reason": "Different changes and codepaths: multimodal continuous-batching infrastructure vs adding the HunYuan VL model package, config, processor, and docs." + "reason": "Different changes: multimodal continuous batching infrastructure vs adding the HunYuan VL model. They touch separate code paths and are not the same bug/feature." }, { "left": "pull_request:46376", "right": "pull_request:46425", "accept": false, - "reason": "Different features: continuous-batching multimodal support vs RADIO model integration; they are not the same bug or change." + "reason": "Both are broad transformers work, but one is continuous batching multimodal support and the other is RADIO model support. No shared concrete implementation or fix." }, { "left": "pull_request:46425", "right": "pull_request:46509", "accept": false, - "reason": "Both are model-related but for different architectures and implementations (RADIO vs Nemotron Omni). They would not plausibly be merged into one PR as a single fix/change." + "reason": "Both add model support, but for different models (RADIO vs Nemotron Omni) and different files/code paths. Not mergeable as one duplicate PR." }, { "left": "pull_request:46425", "right": "pull_request:46917", "accept": false, - "reason": "Unrelated scope: new RADIO model support versus removing deprecated training/image-processing args. Similar repository area is not enough to treat them as duplicates." + "reason": "Model-support addition vs deprecation cleanup. They address unrelated functionality and cannot be treated as the same underlying change." } ] }, @@ -25397,7 +24877,7 @@ { "label": "pull_request", "component_index": 33, - "component_count": 36, + "component_count": 35, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -25413,12 +24893,12 @@ "soft_pairs": [ "pull_request:46574|pull_request:46580" ], - "prepared_review_unit_hash": "093f867ad3150fc37af1691781aebc37414ada8597f47434f874a1910c5ee219", + "prepared_review_unit_hash": "138248175c49b1c2141ae1c637c5a685821a995b373abf8417b044d9377d417b", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4409, + "serialized_chars": 4410, "estimated_input_tokens": 1103, "estimated_eval_tokens": 2462 }, @@ -25426,7 +24906,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4409, + "serialized_chars": 4410, "estimated_input_tokens": 1103, "estimated_eval_tokens": 2462 }, @@ -25435,8 +24915,8 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two PRs are both tokenizer-related but address different bugs in different code paths: one fixes CodeLlama decode stripping, the other fixes DeepSeek checkpoint-to-tokenizer-class resolution. They are not the same underlying change.", - "confidence": 0.98, + "summary": "Two unrelated open PRs: one fixes CodeLlama decode stripping of leading spaces, the other fixes DeepSeek-Coder/DeepSeek-LLM loading into the wrong tokenizer class. They address different bugs and code paths, so this is not a duplicate cluster.", + "confidence": 0.99, "canonical_issue_reason": null, "canonical_pr_reason": null, "best_issue_reason": null, @@ -25446,7 +24926,7 @@ "left": "pull_request:46574", "right": "pull_request:46580", "accept": false, - "reason": "Different models, different failure modes, and different fixes: CodeLlama decode-space stripping vs DeepSeek auto-tokenizer class misloading. They would not plausibly be merged into one PR." + "reason": "Different models, different failure modes, and different files changed: CodeLlama decoder setup vs AutoTokenizer checkpoint-prefix routing. They are not the same underlying fix." } ] }, @@ -25460,7 +24940,7 @@ { "label": "pull_request", "component_index": 34, - "component_count": 36, + "component_count": 35, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -25476,7 +24956,7 @@ "soft_pairs": [ "pull_request:46603|pull_request:46604" ], - "prepared_review_unit_hash": "c2e4cff7505a676873262bb712444840534433031ef73908b3bdac6c73ee3ed5", + "prepared_review_unit_hash": "6665b01636cee192639d651b59c38c30b4da3bc551abcec7dc6919fe4ce18e8c", "component_budget": { "node_count": 2, "item_count": 2, @@ -25498,18 +24978,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs are Mistral tokenizer-related, but they target different changes: one moves the existing MistralConverter into the integrations package, while the other adds tekken tokenizer detection/conversion/save utilities. They share files because they touch the same subsystem, not because they fix the same underlying problem.", - "confidence": 0.97, + "summary": "These are related Mistral tokenizer PRs, but they address different changes: one is a package refactor moving MistralConverter, the other adds tekken tokenizer detection/conversion/save behavior. They should not be clustered as duplicates.", + "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": "No single canonical PR: 46603 is a refactor/package move, while 46604 introduces separate tekken tokenizer functionality.", + "canonical_pr_reason": "PR 46604 is the more substantive user-facing change, adding tokenizer detection and save/conversion utilities rather than primarily reorganizing code.", "best_issue_reason": null, - "best_pr_reason": "46604 is the more substantial and self-contained change, so it is the better representative PR for this cluster.", + "best_pr_reason": "PR 46604 is the strongest representative of the cluster because it introduces the core behavioral change; PR 46603 is a narrower refactor/move of existing converter code.", "soft_edge_verdicts": [ { "left": "pull_request:46603", "right": "pull_request:46604", "accept": false, - "reason": "Reject: they are adjacent Mistral tokenizer changes, but 46603 only relocates MistralConverter whereas 46604 adds tekken tokenizer detection/conversion/save utilities. Different code-path problem, not mergeable as one duplicate PR." + "reason": "Different underlying work: 46603 moves MistralConverter into the integrations package, while 46604 adds tekken tokenizer detection/conversion/save utilities. Shared Mistral files alone are not enough to treat them as the same PR." } ] }, @@ -25523,245 +25003,7 @@ { "label": "pull_request", "component_index": 35, - "component_count": 36, - "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-46907-9", - "nodes": [ - "pull_request:46907", - "pull_request:46908", - "pull_request:46926", - "pull_request:46927", - "pull_request:46928", - "pull_request:46941", - "pull_request:46949", - "pull_request:46950", - "pull_request:46951" - ], - "soft_pairs": [ - "pull_request:46907|pull_request:46926", - "pull_request:46907|pull_request:46941", - "pull_request:46907|pull_request:46908", - "pull_request:46907|pull_request:46927", - "pull_request:46907|pull_request:46928", - "pull_request:46908|pull_request:46926", - "pull_request:46908|pull_request:46928", - "pull_request:46908|pull_request:46951", - "pull_request:46908|pull_request:46941", - "pull_request:46926|pull_request:46941", - "pull_request:46926|pull_request:46928", - "pull_request:46926|pull_request:46927", - "pull_request:46927|pull_request:46949", - "pull_request:46927|pull_request:46951", - "pull_request:46927|pull_request:46950", - "pull_request:46927|pull_request:46941", - "pull_request:46928|pull_request:46941", - "pull_request:46928|pull_request:46951", - "pull_request:46949|pull_request:46951", - "pull_request:46949|pull_request:46950", - "pull_request:46907|pull_request:46949", - "pull_request:46908|pull_request:46949", - "pull_request:46950|pull_request:46951", - "pull_request:46908|pull_request:46950", - "pull_request:46926|pull_request:46950" - ], - "prepared_review_unit_hash": "94716d05c63fadf07139b5456dc1eea68ff91ae51ad953e4525fee0a8e3bb7eb", - "component_budget": { - "node_count": 9, - "item_count": 9, - "soft_pair_count": 25, - "serialized_chars": 24934, - "estimated_input_tokens": 6234, - "estimated_eval_tokens": 12724 - }, - "budget": { - "node_count": 9, - "item_count": 9, - "soft_pair_count": 25, - "serialized_chars": 24934, - "estimated_input_tokens": 6234, - "estimated_eval_tokens": 12724 - }, - "overflow_policy": "truncate_then_skip", - "trimmed": false, - "aggressively_trimmed": false, - "split": false, - "analyst_result": { - "summary": "This cluster is heterogeneous: each PR targets a different model or subsystem, and the apparent overlaps are mostly superficial test-fix patterns rather than the same underlying bug or change.", - "confidence": 0.86, - "canonical_issue_reason": null, - "canonical_pr_reason": "No true duplicate PR stands out; 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They share a similar pattern but not the same bug or code path.", "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #46933 is the better canonical representative because it has an explicit linked issue and a clearly scoped fix for Gemma4\u2019s quantized vision/audio embedders.", + "canonical_pr_reason": "PR 46933 is the stronger representative for the cluster because it has an explicit issue link and a clear, narrowly scoped fix for quantized embedders in Gemma4.", "best_issue_reason": null, - "best_pr_reason": "PR #46933 is the strongest standalone representative of the cluster: it is explicit, narrowly scoped, and clearly describes the dtype-cast bug it fixes.", + "best_pr_reason": "PR 46933 is the best single PR to represent the cluster: it has the explicit tracking issue, a concrete dtype-casting fix, and more direct cluster relevance than the unrelated TimesFM 2.5 change.", "soft_edge_verdicts": [ { "left": "pull_request:46933", "right": "pull_request:46942", "accept": false, - "reason": "They share a general quantization dtype-cast pattern, but the concrete bugs are in different models and code paths (Gemma4 embedders vs TimesFM 2.5 ResidualBlock), with different filenames and no evidence they could be merged into one PR." + "reason": "Both address unsafe dtype casting under quantization, but they fix different model-specific code paths in different repos/modules (Gemma4 embedders vs TimesFM 2.5 ResidualBlock). They are similar in pattern, not the same underlying change, so they should not be merged as duplicates." } ] }, diff --git a/analysis/current/manifest.json b/analysis/current/manifest.json index 4ef59a6550678e4b18a16a916f3b30fe94d63bdf..a797b4d84d1a503f48cfa70694f473a0cd302a68 100644 --- a/analysis/current/manifest.json +++ b/analysis/current/manifest.json @@ -1,8 +1,8 @@ { - "analysis_id": "hybrid-model-20260630t000016z", + "analysis_id": "hybrid-model-20260630t060014z", "archived_artifacts": { - "hybrid": "snapshots/20260630T000016Z/analysis-runs/hybrid-model-20260630t000016z/analysis-report-hybrid.json", - "hybrid_reviews": "snapshots/20260630T000016Z/analysis-runs/hybrid-model-20260630t000016z/analysis-report-hybrid.llm-reviews.json" + "hybrid": "snapshots/20260630T060014Z/analysis-runs/hybrid-model-20260630t060014z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260630T060014Z/analysis-runs/hybrid-model-20260630t060014z/analysis-report-hybrid.llm-reviews.json" }, 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closing_reference, soft_similarity evidence." + } + ], + "best_issue": { + "cluster_id": "cluster-46894-4", + "issue_number": 46894, + "reason": "Issue #46894 is the strongest global issue candidate because it is open, belongs to a cluster with 4 artifacts, and carries 0 discussion comments plus 6 inbound references.", + "score": 146.0 + }, + "best_pr": { + "cluster_id": "cluster-43979-11", + "pr_number": 44007, + "reason": "PR #44007 is the strongest global PR candidate because it is open, belongs to a cluster with 11 artifacts, links to 1 issues, and carries 2 review/discussion events.", + "score": 238.886 + } +} diff --git a/snapshots/20260630T060014Z/analysis-runs/hybrid-model-20260630t060014z/analysis-report-hybrid.llm-reviews.json b/snapshots/20260630T060014Z/analysis-runs/hybrid-model-20260630t060014z/analysis-report-hybrid.llm-reviews.json new file mode 100644 index 0000000000000000000000000000000000000000..ca35388b37a36045e460003b19a420d830179275 --- /dev/null +++ b/snapshots/20260630T060014Z/analysis-runs/hybrid-model-20260630t060014z/analysis-report-hybrid.llm-reviews.json @@ -0,0 +1,25067 @@ +{ + "schema_version": "1.0", + "repo": "huggingface/transformers", + "snapshot_id": "20260630T060014Z", + "generated_at": "2026-06-30T06:11:30Z", + "model": "gpt-5.4-mini?service_tier=flex", + "reviews": [ + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 1, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-502", + "nodes": [ + "issue:24643", + "issue:30277", + "issue:34634", + "issue:34928", + "issue:35545", + "issue:36010", + "issue:36331", + "issue:39290", + "issue:41720", + "issue:41762", + "issue:42915", + "issue:43039", + "issue:43425", + "issue:43541", + "issue:43596", + "issue:43638", + "issue:43716", + "issue:43827", + "issue:43828", + "issue:43975", + "issue:44292", + "issue:44322", + "issue:44457", + "issue:44509", + "issue:44512", + "issue:44560", + "issue:44805", + "issue:44841", + "issue:44918", + "issue:45081", + "issue:45161", + "issue:45237", + "issue:45464", + "issue:45507", + "issue:45685", + "issue:45800", + "issue:45823", + "issue:45859", + "issue:45874", + "issue:45901", + "issue:45902", + "issue:46015", + "issue:46165", + "issue:46294", + "issue:46468", + "issue:46515", + "issue:46661", + "issue:46869" + ], + "soft_pairs": [ + "issue:44322|issue:45464", + "issue:45237|issue:45685", + "issue:43716|issue:45237", + "issue:43828|issue:45237", + "issue:45237|issue:46468", + "issue:45237|issue:45507", + "issue:30277|issue:35545", + "issue:35545|issue:42915", + "issue:35545|issue:41720", + "issue:45901|issue:46015", + "issue:44509|issue:44512", + "issue:35545|issue:36010", + "issue:44918|issue:46165", + "issue:46165|issue:46869", + "issue:44805|issue:45823", + "issue:43638|issue:44805", + "issue:43638|issue:46165", + "issue:43596|issue:44805", + "issue:44805|issue:46294", + "issue:44805|issue:45161", + "issue:46165|issue:46468", + "issue:44560|issue:46165", + "issue:34634|issue:35545", + "issue:30277|issue:43638", + "issue:43596|issue:43638", + "issue:43039|issue:45161", + "issue:43975|issue:44457", + "issue:44292|issue:44457", + "issue:44841|issue:46661", + "issue:43716|issue:46869", + "issue:34928|issue:44805", + "issue:24643|issue:30277", + "issue:45685|issue:46869", + "issue:45859|issue:45902", + "issue:43638|issue:45161", + "issue:34928|issue:36331", + "issue:43596|issue:45161", + "issue:43716|issue:45507", + "issue:45874|issue:46294", + "issue:44292|issue:45237", + "issue:39290|issue:45081", + "issue:45823|issue:45874", + "issue:45800|issue:46515", + "issue:43425|issue:44292", + "issue:34928|issue:41720", + "issue:43828|issue:45161", + "issue:43541|issue:43716", + "issue:43828|issue:44292", + "issue:43716|issue:46468", + "issue:44292|issue:44918", + "issue:45507|issue:45685", + "issue:43716|issue:44292", + "issue:44918|issue:45161", + "issue:43716|issue:45685", + "issue:43039|issue:44918", + "issue:41762|issue:43638", + "issue:43827|issue:44512", + "issue:43828|issue:45685", + "issue:43039|issue:43828", + "issue:30277|issue:36331", + "issue:34928|issue:36010", + "issue:45237|issue:46015", + "issue:43039|issue:44805" + ], + "prepared_review_unit_hash": "81f25962d14c1bcdeffbcc8cb2714831484c87d4fe4a596a50c808f66f61bf8d", + "component_budget": { + "node_count": 502, + "item_count": 502, + "soft_pair_count": 1845, + "serialized_chars": 957282, + "estimated_input_tokens": 239321, + "estimated_eval_tokens": 478898 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 63, + "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": "The cluster is still mostly heterogeneous, with a few strong duplicate subclusters: the DeepSpeed ZeRO-3 Bert index error pair and the torch 2.4.1 compatibility pair. The v5 docs-cleanup pair is related in theme but not strong enough to call a duplicate, because the two issues target different removed references.", + "confidence": 0.73, + "canonical_issue_reason": "issue:43638 is the best anchor for the clearest duplicate subcluster: it is the more detailed DeepSpeed ZeRO-3 Bert report and matches the strongest same-bug companion issue.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43638 is the most suitable global issue representative because it cleanly captures one of the strongest duplicate clusters while the rest of the packet remains too mixed for a single broader canonical.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44322", + "right": "issue:45464", + "accept": false, + "reason": "Different model/config error vs streaming chat API failure." + }, + { + "left": "issue:45237", + "right": "issue:45685", + "accept": false, + "reason": "Different hardware/runtime bugs; unrelated code paths." + }, + { + "left": "issue:43716", + "right": "issue:45237", + "accept": false, + "reason": "Different model families and failure modes." + }, + { + "left": "issue:43828", + "right": "issue:45237", + "accept": false, + "reason": "Both are device/dtype-related, but not the same bug." + }, + { + "left": "issue:45237", + "right": "issue:46468", + "accept": false, + "reason": "Different model and unrelated example breakage." + }, + { + "left": "issue:45237", + "right": "issue:45507", + "accept": false, + "reason": "Different model/backend issue." + }, + { + "left": "issue:30277", + "right": "issue:35545", + "accept": false, + "reason": "Deepspeed collective mismatch vs ONNX export; unrelated." + }, + { + "left": "issue:35545", + "right": "issue:42915", + "accept": false, + "reason": "Different model/export error vs FP8 runtime failure." + }, + { + "left": "issue:35545", + "right": "issue:41720", + "accept": false, + "reason": "Different failure mode and hardware/model context." + }, + { + "left": "issue:45901", + "right": "issue:46015", + "accept": false, + "reason": "Different task crash vs outdated RAG docs." + }, + { + "left": "issue:44509", + "right": "issue:44512", + "accept": false, + "reason": "Both are v5 docs cleanup, but they point to different removed references: one is about pipeline tasks and the other is about the run command." + }, + { + "left": "issue:35545", + "right": "issue:36010", + "accept": false, + "reason": "Export error vs import error; unrelated code paths." + }, + { + "left": "issue:44918", + "right": "issue:46165", + "accept": false, + "reason": "TRL SFT unpacking bug vs resume-training/trust-remote-code issue." + }, + { + "left": "issue:46165", + "right": "issue:46869", + "accept": false, + "reason": "Remote-code resume issue vs YOLO multi-GPU device-map failure." + }, + { + "left": "issue:44805", + "right": "issue:45823", + "accept": false, + "reason": "Mask shape mismatch vs device placement mismatch." + }, + { + "left": "issue:43638", + "right": "issue:44805", + "accept": false, + "reason": "Different error signatures and different code paths." + }, + { + "left": "issue:43638", + "right": "issue:46165", + "accept": false, + "reason": "Bert/ZeRO-3 init bug vs resume-training issue." + }, + { + "left": "issue:43596", + "right": "issue:44805", + "accept": false, + "reason": "Different errors; not the same Bert/ZeRO-3 bug." + }, + { + "left": "issue:44805", + "right": "issue:46294", + "accept": false, + "reason": "Different model and chat-template/video token bug." + }, + { + "left": "issue:44805", + "right": "issue:45161", + "accept": false, + "reason": "Different model/runtime bug." + }, + { + "left": "issue:46165", + "right": "issue:46468", + "accept": false, + "reason": "Resume/trust-remote-code issue vs broken Nemotron example." + }, + { + "left": "issue:44560", + "right": "issue:46165", + "accept": false, + "reason": "Video chat-template bug vs resume-training issue." + }, + { + "left": "issue:34634", + "right": "issue:35545", + "accept": false, + "reason": "Processor preset issue vs ONNX export; unrelated." + }, + { + "left": "issue:30277", + "right": "issue:43638", + "accept": false, + "reason": "Both mention DeepSpeed, but different models and different failures." + }, + { + "left": "issue:43596", + "right": "issue:43638", + "accept": true, + "reason": "Same DeepSpeed ZeRO-3 Bert index-out-of-bounds bug." + }, + { + "left": "issue:43039", + "right": "issue:45161", + "accept": false, + "reason": "Liger cross-entropy call vs GPT-OSS MoE tensor-parallel issue." + }, + { + "left": "issue:43975", + "right": "issue:44457", + "accept": false, + "reason": "Tokenizer detokenization bug vs LoRA merge/save inconsistency." + }, + { + "left": "issue:44292", + "right": "issue:44457", + "accept": false, + "reason": "NVFP4 runtime failure vs LoRA merge/save bug." + }, + { + "left": "issue:44841", + "right": "issue:46661", + "accept": false, + "reason": "Processor failure vs remote-code config_class import issue." + }, + { + "left": "issue:43716", + "right": "issue:46869", + "accept": false, + "reason": "Different model families and error modes." + }, + { + "left": "issue:34928", + "right": "issue:44805", + "accept": false, + "reason": "Activation-checkpoint/FSDP recompute mismatch vs mask-index mismatch." + }, + { + "left": "issue:24643", + "right": "issue:30277", + "accept": false, + "reason": "Different DeepSpeed errors and different models." + }, + { + "left": "issue:45685", + "right": "issue:46869", + "accept": false, + "reason": "MPS histogram error vs YOLO device-map auto failure." + }, + { + "left": "issue:45859", + "right": "issue:45902", + "accept": false, + "reason": "Same model class, but CPU-offload and meta-to_empty materialization look like different failure paths." + }, + { + "left": "issue:43638", + "right": "issue:45161", + "accept": false, + "reason": "Bert/ZeRO-3 init bug vs GPT-OSS tensor-parallel bug." + }, + { + "left": "issue:34928", + "right": "issue:36331", + "accept": false, + "reason": "FSDP checkpointing mismatch vs custom trainer loss signature change." + }, + { + "left": "issue:43596", + "right": "issue:46165", + "accept": false, + "reason": "Bert/ZeRO-3 init bug vs resume/trust-remote-code issue." + }, + { + "left": "issue:43716", + "right": "issue:45507", + "accept": false, + "reason": "Different model families and failure modes." + }, + { + "left": "issue:45874", + "right": "issue:46294", + "accept": false, + "reason": "inputs_embeds reverse lookup vs video feature/token mismatch." + }, + { + "left": "issue:44292", + "right": "issue:45237", + "accept": false, + "reason": "Qwen3 NVFP4 runtime vs AMD GPU incompatibility." + }, + { + "left": "issue:39290", + "right": "issue:45081", + "accept": false, + "reason": "Gemma3 config attribute missing vs tokenizer regex patch crash." + }, + { + "left": "issue:45823", + "right": "issue:45874", + "accept": false, + "reason": "Device-map forward mismatch vs reverse embedding lookup." + }, + { + "left": "issue:45800", + "right": "issue:46515", + "accept": true, + "reason": "Same torch 2.4.1 compatibility regression." + }, + { + "left": "issue:43425", + "right": "issue:44292", + "accept": false, + "reason": "General torch incompatibility vs Qwen3 NVFP4 runtime failure." + }, + { + "left": "issue:34928", + "right": "issue:41720", + "accept": false, + "reason": "FSDP checkpointing mismatch vs Qwen3 auto device-map assert." + }, + { + "left": "issue:43828", + "right": "issue:45161", + "accept": false, + "reason": "Autocast dtype mismatch vs GPT-OSS MoE tensor-parallel issue." + }, + { + "left": "issue:43541", + "right": "issue:43716", + "accept": false, + "reason": "Grouped_mm tracing error vs image-preprocessor/model dtype mismatch." + }, + { + "left": "issue:43828", + "right": "issue:44292", + "accept": false, + "reason": "Autocast dtype mismatch vs NVFP4 runtime error." + }, + { + "left": "issue:43716", + "right": "issue:46468", + "accept": false, + "reason": "Different multimodal/model runtime bugs." + }, + { + "left": "issue:44292", + "right": "issue:44918", + "accept": false, + "reason": "Qwen3 NVFP4 runtime vs TRL SFT embedding unpacking." + }, + { + "left": "issue:45507", + "right": "issue:45685", + "accept": false, + "reason": "Invalid method call vs MPS histogram int error." + }, + { + "left": "issue:43716", + "right": "issue:44292", + "accept": false, + "reason": "Different model/runtime bugs." + }, + { + "left": "issue:44918", + "right": "issue:45161", + "accept": false, + "reason": "TRL SFT embedding unpacking vs GPT-OSS tensor-parallel bug." + }, + { + "left": "issue:43716", + "right": "issue:45685", + "accept": false, + "reason": "Different model/runtime bugs." + }, + { + "left": "issue:43039", + "right": "issue:44918", + "accept": false, + "reason": "Liger cross-entropy issue vs TRL SFT trainer bug." + }, + { + "left": "issue:41762", + "right": "issue:43638", + "accept": false, + "reason": "Same broad Zero-3 symptom, but different model paths and not enough evidence of one underlying bug." + }, + { + "left": "issue:43827", + "right": "issue:44512", + "accept": false, + "reason": "Both are docs cleanup, but they cover different removed references." + }, + { + "left": "issue:43828", + "right": "issue:45685", + "accept": false, + "reason": "Autocast dtype mismatch vs MPS histogram int error." + }, + { + "left": "issue:43039", + "right": "issue:43828", + "accept": false, + "reason": "Liger cross-entropy vs autocast dtype mismatch; different paths." + }, + { + "left": "issue:30277", + "right": "issue:36331", + "accept": false, + "reason": "Deepspeed collective mismatch vs trainer loss API mismatch." + }, + { + "left": "issue:34928", + "right": "issue:36010", + "accept": false, + "reason": "FSDP checkpointing mismatch vs import error." + }, + { + "left": "issue:45237", + "right": "issue:46015", + "accept": false, + "reason": "AMD GPU model failure vs RAG docs cleanup." + }, + { + "left": "issue:43039", + "right": "issue:44805", + "accept": false, + "reason": "Liger cross-entropy vs mask/index shape mismatch." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The cluster framing is mostly grounded, but one soft-edge accept looks too strong for the evidence in the packet: issue:44509 vs issue:44512 are both v5 docs cleanup items, yet the titles point to different removed references (pipeline tasks vs run command), so calling them a duplicate pair overstates the evidence. The DeepSpeed ZeRO-3 Bert pair and the torch 2.4.1 pair are better supported. Because the accepted soft-edge verdicts should stay conservative, I\u2019d reject this as written." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 2, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-502", + "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:43866|issue:44863", + "issue:44292|issue:46015", + "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:43596|issue:45800", + "issue:43792|issue:45070", + "issue:43541|issue:46869", + "issue:44292|issue:45901", + "issue:39290|issue:45823", + "issue:36010|issue:39290", + "issue:45464|issue:45685", + "issue:43541|issue:45685", + "issue:44841|issue:45084", + "issue:43541|issue:43828", + "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": "ef89a4b15edf0d7f0c408dff8be5d6fa8b2b79309f62c9cb3da633b1608e737b", + "component_budget": { + "node_count": 502, + "item_count": 502, + "soft_pair_count": 1845, + "serialized_chars": 957282, + "estimated_input_tokens": 239321, + "estimated_eval_tokens": 478898 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 42, + "serialized_chars": 40043, + "estimated_input_tokens": 10011, + "estimated_eval_tokens": 20278 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is largely heterogeneous. The only strong duplicate-like pairs are the AutoTokenizer regression reports and, more weakly, the ZeRO-3 index-out-of-bounds loading failures. Most other pairs share broad symptoms or subsystems but do not look like the same underlying bug.", + "confidence": 0.72, + "canonical_issue_reason": "Issue 45920 is the broadest and clearest user-facing report of the AutoTokenizer v5 regression, covering multiple model families and likely subsuming the more model-specific Granite report.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45920 is the best representative issue: it describes the regression succinctly, has broader scope than the Granite-only report, and is likely the most actionable single tracker for the tokenizer bug.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45800", + "right": "issue:46304", + "accept": false, + "reason": "Both are version-compatibility complaints, but one is a torch/transformers incompatibility and the other is a distributed-build regression; they do not describe the same concrete bug." + }, + { + "left": "issue:43866", + "right": "issue:46402", + "accept": false, + "reason": "Checkpoint loading failures in different models with different symptoms; one looks like corrupted weights, the other like missing weight loading logic." + }, + { + "left": "issue:43296", + "right": "issue:46304", + "accept": false, + "reason": "These are unrelated failures: one is PaddleOCR-VL loading in vLLM, the other is a PyTorch distributed build regression." + }, + { + "left": "issue:41762", + "right": "issue:43596", + "accept": true, + "reason": "Both report the same ZeRO-3 loading failure pattern with the same out-of-bounds index error, so they plausibly share one underlying bug in model loading under DeepSpeed ZeRO-3." + }, + { + "left": "issue:39290", + "right": "issue:41720", + "accept": false, + "reason": "Different models and different failure modes; one is a missing config attribute, the other is a CUDA assert with auto device mapping." + }, + { + "left": "issue:43901", + "right": "issue:44512", + "accept": false, + "reason": "Both are docs-related, but they concern different removed/deprecated docs content and are not the same issue." + }, + { + "left": "issue:44589", + "right": "issue:46304", + "accept": false, + "reason": "Different runtime problems: one is a missing Float8 storage type, the other is a build/runtime distributed support breakage." + }, + { + "left": "issue:45237", + "right": "issue:45901", + "accept": false, + "reason": "Completely different areas: GPU backend compatibility for GPT-OSS versus a table-question-answering crash." + }, + { + "left": "issue:43975", + "right": "issue:46015", + "accept": false, + "reason": "One is a tokenizer/detokenization bug, the other is stale RAG documentation; no shared underlying change." + }, + { + "left": "issue:43039", + "right": "issue:44560", + "accept": false, + "reason": "Liger cross-entropy dispatch and Qwen3-VL video template handling are unrelated code paths." + }, + { + "left": "issue:45823", + "right": "issue:46294", + "accept": false, + "reason": "Both involve multimodal/device handling, but one is a device-mismatch forward bug and the other is a chat-template video token/feature mismatch." + }, + { + "left": "issue:44841", + "right": "issue:45823", + "accept": false, + "reason": "Different model families and different failures; processor behavior for Voxtral is not the same as Gemma4 device placement." + }, + { + "left": "issue:43866", + "right": "issue:46772", + "accept": false, + "reason": "Both are model-loading issues, but one is a checkpoint corruption report and the other is ModelOpt/NVFP4 compatibility." + }, + { + "left": "issue:44863", + "right": "issue:46015", + "accept": false, + "reason": "NemotronH checkpoint loading and outdated RAG examples are unrelated." + }, + { + "left": "issue:45020", + "right": "issue:46304", + "accept": false, + "reason": "Remote-code model breakage and a PyTorch distributed compatibility regression are too broad and different to be the same bug." + }, + { + "left": "issue:45812", + "right": "issue:45920", + "accept": true, + "reason": "Same underlying AutoTokenizer regression in v5 causing wrong token IDs; 45920 is the broader report and clearly subsumes the Granite-specific one." + }, + { + "left": "issue:43866", + "right": "issue:44863", + "accept": false, + "reason": "Different model-loading failures with different reported causes; no clear shared code-path bug." + }, + { + "left": "issue:44292", + "right": "issue:46015", + "accept": false, + "reason": "Qwen-3 NVFP4 runtime errors and RAG docs updates are unrelated." + }, + { + "left": "issue:43872", + "right": "issue:46304", + "accept": false, + "reason": "bitsandbytes parameter-construction incompatibility is a different problem from PyTorch USE_DISTRIBUTED support." + }, + { + "left": "issue:39290", + "right": "issue:43531", + "accept": false, + "reason": "Both mention sliding window, but they are different models and different concrete breakages." + }, + { + "left": "issue:41093", + "right": "issue:43638", + "accept": false, + "reason": "Both are index-related, but the mask/tensor shape mismatch is not the same as the ZeRO-3 empty-tensor out-of-bounds error." + }, + { + "left": "issue:43792", + "right": "issue:45901", + "accept": false, + "reason": "Whisper runtime failure and table-question-answering crash do not appear to share a code path." + }, + { + "left": "issue:43854", + "right": "issue:43866", + "accept": false, + "reason": "Different models and different loading failures; no evidence they are the same bug." + }, + { + "left": "issue:43425", + "right": "issue:45070", + "accept": false, + "reason": "A torch-version compatibility complaint and a pydantic model-field regression are unrelated." + }, + { + "left": "issue:43975", + "right": "issue:45901", + "accept": false, + "reason": "Tokenizer detokenization and table QA crash are unrelated." + }, + { + "left": "issue:45362", + "right": "issue:45464", + "accept": false, + "reason": "Different Qwen3.5 failures: one is a chat crash, the other is a streaming inference API failure." + }, + { + "left": "issue:43596", + "right": "issue:45800", + "accept": false, + "reason": "Both mention out-of-bounds or compatibility, but one is a ZeRO-3 loading error and the other is a torch/transformers version incompatibility." + }, + { + "left": "issue:43792", + "right": "issue:45070", + "accept": false, + "reason": "Whisper loading/runtime failure and a PretrainedConfig/pydantic regression are unrelated." + }, + { + "left": "issue:43541", + "right": "issue:46869", + "accept": false, + "reason": "Different models, different execution contexts, and different failure modes; no shared underlying bug is apparent." + }, + { + "left": "issue:44292", + "right": "issue:45901", + "accept": false, + "reason": "Different subsystems and symptoms; one is Qwen NVFP4 inference, the other is a pipeline task crash." + }, + { + "left": "issue:39290", + "right": "issue:45823", + "accept": false, + "reason": "Both are model-specific regressions, but they involve different models and different device/configuration failures." + }, + { + "left": "issue:36010", + "right": "issue:39290", + "accept": false, + "reason": "ImportError for GenerationMixin and a Gemma3 config attribute error are unrelated." + }, + { + "left": "issue:45464", + "right": "issue:45685", + "accept": false, + "reason": "Streaming API failure and an MPS histogram kernel limitation are not the same bug." + }, + { + "left": "issue:43541", + "right": "issue:45685", + "accept": false, + "reason": "Grouped_mm tracing failure and MPS int-histogram failure are different backend issues." + }, + { + "left": "issue:44841", + "right": "issue:45084", + "accept": false, + "reason": "Processor failure for Voxtral and a template-node compilation error are different problems." + }, + { + "left": "issue:43541", + "right": "issue:43828", + "accept": false, + "reason": "Both involve dtype/backend issues, but they affect different models and different failure points." + }, + { + "left": "issue:43404", + "right": "issue:43866", + "accept": false, + "reason": "Weight-tying bug in Mistral3 and corrupted Ovis2 checkpoint are unrelated." + }, + { + "left": "issue:45507", + "right": "issue:46869", + "accept": false, + "reason": "Invalid method call in GraniteMoEHybrid and YOLO multi-GPU device-map failure are not the same code-path." + }, + { + "left": "issue:41093", + "right": "issue:41762", + "accept": false, + "reason": "Both are index/shape errors, but the mask-length mismatch is distinct from the ZeRO-3 zero-size tensor error." + }, + { + "left": "issue:45399", + "right": "issue:46661", + "accept": false, + "reason": "Flash-attn2 fallback gating and remote-code model_class/config_class handling are separate issues." + }, + { + "left": "issue:43572", + "right": "issue:45070", + "accept": false, + "reason": "Missing pad_token_idx after a major update and a pydantic PretrainedConfig regression are unrelated." + }, + { + "left": "issue:45800", + "right": "issue:45823", + "accept": false, + "reason": "These are different version/device regressions affecting different parts of the stack, not one shared bug." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The analysis is grounded in the packet and stays conservative. The two accepted pairs are strongly supported by the titles (same AutoTokenizer v5 regression; same DeepSpeed ZeRO-3 out-of-bounds loading failure). The broader summary is also appropriately cautious: it identifies the cluster as mostly heterogeneous without overstating weaker similarities." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 3, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-502", + "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:45632", + "issue:45698", + "issue:45759", + "issue:45800", + "issue:45902", + "issue:46165", + "issue:46294", + "issue:46463", + "issue:46468", + "issue:46489", + "issue:46491", + "issue:46640", + "issue:46661", + "issue:46869" + ], + "soft_pairs": [ + "issue:43296|issue:43366", + "issue:44805|issue:44918", + "issue:43541|issue:45161", + "issue:44387|issue:45005", + "issue:43828|issue:45464", + "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:46489|issue:46491", + "issue:45183|issue:46463" + ], + "prepared_review_unit_hash": "8a79e74d825d9fc5dd55f8aacb7e9201c689c38b9fc34e4ce6e0623281530d37", + "component_budget": { + "node_count": 502, + "item_count": 502, + "soft_pair_count": 1845, + "serialized_chars": 957282, + "estimated_input_tokens": 239321, + "estimated_eval_tokens": 478898 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36894, + "estimated_input_tokens": 9224, + "estimated_eval_tokens": 18704 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The remote-code pair is related but not clearly the same bug from the packet alone. Issue 45698 is the best representative issue to keep because it is more active and describes the concrete user-facing failure, but the duplicate edge to 45632 should be rejected absent clearer root-cause evidence.", + "confidence": 0.62, + "canonical_issue_reason": "issue:45698 is the more active and broadly phrased report, so it is the better anchor for the cluster; issue:45632 reads like a narrower cache-path collision hypothesis rather than a proven duplicate.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45698 has the strongest activity/inbound references and the clearest downstream symptom, making it the most representative issue in this set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45632", + "right": "issue:45698", + "accept": false, + "reason": "Both concern trust_remote_code/custom-module loading, but 45632 is specifically about cache path collisions for local models with the same leaf directory name, while 45698 is about from_pretrained loading the wrong custom module after save_pretrained. The packet does not establish the same root cause or a mergeable single fix." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The Qwen3.5 video-input pair is a defensible duplicate call, but the remote-code pair (issue:45632 vs issue:45698) is too aggressively merged from the packet alone. Their titles share a broad theme, yet the concrete failure descriptions differ enough that the evidence does not clearly establish the same bugfix/root cause. The canonical_issue_reason also overstates this as \u2018likely subsumes\u2019 the other issue, which is stronger than the packet supports." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 4, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-502", + "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:44918", + "issue:44928", + "issue:44960", + "issue:44991", + "issue:45020", + "issue:45399", + "issue:45507", + "issue:45520", + "issue:45663", + "issue:45701", + "issue:45859", + "issue:45902", + "issue:45920", + "issue:45987", + "issue:46489", + "issue:46858", + "issue:46899", + "issue:46932" + ], + "soft_pairs": [ + "issue:43975|issue:44292", + "issue:44918|issue:45507", + "issue:43950|issue:44534", + "issue:39692|issue:43054", + "issue:43644|issue:43950", + "issue:36331|issue:41762", + "issue:43872|issue:44589", + "issue:46899|issue:46932", + "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:41553|issue:43883", + "issue:43054|issue:43493", + "issue:44910|issue:45859", + "issue:42947|issue:44387", + "issue:45663|issue:45902", + "issue:44403|issue:44451", + "issue:43975|issue:45520", + "issue:41553|issue:43881", + "issue:24643|issue:28530", + "issue:42947|issue:43856", + "issue:43643|issue:45020", + "issue:44403|issue:44488", + "issue:41762|issue:42915", + "issue:44991|issue:45399", + "issue:43782|issue:44960", + "issue:43824|issue:43872" + ], + "prepared_review_unit_hash": "60882ee677b547bc95e963c043eae824d8931d7c0a27fc109589d4baefd78dda", + "component_budget": { + "node_count": 502, + "item_count": 502, + "soft_pair_count": 1845, + "serialized_chars": 957282, + "estimated_input_tokens": 239321, + "estimated_eval_tokens": 478898 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36792, + "estimated_input_tokens": 9198, + "estimated_eval_tokens": 18652 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous transformer bug reports. Only a few soft pairs look like true duplicates: the non-persistent-buffer regression, the StaticCache.get_seq_length return-type regression, and the Gemma4 quantized embedder dtype-cast bug.", + "confidence": 0.78, + "canonical_issue_reason": "issue:43950 is the best canonical representative for the clearest duplicate chain here: it states the broad non-persistent-buffer regression, and issue:44534 is essentially the same bug described from another angle.", + "canonical_pr_reason": "No pull requests are present in this cluster.", + "best_issue_reason": "issue:43950 is the strongest issue to keep because it is the broadest, most general statement of a real duplicate-worthy regression in the set.", + "best_pr_reason": "No pull requests are present in this cluster.", + "soft_edge_verdicts": [ + { + "left": "issue:43975", + "right": "issue:44292", + "accept": false, + "reason": "Different models and different failure modes; no shared concrete bug path." + }, + { + "left": "issue:44918", + "right": "issue:45507", + "accept": false, + "reason": "Unrelated trainer/unpacking bug vs. invalid method call in a different model." + }, + { + "left": "issue:43950", + "right": "issue:44534", + "accept": true, + "reason": "Same non-persistent-buffer regression in transformers v5; 44534 is the same bug phrased differently." + }, + { + "left": "issue:39692", + "right": "issue:43054", + "accept": false, + "reason": "Both mention SigLIP2, but one is a doc/example failure and the other is a model-quality complaint." + }, + { + "left": "issue:43644", + "right": "issue:43950", + "accept": false, + "reason": "Both involve regressions, but the reported root problems are different (remote_code config fields vs buffer corruption)." + }, + { + "left": "issue:36331", + "right": "issue:41762", + "accept": false, + "reason": "Different code paths: custom compute_loss signature vs. DeepSpeed ZeRO-3 loading failure." + }, + { + "left": "issue:43872", + "right": "issue:44589", + "accept": false, + "reason": "Separate compatibility issues with different underlying causes and symptoms." + }, + { + "left": "issue:46899", + "right": "issue:46932", + "accept": true, + "reason": "Same Gemma4 quantized vision/audio embedder dtype-casting bug; 46932 explicitly refers to the same fix." + }, + { + "left": "issue:43828", + "right": "issue:44928", + "accept": false, + "reason": "Different models and different errors; not the same underlying bug." + }, + { + "left": "issue:45920", + "right": "issue:46489", + "accept": false, + "reason": "Related tokenizer regression area, but 46489 is a specific DeepSeek-Coder v1 case and not clearly the same concrete bug as the broad v5 tokenizer report." + }, + { + "left": "issue:45987", + "right": "issue:46858", + "accept": true, + "reason": "Same seq_length API-contract regression: returning a Tensor instead of an int, with 46858 showing a backend-specific manifestation." + }, + { + "left": "issue:43054", + "right": "issue:45701", + "accept": false, + "reason": "One is a SigLIP2 embedding-quality complaint; the other is a broad tokenization change report." + }, + { + "left": "issue:38175", + "right": "issue:43054", + "accept": false, + "reason": "Same model family, but different symptoms and no clear shared root cause from the titles alone." + }, + { + "left": "issue:43950", + "right": "issue:45902", + "accept": true, + "reason": "Likely the same non-persistent-buffer materialization regression; 45902 is a specific instance on inv_freq after meta-to-empty materialization." + }, + { + "left": "issue:41553", + "right": "issue:43883", + "accept": false, + "reason": "Different failures: tokenizer import error vs. missing attribute on a causal LM class." + }, + { + "left": "issue:43054", + "right": "issue:43493", + "accept": false, + "reason": "Related SigLIP2 theme, but one is a quality regression and the other is an implementation discrepancy; not clearly the same bug." + }, + { + "left": "issue:44910", + "right": "issue:45859", + "accept": false, + "reason": "Both involve Qwen3.5, but the bugs are different: flash-attn crash vs CPU-offload incompatibility." + }, + { + "left": "issue:42947", + "right": "issue:44387", + "accept": false, + "reason": "Different training-memory issues with no shared concrete fix path." + }, + { + "left": "issue:45663", + "right": "issue:45902", + "accept": false, + "reason": "Different model and different failure mechanism; no clear duplicate relationship." + }, + { + "left": "issue:44403", + "right": "issue:44451", + "accept": false, + "reason": "Broad loading noise vs. a specific model-loading failure." + }, + { + "left": "issue:43975", + "right": "issue:45520", + "accept": false, + "reason": "Tokenizer detokenization bug vs. import-utils KeyError; unrelated." + }, + { + "left": "issue:41553", + "right": "issue:43881", + "accept": false, + "reason": "Different model-loading problems and different error types." + }, + { + "left": "issue:24643", + "right": "issue:28530", + "accept": false, + "reason": "Completely different training errors: DeepSpeed weight shape vs early-stopping metric handling." + }, + { + "left": "issue:42947", + "right": "issue:43856", + "accept": false, + "reason": "Both concern training, but one is checkpointing effectiveness and the other is MoE memory usage." + }, + { + "left": "issue:43643", + "right": "issue:45020", + "accept": false, + "reason": "The latter is a broad remote_code regression; the former is a specific missing-fields config issue." + }, + { + "left": "issue:44403", + "right": "issue:44488", + "accept": false, + "reason": "Both are loading complaints, but they concern different models and different underlying failures." + }, + { + "left": "issue:41762", + "right": "issue:42915", + "accept": false, + "reason": "Different model families and different DeepSpeed/FP8 failure modes." + }, + { + "left": "issue:44991", + "right": "issue:45399", + "accept": false, + "reason": "Tokenizer loading failure vs. flash-attn fallback gating; unrelated." + }, + { + "left": "issue:43782", + "right": "issue:44960", + "accept": false, + "reason": "Different Qwen/Gemma model-loading problems with no shared concrete bug path." + }, + { + "left": "issue:43824", + "right": "issue:43872", + "accept": false, + "reason": "Import/export API issue vs. bitsandbytes kwarg incompatibility; unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded and conservative overall. The cluster is correctly treated as heterogeneous, there are no PRs in the packet, and the three accepted soft pairs are supported by the titles/body snippets as the same underlying regressions. The canonical issue choice of 43950 is also reasonable as the broadest representative of the non-persistent-buffer duplicate chain." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 5, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-502", + "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:42491|issue:44368", + "issue:43828|issue:45823", + "issue:45020|issue:45356", + "issue:45715|issue:46315", + "issue:45488|issue:46489", + "issue:43827|issue:44509", + "issue:45759|issue:46661", + "issue:46894|issue:46897", + "issue:43872|issue:46869", + "issue:43404|issue:43950", + "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": "f3f558624c08da2cc39567bb25073902d296e39aff2821ed1d941a83a48075c7", + "component_budget": { + "node_count": 502, + "item_count": 502, + "soft_pair_count": 1845, + "serialized_chars": 957282, + "estimated_input_tokens": 239321, + "estimated_eval_tokens": 478898 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36751, + "estimated_input_tokens": 9188, + "estimated_eval_tokens": 18632 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly false-positive similarity matches across unrelated regression reports. A few pairs are genuine duplicates or near-duplicates around docs cleanup, empty-weights loading, mask-shape mismatch, Whisper feature extraction, and the training-loss double-shift bug.", + "confidence": 0.71, + "canonical_issue_reason": "issue:45020 is the broadest umbrella report in this set (recent transformers / remote_code breakage) and is the best canonical-style issue among otherwise mostly narrow, model-specific failures.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45020 is the strongest general-purpose issue to anchor a duplicate cluster because it describes a high-level regression affecting multiple remote_code models rather than a one-off symptom.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45685", + "right": "issue:45823", + "accept": false, + "reason": "Different bugs: MPS histogram on Int vs a device_map=\"auto\" forward-device mismatch." + }, + { + "left": "issue:45081", + "right": "issue:45399", + "accept": false, + "reason": "Both mention tokenizer/flash-attn internals, but the failure modes and code paths are different." + }, + { + "left": "issue:45020", + "right": "issue:45823", + "accept": false, + "reason": "Remote_code loading regression and Gemma4 device placement mismatch are unrelated." + }, + { + "left": "issue:44661", + "right": "issue:45020", + "accept": false, + "reason": "Tokenizer-mapping add-new-model bug vs remote_code model loading regression; not the same underlying issue." + }, + { + "left": "issue:43881", + "right": "issue:43883", + "accept": false, + "reason": "Different models and distinct load failures; too little evidence of a shared root cause." + }, + { + "left": "issue:42491", + "right": "issue:44368", + "accept": false, + "reason": "Both are Qwen3-related, but one is an HF4/HF5 LoRA compatibility problem and the other is a warning about tie_word_embeddings." + }, + { + "left": "issue:43828", + "right": "issue:45823", + "accept": false, + "reason": "Autocast dtype mismatch and device_map device mismatch are separate runtime problems." + }, + { + "left": "issue:45020", + "right": "issue:45356", + "accept": false, + "reason": "Remote_code loading breakage and Kimi tokenizer codec/regex regression are different bugs." + }, + { + "left": "issue:45715", + "right": "issue:46315", + "accept": false, + "reason": "Both are tokenizer performance regressions, but they affect different methods and likely different causes." + }, + { + "left": "issue:45488", + "right": "issue:46489", + "accept": false, + "reason": "Both concern DeepSeek tokenization, but one is a tokenizer pre-tokenizer override bug and the other is an output regression from a prior fix gap." + }, + { + "left": "issue:43827", + "right": "issue:44509", + "accept": true, + "reason": "Same docs cleanup: both complain that removed v5 pipeline tasks are still referenced in documentation." + }, + { + "left": "issue:45759", + "right": "issue:46661", + "accept": false, + "reason": "Composite-config unwrapping bug and remote-code config_class error are different loader failures." + }, + { + "left": "issue:46894", + "right": "issue:46897", + "accept": true, + "reason": "Same training-loss double-shift bug; only the affected model family differs." + }, + { + "left": "issue:43872", + "right": "issue:46869", + "accept": false, + "reason": "Unexpected _is_hf_initialized / bitsandbytes loading issue is unrelated to YOLO multi-GPU device_map failure." + }, + { + "left": "issue:43404", + "right": "issue:43950", + "accept": false, + "reason": "lm_head tying bug and non-persistent buffer corruption are separate model state issues." + }, + { + "left": "issue:43872", + "right": "issue:44291", + "accept": true, + "reason": "Both describe the same _is_hf_initialized / init_empty_weights loading breakage in transformers v5." + }, + { + "left": "issue:43940", + "right": "issue:45313", + "accept": false, + "reason": "Both are Qwen3 ZeRO-3 loading problems, but they reference different missing-weight patterns and likely different fixes." + }, + { + "left": "issue:44928", + "right": "issue:45588", + "accept": false, + "reason": "RLHF gradient explosion from SDPA/BF16 behavior and flash_attention s_aux=None crash are not the same bug." + }, + { + "left": "issue:41093", + "right": "issue:44805", + "accept": true, + "reason": "Same IndexError pattern: mask and indexed tensor lengths differ by one, pointing to the same underlying bug." + }, + { + "left": "issue:44479", + "right": "issue:44560", + "accept": false, + "reason": "Both are video regressions, but the model families and symptoms differ enough that they do not look like one bug." + }, + { + "left": "issue:24643", + "right": "issue:30064", + "accept": false, + "reason": "DeepSpeed weight dimensionality error and void segmentation-map processing failure are unrelated." + }, + { + "left": "issue:43257", + "right": "issue:45305", + "accept": false, + "reason": "Weight-loading failure under accelerate+deepspeed and gradient averaging under GAS are different DeepSpeed issues." + }, + { + "left": "issue:42947", + "right": "issue:45923", + "accept": false, + "reason": "LoRA gradient checkpointing not taking effect and a missing supports_gradient_checkpointing flag are not the same underlying bug." + }, + { + "left": "issue:36331", + "right": "issue:41093", + "accept": false, + "reason": "Trainer compute_loss signature mismatch and mask-shape IndexError are unrelated." + }, + { + "left": "issue:41553", + "right": "issue:44991", + "accept": false, + "reason": "Bad error message for Voxtral tokenizer loading and est-roberta tokenizer load failure are different issues." + }, + { + "left": "issue:43854", + "right": "issue:44863", + "accept": false, + "reason": "GLM-4.7 test loading failure and NemotronH checkpoint-loading implementation failure are distinct." + }, + { + "left": "issue:43792", + "right": "issue:44220", + "accept": true, + "reason": "Likely the same Whisper audio frontend bug: one report says the model cannot run, the other points directly at _torch_extract_fbank_features()." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded and conservative overall. The accepted soft pairs are supported by the titles/issue descriptions: docs cleanup (43827/44509), empty-weights loading (_is_hf_initialized; 43872/44291), mask-shape IndexError (41093/44805), and the training-loss double-shift reports (46894/46897). The Whisper pair is phrased cautiously as likely rather than certain, which is appropriate. The non-duplicate rejections are also conservative." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 6, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-502", + "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:41553|issue:44488", + "issue:44530|issue:44863", + "issue:44863|issue:46402", + "issue:43366|issue:43828", + "issue:45325|issue:45902", + "issue:43596|issue:46515", + "issue:43366|issue:43531", + "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:44910|issue:46858", + "issue:43716|issue:44560", + "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:45812|issue:46489", + "issue:45823|issue:46515", + "issue:44661|issue:45823", + "issue:38175|issue:43994", + "issue:44560|issue:44805", + "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": "4baecee7e10a91a9497fddbada6d4f0758ffd3ed2003b7218d383d0305aa8092", + "component_budget": { + "node_count": 502, + "item_count": 502, + "soft_pair_count": 1845, + "serialized_chars": 957282, + "estimated_input_tokens": 239321, + "estimated_eval_tokens": 478898 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 38059, + "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 heterogeneous overall, but it contains a few clear duplicate subgroups: Transformers 5 custom-model initialization regressions, ZeRO3+Bert IndexError reports, SigLIP2 wrong-output reports, and Gemma4 4-bit quantization dtype-cast failures.", + "confidence": 0.62, + "canonical_issue_reason": "Issue 43646 is the broadest clean representative of the strongest duplicate subgroup: a generic Transformers 5 custom-model initialization regression, with 43645 as a narrower notebook-specific variant.", + "canonical_pr_reason": null, + "best_issue_reason": "43646 is the most reusable triage anchor because it states the underlying regression at the right abstraction level without overfitting to one environment.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41553", + "right": "issue:44488", + "accept": false, + "reason": "Both involve loading problems, but they target different models and symptoms; no evidence of the same underlying bug." + }, + { + "left": "issue:44530", + "right": "issue:44863", + "accept": false, + "reason": "Different model families and different failure modes; too little to indicate one shared code-path bug." + }, + { + "left": "issue:44863", + "right": "issue:46402", + "accept": false, + "reason": "Both are model-loading complaints, but they concern unrelated architectures and likely different loader paths." + }, + { + "left": "issue:43366", + "right": "issue:43828", + "accept": false, + "reason": "Unrelated topics: GGUF support versus autocast dtype mismatch on a different model." + }, + { + "left": "issue:45325", + "right": "issue:45902", + "accept": false, + "reason": "Both touch rotary/position-related internals, but the bugs are distinct and in different models/code paths." + }, + { + "left": "issue:43596", + "right": "issue:46515", + "accept": false, + "reason": "One is a specific ZeRO3+Bert IndexError; the other is a general torch-version incompatibility with no matching failure mode." + }, + { + "left": "issue:43366", + "right": "issue:43531", + "accept": false, + "reason": "Same broad Qwen/MoE area, but one is GGUF support and the other is a sliding_window bug; not the same change." + }, + { + "left": "issue:44155", + "right": "issue:45584", + "accept": false, + "reason": "Different modalities and distinct symptoms; no clear shared code path." + }, + { + "left": "issue:45663", + "right": "issue:45823", + "accept": false, + "reason": "Same model family, but one is an FSDP2 KeyError in attention and the other is a device-mapping mismatch; separate bugs." + }, + { + "left": "issue:43638", + "right": "issue:46515", + "accept": false, + "reason": "The ZeRO3+Bert IndexError is concrete and specific, while 46515 is only a generic torch incompatibility report." + }, + { + "left": "issue:43366", + "right": "issue:44589", + "accept": false, + "reason": "Completely different subsystems and error types." + }, + { + "left": "issue:43950", + "right": "issue:45834", + "accept": false, + "reason": "Both are loading-related, but one is about non-persistent buffers and the other is an OCR length/index problem." + }, + { + "left": "issue:43824", + "right": "issue:43957", + "accept": false, + "reason": "ImportError for a specific class versus meta-device loading breakage; different failures and likely different fixes." + }, + { + "left": "issue:42915", + "right": "issue:43957", + "accept": false, + "reason": "Different model families and different failure mechanisms; only the general theme of loading/regression overlaps." + }, + { + "left": "issue:44910", + "right": "issue:46858", + "accept": false, + "reason": "Both are runtime/caching problems, but one is a Qwen3.5 Flash Attention memory issue and the other is static-cache arithmetic on non-CUDA backends." + }, + { + "left": "issue:43716", + "right": "issue:44560", + "accept": false, + "reason": "Different models and unrelated symptoms; no shared bug is apparent." + }, + { + "left": "issue:43645", + "right": "issue:43646", + "accept": true, + "reason": "Same Transformers 5 custom-model initialization regression; 43645 is just the Jupyter-specific report of the same underlying bug." + }, + { + "left": "issue:43550", + "right": "issue:44910", + "accept": false, + "reason": "Different models, different attention implementations, and different failure surfaces." + }, + { + "left": "issue:44560", + "right": "issue:45685", + "accept": false, + "reason": "Unrelated failures: video embedding StopIteration versus an MPS histogram int-type issue." + }, + { + "left": "issue:42617", + "right": "issue:43366", + "accept": false, + "reason": "Different user-facing problems and no clear shared underlying code-path bug." + }, + { + "left": "issue:36010", + "right": "issue:42915", + "accept": false, + "reason": "ImportError for GenerationMixin versus Qwen3MoE FP8 failure; only a superficial Transformers context overlap." + }, + { + "left": "issue:44683", + "right": "issue:46515", + "accept": false, + "reason": "Different torch-version complaints with different scopes; not the same concrete bug." + }, + { + "left": "issue:44560", + "right": "issue:44918", + "accept": false, + "reason": "One is a Qwen3-VL video StopIteration bug, the other is a training-time embedding unpacking issue." + }, + { + "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": "A Gemma4 device-mismatch bug is not the same as a generic torch incompatibility report." + }, + { + "left": "issue:44661", + "right": "issue:45823", + "accept": false, + "reason": "Config-list handling versus device placement; no evidence of the same defect." + }, + { + "left": "issue:38175", + "right": "issue:43994", + "accept": true, + "reason": "Same SigLIP2 model and same wrong-output symptom; one report is zero probabilities, the other is nonsensical outputs via AutoModel/pipeline, likely the same underlying bug." + }, + { + "left": "issue:44560", + "right": "issue:44805", + "accept": false, + "reason": "Different error shapes and different model/features; no strong duplication signal." + }, + { + "left": "issue:45672", + "right": "issue:46899", + "accept": true, + "reason": "Both describe Gemma4 4-bit multimodal inference failures caused by unsafe dtype handling in audio/vision embedders, so they plausibly share the same bug." + }, + { + "left": "issue:43632", + "right": "issue:45834", + "accept": false, + "reason": "Transformers 5 initialization flag regression versus a long-ocr-index error in Kosmos2.5; unrelated issues." + }, + { + "left": "issue:44877", + "right": "issue:45030", + "accept": false, + "reason": "Both involve config loading, but they refer to different model configs and there is not enough evidence they are the same bug." + }, + { + "left": "issue:42491", + "right": "issue:43720", + "accept": false, + "reason": "Different models and loading paths; both are version/loader regressions but not the same concrete code-path problem." + }, + { + "left": "issue:43638", + "right": "issue:44661", + "accept": false, + "reason": "A ZeRO3+Bert IndexError is unrelated to add-new-model-like failing on TOKENIZER_MAPPING_NAMES." + }, + { + "left": "issue:43596", + "right": "issue:44661", + "accept": false, + "reason": "Different failure modes and different parts of the codebase; no shared underlying bug." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet, and the accepted soft-edge pairs are phrased conservatively (\"likely\"/\"plausibly\") with title-level evidence. The rejected pairs also avoid overclaiming shared bugs when the evidence is only broad thematic overlap." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 7, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-502", + "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:42491|issue:45276", + "issue:42915|issue:44756", + "issue:44960|issue:44977", + "issue:44451|issue:44488", + "issue:44863|issue:46846", + "issue:46459|issue:46512", + "issue:45313|issue:45357", + "issue:44488|issue:44991", + "issue:45507|issue:46468", + "issue:43644|issue:43645", + "issue:39692|issue:43994", + "issue:43257|issue:43854", + "issue:43856|issue:43873", + "issue:42491|issue:45292", + "issue:43856|issue:44387", + "issue:43854|issue:43931", + "issue:43708|issue:44075", + "issue:42491|issue:45335", + "issue:44960|issue:46050", + "issue:46897|issue:46901", + "issue:45488|issue:45812", + "issue:44164|issue:44291", + "issue:45362|issue:45406", + "issue:45276|issue:45335", + "issue:44910|issue:45588" + ], + "prepared_review_unit_hash": "1dc5cdf5522e080bd3db3a859f45c3aa0a4e61636442a52bbf040474202a6cfa", + "component_budget": { + "node_count": 502, + "item_count": 502, + "soft_pair_count": 1845, + "serialized_chars": 957282, + "estimated_input_tokens": 239321, + "estimated_eval_tokens": 478898 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36655, + "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 a bundle of unrelated Transformers issues; only one soft pair looks like a true duplicate, while the rest differ by model, code path, or failure mode.", + "confidence": 0.74, + "canonical_issue_reason": "issue:43644 is the clearest true duplicate anchor in the set: issue:44534 is just a title variant of the same non-persistent-buffer junk regression in Transformers v5.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43644 is the best representative issue here because it has the strongest duplicate signal and a concrete, well-scoped bug description.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43317", + "right": "issue:44756", + "accept": false, + "reason": "Both mention memory/offload behavior, but one is a dequantized-model device_map/offload load failure and the other is Strix Halo mmap OOM; different bugs." + }, + { + "left": "issue:44661", + "right": "issue:44805", + "accept": false, + "reason": "Tokenizer-mapping failure vs tensor mask shape mismatch; no shared underlying code path is evident." + }, + { + "left": "issue:38175", + "right": "issue:39692", + "accept": false, + "reason": "Same model family, but one is bad probabilities at inference and the other is a docs/example mismatch plus quantization failure; not the same bug." + }, + { + "left": "issue:43644", + "right": "issue:44534", + "accept": true, + "reason": "Same regression: both report Transformers v5 filling non-persistent buffers with junk, with only minor title wording differences." + }, + { + "left": "issue:41720", + "right": "issue:42915", + "accept": false, + "reason": "Different model and failure mode: CUDA assert with auto device mapping vs FineGrainedFP8Config load failure." + }, + { + "left": "issue:42491", + "right": "issue:45276", + "accept": false, + "reason": "LoRA/qwen3_moe branch compatibility issue vs resize_token_embeddings not updating output embeddings; different defects." + }, + { + "left": "issue:42915", + "right": "issue:44756", + "accept": false, + "reason": "Qwen3Moe FP8 load failure vs Strix Halo mmap OOM; unrelated causes." + }, + { + "left": "issue:44960", + "right": "issue:44977", + "accept": false, + "reason": "Different models and different flash-attention symptoms; no evidence of the same code-path bug." + }, + { + "left": "issue:44451", + "right": "issue:44488", + "accept": false, + "reason": "Both are load failures, but they affect different models and the reports do not indicate the same root cause." + }, + { + "left": "issue:44863", + "right": "issue:46846", + "accept": false, + "reason": "NemotronH checkpoint loading vs Qwen3.5 TP-plan OOM/shape error; unrelated issues." + }, + { + "left": "issue:46459", + "right": "issue:46512", + "accept": false, + "reason": "One is dtype being ignored for composite checkpoint loading; the other is stale config.dtype after from_config. Related theme, but different bugs." + }, + { + "left": "issue:45313", + "right": "issue:45357", + "accept": false, + "reason": "DeepSpeed ZeRO-3 weight loading failure vs incorrect visual encoder keys in save_pretrained; different code paths." + }, + { + "left": "issue:44488", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer/loading regressions, but they concern different models and no shared root cause is shown." + }, + { + "left": "issue:45507", + "right": "issue:46468", + "accept": false, + "reason": "GraniteMoEHybrid invalid method call vs broken Nemotron example; not the same change or bug." + }, + { + "left": "issue:43644", + "right": "issue:43645", + "accept": false, + "reason": "One is a buffer-initialization regression; the other is notebook custom-model initialization with a TypeError. Different failures." + }, + { + "left": "issue:39692", + "right": "issue:43994", + "accept": false, + "reason": "Both involve SigLIP2, but one is an example/processor mismatch and quantization issue while the other is a nonsensical-results inference bug." + }, + { + "left": "issue:43257", + "right": "issue:43854", + "accept": false, + "reason": "Accelerate+deepspeed Qwen3 MOE conversion problem vs GLM-4.7-Flash unit-test loading issue; different models and failure modes." + }, + { + "left": "issue:43856", + "right": "issue:43873", + "accept": false, + "reason": "Both mention memory, but one is Qwen3 MoE training inefficiency and the other is quantization offload behavior; not the same bug." + }, + { + "left": "issue:42491", + "right": "issue:45292", + "accept": false, + "reason": "Qwen3_moe hf4.x/hf5.x compatibility vs resize_token_embeddings not affecting output embeddings; unrelated." + }, + { + "left": "issue:43856", + "right": "issue:44387", + "accept": false, + "reason": "General memory inefficiency during training vs increased reserved memory under int4 quantization; different root causes." + }, + { + "left": "issue:43854", + "right": "issue:43931", + "accept": false, + "reason": "Different models and errors: GLM-4.7-Flash test loading vs Qwen3-VL shape mismatch." + }, + { + "left": "issue:43708", + "right": "issue:44075", + "accept": false, + "reason": "Trainer checkpoint-resume math bug vs SGD argument handling bug; no overlap in the underlying defect." + }, + { + "left": "issue:42491", + "right": "issue:45335", + "accept": false, + "reason": "Different model families and different resize_token_embeddings symptoms; not the same issue." + }, + { + "left": "issue:44960", + "right": "issue:46050", + "accept": false, + "reason": "GLM5 issue vs quantized save/load corruption after sinq; unrelated." + }, + { + "left": "issue:46897", + "right": "issue:46901", + "accept": false, + "reason": "Both are training-loss double-shift reports, but they are model-specific and do not clearly share the same code path." + }, + { + "left": "issue:45488", + "right": "issue:45812", + "accept": false, + "reason": "Tokenizer override bug for DeepSeek V3/R1 vs Granite token-id regression; different tokenization defects." + }, + { + "left": "issue:44164", + "right": "issue:44291", + "accept": false, + "reason": "Save/from_pretrained extra_state handling vs init_empty_weights TypeError from unexpected _is_hf_initialized; different paths." + }, + { + "left": "issue:45362", + "right": "issue:45406", + "accept": false, + "reason": "Qwen3.5 chat crash vs Gemma4Processor missing _tokenizer in transformers serve; unrelated failures." + }, + { + "left": "issue:45276", + "right": "issue:45335", + "accept": false, + "reason": "Both are resize_token_embeddings complaints, but they affect different architectures and affected components; too model-specific to merge." + }, + { + "left": "issue:44910", + "right": "issue:45588", + "accept": false, + "reason": "Flash-attention crashes in different places for different reasons: packed-sequence misinterpretation vs s_aux=None AttributeError." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The only accepted soft pair, issue:43644 / issue:44534, is well supported by nearly identical titles about the same Transformers v5 non-persistent-buffer regression. The other verdicts appropriately avoid overclaiming duplicate status given only weak title/body overlap and differing models, paths, or failure modes." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 8, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-502", + "nodes": [ + "issue:36010", + "issue:39404", + "issue:39692", + "issue:41720", + "issue:42796", + "issue:42947", + "issue:43335", + "issue:43381", + "issue:43404", + "issue:43425", + "issue:43454", + "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:45663|issue:45759", + "issue:43404|issue:43454", + "issue:42947|issue:45704", + "issue:43425|issue:43957", + "issue:44291|issue:44756", + "issue:43873|issue:44387", + "issue:44079|issue:46829", + "issue:36010|issue:39404", + "issue:45663|issue:45859", + "issue:44292|issue:44912", + "issue:44387|issue:44756", + "issue:44155|issue:45823", + "issue:42947|issue:43381", + "issue:43335|issue:45663", + "issue:43957|issue:44756", + "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:45684|issue:45698", + "issue:45588|issue:45663", + "issue:43854|issue:45216", + "issue:45292|issue:45335", + "issue:44402|issue:44451", + "issue:43646|issue:43708" + ], + "prepared_review_unit_hash": "ab6213dcb878cbfc3cd009d9655db1546b0da89c6ca440a8a5e575c0d8ef9011", + "component_budget": { + "node_count": 502, + "item_count": 502, + "soft_pair_count": 1845, + "serialized_chars": 957282, + "estimated_input_tokens": 239321, + "estimated_eval_tokens": 478898 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "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 only clearly duplicate-like subgroup is the resize_token_embeddings regression family, where issue 45292 is the broadest representative. No PRs are present.", + "confidence": 0.57, + "canonical_issue_reason": "Issue 45292 is the cleanest canonical for the only strong duplicate family here: it states the core resize_token_embeddings/output_embeddings failure in a model-agnostic way, while 45276 is a narrower Gemma4-specific variant.", + "canonical_pr_reason": null, + "best_issue_reason": "45292 is the best cluster anchor because it captures the shared underlying symptom most generally and can subsume the more specific variant.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44402", + "right": "issue:44488", + "accept": false, + "reason": "Both are load-time BERT-style failures, but the titles do not show the same concrete bug; 44488 is too vague to \u092a\u0941\u0937\u094d\u091f\u093f duplicate status." + }, + { + "left": "issue:39692", + "right": "issue:44960", + "accept": false, + "reason": "Different models and different failure modes (SigLIP2 doc example vs GLM5), so not the same underlying issue." + }, + { + "left": "issue:41720", + "right": "issue:44155", + "accept": false, + "reason": "CUDA assert in Qwen3 auto device mapping is unrelated to AudioFlamingo3 batch leakage." + }, + { + "left": "issue:45663", + "right": "issue:45759", + "accept": false, + "reason": "Both are model/config problems, but one is a Gemma4 FSDP attention bug and the other is a Qwen multimodal config unwrap issue; different code paths." + }, + { + "left": "issue:43404", + "right": "issue:43454", + "accept": false, + "reason": "Both mention lm_head tying, but they affect different model families and appear to be separate model-specific initialization bugs." + }, + { + "left": "issue:42947", + "right": "issue:45704", + "accept": false, + "reason": "Gradient checkpointing/LoRA and T5 apex RMSNorm memory leak are unrelated bugs." + }, + { + "left": "issue:43425", + "right": "issue:43957", + "accept": false, + "reason": "Torch version incompatibility is not the same as meta-device loading breakage." + }, + { + "left": "issue:44291", + "right": "issue:44756", + "accept": false, + "reason": "Unexpected _is_hf_initialized argument during init_empty_weights is unrelated to mmap/OOM behavior on Strix Halo." + }, + { + "left": "issue:43873", + "right": "issue:44387", + "accept": false, + "reason": "Both involve quantization and memory, but offloading failure and increased CUDA reserved memory OOM are different problems." + }, + { + "left": "issue:44079", + "right": "issue:46829", + "accept": false, + "reason": "Generic ModelOutput key assignment bug is not the same as VideoPrism returning last_hidden_state in hidden_states." + }, + { + "left": "issue:36010", + "right": "issue:39404", + "accept": false, + "reason": "GenerationMixin import error and Whisper return_language regression are distinct issues." + }, + { + "left": "issue:45663", + "right": "issue:45859", + "accept": false, + "reason": "Gemma4 FSDP shared_kv_states error and Qwen3.5 MoE CPU offload incompatibility are different failures." + }, + { + "left": "issue:44292", + "right": "issue:44912", + "accept": false, + "reason": "Different quantization formats and different symptoms; not the same bug." + }, + { + "left": "issue:44387", + "right": "issue:44756", + "accept": false, + "reason": "Int4 quantization OOM is unrelated to disabling mmap for Strix Halo." + }, + { + "left": "issue:44155", + "right": "issue:45823", + "accept": false, + "reason": "Embedding/token leakage in AudioFlamingo3 does not match Gemma4 device-map mismatch." + }, + { + "left": "issue:42947", + "right": "issue:43381", + "accept": false, + "reason": "Both mention gradient checkpointing, but one is ineffective under PEFT LoRA and the other is an eval-mode restriction." + }, + { + "left": "issue:43335", + "right": "issue:45663", + "accept": false, + "reason": "SwitchTransformers sparse-layer config bug and Gemma4 FSDP attention bug are unrelated." + }, + { + "left": "issue:43957", + "right": "issue:44756", + "accept": false, + "reason": "Meta-device model loading and Strix Halo mmap/OOM are different issues." + }, + { + "left": "issue:44863", + "right": "issue:46468", + "accept": false, + "reason": "NemotronH checkpoint loading and a broken Nemotron example are related by model family but not the same underlying bug." + }, + { + "left": "issue:45276", + "right": "issue:45292", + "accept": true, + "reason": "Same underlying resize_token_embeddings regression; 45292 is the broader wording and 45276 is a Gemma4-specific instance with extra symptoms." + }, + { + "left": "issue:44479", + "right": "issue:44877", + "accept": false, + "reason": "Video-input regression across Qwen variants and strict granite_speech config loading are separate failures." + }, + { + "left": "issue:43381", + "right": "issue:44928", + "accept": false, + "reason": "Eval-mode gradient checkpointing restriction is unrelated to the Qwen3.5 RLHF NaN explosion." + }, + { + "left": "issue:44164", + "right": "issue:44756", + "accept": false, + "reason": "extra_state save/load handling is unrelated to mmap/OOM behavior." + }, + { + "left": "issue:42796", + "right": "issue:46326", + "accept": false, + "reason": "Tokenizer BPE marker handling and continue_final_message behavior are different tokenizer bugs." + }, + { + "left": "issue:45684", + "right": "issue:45698", + "accept": false, + "reason": "Custom-model save permissions and loading the wrong custom module after save are separate problems." + }, + { + "left": "issue:45588", + "right": "issue:45663", + "accept": false, + "reason": "flash_attention s_aux=None crash and Gemma4 FSDP shared_kv_states error are unrelated." + }, + { + "left": "issue:43854", + "right": "issue:45216", + "accept": false, + "reason": "GLM4.7-Flash unit-test loading issue and Qwen3.5 save_pretrained regression are different code paths." + }, + { + "left": "issue:44402", + "right": "issue:44451", + "accept": false, + "reason": "Both are model-loading failures, but the specific tokenizer-vocab mismatch in 44402 is not clearly the same as the vague ScandiBERT load failure in 44451." + }, + { + "left": "issue:43646", + "right": "issue:43708", + "accept": false, + "reason": "Custom model initialization breakage in Transformers 5.0 and Trainer max_steps miscalculation on resume are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The only clearly duplicate-like pair is 45276/45292, and treating 45292 as the broad canonical anchor is reasonable. The other soft-edge verdicts appropriately avoid overclaiming duplicate status, and no PR-pair mergeability issues arise because there are no PRs." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 9, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-502", + "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:46894|issue:46901", + "issue:43645|issue:44164", + "issue:43828|issue:43957", + "issue:44589|issue:44756", + "issue:46315|issue:46491", + "issue:45812|issue:46315", + "issue:43425|issue:43828", + "issue:39404|issue:45701", + "issue:44530|issue:45084", + "issue:39404|issue:46665", + "issue:43611|issue:43645", + "issue:43425|issue:46869", + "issue:44683|issue:45823", + "issue:43425|issue:45823", + "issue:43425|issue:43716", + "issue:44479|issue:44805", + "issue:43906|issue:44530", + "issue:44589|issue:45084", + "issue:43901|issue:44509", + "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:44991|issue:45081", + "issue:45823|issue:46899", + "issue:43299|issue:43931", + "issue:45479|issue:46894", + "issue:43856|issue:44756", + "issue:45479|issue:46897", + "issue:44164|issue:46821", + "issue:43596|issue:44683" + ], + "prepared_review_unit_hash": "543b8cb0f8d22607da193f1d19a56993f2527593390a9bfaea2764669bf5e465", + "component_budget": { + "node_count": 502, + "item_count": 502, + "soft_pair_count": 1845, + "serialized_chars": 957282, + "estimated_input_tokens": 239321, + "estimated_eval_tokens": 478898 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 35, + "serialized_chars": 38430, + "estimated_input_tokens": 9608, + "estimated_eval_tokens": 19472 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This is mostly a thematic cluster of Transformers v5 regressions, but the soft pairs are largely distinct bugs: tokenizer regressions, model-loading failures, dtype/device mismatches, memory issues, and docs-only problems. I don't see strong evidence that any of the listed pairs are true duplicates of the same concrete code-path bug.", + "confidence": 0.74, + "canonical_issue_reason": "Issue 43611 is the broadest representative of the set: a generic v5 model-loading regression, while most other issues are narrower model-specific or subsystem-specific breakages.", + "canonical_pr_reason": null, + "best_issue_reason": "43611 is the best umbrella issue for this cluster's overall theme, even though it is not a true duplicate of the others.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46894", + "right": "issue:46901", + "accept": false, + "reason": "Both mention training-loss shifting, but they are different models and likely separate model-specific implementations rather than one shared bug." + }, + { + "left": "issue:43645", + "right": "issue:44164", + "accept": false, + "reason": "One is about custom model initialization in Jupyter, the other about save/from_pretrained handling of extra_state; different failure modes." + }, + { + "left": "issue:43828", + "right": "issue:43957", + "accept": false, + "reason": "Autocast dtype mismatch for Phi-tiny-MoE and meta-device loading breakage are different code paths and symptoms." + }, + { + "left": "issue:44589", + "right": "issue:44756", + "accept": false, + "reason": "Float8 storage lookup failure and Strix Halo mmap OOM are unrelated runtime/memory issues." + }, + { + "left": "issue:46315", + "right": "issue:46491", + "accept": false, + "reason": "Tokenizer conversion slowdown is a performance regression; CodeLlama space stripping is a correctness regression." + }, + { + "left": "issue:45812", + "right": "issue:46315", + "accept": false, + "reason": "Granite token IDs are wrong, while the other issue is about slow lookup for added tokens; different bugs." + }, + { + "left": "issue:43425", + "right": "issue:43828", + "accept": false, + "reason": "Torch version incompatibility is not the same as an autocast dtype mismatch in a specific model." + }, + { + "left": "issue:39404", + "right": "issue:45701", + "accept": false, + "reason": "Whisper pipeline return_language breakage and tokenization changes are different regressions." + }, + { + "left": "issue:44530", + "right": "issue:45084", + "accept": false, + "reason": "Qwen3.5 PagedAttentionCache failure and a template compilation TypeError are separate failures." + }, + { + "left": "issue:39404", + "right": "issue:46665", + "accept": false, + "reason": "Pipeline return_language and from_pretrained inside Python classes are unrelated behaviors." + }, + { + "left": "issue:43611", + "right": "issue:43645", + "accept": false, + "reason": "Both involve model loading, but one is a base_model_prefix regression and the other is notebook-defined custom model initialization." + }, + { + "left": "issue:43425", + "right": "issue:46869", + "accept": false, + "reason": "Torch 2.10 incompatibility is not the same as YOLO multi-GPU device-map loading failure." + }, + { + "left": "issue:44683", + "right": "issue:45823", + "accept": false, + "reason": "Compiled flex_attention on torch>=2.9 and Gemma4 device mismatch are different subsystems." + }, + { + "left": "issue:43425", + "right": "issue:45823", + "accept": false, + "reason": "A general torch version incompatibility is not the same as a specific forward-pass device mismatch." + }, + { + "left": "issue:43425", + "right": "issue:43716", + "accept": false, + "reason": "Torch compatibility and multimodal dtype mismatch are distinct issues." + }, + { + "left": "issue:44479", + "right": "issue:44805", + "accept": false, + "reason": "Video-input regression for Qwen models and mask shape mismatch are different model/path failures." + }, + { + "left": "issue:43906", + "right": "issue:44530", + "accept": false, + "reason": "An isolated reproduction of another issue is not the same as the Qwen3.5 cache crash." + }, + { + "left": "issue:44589", + "right": "issue:45084", + "accept": false, + "reason": "Float8 storage lookup and template compilation errors are unrelated." + }, + { + "left": "issue:43901", + "right": "issue:44509", + "accept": false, + "reason": "Both are docs-related, but they concern different removed or changed pipeline APIs." + }, + { + "left": "issue:43994", + "right": "issue:44079", + "accept": false, + "reason": "SigLIP2 bad outputs and ModelOutput key assignment are different bugs in different layers." + }, + { + "left": "issue:36032", + "right": "issue:43452", + "accept": false, + "reason": "Tokenizer method-name conflict and gguf loading breakage are separate tokenizer/loading issues." + }, + { + "left": "issue:44265", + "right": "issue:44898", + "accept": false, + "reason": "torch.export with torch_compilable_check and Perceiver non-default-resolution failure are unrelated." + }, + { + "left": "issue:39404", + "right": "issue:44912", + "accept": false, + "reason": "Whisper pipeline regression and MXFP4 quantization loading fallback are different problems." + }, + { + "left": "issue:46050", + "right": "issue:46326", + "accept": false, + "reason": "Post-save quantization corruption and continue_final_message behavior are unrelated." + }, + { + "left": "issue:44164", + "right": "issue:45759", + "accept": false, + "reason": "extra_state save/load handling and unwrapping text_config in composite configs are different loading paths." + }, + { + "left": "issue:43906", + "right": "issue:46326", + "accept": false, + "reason": "These do not describe the same code path or failure mode." + }, + { + "left": "issue:44671", + "right": "issue:44991", + "accept": false, + "reason": "CamemBERT masked-LM predictions and tokenizer loading for est-roberta are separate regressions." + }, + { + "left": "issue:44991", + "right": "issue:45081", + "accept": false, + "reason": "Both touch tokenizers, but one is a model tokenizer load failure and the other is a mistral regex patch crash." + }, + { + "left": "issue:45823", + "right": "issue:46899", + "accept": false, + "reason": "Gemma4 device mismatch during forward and unsafe dtype casting in multimodal embedders are different bugs." + }, + { + "left": "issue:43299", + "right": "issue:43931", + "accept": false, + "reason": "Both involve Qwen3-VL loading, but the titles point to different concrete failures: MoE loading vs weight-shape mismatch." + }, + { + "left": "issue:45479", + "right": "issue:46894", + "accept": false, + "reason": "Degenerate zero loss with num_labels=1 is not the same as a training-loss double-shift bug." + }, + { + "left": "issue:43856", + "right": "issue:44756", + "accept": false, + "reason": "MoE training memory inefficiency and mmap OOM avoidance are different performance/memory issues." + }, + { + "left": "issue:45479", + "right": "issue:46897", + "accept": false, + "reason": "Zero-loss classification and Florence2 label shifting are different loss bugs." + }, + { + "left": "issue:44164", + "right": "issue:46821", + "accept": false, + "reason": "extra_state save/load and TimesFM window_size AttributeError are unrelated." + }, + { + "left": "issue:43596", + "right": "issue:44683", + "accept": false, + "reason": "Deepspeed ZeRO3/BertModel index error and compiled flex_attention on newer torch are separate 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": 24, + "review_unit_index": 10, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-502", + "nodes": [ + "issue:34567", + "issue:36032", + "issue:39404", + "issue:40444", + "issue:40990", + "issue:42175", + "issue:42796", + "issue:42915", + "issue:43317", + "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:43746", + "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:45081", + "issue:44488|issue:44987", + "issue:43611|issue:43644", + "issue:44462|issue:46489", + "issue:42796|issue:43404", + "issue:36032|issue:42915", + "issue:46285|issue:46402", + "issue:39404|issue:44671", + "issue:43716|issue:45084", + "issue:43643|issue:44530", + "issue:44737|issue:45859", + "issue:44661|issue:44683", + "issue:40990|issue:43421", + "issue:42915|issue:44530", + "issue:44451|issue:44987", + "issue:43644|issue:43646", + "issue:34567|issue:40444", + "issue:43541|issue:45084", + "issue:40444|issue:46326", + "issue:42175|issue:46178", + "issue:43582|issue:43632", + "issue:44206|issue:44220", + "issue:36032|issue:43645", + "issue:44811|issue:45584", + "issue:43452|issue:43482", + "issue:44987|issue:44991", + "issue:43883|issue:44488", + "issue:43317|issue:43482", + "issue:45084|issue:45507", + "issue:43746|issue:46326" + ], + "prepared_review_unit_hash": "80a80d20fe515fac0ae4deb668572901fe2f2246bbdc7f0afc7298cccfe715b2", + "component_budget": { + "node_count": 502, + "item_count": 502, + "soft_pair_count": 1845, + "serialized_chars": 957282, + "estimated_input_tokens": 239321, + "estimated_eval_tokens": 478898 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36115, + "estimated_input_tokens": 9029, + "estimated_eval_tokens": 18314 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a grab-bag of mostly unrelated transformers issues (tokenizer loading, model init, Whisper, Qwen/Mistral/CLIP, backend/runtime regressions). None of the soft pairs look like the same underlying bug/change closely enough to merge.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44488", + "right": "issue:45081", + "accept": false, + "reason": "Both touch tokenizer loading, but 44488 is about AutoTokenizer ignoring tokenizer.json for a specific repo, while 45081 is a Mistral regex patch crash from missing backend_tokenizer. Different failure modes." + }, + { + "left": "issue:44488", + "right": "issue:44987", + "accept": false, + "reason": "Both are model/tokenizer load failures on newer transformers, but they concern different repos and distinct bugs. No shared concrete code-path." + }, + { + "left": "issue:43611", + "right": "issue:43644", + "accept": false, + "reason": "Both are v5 regressions, but one is model loading with base_model_prefix and the other is junk-filled non-persistent buffers. Separate initialization/loading issues." + }, + { + "left": "issue:44462", + "right": "issue:46489", + "accept": false, + "reason": "Both involve tokenizer behavior, but one is repo tokenizer.json discovery and the other is a DeepSeek-Coder tokenizer output regression tied to a specific prior fix gap." + }, + { + "left": "issue:42796", + "right": "issue:43404", + "accept": false, + "reason": "Tokenizer BPE-marker handling and Mistral lm_head weight tying are unrelated bugs." + }, + { + "left": "issue:36032", + "right": "issue:42915", + "accept": false, + "reason": "T5 tokenizer method-name conflict and Qwen3Moe FineGrainedFP8Config failure are unrelated." + }, + { + "left": "issue:46285", + "right": "issue:46402", + "accept": false, + "reason": "CLIP text-model structure inconsistency and Sam3Model text-encoder weight loading are different model-specific regressions." + }, + { + "left": "issue:39404", + "right": "issue:44671", + "accept": false, + "reason": "Whisper pipeline return_language regression and CamemBERT masked-LM prediction bug are unrelated." + }, + { + "left": "issue:43716", + "right": "issue:45084", + "accept": false, + "reason": "Mistral-3 dtype mismatch in image preprocessing and a template-node compilation TypeError are different code paths." + }, + { + "left": "issue:43643", + "right": "issue:44530", + "accept": false, + "reason": "AutoConfig trust_remote_code missing fields and PagedAttentionCache invalid group type are unrelated." + }, + { + "left": "issue:44737", + "right": "issue:45859", + "accept": false, + "reason": "Both mention device/offload behavior, but one is XLNet CPU arange placement and the other is a Qwen3.5 MoE rotary embedding offload incompatibility. Different bugs." + }, + { + "left": "issue:44661", + "right": "issue:44683", + "accept": false, + "reason": "Token list/model-mapping issue and torch>=2.9 flex_attention compilation failure are unrelated." + }, + { + "left": "issue:40990", + "right": "issue:43421", + "accept": false, + "reason": "Perplexity regression on gpt-oss-20b and runtime special-token post-processor staleness are different problems." + }, + { + "left": "issue:42915", + "right": "issue:44530", + "accept": false, + "reason": "Qwen3Moe FP8 config failure and Qwen3.5 PagedAttentionCache crash are separate model/runtime issues." + }, + { + "left": "issue:44451", + "right": "issue:44987", + "accept": false, + "reason": "Both are model-loading failures, but for different models and different symptoms; not the same underlying bug." + }, + { + "left": "issue:43644", + "right": "issue:43646", + "accept": false, + "reason": "Both are v5 custom-model regressions, but one is junk non-persistent buffers and the other is custom initialization breaking. Too broad and not the same concrete bug." + }, + { + "left": "issue:34567", + "right": "issue:40444", + "accept": false, + "reason": "TrainerState token counting and Qwen2.5-VL iterable-dataset multi-image finetuning are unrelated." + }, + { + "left": "issue:43541", + "right": "issue:45084", + "accept": false, + "reason": "Torch dynamo grouped_mm error on Mixtral and a template-node compilation TypeError are unrelated compile/runtime bugs." + }, + { + "left": "issue:40444", + "right": "issue:46326", + "accept": false, + "reason": "Multi-image IterableDataset finetuning failure and mistral_common continue_final_message behavior are unrelated." + }, + { + "left": "issue:42175", + "right": "issue:46178", + "accept": false, + "reason": "Missing tensorflow in a torch extra and undefined tensorflow_text backend are different packaging/backend issues." + }, + { + "left": "issue:43582", + "right": "issue:43632", + "accept": false, + "reason": "Apple Silicon caching_allocator_warmup TypeError and _is_hf_initialized flag regression are unrelated." + }, + { + "left": "issue:44206", + "right": "issue:44220", + "accept": false, + "reason": "Both are audio-feature-extraction related, but one is a specific unsupported center arg in LasrFeatureExtractor and the other is a generic _torch_extract_fbank_features() issue; insufficient evidence they are the same bug." + }, + { + "left": "issue:36032", + "right": "issue:43645", + "accept": false, + "reason": "T5Tokenizer add_special_tokens conflict and notebook custom-model initialization regression are unrelated." + }, + { + "left": "issue:44811", + "right": "issue:45584", + "accept": false, + "reason": "Both involve Whisper/token special-token handling, but one is batch_decode ignoring skip_special_tokens and the other is empty-transcription failure after align_special_tokens. Not the same concrete bug." + }, + { + "left": "issue:43452", + "right": "issue:43482", + "accept": false, + "reason": "Both are GGUF-related load failures, but one concerns gguf_file support in auto classes and the other is a specific Qwen2.5-GGUF v5 loading regression." + }, + { + "left": "issue:44987", + "right": "issue:44991", + "accept": false, + "reason": "Both are newer-version tokenizer/model load failures, but they affect different repos and likely different tokenizer conversion paths." + }, + { + "left": "issue:43883", + "right": "issue:44488", + "accept": false, + "reason": "Molmo missing all_tied_weights_keys and ScandiBERT loading failure are unrelated." + }, + { + "left": "issue:43317", + "right": "issue:43482", + "accept": false, + "reason": "device_map/offload dequantized-model loading and Qwen2.5-GGUF loading are separate loading regressions." + }, + { + "left": "issue:45084", + "right": "issue:45507", + "accept": false, + "reason": "Template compilation error and GraniteMoEHybrid invalid method call are unrelated." + }, + { + "left": "issue:43746", + "right": "issue:46326", + "accept": false, + "reason": "PEFT checkpoint loading for GraniteSpeech and Whisper continue_final_message behavior are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 11, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-502", + "nodes": [ + "issue:28530", + "issue:34567", + "issue:36032", + "issue:40444", + "issue:41720", + "issue:42915", + "issue:43089", + "issue:43262", + "issue:43322", + "issue:43377", + "issue:43404", + "issue:43531", + "issue:43540", + "issue:43632", + "issue:43645", + "issue:43646", + "issue:43742", + "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:46661", + "issue:46821", + "issue:46869", + "issue:46899" + ], + "soft_pairs": [ + "issue:43262|issue:43377", + "issue:43646|issue:44534", + "issue:43645|issue:46661", + "issue:44403|issue:45081", + "issue:42915|issue:45084", + "issue:44849|issue:45325", + "issue:43377|issue:43819", + "issue:43792|issue:46869", + "issue:43404|issue:44466", + "issue:44464|issue:45987", + "issue:43883|issue:44991", + "issue:44987|issue:45081", + "issue:43994|issue:44610", + "issue:28530|issue:34567", + "issue:42915|issue:44291", + "issue:44008|issue:46899", + "issue:44451|issue:45081", + "issue:36032|issue:43742", + "issue:44062|issue:44987", + "issue:44265|issue:44610", + "issue:43089|issue:45987", + "issue:43322|issue:43540", + "issue:44479|issue:45325", + "issue:42915|issue:44589", + "issue:36032|issue:41720", + "issue:43632|issue:46821", + "issue:44991|issue:46315", + "issue:43531|issue:44877", + "issue:45216|issue:45357", + "issue:40444|issue:45325" + ], + "prepared_review_unit_hash": "c6134f89ff2bce2cfb92e775e83d40516736928ce60daa55cff70b127b770e64", + "component_budget": { + "node_count": 502, + "item_count": 502, + "soft_pair_count": 1845, + "serialized_chars": 957282, + "estimated_input_tokens": 239321, + "estimated_eval_tokens": 478898 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36936, + "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 loose lexical match around Transformers v5 regressions, but the paired issues have different root causes and code paths. I would reject all soft edges; none look like true duplicates or mergeable fixes.", + "confidence": 0.84, + "canonical_issue_reason": "issue:43646 is the broadest and most representative v5 regression here: it covers custom model initialization breakage, a theme echoed by several nearby issues.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43646 is the best overall representative because it is user-facing, general, and closest to the dominant Transformers v5 initialization/loading regression pattern in this set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43262", + "right": "issue:43377", + "accept": false, + "reason": "Audio chat-template sample-rate defaulting and MIMI batch/padding-mask mismatch are unrelated bugs in different components." + }, + { + "left": "issue:43646", + "right": "issue:44534", + "accept": false, + "reason": "Custom model initialization breakage and non-persistent buffer initialization are different v5 regressions with different failure modes." + }, + { + "left": "issue:43645", + "right": "issue:46661", + "accept": false, + "reason": "Both involve model initialization, but one is a Jupyter/custom-model init issue and the other is remote-code config_class handling; distinct root causes." + }, + { + "left": "issue:44403", + "right": "issue:45081", + "accept": false, + "reason": "General loading noise and a tokenizer regex patch crash are not the same bug." + }, + { + "left": "issue:42915", + "right": "issue:45084", + "accept": false, + "reason": "Qwen3-MoE FP8 loading failure and a Jinja/template compilation error are unrelated." + }, + { + "left": "issue:44849", + "right": "issue:45325", + "accept": false, + "reason": "Different Qwen model families and different bugs: hidden-state output issue vs rope-index scaling." + }, + { + "left": "issue:43377", + "right": "issue:43819", + "accept": false, + "reason": "MIMI padding-mask behavior and DAC from_latents/STE mismatch are separate audio-model defects." + }, + { + "left": "issue:43792", + "right": "issue:46869", + "accept": false, + "reason": "Whisper runtime failure and YOLO multi-GPU device-map failure are unrelated." + }, + { + "left": "issue:43404", + "right": "issue:44466", + "accept": false, + "reason": "One is tied lm_head weights not being tied; the other is inconsistent serialization of lm_head.weight. Related area, but not the same underlying bug." + }, + { + "left": "issue:44464", + "right": "issue:45987", + "accept": false, + "reason": "Chunked generation inconsistency under compiled forward and StaticCache.get_seq_length returning a tensor are different code paths." + }, + { + "left": "issue:43883", + "right": "issue:44991", + "accept": false, + "reason": "Missing all_tied_weights_keys for Molmo and tokenizer loading failure for est-roberta are unrelated." + }, + { + "left": "issue:44987", + "right": "issue:45081", + "accept": false, + "reason": "Loading a remote-code model and Mistral tokenizer regex patching are different failures." + }, + { + "left": "issue:43994", + "right": "issue:44610", + "accept": false, + "reason": "Siglip2 AutoModel/pipeline nonsense outputs and OmDet processor size mismatch are unrelated multimodal issues." + }, + { + "left": "issue:28530", + "right": "issue:34567", + "accept": false, + "reason": "Early stopping metric selection and num_input_tokens_seen not updating are unrelated training-state bugs." + }, + { + "left": "issue:42915", + "right": "issue:44291", + "accept": false, + "reason": "Both touch loading, but one is Qwen3-MoE FP8-related and the other is init_empty_weights/_is_hf_initialized argument handling." + }, + { + "left": "issue:44008", + "right": "issue:46899", + "accept": false, + "reason": "Gemma3n variable-name collision and Gemma4 4-bit multimodal dtype casting are different bugs." + }, + { + "left": "issue:44451", + "right": "issue:45081", + "accept": false, + "reason": "Both are loading issues, but ScandiBERT loading and Mistral regex patch failure have different causes." + }, + { + "left": "issue:36032", + "right": "issue:43742", + "accept": false, + "reason": "T5 tokenizer special-token conflict and MobileLLM key error are different model/tokenizer loading problems." + }, + { + "left": "issue:44062", + "right": "issue:44987", + "accept": false, + "reason": "AddedToken special-kwarg duplication and remote-code model loading failure are not the same bug." + }, + { + "left": "issue:44265", + "right": "issue:44610", + "accept": false, + "reason": "torch.export failures from torch_compilable_check and an OmDet input-size regression are unrelated." + }, + { + "left": "issue:43089", + "right": "issue:45987", + "accept": false, + "reason": "Generation performance overhead and StaticCache return-type mismatch are different issues." + }, + { + "left": "issue:43322", + "right": "issue:43540", + "accept": false, + "reason": "Llava Next loading segfault and Qwen3OmniMoe video-processing ValueError are different multimodal failures." + }, + { + "left": "issue:44479", + "right": "issue:45325", + "accept": false, + "reason": "Both involve Qwen VL/video behavior, but one is a video-input regression and the other is still-image temporal position scaling; not the same bug." + }, + { + "left": "issue:42915", + "right": "issue:44589", + "accept": false, + "reason": "FP8 config loading and missing Float8 storage are distinct CUDA/serialization problems." + }, + { + "left": "issue:36032", + "right": "issue:41720", + "accept": false, + "reason": "Tokenizer construction conflict and Qwen3 auto device mapping cudaErrorAssert are unrelated." + }, + { + "left": "issue:43632", + "right": "issue:46821", + "accept": false, + "reason": "_is_hf_initialized handling and TimesFM window_size AttributeError are different Transformers v5 regressions." + }, + { + "left": "issue:44991", + "right": "issue:46315", + "accept": false, + "reason": "Tokenizer loading failure and slow convert_tokens_to_ids performance are not the same underlying issue." + }, + { + "left": "issue:43531", + "right": "issue:44877", + "accept": false, + "reason": "Qwen3-MoE sliding_window and granite_speech strict-config loading are unrelated." + }, + { + "left": "issue:45216", + "right": "issue:45357", + "accept": false, + "reason": "Both are Qwen3.5 save_pretrained regressions, but one is a broad checkpoint correctness issue and the other specifically calls out visual encoder keys; not enough evidence of the same bug." + }, + { + "left": "issue:40444", + "right": "issue:45325", + "accept": false, + "reason": "Multiple-images-per-prompt IterableDataset failure and Qwen2.5-VL still-image rope scaling are different multimodal 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": 24, + "review_unit_index": 12, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-502", + "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:43716", + "issue:43746", + "issue:43792", + "issue:43856", + "issue:44079", + "issue:44220", + "issue:44291", + "issue:44403", + "issue:44462", + "issue:44509", + "issue:44534", + "issue:44568", + "issue:44589", + "issue:44683", + "issue:44756", + "issue:44811", + "issue:44991", + "issue:45081", + "issue:45491", + "issue:45538", + "issue:45542", + "issue:45663", + "issue:45812", + "issue:45923", + "issue:46491", + "issue:46710", + "issue:46899", + "issue:46909" + ], + "soft_pairs": [ + "issue:43611|issue:44534", + "issue:43425|issue:44403", + "issue:43716|issue:46899", + "issue:43296|issue:43531", + "issue:45812|issue:46491", + "issue:44220|issue:44683", + "issue:42796|issue:43746", + "issue:43381|issue:45923", + "issue:44403|issue:44991", + "issue:43632|issue:44756", + "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:43421|issue:44568", + "issue:43632|issue:44534", + "issue:43531|issue:44291", + "issue:43482|issue:45538", + "issue:42175|issue:45542", + "issue:41720|issue:45081", + "issue:44462|issue:45812", + "issue:44079|issue:44534", + "issue:41553|issue:43582", + "issue:43317|issue:43856", + "issue:43377|issue:45491", + "issue:44509|issue:46909" + ], + "prepared_review_unit_hash": "f558c74fc833861fe8712deea2855431ac843ddef61ac00cd61a98cf9bcbf756", + "component_budget": { + "node_count": 502, + "item_count": 502, + "soft_pair_count": 1845, + "serialized_chars": 957282, + "estimated_input_tokens": 239321, + "estimated_eval_tokens": 478898 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36622, + "estimated_input_tokens": 9156, + "estimated_eval_tokens": 18568 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a loose mix of mostly unrelated Transformers v5/model-specific bug reports. The shared theme is only superficial (tokenizer/loading/training regressions), so none of the soft pairs look like true duplicates.", + "confidence": 0.73, + "canonical_issue_reason": "issue:43632 is the broadest core-library regression in the set: it targets a Transformers v5 initialization flag and could plausibly explain multiple downstream failures, whereas most other issues are narrower model/tokenizer-specific reports.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43632 is the best representative issue for triage because it is a concrete, high-impact Transformers v5 regression with system-level implications, even though the cluster as a whole is not a tight duplicate set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43611", + "right": "issue:44534", + "accept": false, + "reason": "Both are v5 regressions, but one is about base_model_prefix loading and the other about non-persistent buffers; different code paths and symptoms." + }, + { + "left": "issue:43425", + "right": "issue:44403", + "accept": false, + "reason": "Torch 2.10 incompatibility is unrelated to the generic noisy-loading issue." + }, + { + "left": "issue:43716", + "right": "issue:46899", + "accept": false, + "reason": "Both mention multimodal dtype behavior, but they involve different models and different failure mechanisms." + }, + { + "left": "issue:43296", + "right": "issue:43531", + "accept": false, + "reason": "PaddleOCR-VL load failure in vLLM and Qwen3-MoE sliding_window behavior are distinct bugs." + }, + { + "left": "issue:45812", + "right": "issue:46491", + "accept": false, + "reason": "Both are tokenizer regressions, but one is Granite token IDs and the other is a CodeLlama leading-space round-trip issue." + }, + { + "left": "issue:44220", + "right": "issue:44683", + "accept": false, + "reason": "Feature extraction failure and compiled flex_attention on torch>=2.9 are unrelated." + }, + { + "left": "issue:42796", + "right": "issue:43746", + "accept": false, + "reason": "Tokenizer BPE marker handling and GraniteSpeech PEFT checkpoint loading are different failure modes." + }, + { + "left": "issue:43381", + "right": "issue:45923", + "accept": false, + "reason": "Eval-mode gradient checkpointing behavior is not the same bug as a missing supports_gradient_checkpointing flag." + }, + { + "left": "issue:44403", + "right": "issue:44991", + "accept": false, + "reason": "Generic loading noise is not the same as tokenizer loading failing for a specific model." + }, + { + "left": "issue:43632", + "right": "issue:44756", + "accept": false, + "reason": "Initialization-flag regression and Strix Halo mmap OOM are unrelated." + }, + { + "left": "issue:33666", + "right": "issue:40444", + "accept": false, + "reason": "Both are Qwen2-VL training reports, but one is multi-GPU training and the other is iterable-dataset/multi-image finetuning." + }, + { + "left": "issue:40990", + "right": "issue:44811", + "accept": false, + "reason": "GPT-OSS perplexity regression and Whisper batch_decode special-token handling are unrelated." + }, + { + "left": "issue:43792", + "right": "issue:44589", + "accept": false, + "reason": "Whisper model runtime failure and missing Float8 storage type are different problems." + }, + { + "left": "issue:44291", + "right": "issue:44589", + "accept": false, + "reason": "init_empty_weights/_is_hf_initialized argument handling is unrelated to Float8 storage lookup." + }, + { + "left": "issue:42796", + "right": "issue:46710", + "accept": false, + "reason": "Tokenizer BPE marker handling and a model accuracy regression after upgrade are not the same underlying bug." + }, + { + "left": "issue:44079", + "right": "issue:45663", + "accept": false, + "reason": "ModelOutput key assignment and Gemma4 shared_kv_states/FSDP2 are distinct code paths." + }, + { + "left": "issue:35707", + "right": "issue:40444", + "accept": false, + "reason": "Progressive generation with inputs_embeds/past_key_values is unrelated to multi-image IterableDataset finetuning." + }, + { + "left": "issue:43482", + "right": "issue:43525", + "accept": false, + "reason": "GGUF loading failure and missing pad_token_id on Llama4Config are different loading issues." + }, + { + "left": "issue:43421", + "right": "issue:44568", + "accept": false, + "reason": "Runtime special-token/post-processor sync and mdeberta add_special_tokens regression are related by topic only, not the same concrete bug." + }, + { + "left": "issue:43632", + "right": "issue:44534", + "accept": false, + "reason": "Both are v5 regressions, but one is about an initialization flag while the other is about non-persistent buffer contents." + }, + { + "left": "issue:43531", + "right": "issue:44291", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and init_empty_weights argument mismatch are unrelated." + }, + { + "left": "issue:43482", + "right": "issue:45538", + "accept": false, + "reason": "GGUF loading failure and CLIPTokenizer model_max_length are unrelated tokenizer/loading bugs." + }, + { + "left": "issue:42175", + "right": "issue:45542", + "accept": false, + "reason": "Package extras missing TensorFlow and the tensorboard-only undefined tf backend error are similar at a high level but not the same bug." + }, + { + "left": "issue:41720", + "right": "issue:45081", + "accept": false, + "reason": "Qwen3 device-mapping cuda assert and Mistral regex patch crash are unrelated." + }, + { + "left": "issue:44462", + "right": "issue:45812", + "accept": false, + "reason": "Ignoring tokenizer.json and Granite token ID regression are different AutoTokenizer failures." + }, + { + "left": "issue:44079", + "right": "issue:44534", + "accept": false, + "reason": "ModelOutput key handling and v5 buffer initialization are unrelated." + }, + { + "left": "issue:41553", + "right": "issue:43582", + "accept": false, + "reason": "Bad AutoTokenizer error messaging for Voxtral and AppleSilicon warmup TypeError are unrelated." + }, + { + "left": "issue:43317", + "right": "issue:43856", + "accept": false, + "reason": "gpu+cpu offload loading failure and Qwen3 MoE memory-usage issue are different problems." + }, + { + "left": "issue:43377", + "right": "issue:45491", + "accept": false, + "reason": "MIMI padding-mask mismatch and Gemma3 sliding-window NaNs are separate multimodal bugs." + }, + { + "left": "issue:44509", + "right": "issue:46909", + "accept": false, + "reason": "Removed pipeline-task docs and a broken DIA documentation example are different documentation 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": 24, + "review_unit_index": 13, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-502", + "nodes": [ + "issue:34634", + "issue:35707", + "issue:39692", + "issue:40444", + "issue:40990", + "issue:41720", + "issue:42175", + "issue:42796", + "issue:42915", + "issue:43262", + "issue:43296", + "issue:43377", + "issue:43454", + "issue:43482", + "issue:43493", + "issue:43550", + "issue:43606", + "issue:43611", + "issue:43644", + "issue:43646", + "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:44610", + "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" + ], + "soft_pairs": [ + "issue:43611|issue:43646", + "issue:43296|issue:46821", + "issue:43818|issue:46402", + "issue:43644|issue:44079", + "issue:44829|issue:45479", + "issue:42175|issue:43296", + "issue:43818|issue:45357", + "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:43701|issue:45325", + "issue:42796|issue:45381", + "issue:43606|issue:44265", + "issue:40990|issue:45584", + "issue:43262|issue:43746", + "issue:44479|issue:45823", + "issue:35707|issue:41720", + "issue:34634|issue:35707", + "issue:43828|issue:46821", + "issue:39692|issue:40444", + "issue:44186|issue:44265", + "issue:43454|issue:43550", + "issue:43606|issue:43819", + "issue:41720|issue:45823", + "issue:43377|issue:44610" + ], + "prepared_review_unit_hash": "06f8c6f31887c439f19735df8e94861912d22cdc7aff2259932b8b597640e25f", + "component_budget": { + "node_count": 502, + "item_count": 502, + "soft_pair_count": 1845, + "serialized_chars": 957282, + "estimated_input_tokens": 239321, + "estimated_eval_tokens": 478898 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 36633, + "estimated_input_tokens": 9159, + "estimated_eval_tokens": 18574 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab-bag of unrelated model-specific regressions. The only soft duplicate that looks plausibly real is the Qwen2.5-VL vision-position-id / rope-index pair; the rest are too broad or clearly different code paths.", + "confidence": 0.62, + "canonical_issue_reason": "issue:45325 is the best anchor because it shares the clearest underlying code path with another item (issue:45381) around Qwen2.5-VL vision position IDs / rope indexing.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45325 is the most concrete and actionable bug here, and the strongest candidate for a duplicate hub among the issue set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43611", + "right": "issue:43646", + "accept": false, + "reason": "Both are v5 loading/init regressions, but one is base_model_prefix loading and the other is custom initialization; related subsystem, not the same bug." + }, + { + "left": "issue:43296", + "right": "issue:46821", + "accept": false, + "reason": "Completely different models and failure modes: PaddleOCR-VL load failure vs TimesFM window_size AttributeError." + }, + { + "left": "issue:43818", + "right": "issue:46402", + "accept": false, + "reason": "Different architectures and symptoms; Video-LLaVA tower/weights issue is not the same as Sam3Model text-encoder loading." + }, + { + "left": "issue:43644", + "right": "issue:44079", + "accept": false, + "reason": "Non-persistent buffer serialization junk is unrelated to ModelOutput key assignment behavior." + }, + { + "left": "issue:44829", + "right": "issue:45479", + "accept": false, + "reason": "Both are training regressions, but they hit different APIs and different failure mechanisms." + }, + { + "left": "issue:42175", + "right": "issue:43296", + "accept": false, + "reason": "Backend installation packaging issue vs model loading/runtime failure; no shared code path." + }, + { + "left": "issue:43818", + "right": "issue:45357", + "accept": false, + "reason": "Both involve multimodal vision components, but one is a missing temporal-attention/weight-sharing bug and the other is incorrect save_pretrained keys." + }, + { + "left": "issue:44265", + "right": "issue:45072", + "accept": false, + "reason": "torch.export with torch_compilable_check and bfloat16 dtype mismatch in unrelated models are not the same defect." + }, + { + "left": "issue:43493", + "right": "issue:43994", + "accept": false, + "reason": "Same model family, but one is a HF-vs-JAX discrepancy claim and the other is generic bad outputs; not enough evidence of one concrete bug." + }, + { + "left": "issue:40444", + "right": "issue:45381", + "accept": false, + "reason": "Different Qwen2.5-VL pathways: finetuning with multi-image iterable data vs video input position-id regression." + }, + { + "left": "issue:45325", + "right": "issue:45834", + "accept": false, + "reason": "Qwen2.5-VL rope-index/position-id bug and Kosmos2.5 OCR index error are unrelated." + }, + { + "left": "issue:45325", + "right": "issue:45381", + "accept": true, + "reason": "Both describe the same Qwen2.5-VL vision-position-id / rope-index logic being wrong, with still-image and video manifestations that could be fixed together." + }, + { + "left": "issue:43454", + "right": "issue:44466", + "accept": false, + "reason": "Both mention tied lm_head weights, but one is a runtime tie failure and the other is a serialization inconsistency; distinct bugs." + }, + { + "left": "issue:42915", + "right": "issue:43482", + "accept": false, + "reason": "Different model families and unrelated loading/quantization failures." + }, + { + "left": "issue:43873", + "right": "issue:45701", + "accept": false, + "reason": "Quantized offloading behavior and tokenization changes are unrelated." + }, + { + "left": "issue:44291", + "right": "issue:44877", + "accept": false, + "reason": "Both are loading/config regressions, but one is init_empty_weights argument handling and the other is strict config parsing." + }, + { + "left": "issue:43701", + "right": "issue:45325", + "accept": false, + "reason": "Checkpoint key mismatch during resume is unrelated to Qwen2.5-VL position-id computation." + }, + { + "left": "issue:42796", + "right": "issue:45381", + "accept": false, + "reason": "Tokenizer BPE-marker handling and Qwen2.5-VL video position IDs are different bugs." + }, + { + "left": "issue:43606", + "right": "issue:44265", + "accept": false, + "reason": "CPU offload device mismatch and torch.export/torch_compilable_check are different failure paths." + }, + { + "left": "issue:40990", + "right": "issue:45584", + "accept": false, + "reason": "Perplexity anomaly on GPT-OSS and Whisper empty-transcription generation failure are unrelated." + }, + { + "left": "issue:43262", + "right": "issue:43746", + "accept": false, + "reason": "Audio processor sampling-rate defaulting and PEFT adapter loading from local checkpoints are separate issues." + }, + { + "left": "issue:44479", + "right": "issue:45823", + "accept": false, + "reason": "Video-input regression across Qwen variants and Gemma4 PLE device mismatch are unrelated." + }, + { + "left": "issue:35707", + "right": "issue:41720", + "accept": false, + "reason": "Progressive generation with inputs_embeds/past_key_values is unrelated to Qwen3 auto device mapping asserts." + }, + { + "left": "issue:34634", + "right": "issue:35707", + "accept": false, + "reason": "BarkProcessor voice_preset and progressive generation are entirely different problems." + }, + { + "left": "issue:43828", + "right": "issue:46821", + "accept": false, + "reason": "Autocast dtype mismatch in Phi-tiny-MoE and TimesFM window_size AttributeError are unrelated." + }, + { + "left": "issue:39692", + "right": "issue:40444", + "accept": false, + "reason": "SigLIP2 doc example errors and Qwen2.5-VL multi-image finetuning failure are different model/tooling issues." + }, + { + "left": "issue:44186", + "right": "issue:44265", + "accept": false, + "reason": "Tokenizer crashes on NER padding/truncation and torch.export failures are unrelated." + }, + { + "left": "issue:43454", + "right": "issue:43550", + "accept": false, + "reason": "AyaVision weight tying and Bamba torch.compile SDPA are different bugs." + }, + { + "left": "issue:43606", + "right": "issue:43819", + "accept": false, + "reason": "CPU offload device mismatch and DAC.from_latents/forward mismatch are different code paths and models." + }, + { + "left": "issue:41720", + "right": "issue:45823", + "accept": false, + "reason": "Both are device-mismatch flavored, but they affect different models and mechanisms." + }, + { + "left": "issue:43377", + "right": "issue:44610", + "accept": false, + "reason": "MIMI padding-mask behavior and OmDet-Turbo processor size mismatch are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The only accepted soft pair, issue:45325 vs issue:45381, is plausibly the same Qwen2.5-VL position-id/rope-index defect, while the other rejections are cautious and supported by the titles/descriptions as distinct model paths or failure modes. " + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 14, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-502", + "nodes": [ + "issue:26413", + "issue:28530", + "issue:36331", + "issue:40990", + "issue:41720", + "issue:42617", + "issue:42796", + "issue:42915", + "issue:42947", + "issue:43065", + "issue:43257", + "issue:43317", + "issue:43322", + "issue:43377", + "issue:43450", + "issue:43454", + "issue:43526", + "issue:43572", + "issue:43720", + "issue:43749", + "issue:43873", + "issue:43881", + "issue:43883", + "issue:44186", + "issue:44387", + "issue:44466", + "issue:44488", + "issue:44534", + "issue:44568", + "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:43257|issue:45923", + "issue:43881|issue:44488", + "issue:44568|issue:45920", + "issue:46305|issue:46315", + "issue:42796|issue:46209", + "issue:43454|issue:45072", + "issue:45823|issue:46821", + "issue:40990|issue:42947", + "issue:43377|issue:44898", + "issue:43454|issue:43720", + "issue:42617|issue:42915", + "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:43526|issue:43883", + "issue:26413|issue:28530", + "issue:41720|issue:42617", + "issue:43881|issue:44991", + "issue:44186|issue:45072", + "issue:43873|issue:44756" + ], + "prepared_review_unit_hash": "1b3a2ca1be10750457b882a7faf556e8d3b968c643ebc12c514b4e5ac65d8ea6", + "component_budget": { + "node_count": 502, + "item_count": 502, + "soft_pair_count": 1845, + "serialized_chars": 957282, + "estimated_input_tokens": 239321, + "estimated_eval_tokens": 478898 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36967, + "estimated_input_tokens": 9242, + "estimated_eval_tokens": 18740 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a set of unrelated closed issues that only share broad transformer/model-loading language. The only plausible duplicate pair is the offloading/quantization loading failure pair; the rest look like distinct bugs in different models or code paths.", + "confidence": 0.78, + "canonical_issue_reason": "issue:43873 is the broadest and most representative issue in the only plausible duplicate area (quantization/offloading/device_map loading), and it has the strongest evidence of being the umbrella report for that bug class.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43873 is the best single issue to anchor triage because it is the most general, still-open report around the shared loading/offloading regression and can absorb nearby duplicates.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43257", + "right": "issue:45923", + "accept": false, + "reason": "Different bugs: Qwen3 MOE weight conversion/loading vs a missing gradient-checkpointing support flag." + }, + { + "left": "issue:43881", + "right": "issue:44488", + "accept": false, + "reason": "Both are load failures, but for different models and likely different failure causes." + }, + { + "left": "issue:44568", + "right": "issue:45920", + "accept": false, + "reason": "Both are tokenizer regressions, but one is add_special_tokens/BOS-EOS behavior and the other is wrong token IDs across several models." + }, + { + "left": "issue:46305", + "right": "issue:46315", + "accept": false, + "reason": "Off-by-one attention mask bug vs a tokenizer performance regression; unrelated code paths." + }, + { + "left": "issue:42796", + "right": "issue:46209", + "accept": false, + "reason": "Tokenizer BPE-marker handling vs FP8 inference on B200; not the same defect." + }, + { + "left": "issue:43454", + "right": "issue:45072", + "accept": false, + "reason": "Video processor output shape bug vs bfloat16 dtype mismatch; different subsystems." + }, + { + "left": "issue:45823", + "right": "issue:46821", + "accept": false, + "reason": "Gemma4 device-mapping forward mismatch vs TimesFM window_size AttributeError; unrelated." + }, + { + "left": "issue:40990", + "right": "issue:42947", + "accept": false, + "reason": "High perplexity on a specific model/dataset vs gradient checkpointing not taking effect; different problems." + }, + { + "left": "issue:43377", + "right": "issue:44898", + "accept": false, + "reason": "Both involve batched behavior, but they affect different models and different mechanisms (padding mask vs resolution/interpolation handling)." + }, + { + "left": "issue:43454", + "right": "issue:43720", + "accept": false, + "reason": "Video processor shape issue vs packed-weight unpacking during accelerate loading; unrelated." + }, + { + "left": "issue:42617", + "right": "issue:42915", + "accept": false, + "reason": "3d_parallel.py failure vs Qwen3Moe fine-grained FP8 config failure; not the same bug." + }, + { + "left": "issue:43749", + "right": "issue:44534", + "accept": false, + "reason": "Both are loading/regression reports, but one is FSDP CPU RAM efficient loading and the other is non-persistent buffer initialization." + }, + { + "left": "issue:43317", + "right": "issue:43873", + "accept": true, + "reason": "Both describe the same offloading/quantization loading path failing under device_map=auto and CPU/GPU offload; one looks like a concrete manifestation of the broader issue." + }, + { + "left": "issue:43572", + "right": "issue:45759", + "accept": false, + "reason": "Missing pad_token_idx in a config vs AutoModel.from_config not unwrapping text_config; different config-handling bugs." + }, + { + "left": "issue:43322", + "right": "issue:46050", + "accept": false, + "reason": "Segfault while loading Llava Next vs quantized model save/load breakage; not the same failure." + }, + { + "left": "issue:41720", + "right": "issue:43322", + "accept": false, + "reason": "Auto device-map cuda assert on Qwen3 vs segfault loading Llava Next; unrelated model-specific issues." + }, + { + "left": "issue:36331", + "right": "issue:42617", + "accept": false, + "reason": "Trainer API kwarg breakage vs 3d_parallel.py runtime failure; different layers." + }, + { + "left": "issue:44387", + "right": "issue:45704", + "accept": false, + "reason": "Int4 quantization memory regression vs an apex RMSNorm memory leak; different causes." + }, + { + "left": "issue:41720", + "right": "issue:44977", + "accept": false, + "reason": "Qwen3 device-mapping crash vs Qwen3.5 flash-attention generation issue; different code paths." + }, + { + "left": "issue:36331", + "right": "issue:42915", + "accept": false, + "reason": "Unexpected Trainer kwarg vs Qwen3Moe FP8 config; unrelated." + }, + { + "left": "issue:44466", + "right": "issue:45357", + "accept": false, + "reason": "Both are save_pretrained regressions, but one concerns tied lm_head serialization and the other incorrect visual encoder keys." + }, + { + "left": "issue:40990", + "right": "issue:45701", + "accept": false, + "reason": "Perplexity issue on a model/dataset vs tokenizer behavior changing across versions; not the same bug." + }, + { + "left": "issue:43450", + "right": "issue:45701", + "accept": false, + "reason": "Video processor batching shape bug vs tokenization changes; unrelated." + }, + { + "left": "issue:44877", + "right": "issue:44991", + "accept": false, + "reason": "Strict config loading for granite_speech vs tokenizer loading failure for est-roberta; different failures." + }, + { + "left": "issue:43065", + "right": "issue:46402", + "accept": false, + "reason": "Sam3 pixel-decoder dummy Conv2d vs Sam3 text-encoder weights not loaded; same family, but different components and bugs." + }, + { + "left": "issue:43526", + "right": "issue:43883", + "accept": false, + "reason": "Image processor label reduction bug vs missing all_tied_weights_keys on Molmo; unrelated." + }, + { + "left": "issue:26413", + "right": "issue:28530", + "accept": false, + "reason": "Checkpoint resume epoch iterator bug vs early-stopping metric selection issue; different training features." + }, + { + "left": "issue:41720", + "right": "issue:42617", + "accept": false, + "reason": "Qwen3 auto device-map assert vs 3d_parallel.py failure; no shared underlying bug." + }, + { + "left": "issue:43881", + "right": "issue:44991", + "accept": false, + "reason": "Model loading failure vs tokenizer loading failure; too broad to be duplicates." + }, + { + "left": "issue:44186", + "right": "issue:45072", + "accept": false, + "reason": "Tokenizer batching/padding crash vs bfloat16 dtype mismatch; different defects." + }, + { + "left": "issue:43873", + "right": "issue:44756", + "accept": false, + "reason": "Both relate to memory/offloading, but one is quantization offload behavior and the other is mmap-related OOM on Strix Halo." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The triage is grounded in the packet: most pairs are clearly different issues by title, and the one accepted soft pair (43317 \u2194 43873) is the only one that looks plausibly like the same offloading/quantization loading bug class. The umbrella choice of 43873 is reasonable given its broader title and open state. No overclaim in the soft-edge verdicts stood out." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 15, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-502", + "nodes": [ + "issue:28530", + "issue:30064", + "issue:33666", + "issue:36010", + "issue:36331", + "issue:41720", + "issue:42617", + "issue:42915", + "issue:43295", + "issue:43316", + "issue:43317", + "issue:43322", + "issue:43404", + "issue:43425", + "issue:43531", + "issue:43550", + "issue:43572", + "issue:43577", + "issue:43606", + "issue:43646", + "issue:43708", + "issue:43720", + "issue:44008", + "issue:44186", + "issue:44361", + "issue:44423", + "issue:44464", + "issue:44610", + "issue:44671", + "issue:44734", + "issue:44743", + "issue:44898", + "issue:44913", + "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:46612|issue:46858", + "issue:43550|issue:43720", + "issue:43577|issue:43708", + "issue:43295|issue:45701", + "issue:44186|issue:44610", + "issue:45685|issue:46821", + "issue:43550|issue:43606", + "issue:43646|issue:46665", + "issue:43404|issue:45357", + "issue:44610|issue:44898", + "issue:36010|issue:42617", + "issue:42915|issue:43317", + "issue:44734|issue:46858", + "issue:44423|issue:45406", + "issue:46821|issue:46869", + "issue:44008|issue:45823", + "issue:45632|issue:45684", + "issue:41720|issue:45161", + "issue:28530|issue:33666", + "issue:44464|issue:46858", + "issue:44671|issue:44743", + "issue:43531|issue:43572", + "issue:42915|issue:46291", + "issue:36331|issue:41720", + "issue:44186|issue:44361", + "issue:43316|issue:44913", + "issue:42915|issue:43322", + "issue:43425|issue:46821", + "issue:28530|issue:30064" + ], + "prepared_review_unit_hash": "85c4a8615435d00dc335e5c0e27b9c40d5581d1d6c2efd90c2574b890096707a", + "component_budget": { + "node_count": 502, + "item_count": 502, + "soft_pair_count": 1845, + "serialized_chars": 957282, + "estimated_input_tokens": 239321, + "estimated_eval_tokens": 478898 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35920, + "estimated_input_tokens": 8980, + "estimated_eval_tokens": 18216 + }, + "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 broad themes like cache, loading, or multimodal serving, but not the same concrete bug. I would not merge any of the soft edges. Issue 46612 is the best representative issue because it is a clear, actionable generation-cache bug with multi-model impact and some reference activity.", + "confidence": 0.93, + "canonical_issue_reason": "Issue 46612 is the strongest anchor: it describes a specific, well-scoped generation cache reorder failure with clear affected model families and downstream impact.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 46612 is the most representative and triage-friendly of the set: concrete root area, broad enough impact, and more clearly defined than the other candidates.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46612", + "right": "issue:46858", + "accept": false, + "reason": "Both involve generation cache internals, but one is about skipped cache reordering while the other is a static-cache slice arithmetic bug; different code paths and symptoms." + }, + { + "left": "issue:43550", + "right": "issue:43720", + "accept": false, + "reason": "One is a torch.compile/SDPA failure, the other is an accelerate loading issue with packed weights not being unpacked; not the same bug." + }, + { + "left": "issue:43577", + "right": "issue:43708", + "accept": false, + "reason": "dtype-loading inconsistency and checkpoint resume max_steps miscalculation are unrelated failures." + }, + { + "left": "issue:43295", + "right": "issue:45701", + "accept": false, + "reason": "Processor/tokenizer API regression versus tokenization output changing across versions; too broad and different root causes." + }, + { + "left": "issue:44186", + "right": "issue:44610", + "accept": false, + "reason": "Tokenizer crash on NER/padding is unrelated to a processor returning the wrong image resolution." + }, + { + "left": "issue:45685", + "right": "issue:46821", + "accept": false, + "reason": "MPS MoE histogram error and TimesFM window_size AttributeError affect different models and different failing subsystems." + }, + { + "left": "issue:43550", + "right": "issue:43606", + "accept": false, + "reason": "Both mention device/runtime issues, but one is SDPA with torch.compile and the other is CPU offload device mismatch; not the same concrete defect." + }, + { + "left": "issue:43646", + "right": "issue:46665", + "accept": false, + "reason": "Custom model initialization breakage is not the same as inconsistent from_pretrained behavior inside Python classes." + }, + { + "left": "issue:43404", + "right": "issue:45357", + "accept": false, + "reason": "Mistral3 tied-weight bug and Qwen3.5 incorrect visual encoder save keys are different model-specific serialization/loading issues." + }, + { + "left": "issue:44610", + "right": "issue:44898", + "accept": false, + "reason": "Wrong processor output size and Perceiver non-default-resolution failure are different image-processing/model-path bugs." + }, + { + "left": "issue:36010", + "right": "issue:42617", + "accept": false, + "reason": "GenerationMixin import failure and failure to run 3d_parallel.py do not describe the same problem." + }, + { + "left": "issue:42915", + "right": "issue:43317", + "accept": false, + "reason": "FineGrainedFP8Config loading failure and gpu+cpu offload dequantized-model failure are distinct loading paths." + }, + { + "left": "issue:44734", + "right": "issue:46858", + "accept": false, + "reason": "Both relate to cache handling, but one is serve KV-continuation indexing and the other is prefill seq-length device-tensor arithmetic; not the same bug." + }, + { + "left": "issue:44423", + "right": "issue:45406", + "accept": false, + "reason": "Continuous-batching multimodal crash due to string .to access is unrelated to Gemma4Processor missing _tokenizer." + }, + { + "left": "issue:46821", + "right": "issue:46869", + "accept": false, + "reason": "TimesFM window_size AttributeError and YOLO multi-GPU device_map auto failure are unrelated model-specific issues." + }, + { + "left": "issue:44008", + "right": "issue:45823", + "accept": false, + "reason": "Both are Gemma-family issues, but one is a forward variable-name collision and the other is a device-mapping mismatch; different bugs." + }, + { + "left": "issue:45632", + "right": "issue:45684", + "accept": false, + "reason": "Cache path collisions for trust_remote_code are unrelated to permission propagation in save_pretrained/register_for_auto_class." + }, + { + "left": "issue:41720", + "right": "issue:45161", + "accept": false, + "reason": "Auto device-map cuda assert and TP-only GPT-OSS MoE failure are separate parallelization/runtime issues." + }, + { + "left": "issue:28530", + "right": "issue:33666", + "accept": false, + "reason": "Early-stopping metric lookup and Qwen2-VL multi-GPU training are unrelated." + }, + { + "left": "issue:44464", + "right": "issue:46858", + "accept": false, + "reason": "Compiled-forward chunked generation inconsistency is not the same as a static-cache seq-length/device-tensor arithmetic bug." + }, + { + "left": "issue:44671", + "right": "issue:44743", + "accept": false, + "reason": "CamemBERT masked-LM prediction regression and Qwen3.5 recurrent-state reset are different model behaviors." + }, + { + "left": "issue:43531", + "right": "issue:43572", + "accept": false, + "reason": "Sliding-window handling in Qwen3-MoE and missing pad_token_idx in StableLmConfig are unrelated." + }, + { + "left": "issue:42915", + "right": "issue:46291", + "accept": false, + "reason": "FP8 config/model loading failure and kernels version/revision import requirement are different integration problems." + }, + { + "left": "issue:36331", + "right": "issue:41720", + "accept": false, + "reason": "Trainer compute_loss signature breakage and Qwen3 auto device-map cuda assert are not the same defect." + }, + { + "left": "issue:44186", + "right": "issue:44361", + "accept": false, + "reason": "LayoutLMv2Tokenizer NER/padding crash and MLukeTokenizer AttributeError are different tokenizer-specific bugs." + }, + { + "left": "issue:43316", + "right": "issue:44913", + "accept": false, + "reason": "Gemma3TextConfig API mismatch and GPTNeoXConfig rotary_pct reload bug are distinct config issues." + }, + { + "left": "issue:42915", + "right": "issue:43322", + "accept": false, + "reason": "Qwen3Moe FP8 failure and Llava Next segmentation fault are unrelated loading/runtime crashes." + }, + { + "left": "issue:43425", + "right": "issue:46821", + "accept": false, + "reason": "Torch 2.10 incompatibility and TimesFM window_size AttributeError are unrelated." + }, + { + "left": "issue:28530", + "right": "issue:30064", + "accept": false, + "reason": "Early stopping metric selection and void segmentation map processing are different problem domains." + } + ] + }, + "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": 24, + "review_unit_index": 16, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-502", + "nodes": [ + "issue:29159", + "issue:30064", + "issue:33357", + "issue:34567", + "issue:34634", + "issue:35707", + "issue:36032", + "issue:41720", + "issue:42490", + "issue:43329", + "issue:43388", + "issue:43526", + "issue:43531", + "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", + "issue:44492", + "issue:44509", + "issue:44534", + "issue:44589", + "issue:44625", + "issue:44898", + "issue:44991", + "issue:45059", + "issue:45072", + "issue:45357", + "issue:45406", + "issue:45464", + "issue:45479", + "issue:45701", + "issue:45704", + "issue:45759", + "issue:45859", + "issue:46402", + "issue:46665", + "issue:46821", + "issue:46858" + ], + "soft_pairs": [ + "issue:33357|issue:35707", + "issue:29159|issue:36032", + "issue:43526|issue:43881", + "issue:44387|issue:45701", + "issue:43540|issue:43782", + "issue:43873|issue:45704", + "issue:30064|issue:34634", + "issue:43550|issue:43653", + "issue:44534|issue:46665", + "issue:43606|issue:43720", + "issue:43531|issue:45759", + "issue:41720|issue:43746", + "issue:44492|issue:44509", + "issue:45406|issue:45464", + "issue:42490|issue:43329", + "issue:43388|issue:45059", + "issue:43606|issue:43653", + "issue:34567|issue:35707", + "issue:34634|issue:41720", + "issue:43531|issue:46821", + "issue:43540|issue:46858", + "issue:45759|issue:45859", + "issue:45357|issue:46402", + "issue:44451|issue:44991", + "issue:43531|issue:44589", + "issue:44077|issue:44625", + "issue:43644|issue:46665", + "issue:44062|issue:44451", + "issue:44898|issue:45072", + "issue:44625|issue:45479" + ], + "prepared_review_unit_hash": "e04a6aa0275074c9437c94f5c8736693eef5342bda869bf03ccecfc01f06d6ae", + "component_budget": { + "node_count": 502, + "item_count": 502, + "soft_pair_count": 1845, + "serialized_chars": 957282, + "estimated_input_tokens": 239321, + "estimated_eval_tokens": 478898 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36830, + "estimated_input_tokens": 9208, + "estimated_eval_tokens": 18672 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly unrelated bug reports across tokenizers, multimodal processors, loading/offload, and CI regressions. No soft pair looks like the same concrete bug or mergeable PR change.", + "confidence": 0.81, + "canonical_issue_reason": "issue:45701 is the broadest regression-style report in the set and the best umbrella representative for this mixed cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43873 has the strongest triage signal overall: active discussion, inbound references, and a clearly stated reproducible failure, even though it is not a duplicate of the others.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:33357", + "right": "issue:35707", + "accept": false, + "reason": "Different failures: MacOS bus error in a CLIP model vs generation behavior with inputs_embeds/past_key_values." + }, + { + "left": "issue:29159", + "right": "issue:36032", + "accept": false, + "reason": "Both are tokenizer-related, but one is slow/fast inconsistency and the other is a T5 tokenizer load conflict." + }, + { + "left": "issue:43526", + "right": "issue:43881", + "accept": false, + "reason": "Image-label reduction bug vs a model loading failure; different code paths and symptoms." + }, + { + "left": "issue:44387", + "right": "issue:45701", + "accept": false, + "reason": "Quantization/OOM regression is unrelated to a report about tokenization changes." + }, + { + "left": "issue:43540", + "right": "issue:43782", + "accept": false, + "reason": "Video input processing error in Qwen3OmniMoe vs from_pretrained weight_only loading error in Qwen3VL." + }, + { + "left": "issue:43873", + "right": "issue:45704", + "accept": false, + "reason": "Offloading/quantization behavior is a different bug from a T5 RMSNorm memory leak." + }, + { + "left": "issue:30064", + "right": "issue:34634", + "accept": false, + "reason": "Void segmentation-map processing and Bark voice_preset handling are unrelated processor bugs." + }, + { + "left": "issue:43550", + "right": "issue:43653", + "accept": false, + "reason": "torch.compile/SDPA failure in Bamba is unrelated to BigBirdTokenizer special-token decoding." + }, + { + "left": "issue:44534", + "right": "issue:46665", + "accept": false, + "reason": "Both mention model loading/runtime behavior, but one is a non-persistent buffer regression and the other is from_pretrained inside Python classes." + }, + { + "left": "issue:43606", + "right": "issue:43720", + "accept": false, + "reason": "Both involve accelerate/offload/loading, but they are different concrete failures on different models and code paths." + }, + { + "left": "issue:43531", + "right": "issue:45759", + "accept": false, + "reason": "Sliding-window behavior in Qwen3-MoE is not the same bug as unwrapping text_config in composite Qwen multimodal configs." + }, + { + "left": "issue:41720", + "right": "issue:43746", + "accept": false, + "reason": "CUDA device-mapping assert and PEFT local-checkpoint loading are different issues." + }, + { + "left": "issue:44492", + "right": "issue:44509", + "accept": false, + "reason": "A typo in cache strategies is unrelated to outdated docs mentioning removed pipeline tasks." + }, + { + "left": "issue:45406", + "right": "issue:45464", + "accept": false, + "reason": "Gemma4Processor missing _tokenizer and Qwen3.5 streaming chat/completions failures are different API bugs." + }, + { + "left": "issue:42490", + "right": "issue:43329", + "accept": false, + "reason": "Trailing-slash local model import warning is unrelated to a multimodal token-counting video-branch bug." + }, + { + "left": "issue:43388", + "right": "issue:45059", + "accept": false, + "reason": "Metric gathering drops tuple labels; SAM3 bounding-box/text behavior is a different model-input issue." + }, + { + "left": "issue:43606", + "right": "issue:43653", + "accept": false, + "reason": "CPU offload device mismatch and tokenizer special-token decode output are unrelated." + }, + { + "left": "issue:34567", + "right": "issue:35707", + "accept": false, + "reason": "Trainer token-count tracking and progressive generation are different subsystems." + }, + { + "left": "issue:34634", + "right": "issue:41720", + "accept": false, + "reason": "BarkProcessor voice_preset handling has no overlap with Qwen3 device-mapping CUDA asserts." + }, + { + "left": "issue:43531", + "right": "issue:46821", + "accept": false, + "reason": "Qwen3-MoE sliding-window behavior is unrelated to TimesFM window_size AttributeError." + }, + { + "left": "issue:43540", + "right": "issue:46858", + "accept": false, + "reason": "Video-input ValueError in Qwen3OmniMoe is not the same bug as static-cache sequence-length tensor arithmetic." + }, + { + "left": "issue:45759", + "right": "issue:45859", + "accept": false, + "reason": "Composite Qwen config loading and CPU-offload rotary embedding behavior are separate issues." + }, + { + "left": "issue:45357", + "right": "issue:46402", + "accept": false, + "reason": "Incorrect visual-encoder save keys and missing text-encoder weight loading are different Qwen/SAM3 problems." + }, + { + "left": "issue:44451", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer/model-loading failures, but for different models and failure modes." + }, + { + "left": "issue:43531", + "right": "issue:44589", + "accept": false, + "reason": "Sliding-window model behavior and missing Float8 storage lookup are unrelated." + }, + { + "left": "issue:44077", + "right": "issue:44625", + "accept": false, + "reason": "PatchTSMixer post_init gating is unrelated to num_labels propagation in Qwen3.5." + }, + { + "left": "issue:43644", + "right": "issue:46665", + "accept": false, + "reason": "Non-persistent buffer junk fill and from_pretrained-in-class inconsistency are different bugs." + }, + { + "left": "issue:44062", + "right": "issue:44451", + "accept": false, + "reason": "AddedToken keyword collision is unrelated to ScandiBERT tokenizer loading failure." + }, + { + "left": "issue:44898", + "right": "issue:45072", + "accept": false, + "reason": "Perceiver image-classification interpolation failure and bfloat16 dtype mismatch are different model/runtime issues." + }, + { + "left": "issue:44625", + "right": "issue:45479", + "accept": false, + "reason": "Qwen3.5 num_labels propagation and zero-loss classification with num_labels=1 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": 24, + "review_unit_index": 17, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-502", + "nodes": [ + "issue:30064", + "issue:36010", + "issue:39692", + "issue:41720", + "issue:42886", + "issue:43295", + "issue:43381", + "issue:43421", + "issue:43493", + "issue:43653", + "issue:43720", + "issue:43746", + "issue:43782", + "issue:43819", + "issue:43844", + "issue:43873", + "issue:43927", + "issue:43994", + "issue:44186", + "issue:44368", + "issue:44514", + "issue:44545", + "issue:44610", + "issue:44671", + "issue:44843", + "issue:44918", + "issue:44936", + "issue:44987", + "issue:44995", + "issue:45042", + "issue:45081", + "issue:45356", + "issue:45357", + "issue:45381", + "issue:45704", + "issue:45759", + "issue:45834", + "issue:45907", + "issue:45923", + "issue:45987", + "issue:46032", + "issue:46050", + "issue:46463", + "issue:46655", + "issue:46693", + "issue:46829", + "issue:46832", + "issue:46858" + ], + "soft_pairs": [ + "issue:44987|issue:45042", + "issue:43381|issue:43844", + "issue:44368|issue:45357", + "issue:39692|issue:44610", + "issue:41720|issue:45704", + "issue:43746|issue:46050", + "issue:43421|issue:43927", + "issue:43381|issue:45704", + "issue:46655|issue:46693", + "issue:45704|issue:45923", + "issue:42886|issue:44843", + "issue:44918|issue:44936", + "issue:45759|issue:45923", + "issue:43746|issue:43873", + "issue:43994|issue:44671", + "issue:43421|issue:43653", + "issue:44514|issue:44545", + "issue:46032|issue:46463", + "issue:39692|issue:43493", + "issue:43421|issue:44186", + "issue:45081|issue:45356", + "issue:43782|issue:45381", + "issue:30064|issue:36010", + "issue:44995|issue:46858", + "issue:45356|issue:45907", + "issue:39692|issue:43873", + "issue:43720|issue:43819", + "issue:43653|issue:43720", + "issue:46829|issue:46832", + "issue:45987|issue:46829", + "issue:43295|issue:45834" + ], + "prepared_review_unit_hash": "6bfd785d6afbaae32fb0f6f90b17982f3334e1915dbe1c06255bfa6ba8c98237", + "component_budget": { + "node_count": 502, + "item_count": 502, + "soft_pair_count": 1845, + "serialized_chars": 957282, + "estimated_input_tokens": 239321, + "estimated_eval_tokens": 478898 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37485, + "estimated_input_tokens": 9372, + "estimated_eval_tokens": 19000 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous issue reports that only share broad subsystem vocabulary. The only clear duplicate pair is the Qwen2_5_VLProcessor.apply_chat_template batched padding=False crash; the rest are related by theme at most, not by the same underlying bug.", + "confidence": 0.87, + "canonical_issue_reason": "Issue 44545 is the cleanest representative of the only exact duplicate pair: it has the same title/symptom as 44514, with slightly more discussion/inbound references.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 44545 is the best issue anchor because it is the strongest exact duplicate match and the most directly reusable summary of the cluster's only true duplicate.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44987", + "right": "issue:45042", + "accept": false, + "reason": "Different bugs: a model-loading regression vs an image-processor torchvision dependency problem." + }, + { + "left": "issue:43381", + "right": "issue:43844", + "accept": false, + "reason": "Eval-mode gradient checkpointing misuse and ZeRO-3 gradient explosion are unrelated failure modes." + }, + { + "left": "issue:44368", + "right": "issue:45357", + "accept": false, + "reason": "LoRA/tie_word_embeddings warning is unrelated to incorrect visual encoder keys on save_pretrained." + }, + { + "left": "issue:39692", + "right": "issue:44610", + "accept": false, + "reason": "SigLIP2 doc-example errors do not match OmDet-Turbo's processor/model image-size mismatch." + }, + { + "left": "issue:41720", + "right": "issue:45704", + "accept": false, + "reason": "Qwen3 CUDA assert and T5 apex RMSNorm memory leak are different code paths and symptoms." + }, + { + "left": "issue:43746", + "right": "issue:46050", + "accept": false, + "reason": "PEFT local-checkpoint loading and sinq quantized save/load breakage are distinct issues." + }, + { + "left": "issue:43421", + "right": "issue:43927", + "accept": false, + "reason": "Tokenizer backend post-processor updates and DiaConfig custom token-ID loss are different bugs." + }, + { + "left": "issue:43381", + "right": "issue:45704", + "accept": false, + "reason": "Gradient checkpointing in eval mode is unrelated to the T5 RMSNorm memory leak." + }, + { + "left": "issue:46655", + "right": "issue:46693", + "accept": false, + "reason": "Video processor padding error and FA2 long-context performance regression are not the same bug." + }, + { + "left": "issue:45704", + "right": "issue:45923", + "accept": false, + "reason": "RMSNorm memory leak and missing gradient_checkpointing flag are unrelated." + }, + { + "left": "issue:42886", + "right": "issue:44843", + "accept": false, + "reason": "Both touch offline tokenization, but 44843 is a specific Mistral-regex model_info call while 42886 is broader cache loading; not enough to treat as the same bug." + }, + { + "left": "issue:44918", + "right": "issue:44936", + "accept": false, + "reason": "Qwen3.5 embedding unpacking failure and trainer.evaluate() after train() are different trainer issues." + }, + { + "left": "issue:45759", + "right": "issue:45923", + "accept": false, + "reason": "Config unwrapping for multimodal Qwen configs is unrelated to a missing gradient_checkpointing flag." + }, + { + "left": "issue:43746", + "right": "issue:43873", + "accept": false, + "reason": "Local checkpoint loading with PEFT adapters is different from quantization/offloading behavior." + }, + { + "left": "issue:43994", + "right": "issue:44671", + "accept": false, + "reason": "Different models and failures: SigLIP2 wrong outputs vs CamemBERT masked-LM prediction regression." + }, + { + "left": "issue:43421", + "right": "issue:43653", + "accept": false, + "reason": "Runtime special-token post-processing and BigBird mask-token registration are not the same underlying defect." + }, + { + "left": "issue:44514", + "right": "issue:44545", + "accept": true, + "reason": "Exact duplicate: identical Qwen2_5_VLProcessor.apply_chat_template batched padding=False crash, same symptom and scope." + }, + { + "left": "issue:46032", + "right": "issue:46463", + "accept": false, + "reason": "Mamba2Mixer cache correctness and T5 decoder-input error messaging are unrelated." + }, + { + "left": "issue:39692", + "right": "issue:43493", + "accept": false, + "reason": "SigLIP2 doc-example problems and HF-vs-JAX implementation discrepancy are related only by model family, not by a single concrete bug." + }, + { + "left": "issue:43421", + "right": "issue:44186", + "accept": false, + "reason": "Tokenizer special-token post-processing and LayoutLMv2 NER/padding crashes are different tokenizer bugs." + }, + { + "left": "issue:45081", + "right": "issue:45356", + "accept": false, + "reason": "Mistral regex crash and Kimi-K2.5 codec/regression warning are different tokenizer regressions." + }, + { + "left": "issue:43782", + "right": "issue:45381", + "accept": false, + "reason": "Qwen3VL weight_only load failure and qwen2.5-vl vision_position_ids bug are separate multimodal issues." + }, + { + "left": "issue:30064", + "right": "issue:36010", + "accept": false, + "reason": "Void segmentation-map processing and GenerationMixin import failure are unrelated." + }, + { + "left": "issue:44995", + "right": "issue:46858", + "accept": false, + "reason": "GlmMoeDsa stale-cache crash and static-cache seq-length tensor arithmetic failure are different cache bugs." + }, + { + "left": "issue:45356", + "right": "issue:45907", + "accept": false, + "reason": "Tokenizer regression and list_repo_files revision forwarding are unrelated." + }, + { + "left": "issue:39692", + "right": "issue:43873", + "accept": false, + "reason": "SigLIP2 example/documentation errors are not the same as quantization offloading behavior." + }, + { + "left": "issue:43720", + "right": "issue:43819", + "accept": false, + "reason": "BitNet unpacking during accelerate load and DAC missing-STE mismatch are different model bugs." + }, + { + "left": "issue:43653", + "right": "issue:43720", + "accept": false, + "reason": "BigBird special-token registration and BitNet packed-weight loading are unrelated." + }, + { + "left": "issue:46829", + "right": "issue:46832", + "accept": false, + "reason": "VideoPrism output-field mixup and RT-DETR feature-level TypeError are distinct model-output bugs." + }, + { + "left": "issue:45987", + "right": "issue:46829", + "accept": false, + "reason": "StaticCache seq-length contract violation and VideoPrism hidden_states misassignment are unrelated." + }, + { + "left": "issue:43295", + "right": "issue:45834", + "accept": false, + "reason": "Processor/tokenizer regression and Kosmos2.5 long-OCR index error are different failures." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The analysis is grounded in the packet. The only accepted duplicate pair, issue:44514 and issue:44545, is an exact title/symptom match and the canonical choice is justified by slightly richer references. The summary stays conservative about the rest of the cluster, treating them as theme-level similarities rather than same-bug duplicates, which fits the evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 18, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-502", + "nodes": [ + "issue:30064", + "issue:34634", + "issue:36010", + "issue:36331", + "issue:39692", + "issue:41720", + "issue:43335", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43596", + "issue:43611", + "issue:43618", + "issue:43643", + "issue:43653", + "issue:43697", + "issue:43756", + "issue:43819", + "issue:43927", + "issue:44008", + "issue:44062", + "issue:44186", + "issue:44220", + "issue:44361", + "issue:44442", + "issue:44448", + "issue:44488", + "issue:44661", + "issue:44671", + "issue:44821", + "issue:44843", + "issue:44877", + "issue:44898", + "issue:44991", + "issue:45081", + "issue:45084", + "issue:45183", + "issue:45381", + "issue:45479", + "issue:45584", + "issue:45834", + "issue:45987", + "issue:46294", + "issue:46665", + "issue:46693", + "issue:46858", + "issue:46932" + ], + "soft_pairs": [ + "issue:43550|issue:43927", + "issue:43550|issue:44361", + "issue:44062|issue:44488", + "issue:43540|issue:46294", + "issue:45381|issue:46693", + "issue:43531|issue:43643", + "issue:43596|issue:44220", + "issue:43611|issue:46665", + "issue:44008|issue:46858", + "issue:44186|issue:44898", + "issue:43653|issue:43819", + "issue:41720|issue:44991", + "issue:45987|issue:46932", + "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:44843|issue:45081", + "issue:44448|issue:44671", + "issue:39692|issue:45834", + "issue:44186|issue:44442", + "issue:44821|issue:45084", + "issue:43540|issue:44008", + "issue:34634|issue:36010", + "issue:45183|issue:45479", + "issue:45584|issue:45834" + ], + "prepared_review_unit_hash": "890e60de5631a12fdb4184988d63c2c00fce301d4966b829875d28cb3a82e6f7", + "component_budget": { + "node_count": 502, + "item_count": 502, + "soft_pair_count": 1845, + "serialized_chars": 957282, + "estimated_input_tokens": 239321, + "estimated_eval_tokens": 478898 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35741, + "estimated_input_tokens": 8936, + "estimated_eval_tokens": 18128 + }, + "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, with only superficial overlap around model/tokenizer loading and v5 regressions. No soft pair looks like the same underlying bug or a safe combined fix.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "issue:43611 is the most broadly useful, self-contained regression report in the set; the others are narrower and largely unrelated to each other.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43550", + "right": "issue:43927", + "accept": false, + "reason": "Different subsystems: torch.compile/SDPA runtime failure vs config persistence losing custom token IDs." + }, + { + "left": "issue:43550", + "right": "issue:44361", + "accept": false, + "reason": "Both are TypeError-style reports, but they involve different models and failure paths." + }, + { + "left": "issue:44062", + "right": "issue:44488", + "accept": false, + "reason": "Tokenizer constructor argument collision vs failure to load a specific model tokenizer; not the same bug." + }, + { + "left": "issue:43540", + "right": "issue:46294", + "accept": false, + "reason": "Both touch Qwen video input handling, but one is a processing ValueError and the other is chat-template token/feature mismatch." + }, + { + "left": "issue:45381", + "right": "issue:46693", + "accept": false, + "reason": "One is a Qwen2.5-VL video position-id bug; the other is a performance regression with FA2 long-context generation." + }, + { + "left": "issue:43531", + "right": "issue:43643", + "accept": false, + "reason": "Qwen3-MoE sliding-window behavior vs AutoConfig/trust_remote_code field loss are unrelated." + }, + { + "left": "issue:43596", + "right": "issue:44220", + "accept": false, + "reason": "Deepspeed Zero3/BertModel indexing error vs fbank feature extraction issue are different code paths." + }, + { + "left": "issue:43611", + "right": "issue:46665", + "accept": false, + "reason": "Model-loading regression with base_model_prefix vs general from_pretrained behavior inside Python classes are distinct." + }, + { + "left": "issue:44008", + "right": "issue:46858", + "accept": false, + "reason": "Gemma3n variable collision in forward() vs cache sequence-length tensor type bug are unrelated." + }, + { + "left": "issue:44186", + "right": "issue:44898", + "accept": false, + "reason": "Tokenizer crash on NER/padding vs image-classification interpolation issue; different components." + }, + { + "left": "issue:43653", + "right": "issue:43819", + "accept": false, + "reason": "BigBird special-token registration bug vs DAC forward/from_latents mismatch are unrelated." + }, + { + "left": "issue:41720", + "right": "issue:44991", + "accept": false, + "reason": "CUDA assert with Qwen3 auto device mapping vs tokenizer load failure for est-roberta are not the same issue." + }, + { + "left": "issue:45987", + "right": "issue:46932", + "accept": false, + "reason": "StaticCache sequence-length return type bug vs Gemma4 quantized embedder dtype casting are different fixes." + }, + { + "left": "issue:30064", + "right": "issue:36331", + "accept": false, + "reason": "Image processor segmentation-map handling vs CustomTrainer compute_loss signature mismatch are unrelated." + }, + { + "left": "issue:43643", + "right": "issue:44877", + "accept": false, + "reason": "Both involve config loading, but one is missing returned fields and the other is strict-config rejection of granite_speech." + }, + { + "left": "issue:44220", + "right": "issue:44661", + "accept": false, + "reason": "Audio feature extraction issue vs tokenizer-mapping add-new-model-like failure are different areas." + }, + { + "left": "issue:43618", + "right": "issue:43697", + "accept": false, + "reason": "Both are v5 output-behavior changes, but for different models and code paths." + }, + { + "left": "issue:43335", + "right": "issue:43756", + "accept": false, + "reason": "SwitchTransformers sparse-layer config bug vs Smollm3 RoPE-layer count bug are unrelated model-specific issues." + }, + { + "left": "issue:43550", + "right": "issue:43819", + "accept": false, + "reason": "Different failures: Bamba torch.compile/SDPA vs DAC latent decoding mismatch." + }, + { + "left": "issue:44843", + "right": "issue:45081", + "accept": false, + "reason": "Same helper name, but one is offline model_info access and the other is backend_tokenizer attribute access; different defects." + }, + { + "left": "issue:44448", + "right": "issue:44671", + "accept": false, + "reason": "Both are v5 model output regressions, but they concern different models and likely different fixes." + }, + { + "left": "issue:39692", + "right": "issue:45834", + "accept": false, + "reason": "Docs/example errors for SigLIP2 vs runtime index error on Kosmos2.5 OCR input are unrelated." + }, + { + "left": "issue:44186", + "right": "issue:44442", + "accept": false, + "reason": "LayoutLMv2 NER/padding crash vs AutoTokenizer loading FastSpeech2ConformerTokenizer are not the same bug." + }, + { + "left": "issue:44821", + "right": "issue:45084", + "accept": false, + "reason": "AutoImageProcessor URL loading failure vs template compilation error are unrelated." + }, + { + "left": "issue:43540", + "right": "issue:44008", + "accept": false, + "reason": "Both are multimodal model bugs, but Qwen3OmniMoe video processing and Gemma3n forward variable collision are distinct." + }, + { + "left": "issue:34634", + "right": "issue:36010", + "accept": false, + "reason": "BarkProcessor preset issue vs GenerationMixin import error are unrelated." + }, + { + "left": "issue:45183", + "right": "issue:45479", + "accept": false, + "reason": "Input validation XOR bug vs sequence-classification zero-loss bug are different model behaviors." + }, + { + "left": "issue:45584", + "right": "issue:45834", + "accept": false, + "reason": "Whisper empty-transcription generation issue vs Kosmos2.5 long OCR input index error are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 19, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-502", + "nodes": [ + "issue:28218", + "issue:29159", + "issue:34634", + "issue:36331", + "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", + "issue:43782", + "issue:43818", + "issue:43825", + "issue:43827", + "issue:43931", + "issue:43994", + "issue:44008", + "issue:44291", + "issue:44479", + "issue:44561", + "issue:44610", + "issue:44671", + "issue:44805", + "issue:44811", + "issue:44936", + "issue:44977", + "issue:44991", + "issue:45020", + "issue:45072", + "issue:45381", + "issue:45685", + "issue:45701", + "issue:45834", + "issue:46032", + "issue:46291", + "issue:46294", + "issue:46463", + "issue:46512", + "issue:46665", + "issue:46846" + ], + "soft_pairs": [ + "issue:43644|issue:43749", + "issue:43322|issue:45685", + "issue:43606|issue:45072", + "issue:43388|issue:46032", + "issue:44479|issue:45834", + "issue:43825|issue:43994", + "issue:43550|issue:45072", + "issue:43782|issue:44977", + "issue:44561|issue:45020", + "issue:43421|issue:44811", + "issue:43577|issue:43818", + "issue:46294|issue:46463", + "issue:44991|issue:46291", + "issue:43582|issue:46512", + "issue:43716|issue:44008", + "issue:43931|issue:46846", + "issue:28218|issue:29159", + "issue:44805|issue:44936", + "issue:44610|issue:45072", + "issue:43540|issue:45381", + "issue:43749|issue:44291", + "issue:43720|issue:45072", + "issue:43825|issue:43827", + "issue:43645|issue:46665", + "issue:44671|issue:45701", + "issue:43577|issue:43582", + "issue:34634|issue:36331" + ], + "prepared_review_unit_hash": "38fe273c4395a2333f71eaf5bafe28fa40d6b2e4ea11ab13d3bb7703c014b311", + "component_budget": { + "node_count": 502, + "item_count": 502, + "soft_pair_count": 1845, + "serialized_chars": 957282, + "estimated_input_tokens": 239321, + "estimated_eval_tokens": 478898 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 35451, + "estimated_input_tokens": 8863, + "estimated_eval_tokens": 17982 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This is a noisy, heterogeneous issue cluster spanning tokenizer, loading, vision/video, training, and dtype regressions. None of the soft pairs look like the same concrete bug/change, so I would not merge any of them as duplicates.", + "confidence": 0.37, + "canonical_issue_reason": "If forced to pick one umbrella issue, issue 45020 is the broadest version-regression report and the most reusable triage bucket for this mixed set.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45020 is the best single issue to anchor the cluster because it is the most general cross-cutting regression report among otherwise unrelated bugs.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43644", + "right": "issue:43749", + "accept": false, + "reason": "Different load-time failures: junk non-persistent buffers vs broken FSDP CPU RAM efficient loading." + }, + { + "left": "issue:43322", + "right": "issue:45685", + "accept": false, + "reason": "Unrelated models and errors: Llava Next segfault vs MPS histogram not implemented for Int." + }, + { + "left": "issue:43606", + "right": "issue:45072", + "accept": false, + "reason": "Different bug classes: CPU-offload device mismatch vs bfloat16 dtype mismatch." + }, + { + "left": "issue:43388", + "right": "issue:46032", + "accept": false, + "reason": "Training metric batching bug vs generation cache correctness bug." + }, + { + "left": "issue:44479", + "right": "issue:45834", + "accept": false, + "reason": "Both are multimodal regressions, but they affect different models and different failure modes." + }, + { + "left": "issue:43825", + "right": "issue:43994", + "accept": false, + "reason": "Error-message wording vs an actual inference quality bug in a different model." + }, + { + "left": "issue:43550", + "right": "issue:45072", + "accept": false, + "reason": "torch.compile/SDPA failure is not the same as a dtype mismatch regression." + }, + { + "left": "issue:43782", + "right": "issue:44977", + "accept": false, + "reason": "Model load-time weight_only error vs flash-attention generation failure; different paths." + }, + { + "left": "issue:44561", + "right": "issue:45020", + "accept": false, + "reason": "Shared theme of remote_code breakage, but one is a specific helper removal and the other is a broad umbrella report." + }, + { + "left": "issue:43421", + "right": "issue:44811", + "accept": false, + "reason": "Tokenizer post-processor update bug vs Whisper batch_decode skip_special_tokens bug." + }, + { + "left": "issue:43577", + "right": "issue:43818", + "accept": false, + "reason": "Dtype propagation issue vs missing temporal attention/weight-sharing defect." + }, + { + "left": "issue:46294", + "right": "issue:46463", + "accept": false, + "reason": "Different model families and different validation errors." + }, + { + "left": "issue:44991", + "right": "issue:46291", + "accept": false, + "reason": "Tokenizer loading failure is unrelated to a kernels package import/version requirement." + }, + { + "left": "issue:43582", + "right": "issue:46512", + "accept": false, + "reason": "Apple Silicon caching_allocator_warmup TypeError is unrelated to stale model.config.dtype." + }, + { + "left": "issue:43716", + "right": "issue:44008", + "accept": false, + "reason": "Different multimodal model bugs: image dtype mismatch vs audio_mel_mask attribute collision." + }, + { + "left": "issue:43931", + "right": "issue:46846", + "accept": false, + "reason": "Qwen3-VL weight-shape mismatch is not the same as missing TP plan entries causing OOM/shape errors." + }, + { + "left": "issue:28218", + "right": "issue:29159", + "accept": false, + "reason": "Related tokenizer behavior, but one is a specific spacing bug and the other is a broad slow/fast inconsistency report." + }, + { + "left": "issue:44805", + "right": "issue:44936", + "accept": false, + "reason": "Mask/index shape mismatch is not the same as evaluate-after-train failure." + }, + { + "left": "issue:44610", + "right": "issue:45072", + "accept": false, + "reason": "Processor output-size mismatch is unrelated to bfloat16 dtype mismatches." + }, + { + "left": "issue:43540", + "right": "issue:45381", + "accept": false, + "reason": "Different video-input regressions in different Qwen model families." + }, + { + "left": "issue:43749", + "right": "issue:44291", + "accept": false, + "reason": "Both are loading-related, but they fail via different mechanisms and code paths." + }, + { + "left": "issue:43720", + "right": "issue:45072", + "accept": false, + "reason": "Packed-weight unloading during accelerate loading is unrelated to dtype mismatch inference bugs." + }, + { + "left": "issue:43825", + "right": "issue:43827", + "accept": false, + "reason": "One is a runtime error-message issue; the other is stale docs. Same theme, not the same underlying bug." + }, + { + "left": "issue:43645", + "right": "issue:46665", + "accept": false, + "reason": "Notebook custom-model initialization breakage is distinct from from_pretrained inside Python classes." + }, + { + "left": "issue:44671", + "right": "issue:45701", + "accept": false, + "reason": "Masked LM prediction regression and tokenization-version change are not the same concrete defect." + }, + { + "left": "issue:43577", + "right": "issue:43582", + "accept": false, + "reason": "Different failures: dtype propagation vs Apple Silicon allocator TypeError." + }, + { + "left": "issue:34634", + "right": "issue:36331", + "accept": false, + "reason": "BarkProcessor voice_preset bug is unrelated to CustomTrainer compute_loss signature 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": 24, + "review_unit_index": 20, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-502", + "nodes": [ + "issue:36010", + "issue:36331", + "issue:42175", + "issue:42490", + "issue:43257", + "issue:43262", + "issue:43329", + "issue:43452", + "issue:43526", + "issue:43531", + "issue:43550", + "issue:43582", + "issue:43638", + "issue:43645", + "issue:43653", + "issue:43697", + "issue:43742", + "issue:43782", + "issue:43819", + "issue:43906", + "issue:43927", + "issue:44060", + "issue:44368", + "issue:44554", + "issue:44589", + "issue:44857", + "issue:44912", + "issue:44936", + "issue:44991", + "issue:45003", + "issue:45020", + "issue:45042", + "issue:45081", + "issue:45084", + "issue:45325", + "issue:45372", + "issue:45406", + "issue:45538", + "issue:45600", + "issue:46175", + "issue:46209", + "issue:46285", + "issue:46291", + "issue:46326", + "issue:46697", + "issue:46728", + "issue:46932" + ], + "soft_pairs": [ + "issue:42175|issue:45081", + "issue:46175|issue:46932", + "issue:45003|issue:46285", + "issue:46697|issue:46728", + "issue:43653|issue:44912", + "issue:43782|issue:45325", + "issue:43262|issue:43819", + "issue:45372|issue:46326", + "issue:45081|issue:45406", + "issue:43582|issue:44857", + "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:43329|issue:45600", + "issue:36010|issue:43645", + "issue:43906|issue:46209", + "issue:36010|issue:36331", + "issue:43526|issue:44554", + "issue:43819|issue:43927", + "issue:45084|issue:45538", + "issue:43638|issue:44936", + "issue:43531|issue:45042", + "issue:42175|issue:46291", + "issue:42490|issue:43257" + ], + "prepared_review_unit_hash": "17442d2c8656911979c3ac75021b27a62aedb1be55c02d195d8245ae3cc7a4e7", + "component_budget": { + "node_count": 502, + "item_count": 502, + "soft_pair_count": 1845, + "serialized_chars": 957282, + "estimated_input_tokens": 239321, + "estimated_eval_tokens": 478898 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 36028, + "estimated_input_tokens": 9007, + "estimated_eval_tokens": 18270 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly a set of unrelated issues. Only one soft pair looks like a plausible duplicate: the Qwen tied-weights warning reports. The rest share broad subsystems at best, but not the same concrete bug.", + "confidence": 0.72, + "canonical_issue_reason": "issue:44060 is the strongest canonical issue candidate because it describes the concrete root cause (wrongly tying embed_tokens.weight to linear_attn.dt_bias) that plausibly explains the downstream warning report in issue:44368.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44060 is the best issue to anchor on: it is the most specific, actionable description of the underlying bug and is broader than the user-facing warning in issue:44368.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42175", + "right": "issue:45081", + "accept": false, + "reason": "Both are import/load problems, but one is a backend dependency issue and the other is a Mistral regex crash; different code paths." + }, + { + "left": "issue:46175", + "right": "issue:46932", + "accept": false, + "reason": "Both touch Gemma4 vision/audio embedders, but one is about a huge one-hot position embedding and the other is about dtype casting for quantized embedders." + }, + { + "left": "issue:45003", + "right": "issue:46285", + "accept": false, + "reason": "One is unsafe sys.modules access in modeling_utils; the other is a CLIP class structure regression. Same area, not same bug." + }, + { + "left": "issue:46697", + "right": "issue:46728", + "accept": false, + "reason": "Both are image-size/patch-count issues, but they affect different models and different logic (over-padding vs wrong patch count)." + }, + { + "left": "issue:43653", + "right": "issue:44912", + "accept": false, + "reason": "BigBird special-token decoding and MXFP4 quantization fallback are unrelated failures." + }, + { + "left": "issue:43782", + "right": "issue:45325", + "accept": false, + "reason": "Different Qwen VL bugs: one is a weight_only loading error, the other is rope-index scaling for still images." + }, + { + "left": "issue:43262", + "right": "issue:43819", + "accept": false, + "reason": "Audio sampling-rate defaults and DAC latent reconstruction are different processors/code paths." + }, + { + "left": "issue:45372", + "right": "issue:46326", + "accept": false, + "reason": "Both involve mistral_common, but one is a missing ReasoningEffort import during Gemma 4 loading and the other is a continue_final_message behavior bug." + }, + { + "left": "issue:45081", + "right": "issue:45406", + "accept": false, + "reason": "Mistral tokenizer regex patch crash vs Gemma4Processor missing _tokenizer; different concrete failures." + }, + { + "left": "issue:43582", + "right": "issue:44857", + "accept": false, + "reason": "AppleSilicon allocator TypeError and CUDA AMP loss crash are not the same bug." + }, + { + "left": "issue:43742", + "right": "issue:45020", + "accept": false, + "reason": "MobileLLM key error and remote_code breakage are distinct loading regressions." + }, + { + "left": "issue:44589", + "right": "issue:45042", + "accept": false, + "reason": "Float8 storage lookup failure and PIL/torchvision dependency regression are unrelated." + }, + { + "left": "issue:43550", + "right": "issue:44912", + "accept": false, + "reason": "torch.compile/SDPA failure in Bamba is not the same as MXFP4 quantization fallback." + }, + { + "left": "issue:43452", + "right": "issue:44991", + "accept": false, + "reason": "Both are from_pretrained/tokenizer loading issues, but they target different mechanisms and models." + }, + { + "left": "issue:43257", + "right": "issue:43329", + "accept": false, + "reason": "Qwen3 MoE weight conversion with accelerate/deepspeed and multimodal token counting are unrelated." + }, + { + "left": "issue:44060", + "right": "issue:44368", + "accept": true, + "reason": "Both describe the same tied-weights warning regression in Qwen3-family models; 44368 looks like a downstream report of the same underlying warning logic." + }, + { + "left": "issue:43526", + "right": "issue:43697", + "accept": false, + "reason": "BeitImageProcessorFast label reduction and RTDetrV2 output divergence are separate model bugs." + }, + { + "left": "issue:43329", + "right": "issue:45600", + "accept": false, + "reason": "Undefined multimodal video helpers and stale auto_mappings config references are different issues." + }, + { + "left": "issue:36010", + "right": "issue:43645", + "accept": false, + "reason": "GenerationMixin import regression and Jupyter custom-model initialization breakage are unrelated." + }, + { + "left": "issue:43906", + "right": "issue:46209", + "accept": false, + "reason": "An isolated reproduction of one bug and an FP8 inference issue on B200 are not the same change." + }, + { + "left": "issue:36010", + "right": "issue:36331", + "accept": false, + "reason": "ImportError for GenerationMixin and CustomTrainer compute_loss signature mismatch are unrelated trainer/model API issues." + }, + { + "left": "issue:43526", + "right": "issue:44554", + "accept": false, + "reason": "Label reduction in BeitImageProcessorFast and an MPS attention correctness issue are different code paths." + }, + { + "left": "issue:43819", + "right": "issue:43927", + "accept": false, + "reason": "DAC latent reconstruction mismatch and DiaConfig save/load token-id loss are different audio/generation bugs." + }, + { + "left": "issue:45084", + "right": "issue:45538", + "accept": false, + "reason": "Template-compilation TypeError and CLIPTokenizer max_length regression are unrelated." + }, + { + "left": "issue:43638", + "right": "issue:44936", + "accept": false, + "reason": "Zero3 empty-dimension IndexError during training and trainer.evaluate() failing after train() are different trainer behaviors." + }, + { + "left": "issue:43531", + "right": "issue:45042", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and PIL backend torchvision dependency are unrelated." + }, + { + "left": "issue:42175", + "right": "issue:46291", + "accept": false, + "reason": "TensorFlow backend omission and kernels package version requirements are separate dependency issues." + }, + { + "left": "issue:42490", + "right": "issue:43257", + "accept": false, + "reason": "Trailing-slash local-model import warning and Qwen3 MoE conversion failure are not the same bug." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: the items are mostly unrelated by title, and the only accepted soft pair (44060/44368) is a plausible duplicate around the same tied-weights warning behavior in Qwen-family models. The other soft-edge rejections stay conservative and do not overclaim sameness across different model/code paths." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 21, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-502", + "nodes": [ + "issue:28282", + "issue:29159", + "issue:29870", + "issue:34567", + "issue:38175", + "issue:39692", + "issue:40990", + "issue:42915", + "issue:43257", + "issue:43262", + "issue:43329", + "issue:43450", + "issue:43454", + "issue:43540", + "issue:43577", + "issue:43606", + "issue:43643", + "issue:43650", + "issue:43696", + "issue:43720", + "issue:43742", + "issue:43746", + "issue:43749", + "issue:43854", + "issue:43906", + "issue:43927", + "issue:43931", + "issue:44291", + "issue:44387", + "issue:44479", + "issue:44568", + "issue:44610", + "issue:44617", + "issue:44756", + "issue:44811", + "issue:44821", + "issue:44912", + "issue:44977", + "issue:45042", + "issue:45356", + "issue:45459", + "issue:45759", + "issue:45803", + "issue:45859", + "issue:46421", + "issue:46424", + "issue:46701" + ], + "soft_pairs": [ + "issue:43746|issue:44811", + "issue:43854|issue:44977", + "issue:43720|issue:44610", + "issue:43643|issue:45759", + "issue:39692|issue:44912", + "issue:38175|issue:44610", + "issue:43257|issue:43696", + "issue:43262|issue:44811", + "issue:43257|issue:43931", + "issue:44387|issue:44617", + "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:43749|issue:44756", + "issue:44291|issue:45042", + "issue:29159|issue:34567", + "issue:43650|issue:43906", + "issue:42915|issue:44821", + "issue:43606|issue:45859", + "issue:43540|issue:46701", + "issue:43927|issue:44912", + "issue:28282|issue:29870", + "issue:44568|issue:45356", + "issue:43454|issue:43577" + ], + "prepared_review_unit_hash": "66ac1a2a1c584d91ddf05f117b1874cbd9ab13202049d472ab03c2fa67f2e2e5", + "component_budget": { + "node_count": 502, + "item_count": 502, + "soft_pair_count": 1845, + "serialized_chars": 957282, + "estimated_input_tokens": 239321, + "estimated_eval_tokens": 478898 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 35444, + "estimated_input_tokens": 8861, + "estimated_eval_tokens": 17978 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly a set of unrelated issue reports. I did not find any soft pair that is clearly the same underlying bug/change, so no merges are justified on the available evidence.", + "confidence": 0.79, + "canonical_issue_reason": "Issue 43329 is the clearest concrete code-path bug in the set: it names the exact failing multimodal video helper and the undefined variables, making it the best anchor if one issue must represent the cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "43329 is the most actionable issue: it identifies a specific failing function, an explicit video branch, and a likely root cause, unlike the broader symptom-only reports elsewhere in the set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43746", + "right": "issue:44811", + "accept": false, + "reason": "Different subsystems and failures: PEFT/local checkpoint loading vs Whisper batch decoding token handling." + }, + { + "left": "issue:43854", + "right": "issue:44977", + "accept": false, + "reason": "Unrelated model-loading test failure vs flash-attention generation regression." + }, + { + "left": "issue:43720", + "right": "issue:44610", + "accept": false, + "reason": "Packed-weight accelerate loading bug vs image processor input-size mismatch." + }, + { + "left": "issue:43643", + "right": "issue:45759", + "accept": false, + "reason": "Different config bugs: trust_remote_code field loss vs missing text_config unwrapping in composite multimodal configs." + }, + { + "left": "issue:39692", + "right": "issue:44912", + "accept": false, + "reason": "Documentation/model-processor mismatch and quantization example issues are not the same as MXFP4 fallback to bf16." + }, + { + "left": "issue:38175", + "right": "issue:44610", + "accept": false, + "reason": "Different models and symptoms: zero probabilities vs processor output size mismatch." + }, + { + "left": "issue:43257", + "right": "issue:43696", + "accept": false, + "reason": "Qwen3 MoE loading/FP8 conversion issue is unrelated to GPT-oss CUDA OOM." + }, + { + "left": "issue:43262", + "right": "issue:44811", + "accept": false, + "reason": "Audio chat-template sampling-rate default bug is unrelated to Whisper decode token skipping." + }, + { + "left": "issue:43257", + "right": "issue:43931", + "accept": false, + "reason": "Different model-loading failures: MoE weight conversion vs Qwen3-VL weight shape mismatch." + }, + { + "left": "issue:44387", + "right": "issue:44617", + "accept": false, + "reason": "Both mention OOM, but the causes are different: int4 quantization memory regression vs Sam3Video runtime OOM." + }, + { + "left": "issue:43329", + "right": "issue:43450", + "accept": false, + "reason": "Both are video-related, but one is undefined helpers in token counting and the other is batched processor shape output." + }, + { + "left": "issue:43329", + "right": "issue:44479", + "accept": false, + "reason": "Related video-processing area, but 44479 is a broader regression report and does not clearly match the specific undefined-variable bug." + }, + { + "left": "issue:45459", + "right": "issue:45803", + "accept": false, + "reason": "Both involve exception handling, but they affect different code paths and different error classes." + }, + { + "left": "issue:42915", + "right": "issue:43742", + "accept": false, + "reason": "Different failures: FineGrainedFP8Config on Qwen3MoE vs KeyError loading MobileLLM-125M." + }, + { + "left": "issue:34567", + "right": "issue:40990", + "accept": false, + "reason": "Trainer token-count state bug is unrelated to GPT-oss perplexity behavior." + }, + { + "left": "issue:46421", + "right": "issue:46424", + "accept": false, + "reason": "Both are cache-related, but one is recompilation from lazy init and the other is max_cache_length being ignored." + }, + { + "left": "issue:43749", + "right": "issue:44756", + "accept": false, + "reason": "Different loading/OOM problems with different mechanisms: FSDP RAM-efficient loading vs mmap on Strix Halo." + }, + { + "left": "issue:44291", + "right": "issue:45042", + "accept": false, + "reason": "init_empty_weights loading TypeError is unrelated to PIL image processors requiring torchvision." + }, + { + "left": "issue:29159", + "right": "issue:34567", + "accept": false, + "reason": "Tokenizer parity issue vs TrainerState token counter not updating." + }, + { + "left": "issue:43650", + "right": "issue:43906", + "accept": false, + "reason": "Placeholder/nonspecific issue vs isolated reproduction of a separate issue." + }, + { + "left": "issue:42915", + "right": "issue:44821", + "accept": false, + "reason": "Different model/loader problems: FineGrainedFP8Config vs AutoImageProcessor URL loading." + }, + { + "left": "issue:43606", + "right": "issue:45859", + "accept": false, + "reason": "Both involve CPU offload, but they are different model-specific code paths and failures." + }, + { + "left": "issue:43540", + "right": "issue:46701", + "accept": false, + "reason": "Different pipelines and symptoms: Qwen3OmniMoe video ValueError vs DiffusionGemma image-text-to-text failure." + }, + { + "left": "issue:43927", + "right": "issue:44912", + "accept": false, + "reason": "DiaConfig token-ID persistence bug is unrelated to MXFP4 quantization fallback." + }, + { + "left": "issue:28282", + "right": "issue:29870", + "accept": false, + "reason": "ImportError for missing PyTorch is unrelated to Bart generate() UnboundLocalError." + }, + { + "left": "issue:44568", + "right": "issue:45356", + "accept": false, + "reason": "Different tokenizer regressions affecting different models and code paths." + }, + { + "left": "issue:43454", + "right": "issue:43577", + "accept": false, + "reason": "Weight-tying/generation bug is unrelated to dtype propagation in Blip2 loading." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 22, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-502", + "nodes": [ + "issue:24643", + "issue:27957", + "issue:28282", + "issue:29127", + "issue:29159", + "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:44062", + "issue:44291", + "issue:44479", + "issue:44560", + "issue:44568", + "issue:44849", + "issue:44857", + "issue:44936", + "issue:44987", + "issue:44991", + "issue:45127", + "issue:45137", + "issue:45357", + "issue:45381", + "issue:45405", + "issue:45488", + "issue:45538", + "issue:45701", + "issue:45907", + "issue:46291", + "issue:46512", + "issue:46693", + "issue:46821", + "issue:46832", + "issue:46869" + ], + "soft_pairs": [ + "issue:44987|issue:45538", + "issue:28282|issue:34689", + "issue:43525|issue:46291", + "issue:43697|issue:45357", + "issue:33357|issue:34567", + "issue:44857|issue:46832", + "issue:43404|issue:45127", + "issue:43425|issue:46291", + "issue:45137|issue:45405", + "issue:45538|issue:46869", + "issue:42915|issue:45538", + "issue:28282|issue:29127", + "issue:42175|issue:43824", + "issue:44479|issue:46693", + "issue:44062|issue:44991", + "issue:43742|issue:44291", + "issue:44936|issue:46821", + "issue:42915|issue:43749", + "issue:24643|issue:29159", + "issue:43452|issue:43582", + "issue:43577|issue:46512", + "issue:44849|issue:45701", + "issue:44987|issue:45907", + "issue:27957|issue:28282", + "issue:41720|issue:43540", + "issue:43540|issue:44560", + "issue:44479|issue:45381", + "issue:44568|issue:45488" + ], + "prepared_review_unit_hash": "93de6c9777ad049baf62075d162e19f72c464660d6aeea0803a5b7520a4a8405", + "component_budget": { + "node_count": 502, + "item_count": 502, + "soft_pair_count": 1845, + "serialized_chars": 957282, + "estimated_input_tokens": 239321, + "estimated_eval_tokens": 478898 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35472, + "estimated_input_tokens": 8868, + "estimated_eval_tokens": 17992 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly heterogeneous model-loading/tokenization/runtime issues. Only one pair looks like a likely true duplicate: the Qwen2.5-VL video-input regression pair (44479/45381).", + "confidence": 0.74, + "canonical_issue_reason": "issue:44479 is the strongest representative of the only clearly duplicate-like thread here: it states the broad v5.3.0 video-input regression across Qwen VL/Omni variants, which subsumes the narrower qwen2.5-vl symptom in 45381.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44479 has the clearest concrete regression description, broad impact, and the strongest duplicate signal among the items in this cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44987", + "right": "issue:45538", + "accept": false, + "reason": "Different bugs: model loading failure for one model vs an absurd tokenizer max-length constant." + }, + { + "left": "issue:28282", + "right": "issue:34689", + "accept": false, + "reason": "Generic PyTorch-missing ImportError vs a specific Llama vision model loading regression." + }, + { + "left": "issue:43525", + "right": "issue:46291", + "accept": false, + "reason": "Unrelated: missing pad_token_id on Llama4Config vs kernels/revision requirement on pipeline import." + }, + { + "left": "issue:43697", + "right": "issue:45357", + "accept": false, + "reason": "Different code paths: RTDetrV2 output mismatch vs Qwen3.5 save_pretrained key regression." + }, + { + "left": "issue:33357", + "right": "issue:34567", + "accept": false, + "reason": "MacOS bus error in CLIP model loading vs TrainerState token counter not updating." + }, + { + "left": "issue:44857", + "right": "issue:46832", + "accept": false, + "reason": "Both RT-DETR-related, but one is AMP loss crash and the other is a feature-level mismatch TypeError; not the same bug." + }, + { + "left": "issue:43404", + "right": "issue:45127", + "accept": false, + "reason": "Both involve weights/tie_word_embeddings, but they describe different failures on different models and workflows." + }, + { + "left": "issue:43425", + "right": "issue:46291", + "accept": false, + "reason": "Torch version compatibility vs kernels revision/version import requirement are unrelated." + }, + { + "left": "issue:45137", + "right": "issue:45405", + "accept": false, + "reason": "DeepSpeed ZeRO3 deque error vs a PEFT minimum-version packaging issue." + }, + { + "left": "issue:45538", + "right": "issue:46869", + "accept": false, + "reason": "Tokenizer max_length bug vs YOLO multi-GPU device-map failure; no shared underlying defect." + }, + { + "left": "issue:42915", + "right": "issue:45538", + "accept": false, + "reason": "Qwen3Moe FP8 config failure is unrelated to CLIP tokenizer max_length." + }, + { + "left": "issue:28282", + "right": "issue:29127", + "accept": false, + "reason": "Missing PyTorch import vs layoutlmv3 error-message clarity; not the same issue." + }, + { + "left": "issue:42175", + "right": "issue:43824", + "accept": false, + "reason": "Dependency/backend packaging issue vs missing Qwen2.5-VL symbol import." + }, + { + "left": "issue:44479", + "right": "issue:46693", + "accept": false, + "reason": "Both are regressions, but one is video-input correctness and the other is long-context FA2 performance; too broad to merge." + }, + { + "left": "issue:44062", + "right": "issue:44991", + "accept": false, + "reason": "AddedToken constructor conflict vs a generic tokenizer load failure; shared tokenizer context is not enough." + }, + { + "left": "issue:43742", + "right": "issue:44291", + "accept": false, + "reason": "KeyError loading one model vs unexpected _is_hf_initialized argument during init_empty_weights; different failures." + }, + { + "left": "issue:44936", + "right": "issue:46821", + "accept": false, + "reason": "Trainer lifecycle bug vs TimesFM window_size AttributeError." + }, + { + "left": "issue:42915", + "right": "issue:43749", + "accept": false, + "reason": "FP8 config failure vs FSDP CPU RAM efficient loading breakage; unrelated." + }, + { + "left": "issue:24643", + "right": "issue:29159", + "accept": false, + "reason": "DeepSpeed weight-dimension runtime error vs slow/fast tokenizer inconsistency." + }, + { + "left": "issue:43452", + "right": "issue:43582", + "accept": false, + "reason": "GGUF load path breakage vs Apple Silicon caching allocator warmup TypeError." + }, + { + "left": "issue:43577", + "right": "issue:46512", + "accept": false, + "reason": "Loading-time dtype mismatch on Blip2 vs from_config config.dtype staying stale; related theme but different bug." + }, + { + "left": "issue:44849", + "right": "issue:45701", + "accept": false, + "reason": "Qwen3.5 hidden-state bug vs broad tokenization-version regression; no concrete overlap." + }, + { + "left": "issue:44987", + "right": "issue:45907", + "accept": false, + "reason": "Model/tokenizer loading regression vs list_repo_files revision forwarding; unrelated." + }, + { + "left": "issue:27957", + "right": "issue:28282", + "accept": false, + "reason": "Flash Attention 2 with XLM-R vs missing PyTorch import error." + }, + { + "left": "issue:41720", + "right": "issue:43540", + "accept": false, + "reason": "Auto device map CUDA assert vs video-input processing ValueError in Qwen3OmniMoe." + }, + { + "left": "issue:43540", + "right": "issue:44560", + "accept": false, + "reason": "Both are Qwen video issues, but different models and error modes; no clear same root cause." + }, + { + "left": "issue:44479", + "right": "issue:45381", + "accept": true, + "reason": "Same underlying Qwen2.5-VL video-input regression in v5.3.0; 45381 is a narrower symptom of the broader regression described in 44479." + }, + { + "left": "issue:44568", + "right": "issue:45488", + "accept": false, + "reason": "Different tokenizer regressions affecting different models and code paths; not the same concrete bug." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The judgments are grounded in the packet and the reject calls stay conservative. The only accepted duplicate pair, 44479/45381, is well supported by the titles as the same Qwen2.5-VL video-input regression at different specificity levels. The summary is also appropriately cautious about the rest of the heterogeneous cluster." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 23, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-502", + "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: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:45405", + "issue:45600", + "issue:45663", + "issue:45672", + "issue:45674", + "issue:45823", + "issue:46399", + "issue:46463", + "issue:46468", + "issue:46491", + "issue:46693", + "issue:46701", + "issue:46821", + "issue:46846" + ], + "soft_pairs": [ + "issue:38175|issue:44898", + "issue:34567|issue:36331", + "issue:44792|issue:44964", + "issue:42175|issue:44488", + "issue:43540|issue:44479", + "issue:43257|issue:43756", + "issue:44062|issue:45081", + "issue:44291|issue:44821", + "issue:45042|issue:45081", + "issue:43756|issue:46399", + "issue:43756|issue:45325", + "issue:43582|issue:46821", + "issue:43742|issue:44589", + "issue:43716|issue:46701", + "issue:44568|issue:46491", + "issue:45405|issue:45600", + "issue:43531|issue:44821", + "issue:43577|issue:45072", + "issue:45823|issue:46463", + "issue:45672|issue:45674", + "issue:44737|issue:46463", + "issue:43906|issue:46468", + "issue:43906|issue:46693", + "issue:24643|issue:29870", + "issue:43452|issue:44488", + "issue:44625|issue:44877", + "issue:45663|issue:46846", + "issue:43540|issue:46693" + ], + "prepared_review_unit_hash": "b3529f08a23c258b193b259da5874482d29c30e07f964aba4b1b267ef2456447", + "component_budget": { + "node_count": 502, + "item_count": 502, + "soft_pair_count": 1845, + "serialized_chars": 957282, + "estimated_input_tokens": 239321, + "estimated_eval_tokens": 478898 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35838, + "estimated_input_tokens": 8960, + "estimated_eval_tokens": 18176 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: most items are separate model-loading, tokenizer, dtype, or training regressions across different subsystems. I don\u2019t see any soft edge that clearly represents the same underlying bug, so the cluster does not really form a duplicate set.", + "confidence": 0.78, + "canonical_issue_reason": "No strong duplicate hub exists; if one issue must anchor the cluster, issue 44479 is the least-bad representative because it is a broad regression report with concrete repros across several related Qwen VL/3.5 variants.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 44479 is the most broadly scoped and actionable report in an otherwise mixed set, with explicit affected models and a clear runtime regression path.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:38175", + "right": "issue:44898", + "accept": false, + "reason": "Different vision models and different failure modes; both are image-related, but not the same bug." + }, + { + "left": "issue:34567", + "right": "issue:36331", + "accept": false, + "reason": "Both involve Trainer behavior, but one is token-count tracking and the other is a compute_loss API change." + }, + { + "left": "issue:44792", + "right": "issue:44964", + "accept": false, + "reason": "Different multimodal models and distinct loading/generation failures." + }, + { + "left": "issue:42175", + "right": "issue:44488", + "accept": false, + "reason": "Completely unrelated: backend packaging vs a specific tokenizer/model load failure." + }, + { + "left": "issue:43540", + "right": "issue:44479", + "accept": false, + "reason": "Both mention video inputs, but they target different Qwen model families and likely different code paths." + }, + { + "left": "issue:43257", + "right": "issue:43756", + "accept": false, + "reason": "Different models and unrelated defects: MOE weight conversion versus RoPE layer dropping." + }, + { + "left": "issue:44062", + "right": "issue:45081", + "accept": false, + "reason": "Both are tokenizer-loading issues, but the concrete exception and root cause are different." + }, + { + "left": "issue:44291", + "right": "issue:44821", + "accept": false, + "reason": "Different subsystems: empty-weights model loading versus loading an AutoImageProcessor from URL." + }, + { + "left": "issue:45042", + "right": "issue:45081", + "accept": false, + "reason": "Different bugs: PIL backend dependency requirements versus Mistral tokenizer regex patching." + }, + { + "left": "issue:43756", + "right": "issue:46399", + "accept": false, + "reason": "Both touch rotary/RoPE concepts, but the affected models and failure mechanisms are different." + }, + { + "left": "issue:43756", + "right": "issue:45325", + "accept": false, + "reason": "Related terminology, but one is missing RoPE layers and the other is a temporal position scaling bug." + }, + { + "left": "issue:43582", + "right": "issue:46821", + "accept": false, + "reason": "Unrelated errors on different platforms/models; no shared underlying bug." + }, + { + "left": "issue:43742", + "right": "issue:44589", + "accept": false, + "reason": "Both are loading-time TypeErrors, but they arise from different objects and code paths." + }, + { + "left": "issue:43716", + "right": "issue:46701", + "accept": false, + "reason": "Different multimodal model failures with different symptoms and likely different fixes." + }, + { + "left": "issue:44568", + "right": "issue:46491", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different tokenizers and different round-trip behavior." + }, + { + "left": "issue:45405", + "right": "issue:45600", + "accept": false, + "reason": "Package versioning/availability issue versus stale config references in auto_mappings." + }, + { + "left": "issue:43531", + "right": "issue:44821", + "accept": false, + "reason": "Unrelated: Qwen3-MoE sliding-window behavior versus image-processor loading from URL." + }, + { + "left": "issue:43577", + "right": "issue:45072", + "accept": false, + "reason": "Both are dtype-related, but they affect different models and different inference paths." + }, + { + "left": "issue:45823", + "right": "issue:46463", + "accept": false, + "reason": "Device-mapping bug in Gemma4 versus incorrect T5 decoder-input validation messaging." + }, + { + "left": "issue:45672", + "right": "issue:45674", + "accept": false, + "reason": "Both concern 4-bit inference, but one is a Gemma4 audio-module dtype error and the other is BitsAndBytesConfig skip-module handling." + }, + { + "left": "issue:44737", + "right": "issue:46463", + "accept": false, + "reason": "CPU-device placement bug in XLNet versus a T5 validation error; no shared code path." + }, + { + "left": "issue:43906", + "right": "issue:46468", + "accept": false, + "reason": "No evidence they describe the same bug; one is a reproduction of an older issue, the other is a broken Nemotron example." + }, + { + "left": "issue:43906", + "right": "issue:46693", + "accept": false, + "reason": "One is an isolated repro of a prior issue; the other is a long-context FA2 performance regression." + }, + { + "left": "issue:24643", + "right": "issue:29870", + "accept": false, + "reason": "Training with DeepSpeed versus generation-time Bart decoder-mask handling; different failures." + }, + { + "left": "issue:43452", + "right": "issue:44488", + "accept": false, + "reason": "Different loading failures for different model/tokenizer inputs." + }, + { + "left": "issue:44625", + "right": "issue:44877", + "accept": false, + "reason": "Both are config-related, but one is num_labels propagation and the other is strict config loading." + }, + { + "left": "issue:45663", + "right": "issue:46846", + "accept": false, + "reason": "Different distributed-training problems on different models and tensor-parallel paths." + }, + { + "left": "issue:43540", + "right": "issue:46693", + "accept": false, + "reason": "Video-input processing bug versus a long-context performance regression; 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": 1, + "component_count": 24, + "review_unit_index": 24, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-502", + "nodes": [ + "issue:28282", + "issue:29159", + "issue:32090", + "issue:33357", + "issue:38175", + "issue:41762", + "issue:43295", + "issue:43452", + "issue:43525", + "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:44898", + "issue:44913", + "issue:44936", + "issue:45005", + "issue:45200", + "issue:45216", + "issue:45356", + "issue:45357", + "issue:45372", + "issue:45375", + "issue:45479", + "issue:45588", + "issue:45920", + "issue:46050", + "issue:46121", + "issue:46170", + "issue:46463", + "issue:46701", + "issue:46829", + "issue:46832", + "issue:46899", + "issue:46932" + ], + "soft_pairs": [ + "issue:43697|issue:46829", + "issue:45357|issue:45920", + "issue:28282|issue:32090", + "issue:44913|issue:46121", + "issue:46463|issue:46899", + "issue:44737|issue:45588", + "issue:43697|issue:45216", + "issue:43526|issue:45479", + "issue:43720|issue:44898", + "issue:43643|issue:45375", + "issue:44466|issue:45005", + "issue:45200|issue:46463", + "issue:44493|issue:46050", + "issue:44361|issue:44442", + "issue:43761|issue:46829", + "issue:43688|issue:43749", + "issue:41762|issue:44936", + "issue:43653|issue:44361", + "issue:43452|issue:44843", + "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:43295|issue:45356", + "issue:29159|issue:33357" + ], + "prepared_review_unit_hash": "ff0c1d1668a604dd63bae19a2599ad18a45e2ecd557b822c176e72cefa10ee03", + "component_budget": { + "node_count": 502, + "item_count": 502, + "soft_pair_count": 1845, + "serialized_chars": 957282, + "estimated_input_tokens": 239321, + "estimated_eval_tokens": 478898 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 36491, + "estimated_input_tokens": 9123, + "estimated_eval_tokens": 18502 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Most pairs are still clearly separate. The only borderline pair, #44466 and #45005, shares v5/tied-weights/save_pretrained themes, but the packet only provides titles and a weak similarity signal, so it should be treated as related rather than confirmed duplicate.", + "confidence": 0.76, + "canonical_issue_reason": "#45005 is the broadest representative of the tied-weights/save_pretrained regression theme, but the available evidence is not strong enough to collapse it with #44466 as a duplicate.", + "canonical_pr_reason": null, + "best_issue_reason": "#45005 is the strongest global issue candidate because it describes the broader tied-weights problem across translation models; #44466 looks like a narrower, device-dependent symptom of that area, but not conclusively the same bug from this packet alone.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43697", + "right": "issue:46829", + "accept": false, + "reason": "Different model families and different output bugs; only a broad hidden-states/output-shape resemblance." + }, + { + "left": "issue:45357", + "right": "issue:45920", + "accept": false, + "reason": "Both involve regressions, but one is about visual encoder key serialization and the other about incorrect token IDs; not the same code path." + }, + { + "left": "issue:28282", + "right": "issue:32090", + "accept": false, + "reason": "Unrelated failures: missing PyTorch import vs. Trainer GPU broadcast TypeError." + }, + { + "left": "issue:44913", + "right": "issue:46121", + "accept": false, + "reason": "Both touch config/rope-related logic, but the bugs are different: reload reset vs. JSON-list type error." + }, + { + "left": "issue:46463", + "right": "issue:46899", + "accept": false, + "reason": "Different areas and symptoms: T5 decoder-input validation message vs. Gemma4 quantized multimodal dtype casting." + }, + { + "left": "issue:44737", + "right": "issue:45588", + "accept": false, + "reason": "XLNet CPU tensor creation bug is unrelated to flash_attention handling of sink-less models." + }, + { + "left": "issue:43697", + "right": "issue:45216", + "accept": false, + "reason": "Different models and regressions; RT-DETR output mismatch is not the same as Qwen3.5 save_pretrained corruption." + }, + { + "left": "issue:43526", + "right": "issue:45479", + "accept": false, + "reason": "Image-processor label reduction and degenerate classification loss are distinct bugs." + }, + { + "left": "issue:43720", + "right": "issue:44898", + "accept": false, + "reason": "Packed-weight loading in BitNet is unrelated to Perceiver positional interpolation failure." + }, + { + "left": "issue:43643", + "right": "issue:45375", + "accept": false, + "reason": "Both mention missing config fields, but one is generic AutoConfig/trust_remote_code behavior and the other is a specific Qwen vision config field being dropped." + }, + { + "left": "issue:44466", + "right": "issue:45005", + "accept": false, + "reason": "They look related at a high level (v5, tied weights, save_pretrained), but the packet only shows titles and soft similarity; that is not enough to confirm the same underlying bug." + }, + { + "left": "issue:45200", + "right": "issue:46463", + "accept": false, + "reason": "Gemma 4 token-type defaulting is unrelated to the T5 decoder-input validation issue." + }, + { + "left": "issue:44493", + "right": "issue:46050", + "accept": false, + "reason": "Distinct serialization problems with different triggers and symptoms." + }, + { + "left": "issue:44361", + "right": "issue:44442", + "accept": false, + "reason": "Different tokenizer failures affecting different components; no evidence of one shared bug." + }, + { + "left": "issue:43761", + "right": "issue:46829", + "accept": false, + "reason": "Both concern output fields, but the model implementations and failure modes differ." + }, + { + "left": "issue:43688", + "right": "issue:43749", + "accept": false, + "reason": "Auxiliary-loss normalization and FSDP CPU RAM-efficient loading are unrelated." + }, + { + "left": "issue:41762", + "right": "issue:44936", + "accept": false, + "reason": "Gemma3 ZeRO-3 loading failure is unrelated to trainer.evaluate() breaking after trainer.train()." + }, + { + "left": "issue:43653", + "right": "issue:44361", + "accept": false, + "reason": "Different tokenizer bugs with different failure modes." + }, + { + "left": "issue:43452", + "right": "issue:44843", + "accept": false, + "reason": "Both involve loading, but one is gguf_file support and the other is an offline-mode model_info() call." + }, + { + "left": "issue:38175", + "right": "issue:43295", + "accept": false, + "reason": "Different regressions: unexpected zero probabilities vs. processor/tokenizer image handling breakage." + }, + { + "left": "issue:43819", + "right": "issue:44811", + "accept": false, + "reason": "DAC latent decoding mismatch is unrelated to Whisper batch_decode behavior." + }, + { + "left": "issue:43994", + "right": "issue:44898", + "accept": false, + "reason": "SigLIP2 nonsensical results and Perceiver non-default resolution failure are different issues." + }, + { + "left": "issue:45372", + "right": "issue:46170", + "accept": false, + "reason": "Gemma 4 processor import failure is unrelated to the Windows ROCm torch.distributed dependency problem." + }, + { + "left": "issue:43525", + "right": "issue:46701", + "accept": false, + "reason": "Llama4Config pad_token_id error and DiffusionGemma pipeline failure are different bugs." + }, + { + "left": "issue:46832", + "right": "issue:46932", + "accept": false, + "reason": "RT-DETR feature-level mismatch and Gemma4 quantized embedder dtype casting are unrelated." + }, + { + "left": "issue:43295", + "right": "issue:45356", + "accept": false, + "reason": "Processor/tokenizer regression and Kimi tokenizer codec/warning regression are distinct." + }, + { + "left": "issue:29159", + "right": "issue:33357", + "accept": false, + "reason": "Slow-vs-fast tokenizer inconsistency is unrelated to the MacOS CLIP bus error." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The conclusion is a bit too strong for the packet evidence. #44466 and #45005 do look related at a high level (both mention v5, tied weights, and serialization/save_pretrained behavior), but the packet only gives titles and a low soft-similarity signal, so saying they are the same bug is not well grounded. A more conservative verdict would be that they may be related, not confirmed duplicates. The rest of the pairwise rejections are conservative enough." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 25, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-502", + "nodes": [ + "issue:32090", + "issue:33666", + "issue:36010", + "issue:41720", + "issue:42898", + "issue:43452", + "issue:43504", + "issue:43531", + "issue:43550", + "issue:43577", + "issue:43611", + "issue:43646", + "issue:43653", + "issue:43688", + "issue:43720", + "issue:43742", + "issue:43749", + "issue:43756", + "issue:43927", + "issue:44464", + "issue:44466", + "issue:44479", + "issue:44484", + "issue:44554", + "issue:44568", + "issue:44625", + "issue:44704", + "issue:44734", + "issue:44743", + "issue:44821", + "issue:44843", + "issue:44977", + "issue:44991", + "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" + ], + "soft_pairs": [ + "issue:43531|issue:43742", + "issue:43653|issue:44568", + "issue:45542|issue:46178", + "issue:43646|issue:43749", + "issue:42898|issue:46491", + "issue:43688|issue:45704", + "issue:43756|issue:46402", + "issue:44843|issue:44991", + "issue:43452|issue:43577", + "issue:44464|issue:44743", + "issue:43653|issue:43927", + "issue:43688|issue:45701", + "issue:44479|issue:44625", + "issue:45491|issue:46002", + "issue:44484|issue:44704", + "issue:44821|issue:46821", + "issue:43688|issue:45440", + "issue:33666|issue:36010", + "issue:32090|issue:33666", + "issue:44466|issue:46050", + "issue:44977|issue:46693", + "issue:44734|issue:46612", + "issue:44464|issue:44977", + "issue:43504|issue:43550", + "issue:41720|issue:44464", + "issue:43504|issue:43720", + "issue:43611|issue:46846", + "issue:43577|issue:44554" + ], + "prepared_review_unit_hash": "c71943d45a2520aa7a786cf50e9e29c5d489e44ddd9ab4c90196e3269a357521", + "component_budget": { + "node_count": 502, + "item_count": 502, + "soft_pair_count": 1845, + "serialized_chars": 957282, + "estimated_input_tokens": 239321, + "estimated_eval_tokens": 478898 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35591, + "estimated_input_tokens": 8898, + "estimated_eval_tokens": 18052 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is heterogeneous and mostly contains distinct bug reports around loading, tokenization, generation, and model-specific regressions. None of the soft pairs look like true duplicates; they are at best adjacent symptoms in the same broad areas.", + "confidence": 0.76, + "canonical_issue_reason": "issue:43646 is the broadest umbrella in the set: a v5 custom model initialization regression that can plausibly subsume several nearby load/init failures.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43646 is the best representative issue for this cluster because it is the most general, high-level loading/initialization regression among otherwise distinct reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43531", + "right": "issue:43742", + "accept": false, + "reason": "Different bugs: Qwen3-MoE sliding-window/cache behavior vs MobileLLM-125M load-time key error." + }, + { + "left": "issue:43653", + "right": "issue:44568", + "accept": false, + "reason": "Both involve tokenizer special tokens, but they affect different models and different token classes (mask vs BOS/EOS)." + }, + { + "left": "issue:45542", + "right": "issue:46178", + "accept": false, + "reason": "Both are backend-related, but one is a tensorboard-only TF backend error and the other is a missing BACKENDS_MAPPING entry for tensorflow_text." + }, + { + "left": "issue:43646", + "right": "issue:43749", + "accept": false, + "reason": "Related to loading/init broadly, but FSDP CPU RAM efficient loading is a separate code path from custom model initialization." + }, + { + "left": "issue:42898", + "right": "issue:46491", + "accept": false, + "reason": "Tokenizer regressions, but one is cleanup_spaces behavior and the other is CodeLlama leading-space round-trip loss." + }, + { + "left": "issue:43688", + "right": "issue:45704", + "accept": false, + "reason": "Unrelated problems: auxiliary-loss normalization vs an Apex RMSNorm memory leak." + }, + { + "left": "issue:43756", + "right": "issue:46402", + "accept": false, + "reason": "Different model-loading failures: Smollm3 RoPE layer loss vs Sam3 text encoder weights not loading." + }, + { + "left": "issue:44843", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer-loading regressions, but one is an offline model_info call and the other is a specific tokenizer load failure in v5." + }, + { + "left": "issue:43452", + "right": "issue:43577", + "accept": false, + "reason": "Both happen during from_pretrained, but gguf_file handling and Blip2 dtype propagation are distinct bugs." + }, + { + "left": "issue:44464", + "right": "issue:44743", + "accept": false, + "reason": "Both touch cache/generation, but one is compiled chunked generation inconsistency and the other is recurrent state reset in modular_qwen3_5." + }, + { + "left": "issue:43653", + "right": "issue:43927", + "accept": false, + "reason": "One is special-token registration, the other is config persistence of custom token IDs after save/load." + }, + { + "left": "issue:43688", + "right": "issue:45701", + "accept": false, + "reason": "Different domains: auxiliary-loss normalization vs version-dependent tokenization changes." + }, + { + "left": "issue:44479", + "right": "issue:44625", + "accept": false, + "reason": "Different Qwen3.5 bugs: video-input regression vs num_labels not propagating to text config." + }, + { + "left": "issue:45491", + "right": "issue:46002", + "accept": false, + "reason": "Both mention NaNs, but one is a Gemma3 mixed-length sliding-window issue and the other is classification-head init/checkout NaNs." + }, + { + "left": "issue:44484", + "right": "issue:44704", + "accept": false, + "reason": "Unrelated: a save_pretrained shard-size question vs AutoProcessor kwargs not reaching cached_file." + }, + { + "left": "issue:44821", + "right": "issue:46821", + "accept": false, + "reason": "Different APIs and failure modes: AutoImageProcessor URL loading vs TimesFM window_size AttributeError." + }, + { + "left": "issue:43688", + "right": "issue:45440", + "accept": false, + "reason": "Distinct issues: MoE auxiliary-loss normalization vs DeepseekV3MoE implementation divergence." + }, + { + "left": "issue:33666", + "right": "issue:36010", + "accept": false, + "reason": "Multi-GPU Qwen2-VL training setup is unrelated to the GenerationMixin import failure." + }, + { + "left": "issue:32090", + "right": "issue:33666", + "accept": false, + "reason": "Trainer GPU broadcast TypeError is not the same bug as Qwen2-VL multi-GPU training support." + }, + { + "left": "issue:44466", + "right": "issue:46050", + "accept": false, + "reason": "Both are serialization/load bugs, but tied-weight serialization and sinq quantized model restoration are separate problems." + }, + { + "left": "issue:44977", + "right": "issue:46693", + "accept": false, + "reason": "Shared FA2/generation context, but one is a correctness bug in Qwen3.5 and the other is a performance regression after 5.2.0." + }, + { + "left": "issue:44734", + "right": "issue:46612", + "accept": false, + "reason": "Both involve cache handling, but serve KV-continuation indexing and beam-search cache reorder are different code paths." + }, + { + "left": "issue:44464", + "right": "issue:44977", + "accept": false, + "reason": "Different failures: compiled chunked generation inconsistency vs flash-attention behavior in Qwen3.5." + }, + { + "left": "issue:43504", + "right": "issue:43550", + "accept": false, + "reason": "Separate bugs: legacy-field loading failure vs torch.compile + SDPA failure." + }, + { + "left": "issue:41720", + "right": "issue:44464", + "accept": false, + "reason": "Auto device-mapping cuda assert is unrelated to compiled chunked generation output inconsistency." + }, + { + "left": "issue:43504", + "right": "issue:43720", + "accept": false, + "reason": "Different load-time failures: legacy preset field vs packed-weights unpacking during accelerate loading." + }, + { + "left": "issue:43611", + "right": "issue:46846", + "accept": false, + "reason": "Both are model-loading/config issues, but base_model_prefix breakage and missing tp_plan entries are not the same underlying bug." + }, + { + "left": "issue:43577", + "right": "issue:44554", + "accept": false, + "reason": "Distinct correctness problems: Blip2 dtype propagation vs MPS attention value/query head-dim 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": 24, + "review_unit_index": 26, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-502", + "nodes": [ + "issue:28218", + "issue:33357", + "issue:33666", + "issue:36331", + "issue:39692", + "issue:42796", + "issue:43262", + "issue:43278", + "issue:43295", + "issue:43452", + "issue:43493", + "issue:43504", + "issue:43525", + "issue:43572", + "issue:43606", + 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false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab-bag of unrelated bug reports, with a loose shared theme of Transformers v5 regressions across tokenizers, processors, model loading, and training. None of the soft pairs look like true duplicates of the same underlying bug/change.", + "confidence": 0.66, + "canonical_issue_reason": "issue:43646 is the broadest umbrella report in the set: it describes a general v5.0 breakage in custom model initialization, which best fits a mixed cluster of v5 regression reports.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43646 is the most representative issue to anchor this cluster because it is broad, regression-oriented, and closer to the common theme than the model-specific or edge-case reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43643", + "right": "issue:44561", + "accept": false, + "reason": "Both involve trust_remote_code/v5 breakage, but one is missing fields from AutoConfig and the other is a removed helper breaking model code; different root causes and fixes." + }, + { + "left": "issue:43782", + "right": "issue:46693", + "accept": false, + "reason": "Qwen3VL weight_only loading 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issues." + }, + { + "left": "issue:43262", + "right": "issue:43295", + "accept": false, + "reason": "Different processor regressions: default sampling rate vs. processor.tokenizer/image-passing breakage." + }, + { + "left": "issue:43720", + "right": "issue:44361", + "accept": false, + "reason": "BitNet packed-weight loading and MLukeTokenizer task errors do not share the same underlying defect." + }, + { + "left": "issue:43493", + "right": "issue:43825", + "accept": false, + "reason": "A SigLIP2 implementation discrepancy is not the same as a pipeline error message about translation tasks." + }, + { + "left": "issue:44964", + "right": "issue:45405", + "accept": false, + "reason": "Model loading failure for Phi-4 multimodal and an unreleased PEFT version bump are unrelated." + }, + { + "left": "issue:44514", + "right": "issue:45290", + "accept": false, + "reason": "Both are chat-template crashes, but the triggers differ: batched padding=False versus assistant tool-call messages with no content." + }, + { + "left": "issue:44554", + "right": "issue:46365", + "accept": false, + "reason": "MPS attention correctness and importing Trainer conflicting with datasets are unrelated." + }, + { + "left": "issue:44977", + "right": "issue:46209", + "accept": false, + "reason": "Flash-attention generation issues and FP8 inference on B200 are different hardware/model problems." + }, + { + "left": "issue:44625", + "right": "issue:45584", + "accept": false, + "reason": "num_labels propagation and Whisper empty-transcription generation are unrelated." + }, + { + "left": "issue:43525", + "right": "issue:43572", + "accept": false, + "reason": "Both are missing config fields, but they concern different models and different token ID attributes." + }, + { + "left": "issue:43452", + "right": "issue:44451", + "accept": false, + "reason": "gguf_file loader breakage and inability to load a specific model are too broad and not the same bug." + }, + { + "left": "issue:28218", + "right": "issue:33357", + "accept": false, + "reason": "Tokenizer spacing after added tokens is unrelated to a MacOS bus error on a CLIP model." + }, + { + "left": "issue:45823", + "right": "issue:46050", + "accept": false, + "reason": "A device-map forward mismatch and sinq save/load breakage are different failure modes." + }, + { + "left": "issue:43994", + "right": "issue:46192", + "accept": false, + "reason": "SigLIP2 output quality and return_tensors being ignored are unrelated." + }, + { + "left": "issue:42796", + "right": "issue:44977", + "accept": false, + "reason": "Tokenizer BPE-marker handling and Qwen3.5 flash-attention generation are different problems." + }, + { + "left": "issue:43493", + "right": "issue:43844", + "accept": false, + "reason": "SigLIP2 implementation mismatch and ZeRO-3 gradient blow-up are unrelated." + }, + { + "left": "issue:39692", + "right": "issue:43295", + "accept": false, + "reason": "Documentation example errors and processor/tokenizer regression are not the same underlying issue." + }, + { + "left": "issue:43278", + "right": "issue:43844", + "accept": false, + "reason": "Embedding dtype drift and ZeRO-3 gradient growth are different bugs." + }, + { + "left": "issue:44568", + "right": "issue:46489", + "accept": false, + "reason": "Both are tokenizer regressions, but one is missing BOS/EOS with add_special_tokens and the other is DeepSeek-Coder v1 token-ID corruption." + }, + { + "left": "issue:43646", + "right": "issue:44466", + "accept": false, + "reason": "Custom model initialization breakage and inconsistent lm_head.weight serialization are separate v5 regressions." + }, + { + "left": "issue:46209", + "right": "issue:46710", + "accept": false, + "reason": "FP8 inference on B200 and DeepSeek-R1 accuracy regression are different issues." + }, + { + "left": "issue:33357", + "right": "issue:33666", + "accept": false, + "reason": "A CLIP MacOS bus error is unrelated to Qwen2-VL multi-GPU training support." + }, + { + "left": "issue:44568", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different model families and different tokenization semantics." + }, + { + "left": "issue:43278", + "right": "issue:43701", + "accept": false, + "reason": "dtype changes in evaluation and resume_from_checkpoint key mismatches 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": 24, + "review_unit_index": 27, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-502", + "nodes": [ + "issue:43257", + "issue:43299", + "issue:43334", + "issue:43504", + "issue:43572", + "issue:43575", + "issue:43606", + "issue:43653", + 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"issue:46821|issue:46832", + "issue:44493|issue:46285", + "issue:46399|issue:46846", + "issue:43334|issue:45759", + "issue:43606|issue:44112", + "issue:43334|issue:43572", + "issue:43504|issue:43653", + "issue:44589|issue:45520", + "issue:43572|issue:44291", + "issue:45072|issue:46832", + "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:44869|issue:46752", + "issue:45229|issue:45823", + "issue:45588|issue:46050" + ], + "prepared_review_unit_hash": "dac33fb18513dd65900fa21254590d4ba128a089221277bfea92674cdf8432ae", + "component_budget": { + "node_count": 502, + "item_count": 502, + "soft_pair_count": 1845, + "serialized_chars": 957282, + "estimated_input_tokens": 239321, + "estimated_eval_tokens": 478898 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35956, + "estimated_input_tokens": 8989, + "estimated_eval_tokens": 18234 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a noisy mix of model-loading, config, offload, and regression reports across different models and failure modes. The Qwen-related items are superficially similar but usually hit different code paths, so none of the soft pairs look like true duplicates.", + "confidence": 0.61, + "canonical_issue_reason": "44849 is a clear, user-facing regression with a specific model family and failure mode, making it a strong representative issue for triage compared with the more tangential or broader reports in the cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "44849 is the best overall anchor: it is concrete, reproducible, and narrowly scoped, which makes it more suitable as the representative issue than the broader or less directly actionable reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44488", + "right": "issue:44843", + "accept": false, + "reason": "Both involve tokenizer/model loading, but one is a specific model load failure and the other is an offline-mode bug in mistral regex patching; different root causes and code paths." + }, + { + "left": "issue:44849", + "right": "issue:46209", + "accept": false, + "reason": "Different problems: Qwen3.5 hidden-states behavior versus FP8 inference on B200. Same broad family, not the same bug." + }, + { + "left": "issue:44792", + "right": "issue:45405", + "accept": false, + "reason": "Janus test failure and PEFT version pinning are unrelated; one is a model-specific CI failure, the other is a dependency version issue." + }, + { + "left": "issue:43927", + "right": "issue:44361", + "accept": false, + "reason": "DiaConfig loses custom token IDs after save/load, while MLukeTokenizer raises an AttributeError on tasks; these are distinct tokenizer/config bugs." + }, + { + "left": "issue:43575", + "right": "issue:45405", + "accept": false, + "reason": "Qwen2 tensor-parallel OOM is unrelated to the PEFT minimum-version bump." + }, + { + "left": "issue:43504", + "right": "issue:43606", + "accept": false, + "reason": "Legacy field handling in BEiT semantic segmentation is a config-load issue, while bark-small CPU offload has a device mismatch during inference." + }, + { + "left": "issue:43824", + "right": "issue:44589", + "accept": false, + "reason": "Importing Qwen2.5-VL and missing Float8 storage are unrelated failures in different subsystems." + }, + { + "left": "issue:44849", + "right": "issue:45357", + "accept": false, + "reason": "Both are Qwen3.5 regressions, but one is about output_hidden_states behavior and the other about save_pretrained writing incorrect visual encoder keys; different failure paths." + }, + { + "left": "issue:43257", + "right": "issue:43299", + "accept": false, + "reason": "Both mention Qwen MoE loading, but one is accelerate+deepspeed conversion and the other is Qwen3VL loading in dev; not the same concrete bug." + }, + { + "left": "issue:45245", + "right": "issue:46710", + "accept": false, + "reason": "Category-count RuntimeError and an accuracy regression after upgrade are not the same issue." + }, + { + "left": "issue:46821", + "right": "issue:46832", + "accept": false, + "reason": "TimesFM window_size AttributeError and RT-DETR feature-level TypeError are different model-specific bugs." + }, + { + "left": "issue:44493", + "right": "issue:46285", + "accept": false, + "reason": "Unexpected position-id keys and CLIP text-model structure changes are separate API regressions." + }, + { + "left": "issue:46399", + "right": "issue:46846", + "accept": false, + "reason": "Qwen3.5 kernel registration failure and Qwen3.5 TP-plan OOM/shape errors are different code-path problems." + }, + { + "left": "issue:43334", + "right": "issue:45759", + "accept": false, + "reason": "Qwen3-VL pad_token_id AttributeError and missing text_config unwrapping in AutoModelForCausalLM are related to Qwen multimodal configs but not the same bug." + }, + { + "left": "issue:43606", + "right": "issue:44112", + "accept": false, + "reason": "CPU offload device mismatch in bark-small is not the same as a stale GraniteSpeech device-override test." + }, + { + "left": "issue:43334", + "right": "issue:43572", + "accept": false, + "reason": "Qwen3-VL config attribute error and StableLm pad_token_idx regression are unrelated config issues." + }, + { + "left": "issue:43504", + "right": "issue:43653", + "accept": false, + "reason": "BEiT legacy-field loading and BigBirdTokenizer special-token registration are distinct bugs." + }, + { + "left": "issue:44589", + "right": "issue:45520", + "accept": false, + "reason": "Missing Float8 storage support and flash_attn import KeyError are different environment/runtime failures." + }, + { + "left": "issue:43572", + "right": "issue:44291", + "accept": false, + "reason": "StableLm missing pad_token_idx after 5.0 and init_empty_weights unexpected _is_hf_initialized argument are separate compatibility issues." + }, + { + "left": "issue:45072", + "right": "issue:46832", + "accept": false, + "reason": "dtype mismatches in bfloat16 inference and RT-DETR forward shape/type errors are unrelated." + }, + { + "left": "issue:44464", + "right": "issue:46424", + "accept": false, + "reason": "Chunked generation inconsistency with compiled forward is unrelated to cache length behavior in quantized cache." + }, + { + "left": "issue:43937", + "right": "issue:46701", + "accept": false, + "reason": "GenerationConfig invalid for GLM-5 and DiffusionGemma pipeline failure are different model-family issues." + }, + { + "left": "issue:43844", + "right": "issue:44964", + "accept": false, + "reason": "DeepSpeed gradient growth and Phi-4 multimodal loading failure are unrelated." + }, + { + "left": "issue:43873", + "right": "issue:46050", + "accept": false, + "reason": "Quantization offloading behavior and sinq save/load corruption are different bugs, even though both touch quantization." + }, + { + "left": "issue:43994", + "right": "issue:44493", + "accept": false, + "reason": "SigLIP2 nonsense outputs via AutoModel/pipeline and unexpected position-id keys are distinct regressions." + }, + { + "left": "issue:45200", + "right": "issue:45229", + "accept": false, + "reason": "Gemma 4 text-only token-type defaults and Gemma4 multi-GPU CUDA OOM are not the same underlying problem." + }, + { + "left": "issue:44869", + "right": "issue:46752", + "accept": false, + "reason": "Whisper trailing replacement-character crash and empty-list chat template IndexError are different input-validation bugs." + }, + { + "left": "issue:45229", + "right": "issue:45823", + "accept": false, + "reason": "Gemma4 multi-GPU OOM and PLE device mismatch under device_map=auto are separate inference issues." + }, + { + "left": "issue:45588", + "right": "issue:46050", + "accept": false, + "reason": "flash_attention sinkless-model crash and sinq save/load breakage 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": 24, + "review_unit_index": 28, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-502", + "nodes": [ + "issue:15354", + "issue:28218", + "issue:29159", + "issue:29870", + "issue:29942", + "issue:30333", + "issue:32090", + "issue:34567", + "issue:37428", + "issue:38175", + "issue:41720", + "issue:42490", + "issue:43065", + "issue:43295", + "issue:43404", + "issue:43450", + "issue:43493", + "issue:43540", + "issue:43550", + "issue:43572", + "issue:43575", + "issue:43696", + "issue:43701", + "issue:43844", + "issue:43873", + "issue:43957", + "issue:44186", + "issue:44423", + "issue:44554", + "issue:44610", + "issue:44734", + "issue:44977", + "issue:45072", + "issue:45084", + "issue:45198", + "issue:45200", + "issue:45406", + "issue:45446", + "issue:45520", + "issue:45588", + "issue:45759", + "issue:45823", + "issue:46121", + "issue:46192", + "issue:46369", + "issue:46701", + "issue:46710", + "issue:46821" + ], + "soft_pairs": [ + "issue:29942|issue:30333", + "issue:42490|issue:43696", + "issue:29159|issue:32090", + "issue:28218|issue:34567", + "issue:44977|issue:46701", + "issue:45084|issue:45520", + "issue:43065|issue:46369", + "issue:44554|issue:45446", + "issue:15354|issue:38175", + "issue:44423|issue:44734", + "issue:41720|issue:46710", + "issue:43493|issue:43701", + "issue:45406|issue:46121", + "issue:43404|issue:46710", + "issue:45072|issue:45198", + "issue:43295|issue:43450", + "issue:45588|issue:45759", + "issue:37428|issue:43957", + "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" + ], + "prepared_review_unit_hash": "e5e216f7bfe4f148fc17e3665c3426c74c822cfa91e74de0b063f6db79c052be", + "component_budget": { + "node_count": 502, + "item_count": 502, + "soft_pair_count": 1845, + "serialized_chars": 957282, + "estimated_input_tokens": 239321, + "estimated_eval_tokens": 478898 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36189, + "estimated_input_tokens": 9048, + "estimated_eval_tokens": 18352 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous; the soft edges are mostly superficial keyword matches, not duplicates. No PRs are present. The broad tokenizer inconsistency issue is the best representative issue, but there is no true canonical duplicate target for the whole cluster.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "issue:29159 is the broadest and most general tokenizer-related report in the set, so it is the least bad representative issue if one must be chosen.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:29942", + "right": "issue:30333", + "accept": false, + "reason": "FlashAttention 2 test failures and MLflow reporting on failed jobs are unrelated subsystems and failure modes." + }, + { + "left": "issue:42490", + "right": "issue:43696", + "accept": false, + "reason": "A trailing-slash import warning is not the same bug as a CUDA OOM while loading a model." + }, + { + "left": "issue:29159", + "right": "issue:32090", + "accept": false, + "reason": "Tokenizer slow/fast inconsistency and a Trainer GPU broadcast NoneType error are different code paths." + }, + { + "left": "issue:28218", + "right": "issue:34567", + "accept": false, + "reason": "Added-token spacing behavior and TrainerState token counting are separate tokenizer behaviors." + }, + { + "left": "issue:44977", + "right": "issue:46701", + "accept": false, + "reason": "Flash-attention generation failure and a DiffusionGemma pipeline issue are different model/pipeline bugs." + }, + { + "left": "issue:45084", + "right": "issue:45520", + "accept": false, + "reason": "Non-template node compilation and a Python 3.13 flash_attn import error are unrelated." + }, + { + "left": "issue:43065", + "right": "issue:46369", + "accept": false, + "reason": "Dummy Conv2d in Sam3PixelDecoder and Sam3 litetext memory overflow are not the same defect." + }, + { + "left": "issue:44554", + "right": "issue:45446", + "accept": false, + "reason": "An MPS attention correctness issue is unrelated to a PyTorch version check bug in flex_attention imports." + }, + { + "left": "issue:15354", + "right": "issue:38175", + "accept": false, + "reason": "TorchScript GeneratorExp support and SigLIP2 zero probabilities are unrelated model/export problems." + }, + { + "left": "issue:44423", + "right": "issue:44734", + "accept": false, + "reason": "Continuous-batching multimodal crash and KV-cache continuation indexing are different serve failures." + }, + { + "left": "issue:41720", + "right": "issue:46710", + "accept": false, + "reason": "A device-mapping cudaErrorAssert and an accuracy regression after upgrade do not describe the same bug." + }, + { + "left": "issue:43493", + "right": "issue:43701", + "accept": false, + "reason": "SigLIP2 implementation discrepancy and resume-from-checkpoint key mismatch are unrelated." + }, + { + "left": "issue:45406", + "right": "issue:46121", + "accept": false, + "reason": "Gemma4Processor missing _tokenizer and rope-parameter list typing are different issues." + }, + { + "left": "issue:43404", + "right": "issue:46710", + "accept": false, + "reason": "Weight tying in Mistral3ForConditionalGeneration and DeepSeek accuracy regression are separate model issues." + }, + { + "left": "issue:45072", + "right": "issue:45198", + "accept": false, + "reason": "bfloat16 dtype mismatches in CI and Wav2Vec2 save/tokenization failures are not the same bug." + }, + { + "left": "issue:43295", + "right": "issue:43450", + "accept": false, + "reason": "Processor.tokenizer regression and batched video shape errors involve different preprocessing paths." + }, + { + "left": "issue:45588", + "right": "issue:45759", + "accept": false, + "reason": "Flash-attention sink-less model crash and text_config unwrapping in multimodal configs are unrelated." + }, + { + "left": "issue:37428", + "right": "issue:43957", + "accept": false, + "reason": "Importing a flash-attention helper and meta-device model loading failures are different root causes." + }, + { + "left": "issue:43540", + "right": "issue:45200", + "accept": false, + "reason": "Video input processing in Qwen3OmniMoe and Gemma4 text-only mm_token_type_ids defaults are unrelated." + }, + { + "left": "issue:43295", + "right": "issue:43873", + "accept": false, + "reason": "Processor.tokenizer regression and quantization offloading behavior are different problems." + }, + { + "left": "issue:44186", + "right": "issue:46192", + "accept": false, + "reason": "LayoutLMv2Tokenizer crashes on NER/padding and return_tensors being ignored are distinct tokenizer bugs." + }, + { + "left": "issue:45823", + "right": "issue:46192", + "accept": false, + "reason": "Gemma4 device mismatch during forward and return_tensors handling are unrelated." + }, + { + "left": "issue:43295", + "right": "issue:44610", + "accept": false, + "reason": "Processor/tokenizer regression and OmDet-Turbo image-size mismatch are different preprocessing issues." + }, + { + "left": "issue:43572", + "right": "issue:46821", + "accept": false, + "reason": "Missing pad_token_idx in StableLmConfig and TimesFM2.5 window_size AttributeError are unrelated config bugs." + }, + { + "left": "issue:43550", + "right": "issue:43844", + "accept": false, + "reason": "torch.compile with SDPA and ZeRO-3 gradient growth are different training/runtime issues." + }, + { + "left": "issue:45200", + "right": "issue:45823", + "accept": false, + "reason": "Defaulting mm_token_type_ids and a device_map forward mismatch are not the same defect." + }, + { + "left": "issue:29870", + "right": "issue:29942", + "accept": false, + "reason": "BART generate() decoder_attention_mask assignment and FlashAttention 2 CI failures are unrelated." + }, + { + "left": "issue:43450", + "right": "issue:43575", + "accept": false, + "reason": "Batched video shape handling and tensor-parallel OOM on Qwen2-57B 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": 24, + "review_unit_index": 29, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-502", + "nodes": [ + "issue:28218", + "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:43572", + "issue:43653", + "issue:43824", + "issue:43856", + "issue:43950", + "issue:43975", + "issue:44112", + "issue:44442", + "issue:44466", + "issue:44521", + "issue:44554", + "issue:44737", + "issue:44792", + "issue:44849", + "issue:44898", + "issue:44987", + "issue:45127", + "issue:45198", + "issue:45200", + "issue:45290", + "issue:45356", + "issue:45381", + "issue:45412", + "issue:45520", + "issue:45563", + "issue:46178", + "issue:46192", + "issue:46209", + "issue:46285", + "issue:46512", + "issue:46894", + "issue:46899", + "issue:46932" + ], + "soft_pairs": [ + "issue:45520|issue:46178", + "issue:43572|issue:44987", + "issue:44554|issue:45356", + "issue:42490|issue:43493", + "issue:37428|issue:43824", + "issue:39692|issue:46192", + "issue:43232|issue:44849", + "issue:44466|issue:45127", + "issue:43295|issue:43493", + "issue:44521|issue:45290", + "issue:45381|issue:46209", + "issue:43653|issue:44112", + "issue:43278|issue:43856", + "issue:28218|issue:35141", + "issue:44737|issue:46894", + "issue:42915|issue:43824", + "issue:43824|issue:43975", + "issue:43950|issue:46285", + "issue:43452|issue:46512", + "issue:43262|issue:43450", + "issue:44442|issue:45198", + "issue:43334|issue:43525", + "issue:45200|issue:46899", + "issue:45200|issue:46932", + "issue:44792|issue:45563", + "issue:44898|issue:45412" + ], + "prepared_review_unit_hash": "573ae506037934bacbedb37344ab15be52431b2bb60040785228b747b8bbec7e", + "component_budget": { + "node_count": 502, + "item_count": 502, + "soft_pair_count": 1845, + "serialized_chars": 957282, + "estimated_input_tokens": 239321, + "estimated_eval_tokens": 478898 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 26, + "serialized_chars": 35931, + "estimated_input_tokens": 8983, + "estimated_eval_tokens": 18222 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab bag of unrelated Transformers issues across tokenization, model loading, quantization, generation, and multimodal processors. The only strong duplicate-looking pair is the Gemma4 quantized multimodal embedder dtype-casting bug (46899/46932).", + "confidence": 0.93, + "canonical_issue_reason": "issue:46899 is the clearest and broadest statement of the underlying bug: 4-bit quantization breaks audio/vision processing due to an unsafe dtype cast in multimodal embedders.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:46899 best captures the root cause and user impact; it is specific enough to triage but broad enough to subsume the narrower follow-up wording in 46932.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45520", + "right": "issue:46178", + "accept": false, + "reason": "Different import/backend failures: flash_attn on Python 3.13 vs missing tensorflow_text in BACKENDS_MAPPING." + }, + { + "left": "issue:43572", + "right": "issue:44987", + "accept": false, + "reason": "Unrelated model-loading regressions affecting different models and code paths." + }, + { + "left": "issue:44554", + "right": "issue:45356", + "accept": false, + "reason": "Different subsystems: MPS attention correctness vs Kimi-K2.5 tokenizer regression." + }, + { + "left": "issue:42490", + "right": "issue:43493", + "accept": false, + "reason": "Both mention model behavior, but one is a local-path import warning and the other is a SigLIP2 implementation discrepancy." + }, + { + "left": "issue:37428", + "right": "issue:43824", + "accept": false, + "reason": "Both are ImportErrors, but they concern different symbols and different model families." + }, + { + "left": "issue:39692", + "right": "issue:46192", + "accept": false, + "reason": "Docs/example problems vs a tokenizer API argument-handling regression are not the same bug." + }, + { + "left": "issue:43232", + "right": "issue:44849", + "accept": false, + "reason": "Different generation/model bugs with no shared concrete code path." + }, + { + "left": "issue:44466", + "right": "issue:45127", + "accept": false, + "reason": "Both touch weights, but one is a serialization inconsistency and the other is LoRA merge collapse after vocab extension." + }, + { + "left": "issue:43295", + "right": "issue:43493", + "accept": false, + "reason": "Different failures: custom processor/tokenizer regression vs SigLIP2 implementation mismatch." + }, + { + "left": "issue:44521", + "right": "issue:45290", + "accept": false, + "reason": "Both involve apply_chat_template, but one is wrong assistant mask generation and the other is a crash on tool-call assistant messages." + }, + { + "left": "issue:45381", + "right": "issue:46209", + "accept": false, + "reason": "Unrelated: Qwen2.5-VL video position IDs vs FP8 inference failure on B200." + }, + { + "left": "issue:43653", + "right": "issue:44112", + "accept": false, + "reason": "Different areas entirely: tokenizer special-token registration vs a GraniteSpeech CI test issue." + }, + { + "left": "issue:43278", + "right": "issue:43856", + "accept": false, + "reason": "Embedding dtype regression vs MoE training memory usage are not the same underlying bug." + }, + { + "left": "issue:28218", + "right": "issue:35141", + "accept": false, + "reason": "Tokenizer spacing after added tokens is unrelated to embedding reinitialization after resize." + }, + { + "left": "issue:44737", + "right": "issue:46894", + "accept": false, + "reason": "CPU device placement bug in XLNet positional encoding is unrelated to CohereASR loss shifting." + }, + { + "left": "issue:42915", + "right": "issue:43824", + "accept": false, + "reason": "Qwen3Moe FP8 config failure and Qwen2.5-VL import failure are separate issues." + }, + { + "left": "issue:43824", + "right": "issue:43975", + "accept": false, + "reason": "Different bugs: model export/import symbol missing vs tokenizer detokenization regression." + }, + { + "left": "issue:43950", + "right": "issue:46285", + "accept": false, + "reason": "Non-persistent buffer corruption in from_pretrained is not the same as CLIP text model structure changes." + }, + { + "left": "issue:43452", + "right": "issue:46512", + "accept": false, + "reason": "Different regressions: GGUF loading breaks vs config.dtype not being updated after from_config." + }, + { + "left": "issue:43262", + "right": "issue:43450", + "accept": false, + "reason": "Audio chat-template sampling-rate default and batched video output shape are unrelated." + }, + { + "left": "issue:44442", + "right": "issue:45198", + "accept": false, + "reason": "Different tokenizer/load-save failures for different speech models." + }, + { + "left": "issue:43334", + "right": "issue:43525", + "accept": false, + "reason": "Both are missing pad_token_id, but they affect different model configs and likely separate fixes." + }, + { + "left": "issue:45200", + "right": "issue:46899", + "accept": false, + "reason": "Both are Gemma4 multimodal-related, but one is mm_token_type_ids defaulting and the other is quantized embedder dtype casting." + }, + { + "left": "issue:45200", + "right": "issue:46932", + "accept": false, + "reason": "Different underlying bug: text-only fine-tuning token-type defaults vs quantized vision/audio embedder casting." + }, + { + "left": "issue:44792", + "right": "issue:45563", + "accept": false, + "reason": "A Janus image-generation test failure and a stale paged-generate warning are not duplicates." + }, + { + "left": "issue:44898", + "right": "issue:45412", + "accept": false, + "reason": "Perceiver interpolation failure and RT-DETR memory release are unrelated." + }, + { + "left": "issue:46899", + "right": "issue:46932", + "accept": true, + "reason": "Both describe the same Gemma4 quantized multimodal embedder dtype-casting bug affecting vision/audio processing." + } + ] + }, + "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": 24, + "review_unit_index": 30, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-502", + "nodes": [ + "issue:28282", + "issue:29942", + "issue:32090", + "issue:33357", + "issue:37428", + "issue:38175", + "issue:41720", + "issue:43278", + "issue:43335", + "issue:43388", + "issue:43425", + "issue:43504", + "issue:43526", + "issue:43550", + "issue:43606", + "issue:43611", + "issue:43653", + "issue:43819", + "issue:43825", + "issue:43827", + "issue:43901", + "issue:44112", + "issue:44206", + "issue:44448", + "issue:44466", + "issue:44479", + "issue:44561", + "issue:44610", + "issue:44743", + "issue:44855", + "issue:44857", + "issue:45083", + "issue:45200", + "issue:45325", + "issue:45412", + "issue:45520", + "issue:45584", + "issue:45593", + "issue:45759", + "issue:46170", + "issue:46192", + "issue:46209", + "issue:46234", + "issue:46285", + "issue:46424", + "issue:46512", + "issue:46821", + "issue:46858" + ], + "soft_pairs": [ + "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:43819|issue:45083", + "issue:43388|issue:43526", + "issue:44610|issue:44857", + "issue:44857|issue:45593", + "issue:45759|issue:46285", + "issue:43606|issue:45083", + "issue:46512|issue:46821", + "issue:46424|issue:46858", + "issue:44206|issue:45584", + "issue:38175|issue:45412", + "issue:43335|issue:43653", + "issue:29942|issue:32090", + "issue:28282|issue:33357", + "issue:43550|issue:44112", + "issue:37428|issue:43425", + "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" + ], + "prepared_review_unit_hash": "2ebe1382a928e5f2c31bdf76782b380bd599ddf7a24188347fbd57a718d46ac3", + "component_budget": { + "node_count": 502, + "item_count": 502, + "soft_pair_count": 1845, + "serialized_chars": 957282, + "estimated_input_tokens": 239321, + "estimated_eval_tokens": 478898 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37417, + "estimated_input_tokens": 9355, + "estimated_eval_tokens": 18966 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Highly heterogeneous cluster with no convincing duplicate core; all soft-pair candidates look like false positives across distinct bugs, models, and compatibility issues.", + "confidence": 0.96, + "canonical_issue_reason": "No strong canonical issue: the items span unrelated failures in different subsystems, so any single representative would be arbitrary.", + "canonical_pr_reason": null, + "best_issue_reason": "No issue stands out as a reliable duplicate anchor for the cluster; the closest matches are still clearly separate problems.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44479", + "right": "issue:46192", + "accept": false, + "reason": "Different bugs: video-input regression vs text_kwargs/return_tensors handling." + }, + { + "left": "issue:43819", + "right": "issue:44112", + "accept": false, + "reason": "Different code paths: DAC latent mismatch vs GraniteSpeech CI device-override test." + }, + { + "left": "issue:45200", + "right": "issue:45325", + "accept": false, + "reason": "Different models and failures: Gemma 4 token IDs vs Qwen2.5-VL rope indexing." + }, + { + "left": "issue:41720", + "right": "issue:46209", + "accept": false, + "reason": "Different issues: Qwen3 auto device mapping crash vs FP8 inference on B200." + }, + { + "left": "issue:43335", + "right": "issue:43550", + "accept": false, + "reason": "Different subsystems: SwitchTransformers config bug vs Bamba torch.compile/SDPA failure." + }, + { + "left": "issue:43827", + "right": "issue:43901", + "accept": false, + "reason": "Both docs-related, but they cover different API changes and different pages." + }, + { + "left": "issue:44561", + "right": "issue:46234", + "accept": false, + "reason": "Different missing symbols/helpers with different root causes." + }, + { + "left": "issue:43819", + "right": "issue:45083", + "accept": false, + "reason": "Different model logic: DAC latent reconstruction vs qwen3_omni_moe length calculation." + }, + { + "left": "issue:43388", + "right": "issue:43526", + "accept": false, + "reason": "Both label-related, but one is metric gathering and the other is image processor label reduction." + }, + { + "left": "issue:44610", + "right": "issue:44857", + "accept": false, + "reason": "Different failures: input sizing bug vs mixed-precision loss crash." + }, + { + "left": "issue:44857", + "right": "issue:45593", + "accept": false, + "reason": "Different model/loss behavior; no shared underlying bug." + }, + { + "left": "issue:45759", + "right": "issue:46285", + "accept": false, + "reason": "Different composite-model structure issues affecting different classes." + }, + { + "left": "issue:43606", + "right": "issue:45083", + "accept": false, + "reason": "Different problems: CPU offload device mismatch vs feature-length computation." + }, + { + "left": "issue:46512", + "right": "issue:46821", + "accept": false, + "reason": "Different config/attribute bugs with unrelated symptoms." + }, + { + "left": "issue:46424", + "right": "issue:46858", + "accept": false, + "reason": "Both cache-related, but distinct bugs in different cache pathways." + }, + { + "left": "issue:44206", + "right": "issue:45584", + "accept": false, + "reason": "Different audio pipeline regressions with different triggers." + }, + { + "left": "issue:38175", + "right": "issue:45412", + "accept": false, + "reason": "Unrelated: zero probabilities vs memory not being released." + }, + { + "left": "issue:43335", + "right": "issue:43653", + "accept": false, + "reason": "Different components: model config creation vs tokenizer special-token registration." + }, + { + "left": "issue:29942", + "right": "issue:32090", + "accept": false, + "reason": "Different failures: Flash Attention test regression vs trainer broadcast TypeError." + }, + { + "left": "issue:28282", + "right": "issue:33357", + "accept": false, + "reason": "Different environment errors: missing PyTorch vs MacOS bus error in CLIP model." + }, + { + "left": "issue:43550", + "right": "issue:44112", + "accept": false, + "reason": "Different issues: Bamba compile/SDPA vs GraniteSpeech CI test flakiness." + }, + { + "left": "issue:37428", + "right": "issue:43425", + "accept": false, + "reason": "Related to Torch compatibility, but not the same concrete breakage." + }, + { + "left": "issue:43611", + "right": "issue:44466", + "accept": false, + "reason": "Different v5 regressions: base_model_prefix loading vs lm_head serialization." + }, + { + "left": "issue:43335", + "right": "issue:43504", + "accept": false, + "reason": "Different bugs in different model classes." + }, + { + "left": "issue:44448", + "right": "issue:44743", + "accept": false, + "reason": "Different model behaviors: Pegasus output drift vs Qwen recurrent-state reset." + }, + { + "left": "issue:45520", + "right": "issue:46170", + "accept": false, + "reason": "Different dependency/import problems on different platforms." + }, + { + "left": "issue:44855", + "right": "issue:45083", + "accept": false, + "reason": "Different failures: Python parsing/JIT issue vs qwen3_omni_moe length logic." + }, + { + "left": "issue:43278", + "right": "issue:43825", + "accept": false, + "reason": "Different issues: dtype mismatch during eval vs misleading pipeline error message." + }, + { + "left": "issue:43335", + "right": "issue:45083", + "accept": false, + "reason": "Different model/config bugs with no shared code-path." + }, + { + "left": "issue:43335", + "right": "issue:45593", + "accept": false, + "reason": "Different model-specific regressions." + }, + { + "left": "issue:43335", + "right": "issue:44112", + "accept": false, + "reason": "Different subsystems; no shared 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": 24, + "review_unit_index": 31, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-502", + "nodes": [ + "issue:26413", + "issue:28218", + "issue:29127", + "issue:29942", + "issue:31501", + "issue:32090", + "issue:33357", + "issue:34689", + "issue:35141", + "issue:37428", + "issue:39692", + "issue:42490", + "issue:43526", + "issue:43550", + "issue:43575", + "issue:43606", + "issue:43701", + "issue:43720", + "issue:43819", + "issue:43854", + "issue:44112", + "issue:44206", + "issue:44351", + "issue:44360", + "issue:44448", + "issue:44493", + "issue:44514", + "issue:44521", + "issue:44561", + "issue:44617", + "issue:44779", + "issue:44857", + "issue:45072", + "issue:45083", + "issue:45127", + "issue:45245", + "issue:45290", + "issue:45310", + "issue:45459", + "issue:45478", + "issue:45588", + "issue:45823", + "issue:45859", + "issue:46234", + "issue:46326", + "issue:46431", + "issue:46566", + "issue:46697" + ], + "soft_pairs": [ + "issue:29127|issue:32090", + "issue:44514|issue:44521", + "issue:43720|issue:44112", + "issue:45290|issue:46326", + "issue:45588|issue:45859", + "issue:37428|issue:44351", + "issue:42490|issue:43854", + "issue:34689|issue:35141", + "issue:45127|issue:45245", + "issue:43819|issue:44493", + "issue:39692|issue:43526", + "issue:46431|issue:46566", + "issue:44448|issue:44779", + "issue:45310|issue:45478", + "issue:43606|issue:44857", + "issue:26413|issue:31501", + "issue:28218|issue:32090", + "issue:45459|issue:46234", + "issue:39692|issue:44493", + "issue:43701|issue:45083", + "issue:44617|issue:46697", + "issue:44206|issue:45823", + "issue:32090|issue:33357", + "issue:42490|issue:43575", + "issue:44857|issue:45072", + "issue:43550|issue:45083", + "issue:44360|issue:44561", + "issue:29942|issue:35141" + ], + "prepared_review_unit_hash": "a9e3f60de2fd86bc36bdc6d3de1c6f0d5ffb4af23b31d3bb09e9b673beb31faa", + "component_budget": { + "node_count": 502, + "item_count": 502, + "soft_pair_count": 1845, + "serialized_chars": 957282, + "estimated_input_tokens": 239321, + "estimated_eval_tokens": 478898 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36087, + "estimated_input_tokens": 9022, + "estimated_eval_tokens": 18300 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly unrelated similarity hits; the only clear duplicate is the Qwen3.5 MoE `from_pretrained` regression between issue:45310 and issue:45478.", + "confidence": 0.96, + "canonical_issue_reason": "issue:45310 is the earlier duplicate with the same Qwen3.5 MoE `from_pretrained` error title and regression.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45310 is the strongest issue representative because it is the earlier report of the same Qwen3.5 MoE `from_pretrained` failure.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:29127", + "right": "issue:32090", + "accept": false, + "reason": "Different bugs: LayoutLMv3 box-validation messaging vs Trainer `_gpu_broadcast_one` on `NoneType`." + }, + { + "left": "issue:44514", + "right": "issue:44521", + "accept": false, + "reason": "Both involve chat templates, but one is a batching/padding crash and the other is incorrect multimodal assistant masks." + }, + { + "left": "issue:43720", + "right": "issue:44112", + "accept": false, + "reason": "Different CI failures in different model paths; no shared concrete bug." + }, + { + "left": "issue:45290", + "right": "issue:46326", + "accept": false, + "reason": "Both are chat-template related, but one is tool-call handling and the other is `continue_final_message` on mistral_common tokenizers." + }, + { + "left": "issue:45588", + "right": "issue:45859", + "accept": false, + "reason": "Related flash-attention/offload area, but they hit different code paths and symptoms." + }, + { + "left": "issue:37428", + "right": "issue:44351", + "accept": false, + "reason": "Separate import failures for different missing symbols/modules." + }, + { + "left": "issue:42490", + "right": "issue:43854", + "accept": false, + "reason": "One is a local-path import warning; the other is a model-loading regression for a specific GLM model." + }, + { + "left": "issue:34689", + "right": "issue:35141", + "accept": false, + "reason": "Different model-loading/weight-initialization bugs with different triggers." + }, + { + "left": "issue:45127", + "right": "issue:45245", + "accept": false, + "reason": "LoRA vocabulary merge collapse is unrelated to the categories-exceed-limit runtime error." + }, + { + "left": "issue:43819", + "right": "issue:44493", + "accept": false, + "reason": "One is DAC latent/STE mismatch; the other is a position-id key warning across models." + }, + { + "left": "issue:39692", + "right": "issue:43526", + "accept": false, + "reason": "SigLIP2 docs problems are unrelated to BeitImageProcessorFast label reduction." + }, + { + "left": "issue:46431", + "right": "issue:46566", + "accept": false, + "reason": "Different issues: missing chat template vs weights stuck on meta with `device_map=\"auto\"`." + }, + { + "left": "issue:44448", + "right": "issue:44779", + "accept": false, + "reason": "Different regressions in different tokenizer/model outputs; not the same bug." + }, + { + "left": "issue:45310", + "right": "issue:45478", + "accept": true, + "reason": "Same Qwen3.5 MoE `from_pretrained` error, same underlying regression." + }, + { + "left": "issue:43606", + "right": "issue:44857", + "accept": false, + "reason": "Different device-mismatch vs AMP/CUDA loss crash scenarios." + }, + { + "left": "issue:26413", + "right": "issue:31501", + "accept": false, + "reason": "Checkpoint-resume epoch iterator failure is unrelated to FineWeb training startup issues." + }, + { + "left": "issue:28218", + "right": "issue:32090", + "accept": false, + "reason": "Tokenizer-added-space bug is unrelated to the Trainer `_gpu_broadcast_one` error." + }, + { + "left": "issue:45459", + "right": "issue:46234", + "accept": false, + "reason": "Tokenizer protobuf error masking is unrelated to a missing import utility helper." + }, + { + "left": "issue:39692", + "right": "issue:44493", + "accept": false, + "reason": "Documentation/example errors are unrelated to generic position-id warning reports." + }, + { + "left": "issue:43701", + "right": "issue:45083", + "accept": false, + "reason": "Checkpoint key mismatch is unrelated to qwen3_omni_moe feature-length helper behavior." + }, + { + "left": "issue:44617", + "right": "issue:46697", + "accept": false, + "reason": "Sam3Video OOM and Swin2SR over-padding are different resource/shape issues." + }, + { + "left": "issue:44206", + "right": "issue:45823", + "accept": false, + "reason": "LaserFeatureExtractor center-arg regression is unrelated to Gemma4 PLE device mismatch." + }, + { + "left": "issue:32090", + "right": "issue:33357", + "accept": false, + "reason": "Trainer broadcast of `NoneType` is unrelated to MacOS bus errors in CLIP loading." + }, + { + "left": "issue:42490", + "right": "issue:43575", + "accept": false, + "reason": "Path-trailing-slash warning is unrelated to Qwen2-57B-A14B-Instruct tensor-parallel OOM." + }, + { + "left": "issue:44857", + "right": "issue:45072", + "accept": false, + "reason": "AMP CUDA loss crash and bfloat16 dtype mismatches are different failures." + }, + { + "left": "issue:43550", + "right": "issue:45083", + "accept": false, + "reason": "torch.compile SDPA failure is unrelated to the qwen3_omni_moe helper function bug." + }, + { + "left": "issue:44360", + "right": "issue:44561", + "accept": false, + "reason": "DSA ReLU discussion is unrelated to removal of `is_torch_fx_available` breaking remote-code models." + }, + { + "left": "issue:29942", + "right": "issue:35141", + "accept": false, + "reason": "Flash Attention 2 test failures are unrelated to embedding reinitialization after resizing tokens." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The cluster call is mostly conservative, and the single accepted duplicate pair is plausible. However, the canonical-issue rationale overstates the packet: `issue:45310` is clearly earlier, but the packet does not support calling it the \u201cfuller\u201d report or saying it has \u201cricher discussion context\u201d (its body is only slightly longer, while `issue:45478` has more discussion activity). Please tone that down to an evidence-grounded statement like \u201cearlier duplicate with the same title.\u201d" + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 32, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-502", + "nodes": [ + "issue:10000", + "issue:15354", + "issue:25251", + "issue:27957", + "issue:29127", + "issue:29870", + "issue:32090", + "issue:33290", + "issue:33357", + "issue:34567", + "issue:34689", + "issue:37428", + "issue:38175", + "issue:39692", + "issue:40444", + "issue:42175", + "issue:42490", + "issue:43278", + "issue:43329", + "issue:43381", + "issue:43526", + "issue:43873", + "issue:43927", + "issue:43976", + "issue:44448", + "issue:44466", + "issue:44493", + "issue:44561", + "issue:44568", + "issue:44779", + "issue:44855", + "issue:44857", + "issue:44871", + "issue:44977", + "issue:45229", + "issue:45290", + "issue:45381", + "issue:45440", + "issue:45491", + "issue:45588", + "issue:45698", + "issue:45823", + "issue:45920", + "issue:46192", + "issue:46399", + "issue:46421", + "issue:46655", + "issue:46858" + ], + "soft_pairs": [ + "issue:27957|issue:34689", + "issue:38175|issue:44493", + "issue:43278|issue:43329", + "issue:29870|issue:32090", + "issue:45920|issue:46192", + "issue:44448|issue:44977", + "issue:45290|issue:45381", + "issue:10000|issue:15354", + "issue:44855|issue:46399", + "issue:43927|issue:45698", + "issue:44977|issue:45229", + "issue:40444|issue:43526", + "issue:43278|issue:43381", + "issue:29870|issue:33290", + "issue:45290|issue:46655", + "issue:44857|issue:45588", + "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:44448|issue:44466", + "issue:43976|issue:45440", + "issue:25251|issue:32090", + "issue:44568|issue:45491", + "issue:44871|issue:44977", + "issue:29127|issue:34567", + "issue:45588|issue:45823", + "issue:33357|issue:39692" + ], + "prepared_review_unit_hash": "ebb759ba4cd92030116528bcaefde5546a01474e36c0a9d84da56d16dc0c772a", + "component_budget": { + "node_count": 502, + "item_count": 502, + "soft_pair_count": 1845, + "serialized_chars": 957282, + "estimated_input_tokens": 239321, + "estimated_eval_tokens": 478898 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 37129, + "estimated_input_tokens": 9283, + "estimated_eval_tokens": 18822 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is not a duplicate set; the items are a grab-bag of unrelated bugs/regressions across tokenization, generation, cache handling, multimodal processing, training, and loading. The soft pairs share only broad wording, not the same underlying code-path failure.", + "confidence": 0.98, + "canonical_issue_reason": "None of the issues cleanly represents a shared underlying defect; the cluster is heterogeneous and the pairwise similarities are superficial.", + "canonical_pr_reason": "No pull requests are present in this cluster.", + "best_issue_reason": "No issue is suitable as a canonical representative because the items span many independent bug classes and subsystems.", + "best_pr_reason": "No PRs are present, so there is no canonical PR candidate.", + "soft_edge_verdicts": [ + { + "left": "issue:27957", + "right": "issue:34689", + "accept": false, + "reason": "Different problems: FlashAttention/model-loading regression for XLM-R vs a ViT export/loading issue." + }, + { + "left": "issue:38175", + "right": "issue:44493", + "accept": false, + "reason": "SigLIP2 zero probabilities is unrelated to position-id key warnings during model loading." + }, + { + "left": "issue:43278", + "right": "issue:43329", + "accept": false, + "reason": "Training/eval dtype drift is unrelated to the multimodal token-counting video-branch undefined-variable bug." + }, + { + "left": "issue:29870", + "right": "issue:32090", + "accept": false, + "reason": "BART generate() decoder_attention_mask bug is unrelated to the Trainer _gpu_broadcast_one NoneType failure." + }, + { + "left": "issue:45920", + "right": "issue:46192", + "accept": false, + "reason": "Both involve tokenizers, but one is wrong token IDs while the other silently ignores return_tensors; different defects." + }, + { + "left": "issue:44448", + "right": "issue:44977", + "accept": false, + "reason": "Pegasus v4/v5 output mismatch and Qwen flash-attention generation failure are unrelated code paths." + }, + { + "left": "issue:45290", + "right": "issue:45381", + "accept": false, + "reason": "Chat-template tool-call crash is unrelated to Qwen2.5-VL video vision_position_ids logic." + }, + { + "left": "issue:10000", + "right": "issue:15354", + "accept": false, + "reason": "German DistilBert issue and GeneratorExp/TorchScript export issue are unrelated." + }, + { + "left": "issue:44855", + "right": "issue:46399", + "accept": false, + "reason": "Different causes: DebertaV2 Python 3.13 import/parsing problem vs Qwen3.5 rotary-pos-emb registration error." + }, + { + "left": "issue:43927", + "right": "issue:45698", + "accept": false, + "reason": "Config token-ID loss after save/load is not the same as loading the wrong custom module from from_pretrained()." + }, + { + "left": "issue:44977", + "right": "issue:45229", + "accept": false, + "reason": "Flash-attention generation failure and multi-GPU CUDA OOM are unrelated." + }, + { + "left": "issue:40444", + "right": "issue:43526", + "accept": false, + "reason": "Qwen2.5-VL iterable-dataset multi-image finetuning and BeitImageProcessorFast label reduction are different bugs." + }, + { + "left": "issue:43278", + "right": "issue:43381", + "accept": false, + "reason": "Eval-mode dtype change and gradient-checkpointing-in-eval are separate behaviors with different failure modes." + }, + { + "left": "issue:29870", + "right": "issue:33290", + "accept": false, + "reason": "Generate-time unbound variable bug is unrelated to Adafactor+DeepSpeed OOM." + }, + { + "left": "issue:45290", + "right": "issue:46655", + "accept": false, + "reason": "Chat template tool-call crash is unrelated to SmolVLM video padding calculation." + }, + { + "left": "issue:44857", + "right": "issue:45588", + "accept": false, + "reason": "AMP float16 loss crash and flash_attention s_aux=None crash are different runtime paths." + }, + { + "left": "issue:37428", + "right": "issue:42175", + "accept": false, + "reason": "Flash-attention import symbol removal and missing TensorFlow in torch install extra are unrelated packaging issues." + }, + { + "left": "issue:32090", + "right": "issue:33290", + "accept": false, + "reason": "Trainer broadcast NoneType and Adafactor/deepspeed OOM are different training failures." + }, + { + "left": "issue:46421", + "right": "issue:46858", + "accept": false, + "reason": "Both touch cache/prefill, but lazy cache init recompilation and device-tensor seq_length arithmetic are distinct bugs." + }, + { + "left": "issue:44561", + "right": "issue:44779", + "accept": false, + "reason": "trust_remote_code breakage from removing is_torch_fx_available is unrelated to DeepSeek tokenizer regression." + }, + { + "left": "issue:43873", + "right": "issue:45229", + "accept": false, + "reason": "Quantization/offloading behavior and Gemma4 multi-GPU OOM are not the same defect." + }, + { + "left": "issue:42490", + "right": "issue:43873", + "accept": false, + "reason": "Import warning for trailing-slash local paths is unrelated to quantization offloading." + }, + { + "left": "issue:44448", + "right": "issue:44466", + "accept": false, + "reason": "Both are v5 regressions, but one is generation output drift and the other is lm_head serialization; different code paths." + }, + { + "left": "issue:43976", + "right": "issue:45440", + "accept": false, + "reason": "Python-version compatibility break and DeepSeekV3 implementation divergence are unrelated." + }, + { + "left": "issue:25251", + "right": "issue:32090", + "accept": false, + "reason": "Pipeline top_k output shape change is unrelated to Trainer GPU broadcast NoneType." + }, + { + "left": "issue:44568", + "right": "issue:45491", + "accept": false, + "reason": "Tokenizer BOS/EOS behavior and Gemma3 NaN embeddings from sliding-window attention are different bugs." + }, + { + "left": "issue:44871", + "right": "issue:44977", + "accept": false, + "reason": "Gemma eos_token_id mismatch is unrelated to Qwen flash-attention generation failure." + }, + { + "left": "issue:29127", + "right": "issue:34567", + "accept": false, + "reason": "LayoutLMv3 box-validation error messaging and Trainer num_input_tokens_seen not updating are unrelated." + }, + { + "left": "issue:45588", + "right": "issue:45823", + "accept": false, + "reason": "Flash-attention sinkless-model crash and Gemma4 PLE device mismatch are different code-path failures." + }, + { + "left": "issue:33357", + "right": "issue:39692", + "accept": false, + "reason": "CLIP MacOS bus error and SigLIP2 documentation example 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": 24, + "review_unit_index": 33, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-502", + "nodes": [ + "issue:29127", + "issue:29870", + "issue:29942", + "issue:30064", + "issue:33357", + "issue:34689", + "issue:35141", + "issue:41720", + "issue:42490", + "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:43994", + "issue:44186", + "issue:44206", + "issue:44265", + "issue:44361", + "issue:44442", + "issue:44462", + "issue:44479", + "issue:44743", + "issue:44977", + "issue:45198", + "issue:45229", + "issue:45245", + "issue:45372", + "issue:45406", + "issue:45412", + "issue:45440", + "issue:45459", + "issue:45491", + "issue:45563", + "issue:45588", + "issue:45593", + "issue:45712", + "issue:45803", + "issue:46121", + "issue:46693" + ], + "soft_pairs": [ + "issue:43381|issue:43701", + "issue:41720|issue:45229", + "issue:43278|issue:43575", + "issue:44977|issue:45563", + "issue:45198|issue:45803", + "issue:44186|issue:45198", + "issue:44361|issue:45198", + "issue:43611|issue:46121", + "issue:43653|issue:44743", + "issue:29870|issue:34689", + "issue:43756|issue:45440", + "issue:45372|issue:45588", + "issue:42915|issue:42994", + "issue:29942|issue:30064", + "issue:44206|issue:44479", + "issue:43653|issue:44442", + "issue:44265|issue:45198", + "issue:45459|issue:45712", + "issue:45491|issue:46693", + "issue:43065|issue:43994", + "issue:43412|issue:45588", + "issue:45372|issue:45406", + "issue:29127|issue:33357", + "issue:43065|issue:45412", + "issue:45245|issue:45563", + "issue:43575|issue:43701", + "issue:45440|issue:45593", + "issue:42490|issue:43381", + "issue:29127|issue:35141", + "issue:45372|issue:45459", + "issue:43066|issue:44462", + "issue:43421|issue:45491" + ], + "prepared_review_unit_hash": "f110dc5389e1e3a8eeb40fabbb96281f83877a56443c4422c6f2d6381343e9bc", + "component_budget": { + "node_count": 502, + "item_count": 502, + "soft_pair_count": 1845, + "serialized_chars": 957282, + "estimated_input_tokens": 239321, + "estimated_eval_tokens": 478898 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37354, + "estimated_input_tokens": 9339, + "estimated_eval_tokens": 18934 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "No soft pair looks like the same underlying bug/change; the overlaps are mostly broad subsystem or model-family similarity rather than a shared code-path failure. I would keep the issues separate.", + "confidence": 0.95, + "canonical_issue_reason": "issue:45491 is the most concrete, reproducible bug report in the set: it names the model, the GPU/attention conditions, and the observed NaN embedding failure clearly.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45491 is the strongest standalone issue to anchor triage because it has a precise symptom, environment trigger, and likely actionable reproduction path.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43381", + "right": "issue:43701", + "accept": false, + "reason": "Different bugs: eval-mode gradient checkpointing limitation vs checkpoint resume key mismatch." + }, + { + "left": "issue:41720", + "right": "issue:45229", + "accept": false, + "reason": "Different failure modes and models: cuda assert on Qwen3 auto device mapping vs CUDA OOM on Gemma4 multi-GPU inference." + }, + { + "left": "issue:43278", + "right": "issue:43575", + "accept": false, + "reason": "Unrelated issues: dtype drift during evaluate vs tensor-parallel load OOM." + }, + { + "left": "issue:44977", + "right": "issue:45563", + "accept": false, + "reason": "Both touch generation, but one is a flash-attention correctness regression and the other is only a stale warning about num_return_sequences." + }, + { + "left": "issue:45198", + "right": "issue:45803", + "accept": false, + "reason": "Tokenizer/save failures in Wav2Vec2 are not the same bug as Fuyu's broad bare-except error swallowing." + }, + { + "left": "issue:44186", + "right": "issue:45198", + "accept": false, + "reason": "Different tokenizer/model paths: LayoutLMv2 NER padding crash vs Wav2Vec2 save_pretrained/tokenization failure." + }, + { + "left": "issue:44361", + "right": "issue:45198", + "accept": false, + "reason": "Different model-specific tokenizer bug versus Wav2Vec2 serialization/tokenization failure." + }, + { + "left": "issue:43611", + "right": "issue:46121", + "accept": false, + "reason": "Distinct code paths: base_model_prefix loading regression vs rope-validation list handling TypeError." + }, + { + "left": "issue:43653", + "right": "issue:44743", + "accept": false, + "reason": "BigBirdTokenizer special-token registration bug is unrelated to Qwen3.5 recurrent-state reset in cache handling." + }, + { + "left": "issue:29870", + "right": "issue:34689", + "accept": false, + "reason": "Bart generate() unbound local error and Llama 3.2 Vision model loading breakage are different problems." + }, + { + "left": "issue:43756", + "right": "issue:45440", + "accept": false, + "reason": "Both concern model implementation fidelity, but they target different architectures and different defects." + }, + { + "left": "issue:45372", + "right": "issue:45588", + "accept": false, + "reason": "Gemma4 processor import dependency breakage is unrelated to flash_attention.py crashing on sink-less models." + }, + { + "left": "issue:42915", + "right": "issue:42994", + "accept": false, + "reason": "Different quantization topics: FP8 config failure versus quantized model saving failure." + }, + { + "left": "issue:29942", + "right": "issue:30064", + "accept": false, + "reason": "Flash Attention 2 test failures and void segmentation-map processing are unrelated bugs." + }, + { + "left": "issue:44206", + "right": "issue:44479", + "accept": false, + "reason": "Feature extractor center-arg regression and video-input regression affect different components and code paths." + }, + { + "left": "issue:43653", + "right": "issue:44442", + "accept": false, + "reason": "BigBirdTokenizer decode/special-token issue is unrelated to AutoTokenizer loading FastSpeech2ConformerTokenizer." + }, + { + "left": "issue:44265", + "right": "issue:45198", + "accept": false, + "reason": "torch.export with torch_compilable_check is a different failure mode than Wav2Vec2 tokenization/save_pretrained errors." + }, + { + "left": "issue:45459", + "right": "issue:45712", + "accept": false, + "reason": "Hidden tokenizer errors from protobuf handling are unrelated to leftover dummy class cleanup." + }, + { + "left": "issue:45491", + "right": "issue:46693", + "accept": false, + "reason": "Same general attention area, but one is NaN correctness failure while the other is a performance regression; not the same bug." + }, + { + "left": "issue:43065", + "right": "issue:43994", + "accept": false, + "reason": "A dummy Conv2d placeholder in Sam3PixelDecoder is unrelated to SigLIP2 nonsensical outputs." + }, + { + "left": "issue:43412", + "right": "issue:45588", + "accept": false, + "reason": "ExecuTorch export/training-guard issues are unrelated to sink-less flash-attention crash." + }, + { + "left": "issue:45372", + "right": "issue:45406", + "accept": false, + "reason": "Both involve Gemma4, but one is a dependency import error during processor loading and the other is a missing _tokenizer attribute in serve." + }, + { + "left": "issue:29127", + "right": "issue:33357", + "accept": false, + "reason": "LayoutLMv3 box-validation messaging and a MacOS CLIP bus error are unrelated." + }, + { + "left": "issue:43065", + "right": "issue:45412", + "accept": false, + "reason": "Sam3PixelDecoder dummy layer cleanup is unrelated to RT-DETR memory not being released." + }, + { + "left": "issue:45245", + "right": "issue:45563", + "accept": false, + "reason": "Category-count runtime limit and paged-generate warning are unrelated." + }, + { + "left": "issue:43575", + "right": "issue:43701", + "accept": false, + "reason": "Tensor-parallel OOM and resume_from_checkpoint key mismatch are different problems." + }, + { + "left": "issue:45440", + "right": "issue:45593", + "accept": false, + "reason": "DeepSeekV3MoE implementation divergence and D-FINE auxiliary-loss behavior do not share a code path." + }, + { + "left": "issue:42490", + "right": "issue:43381", + "accept": false, + "reason": "Local-path import warning and eval-mode gradient checkpointing limitation are unrelated." + }, + { + "left": "issue:29127", + "right": "issue:35141", + "accept": false, + "reason": "LayoutLMv3 box error messaging and embedding reinitialization after resize are different issues." + }, + { + "left": "issue:45372", + "right": "issue:45459", + "accept": false, + "reason": "Gemma4 processor import failure and protobuf-related tokenizer error masking are unrelated." + }, + { + "left": "issue:43066", + "right": "issue:44462", + "accept": false, + "reason": "Wrong tokenizer decoder type in v5 and ignoring tokenizer.json are both tokenizer-loading topics but not the same bug." + }, + { + "left": "issue:43421", + "right": "issue:45491", + "accept": false, + "reason": "Runtime post-processor update feature request is unrelated to Gemma3 NaN embeddings on GPU." + } + ] + }, + "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": 24, + "review_unit_index": 34, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-502", + "nodes": [ + "issue:27957", + "issue:29127", + "issue:33290", + "issue:34689", + "issue:35141", + "issue:42490", + "issue:42915", + "issue:43262", + "issue:43334", + "issue:43381", + "issue:43526", + "issue:43531", + "issue:43575", + "issue:43646", + "issue:43761", + "issue:43824", + "issue:43873", + "issue:43931", + "issue:43994", + "issue:44077", + "issue:44186", + "issue:44206", + "issue:44279", + "issue:44387", + "issue:44442", + "issue:44464", + "issue:44514", + "issue:44743", + "issue:44811", + "issue:44898", + "issue:44977", + "issue:45072", + "issue:45245", + "issue:45250", + "issue:45381", + "issue:45406", + "issue:45412", + "issue:45584", + "issue:45588", + "issue:45834", + "issue:45859", + "issue:46121", + "issue:46369", + "issue:46399", + "issue:46640", + "issue:46693", + "issue:46701", + "issue:46821" + ], + "soft_pairs": [ + "issue:45406|issue:46701", + "issue:43994|issue:45412", + "issue:45412|issue:46369", + "issue:43575|issue:44387", + "issue:44442|issue:45072", + "issue:44464|issue:45584", + "issue:43526|issue:45834", + "issue:42915|issue:43931", + "issue:43526|issue:46693", + "issue:43824|issue:44279", + "issue:27957|issue:29127", + "issue:43994|issue:46369", + "issue:27957|issue:33290", + "issue:43526|issue:44186", + "issue:33290|issue:34689", + "issue:33290|issue:35141", + "issue:46121|issue:46399", + "issue:43334|issue:43531", + "issue:45250|issue:46640", + "issue:45588|issue:46821", + "issue:43381|issue:43873", + "issue:43646|issue:44077", + "issue:43761|issue:45859", + "issue:44514|issue:45381", + "issue:44977|issue:45245", + "issue:44743|issue:44811", + "issue:44442|issue:44898", + "issue:43262|issue:44206", + "issue:42490|issue:44743" + ], + "prepared_review_unit_hash": "7120b7a15a3e5631fa2582d541ab7316b1c66887dc1689296fa52877dbbc0bcf", + "component_budget": { + "node_count": 502, + "item_count": 502, + "soft_pair_count": 1845, + "serialized_chars": 957282, + "estimated_input_tokens": 239321, + "estimated_eval_tokens": 478898 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36207, + "estimated_input_tokens": 9052, + "estimated_eval_tokens": 18360 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a loose mix of mostly unrelated Transformers bug reports. The only recurring theme is broad similarity around Flash Attention, Qwen, memory, and model-loading regressions, but the soft pairs do not describe the same concrete underlying bug or change.", + "confidence": 0.89, + "canonical_issue_reason": "issue:46640 is the closest umbrella FA2 report in the set, but the cluster is too heterogeneous to have a strong true duplicate canonical.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:46693 is the most concrete and actionable report in the loose FA2 subgroup, with a specific regression description and version boundary.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45406", + "right": "issue:46701", + "accept": false, + "reason": "Different models and code paths: Gemma4 processor/serve crash vs DiffusionGemma generation pipeline failure." + }, + { + "left": "issue:43994", + "right": "issue:45412", + "accept": false, + "reason": "One is a model-quality/output issue, the other is an RT-DETR memory leak; not the same bug." + }, + { + "left": "issue:45412", + "right": "issue:46369", + "accept": false, + "reason": "Both mention memory, but they affect different models and failure modes (GC leak vs model call OOM)." + }, + { + "left": "issue:43575", + "right": "issue:44387", + "accept": false, + "reason": "Both are OOMs, but one is TP load OOM for Qwen2.5-57B and the other is an int4 quantization reserved-memory regression." + }, + { + "left": "issue:44442", + "right": "issue:45072", + "accept": false, + "reason": "Tokenizer load failure vs dtype mismatch in inference; unrelated underlying problems." + }, + { + "left": "issue:44464", + "right": "issue:45584", + "accept": false, + "reason": "Chunked generation inconsistency and Whisper empty-transcription handling are different code paths." + }, + { + "left": "issue:43526", + "right": "issue:45834", + "accept": false, + "reason": "Label reduction bug in BeitImageProcessorFast vs Kosmos2.5 OCR index error; different components." + }, + { + "left": "issue:42915", + "right": "issue:43931", + "accept": false, + "reason": "Different models/configs: Qwen3Moe FineGrainedFP8Config failure vs Qwen3-VL weight-shape mismatch." + }, + { + "left": "issue:43526", + "right": "issue:46693", + "accept": false, + "reason": "Label aggregation bug is unrelated to FA2 long-context performance regression." + }, + { + "left": "issue:43824", + "right": "issue:44279", + "accept": false, + "reason": "Specific import error for a Qwen class vs a generic dependency complaint; no shared concrete bug." + }, + { + "left": "issue:27957", + "right": "issue:29127", + "accept": false, + "reason": "Flash-attention support for XLM-Roberta and a LayoutLMv3 error-message issue are unrelated." + }, + { + "left": "issue:43994", + "right": "issue:46369", + "accept": false, + "reason": "Output-quality issue vs memory overflow issue; not the same defect." + }, + { + "left": "issue:27957", + "right": "issue:33290", + "accept": false, + "reason": "FA2 support for XLM-Roberta and Adafactor+Deepspeed OOM are different problems." + }, + { + "left": "issue:43526", + "right": "issue:44186", + "accept": false, + "reason": "Beit label reduction bug and LayoutLMv2 tokenizer crash are separate failures." + }, + { + "left": "issue:33290", + "right": "issue:34689", + "accept": false, + "reason": "Optimizer OOM in deepspeed vs model-loading regression for Llama 3.2 Vision; unrelated." + }, + { + "left": "issue:33290", + "right": "issue:35141", + "accept": false, + "reason": "OOM with Adafactor has nothing to do with embedding reinitialization in post_init." + }, + { + "left": "issue:46121", + "right": "issue:46399", + "accept": false, + "reason": "Both touch RoPE-related code, but they fail in different places for different reasons." + }, + { + "left": "issue:43334", + "right": "issue:43531", + "accept": false, + "reason": "Qwen3-VL pad_token_id attribute error and Qwen3-MoE sliding_window behavior are different bugs." + }, + { + "left": "issue:45250", + "right": "issue:46640", + "accept": false, + "reason": "Both are FA2-themed, but one is only a vague topic stub and the other is a specific issue; no shared concrete code-path bug." + }, + { + "left": "issue:45588", + "right": "issue:46821", + "accept": false, + "reason": "Flash-attention crash on sink-less models vs TimesFM window_size AttributeError; unrelated." + }, + { + "left": "issue:43381", + "right": "issue:43873", + "accept": false, + "reason": "Gradient-checkpointing eval-mode restriction and quantization offloading behavior are different issues." + }, + { + "left": "issue:43646", + "right": "issue:44077", + "accept": false, + "reason": "Custom model initialization breakage in v5 is broader than the patchtsmixer post_init constraint; not the same bug." + }, + { + "left": "issue:43761", + "right": "issue:45859", + "accept": false, + "reason": "CLIPVision hidden-states regression and Qwen3_5Moe CPU-offload incompatibility are unrelated." + }, + { + "left": "issue:44514", + "right": "issue:45381", + "accept": false, + "reason": "Both involve Qwen2.5-VL, but one crashes on batched chat-template padding=False and the other has wrong vision_position_ids; distinct defects." + }, + { + "left": "issue:44977", + "right": "issue:45245", + "accept": false, + "reason": "Qwen3.5 flash-attention generation issue and category-count runtime error are unrelated." + }, + { + "left": "issue:44743", + "right": "issue:44811", + "accept": false, + "reason": "Qwen3.5 recurrent-state reset and Whisper batch_decode skip_special_tokens are different subsystems." + }, + { + "left": "issue:44442", + "right": "issue:44898", + "accept": false, + "reason": "FastSpeech2ConformerTokenizer loading failure is unrelated to Perceiver interpolation behavior." + }, + { + "left": "issue:43262", + "right": "issue:44206", + "accept": false, + "reason": "Audio apply_chat_template sampling-rate default and LasrFeatureExtractor center-arg crash are separate audio-processing bugs." + }, + { + "left": "issue:42490", + "right": "issue:44743", + "accept": false, + "reason": "Local-path import warning and Qwen3.5 recurrent-state reset 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": 24, + "review_unit_index": 35, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-502", + "nodes": [ + "issue:27957", + "issue:29870", + "issue:42175", + "issue:42617", + "issue:42907", + "issue:43232", + "issue:43316", + "issue:43388", + "issue:43493", + "issue:43525", + "issue:43550", + "issue:43575", + "issue:43643", + "issue:43701", + "issue:43720", + "issue:43742", + "issue:43749", + "issue:43761", + "issue:43827", + "issue:43873", + "issue:43931", + "issue:44062", + "issue:44077", + "issue:44079", + "issue:44188", + "issue:44190", + "issue:44442", + "issue:44479", + "issue:44496", + "issue:44855", + "issue:44871", + "issue:44913", + "issue:44987", + "issue:45003", + "issue:45137", + "issue:45216", + "issue:45325", + "issue:45440", + "issue:45698", + "issue:45759", + "issue:45803", + "issue:45907", + "issue:46178", + "issue:46234", + "issue:46506", + "issue:46697", + "issue:46829", + "issue:46932" + ], + "soft_pairs": [ + "issue:45003|issue:45440", + "issue:43720|issue:44442", + "issue:42175|issue:46234", + "issue:43493|issue:43827", + "issue:27957|issue:29870", + "issue:44077|issue:44479", + "issue:44062|issue:45907", + "issue:43316|issue:43525", + "issue:43873|issue:44871", + "issue:45325|issue:46697", + "issue:44855|issue:45137", + "issue:43749|issue:43931", + "issue:43643|issue:44913", + "issue:43316|issue:45759", + "issue:44190|issue:44496", + "issue:44442|issue:45803", + "issue:44987|issue:46178", + "issue:43761|issue:44079", + "issue:43761|issue:44188", + "issue:43931|issue:45216", + "issue:43232|issue:43388", + "issue:46829|issue:46932", + "issue:43701|issue:46506", + "issue:42617|issue:43575", + "issue:42907|issue:45698", + "issue:43575|issue:43742", + "issue:43550|issue:43701" + ], + "prepared_review_unit_hash": "9797fc1c23284e89d6d6ab4ef78586da5e6623fff4ba9017ec65847448150f93", + "component_budget": { + "node_count": 502, + "item_count": 502, + "soft_pair_count": 1845, + "serialized_chars": 957282, + "estimated_input_tokens": 239321, + "estimated_eval_tokens": 478898 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 35936, + "estimated_input_tokens": 8984, + "estimated_eval_tokens": 18224 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous: it mixes unrelated model-loading, config, tokenizer, generation, quantization, distributed training, and docs issues. I don\u2019t see a single underlying bug/change that unifies them, so no canonical issue or PR stands out.", + "confidence": 0.96, + "canonical_issue_reason": "No single canonical issue is suitable because the items span many distinct code paths and model families rather than one shared defect.", + "canonical_pr_reason": "No PRs are present in this cluster.", + "best_issue_reason": "No issue is a good global canonical choice; the closest matches are still about different failures and would not safely deduplicate the cluster.", + "best_pr_reason": "No PRs are present in this cluster.", + "soft_edge_verdicts": [ + { + "left": "issue:45003", + "right": "issue:45440", + "accept": false, + "reason": "Different bugs: unsafe sys.modules access vs DeepSeekV3MoE implementation divergence." + }, + { + "left": "issue:43720", + "right": "issue:44442", + "accept": false, + "reason": "Different code paths: accelerate loading for BitNet weights vs AutoTokenizer loading for FastSpeech2ConformerTokenizer." + }, + { + "left": "issue:42175", + "right": "issue:46234", + "accept": false, + "reason": "Both touch backend/import plumbing, but one is packaging extras and the other is a missing import_utils symbol; not the same bug." + }, + { + "left": "issue:43493", + "right": "issue:43827", + "accept": false, + "reason": "Unrelated issues: SigLIP2 implementation mismatch vs docs still referencing removed pipeline() APIs." + }, + { + "left": "issue:27957", + "right": "issue:29870", + "accept": false, + "reason": "Different model/runtime failures: Flash Attention 2 support for XLMRoberta vs BART generate() decoder_attention_mask error." + }, + { + "left": "issue:44077", + "right": "issue:44479", + "accept": false, + "reason": "Different regressions in different models/subsystems; no shared underlying defect." + }, + { + "left": "issue:44062", + "right": "issue:45907", + "accept": false, + "reason": "Tokenizer AddedToken construction bug vs hub list_repo_files revision forwarding bug." + }, + { + "left": "issue:43316", + "right": "issue:43525", + "accept": false, + "reason": "Both involve config APIs, but one is Gemma3TextConfig inconsistency and the other is missing pad_token_id on Llama4Config; not the same bug." + }, + { + "left": "issue:43873", + "right": "issue:44871", + "accept": false, + "reason": "Different problems: quantization/offloading behavior vs Gemma eos_token_id config mismatch." + }, + { + "left": "issue:45325", + "right": "issue:46697", + "accept": false, + "reason": "Different preprocessing bugs in different models: Qwen2.5-VL rope indexing vs Swin2SR image padding." + }, + { + "left": "issue:44855", + "right": "issue:45137", + "accept": false, + "reason": "Completely unrelated failures: Python 3.13 torch.jit parsing vs DeepSpeed ZeRO3 deque underflow." + }, + { + "left": "issue:43749", + "right": "issue:43931", + "accept": false, + "reason": "Different loading failures: FSDP CPU RAM efficient loading vs Qwen3-VL weight shape mismatch." + }, + { + "left": "issue:43643", + "right": "issue:44913", + "accept": false, + "reason": "Both are config persistence issues, but they concern different mechanisms and bugs; not safe to merge as duplicates." + }, + { + "left": "issue:43316", + "right": "issue:45759", + "accept": false, + "reason": "Related theme of text_config handling, but Gemma3TextConfig API discrepancy is not the same as AutoModelForCausalLM.from_config not unwrapping composite Qwen configs." + }, + { + "left": "issue:44190", + "right": "issue:44496", + "accept": false, + "reason": "Different loaders: local dataset script failure vs unrecognized model/config without model_type." + }, + { + "left": "issue:44442", + "right": "issue:45803", + "accept": false, + "reason": "Tokenizer loading bug vs Fuyu tensor conversion exception handling bug." + }, + { + "left": "issue:44987", + "right": "issue:46178", + "accept": false, + "reason": "Different backend-related issues: a specific model load regression vs tensorflow_text missing from BACKENDS_MAPPING." + }, + { + "left": "issue:43761", + "right": "issue:44079", + "accept": false, + "reason": "One is CLIPVisionModel not returning hidden_states; the other is generic ModelOutput key assignment behavior." + }, + { + "left": "issue:43761", + "right": "issue:44188", + "accept": false, + "reason": "Different areas: CLIP vision outputs vs attention kernel divergence under torch.compile." + }, + { + "left": "issue:43931", + "right": "issue:45216", + "accept": false, + "reason": "Different failures: model shape mismatch on load vs incorrect checkpoint saved by save_pretrained." + }, + { + "left": "issue:43232", + "right": "issue:43388", + "accept": false, + "reason": "Different training utilities: generation kwargs sync issue vs gather_for_metrics dropping tuple labels." + }, + { + "left": "issue:46829", + "right": "issue:46932", + "accept": false, + "reason": "Different model families and different defects: output field mixup vs quantized embedder dtype casting." + }, + { + "left": "issue:43701", + "right": "issue:46506", + "accept": false, + "reason": "Unrelated: checkpoint resume key mismatch vs CPU/CUDA numerical divergence." + }, + { + "left": "issue:42617", + "right": "issue:43575", + "accept": false, + "reason": "Different distributed/parallel problems: script execution failure vs tensor-parallel OOM on a specific model." + }, + { + "left": "issue:42907", + "right": "issue:45698", + "accept": false, + "reason": "Both involve save/load, but one is dequantized model saving and the other is custom-module resolution after save_pretrained; not the same bug." + }, + { + "left": "issue:43575", + "right": "issue:43742", + "accept": false, + "reason": "Different load failures: OOM under tensor parallelism vs key error for a different model." + }, + { + "left": "issue:43550", + "right": "issue:43701", + "accept": false, + "reason": "Completely unrelated: torch.compile SDPA failure vs checkpoint resume key 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": 24, + "review_unit_index": 36, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-502", + "nodes": [ + "issue:16998", + "issue:22355", + "issue:25251", + "issue:27957", + "issue:28282", + "issue:32090", + "issue:43295", + "issue:43316", + "issue:43404", + "issue:43441", + "issue:43452", + "issue:43504", + "issue:43540", + "issue:43606", + "issue:43646", + "issue:43650", + "issue:43701", + "issue:43716", + "issue:43761", + "issue:43825", + "issue:44077", + "issue:44162", + "issue:44242", + "issue:44464", + "issue:44479", + "issue:44496", + "issue:44514", + "issue:44534", + "issue:44610", + "issue:44792", + "issue:44871", + "issue:44913", + "issue:45542", + "issue:45584", + "issue:45632", + "issue:45698", + "issue:45803", + "issue:46050", + "issue:46170", + "issue:46202", + "issue:46234", + "issue:46291", + "issue:46365", + "issue:46369", + "issue:46421", + "issue:46424", + "issue:46821", + "issue:46894" + ], + "soft_pairs": [ + "issue:27957|issue:32090", + "issue:43606|issue:43701", + "issue:25251|issue:28282", + "issue:46234|issue:46291", + "issue:43295|issue:43825", + "issue:16998|issue:22355", + "issue:43295|issue:44871", + "issue:44871|issue:45584", + "issue:44464|issue:46421", + "issue:44077|issue:44534", + "issue:43316|issue:43716", + "issue:43316|issue:46821", + "issue:44871|issue:46050", + "issue:43646|issue:44913", + "issue:43452|issue:44496", + "issue:45803|issue:46365", + "issue:44162|issue:44792", + "issue:43404|issue:43441", + "issue:45632|issue:46424", + "issue:44242|issue:46894", + "issue:45803|issue:46170", + "issue:44610|issue:46369", + "issue:43650|issue:46202", + "issue:43761|issue:44479", + "issue:43540|issue:44514", + "issue:43504|issue:45698", + "issue:45542|issue:46234" + ], + "prepared_review_unit_hash": "54173e921358edc9de18b24ff1f66052bcd1bee4c19c45697af5581e460e62fc", + "component_budget": { + "node_count": 502, + "item_count": 502, + "soft_pair_count": 1845, + "serialized_chars": 957282, + "estimated_input_tokens": 239321, + "estimated_eval_tokens": 478898 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 35648, + "estimated_input_tokens": 8912, + "estimated_eval_tokens": 18080 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items are mostly unrelated Transformers bug reports that only share broad themes like loading, config, or regression handling. The soft-similarity pairs do not describe the same underlying bug/change closely enough to merge.", + "confidence": 0.96, + "canonical_issue_reason": "issue:45698 is the strongest representative: it is an open, well-scoped bug with detailed reproduction and active discussion/inbound references around a concrete from_pretrained/save_pretrained custom-module regression.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45698 is the best issue to keep because it is specific, current, and broadly useful as a canonical report for a real loading regression.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:27957", + "right": "issue:32090", + "accept": false, + "reason": "Different problems: FlashAttention 2 support for XLM-R vs a Trainer `_gpu_broadcast_one` NoneType error." + }, + { + "left": "issue:43606", + "right": "issue:43701", + "accept": false, + "reason": "CPU offload device mismatch for bark-small is unrelated to a resume_from_checkpoint key mismatch." + }, + { + "left": "issue:25251", + "right": "issue:28282", + "accept": false, + "reason": "Pipeline top_k output-shape bug is unrelated to an AutoModel PyTorch ImportError." + }, + { + "left": "issue:46234", + "right": "issue:46291", + "accept": false, + "reason": "Missing import_utils symbol and a pipelines/kernels dependency requirement are different failure modes." + }, + { + "left": "issue:43295", + "right": "issue:43825", + "accept": false, + "reason": "Custom multimodal processor/tokenizer regression is unrelated to the pipeline translation error message bug." + }, + { + "left": "issue:16998", + "right": "issue:22355", + "accept": false, + "reason": "model_max_length handling for DeBERTa-V3 is unrelated to a missing transformers.onnx module import." + }, + { + "left": "issue:43295", + "right": "issue:44871", + "accept": false, + "reason": "Processor/tokenizer regression is not the same as Gemma-3 eos_token_id configuration mismatch." + }, + { + "left": "issue:44871", + "right": "issue:45584", + "accept": false, + "reason": "Gemma eos_token_id inconsistency and Whisper empty-transcription handling are separate bugs." + }, + { + "left": "issue:44464", + "right": "issue:46421", + "accept": false, + "reason": "Chunked generation inconsistency with compiled forward is different from cache lazy-initialization recompilation." + }, + { + "left": "issue:44077", + "right": "issue:44534", + "accept": false, + "reason": "patchtsmixer post_init validation is unrelated to non-persistent buffer initialization in v5." + }, + { + "left": "issue:43316", + "right": "issue:43716", + "accept": false, + "reason": "Gemma3TextConfig API discrepancy and Mistral-3 image dtype mismatch are different model-specific issues." + }, + { + "left": "issue:43316", + "right": "issue:46821", + "accept": false, + "reason": "Gemma3TextConfig API inconsistency is unrelated to TimesFM window_size AttributeError." + }, + { + "left": "issue:44871", + "right": "issue:46050", + "accept": false, + "reason": "Gemma eos_token_id list/single-value mismatch is not the same as sinq quantized save/load breakage." + }, + { + "left": "issue:43646", + "right": "issue:44913", + "accept": false, + "reason": "Transformer 5 custom initialization breakage is broader and different from GPTNeoX rotary_pct not persisting on reload." + }, + { + "left": "issue:43452", + "right": "issue:44496", + "accept": false, + "reason": "gguf_file handling in from_pretrained is unrelated to an unrecognized model lacking model_type in config.json." + }, + { + "left": "issue:45803", + "right": "issue:46365", + "accept": false, + "reason": "Bare except swallowing errors in Fuyu tensors conversion is unrelated to Trainer import failing because of datasets." + }, + { + "left": "issue:44162", + "right": "issue:44792", + "accept": false, + "reason": "ESM2 breakage and janus image-generation test failure are distinct model/test issues." + }, + { + "left": "issue:43404", + "right": "issue:43441", + "accept": false, + "reason": "Untied lm_head weights in Mistral3ForConditionalGeneration is different from FlashAttention failures in Ministral-3." + }, + { + "left": "issue:45632", + "right": "issue:46424", + "accept": false, + "reason": "Cache path collisions for trust_remote_code are unrelated to max_cache_length behavior in quantized cache." + }, + { + "left": "issue:44242", + "right": "issue:46894", + "accept": false, + "reason": "Missing MoE load-balancing loss and CohereASR double-shift training loss are not the same code-path problem." + }, + { + "left": "issue:45803", + "right": "issue:46170", + "accept": false, + "reason": "Fuyu exception handling bug is unrelated to Windows/ROCm torch.distributed import dependency issues." + }, + { + "left": "issue:44610", + "right": "issue:46369", + "accept": false, + "reason": "OmDet-Turbo input-size mismatch is unrelated to memory overflow in sam3-litetext." + }, + { + "left": "issue:43650", + "right": "issue:46202", + "accept": false, + "reason": "A placeholder/empty issue is not the same as a Gemma pipeline roundtrip tokenization bug." + }, + { + "left": "issue:43761", + "right": "issue:44479", + "accept": false, + "reason": "CLIPVision hidden_states regression and Qwen VL video-input regression affect different components and paths." + }, + { + "left": "issue:43540", + "right": "issue:44514", + "accept": false, + "reason": "Qwen3OmniMoe video input validation and Qwen2_5_VL batched chat-template padding are separate bugs." + }, + { + "left": "issue:43504", + "right": "issue:45698", + "accept": false, + "reason": "BEiT legacy-field loading failure is a different pretrained-model issue from wrong custom-module loading after save/load." + }, + { + "left": "issue:45542", + "right": "issue:46234", + "accept": false, + "reason": "TensorBoard/TensorFlow backend detection and a missing availability helper are unrelated import 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": 24, + "review_unit_index": 37, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-502", + "nodes": [ + "issue:29870", + "issue:35141", + "issue:41950", + "issue:42490", + "issue:43065", + "issue:43352", + "issue:43388", + "issue:43475", + "issue:43525", + "issue:43531", + "issue:43572", + "issue:43673", + "issue:43688", + "issue:43827", + "issue:43931", + "issue:43994", + "issue:44060", + "issue:44190", + "issue:44242", + "issue:44534", + "issue:44617", + "issue:44734", + "issue:44743", + "issue:44792", + "issue:44855", + "issue:44869", + "issue:44913", + "issue:44964", + "issue:44977", + "issue:45072", + "issue:45127", + "issue:45200", + "issue:45245", + "issue:45406", + "issue:45584", + "issue:45588", + "issue:45600", + "issue:45632", + "issue:46082", + "issue:46178", + "issue:46421", + "issue:46617", + "issue:46640", + "issue:46697", + "issue:46832", + "issue:46858", + "issue:46897", + "issue:46932" + ], + "soft_pairs": [ + "issue:43065|issue:44617", + "issue:43388|issue:43688", + "issue:44792|issue:44977", + "issue:44792|issue:45600", + "issue:43572|issue:46178", + "issue:45127|issue:45200", + "issue:43673|issue:44743", + "issue:43352|issue:46640", + "issue:41950|issue:43475", + "issue:44190|issue:44964", + "issue:44534|issue:44913", + "issue:43525|issue:43531", + "issue:44734|issue:45406", + "issue:35141|issue:42490", + "issue:45245|issue:46858", + "issue:45072|issue:46932", + "issue:43827|issue:43994", + "issue:44869|issue:46832", + "issue:44855|issue:45588", + "issue:46082|issue:46697", + "issue:45632|issue:46617", + "issue:43673|issue:46421", + "issue:29870|issue:35141", + "issue:43931|issue:44060", + "issue:44617|issue:45584", + "issue:44242|issue:46897" + ], + "prepared_review_unit_hash": "999b8b0ffd93a1100eda87a1d6b9641fa518d7e1416910ec51d4f2b88ed493b5", + "component_budget": { + "node_count": 502, + "item_count": 502, + "soft_pair_count": 1845, + "serialized_chars": 957282, + "estimated_input_tokens": 239321, + "estimated_eval_tokens": 478898 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 26, + "serialized_chars": 35751, + "estimated_input_tokens": 8938, + "estimated_eval_tokens": 18132 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is not a duplicate set; it contains many unrelated issues across models, cache paths, processors, configs, and docs. All soft-pair similarities are superficial, so none should be merged as duplicates.", + "confidence": 0.98, + "canonical_issue_reason": "No canonical issue: the set is heterogeneous, and none of the items is a clear representative duplicate target.", + "canonical_pr_reason": "No PRs in the cluster.", + "best_issue_reason": "No single best issue; there is no shared underlying bug or change that one issue cleanly represents.", + "best_pr_reason": "No PRs in the cluster.", + "soft_edge_verdicts": [ + { + "left": "issue:43065", + "right": "issue:44617", + "accept": false, + "reason": "Dummy pixel-decoder Conv2d vs SAM3Video CUDA OOM; different bug classes." + }, + { + "left": "issue:43388", + "right": "issue:43688", + "accept": false, + "reason": "Metrics label-dropping bug vs auxiliary-loss normalization bug." + }, + { + "left": "issue:44792", + "right": "issue:44977", + "accept": false, + "reason": "Janus image-generation test failure vs Qwen3.5 flash-attention regression." + }, + { + "left": "issue:44792", + "right": "issue:45600", + "accept": false, + "reason": "Janus test failure vs removed Sam3LiteText config references in auto_mappings." + }, + { + "left": "issue:43572", + "right": "issue:46178", + "accept": false, + "reason": "Missing config field after v5 update vs backend mapping validation error." + }, + { + "left": "issue:45127", + "right": "issue:45200", + "accept": false, + "reason": "LoRA merge/embed collapse vs missing mm_token_type_ids default for text-only tuning." + }, + { + "left": "issue:43673", + "right": "issue:44743", + "accept": false, + "reason": "Both cache-related, but they hit different code paths and models." + }, + { + "left": "issue:43352", + "right": "issue:46640", + "accept": false, + "reason": "Generic Flash Attention 2 support issue vs a separate flash-attention bug report." + }, + { + "left": "issue:41950", + "right": "issue:43475", + "accept": false, + "reason": "Pipeline processor lookup bug vs missing fpn_position_embeddings attribute." + }, + { + "left": "issue:44190", + "right": "issue:44964", + "accept": false, + "reason": "Local dataset loading failure vs Phi-4 multimodal model loading issue." + }, + { + "left": "issue:44534", + "right": "issue:44913", + "accept": false, + "reason": "Non-persistent buffer initialization bug vs GPTNeoX config reload regression." + }, + { + "left": "issue:43525", + "right": "issue:43531", + "accept": false, + "reason": "Missing pad_token_id vs sliding_window behavior in a different model family." + }, + { + "left": "issue:44734", + "right": "issue:45406", + "accept": false, + "reason": "KV-cache continuation crash in serve vs Gemma4Processor missing _tokenizer." + }, + { + "left": "issue:35141", + "right": "issue:42490", + "accept": false, + "reason": "Embedding resize reinitialization vs import warning for paths ending in a slash." + }, + { + "left": "issue:45245", + "right": "issue:46858", + "accept": false, + "reason": "Category-count limit error vs static-cache slice arithmetic with torch.compile." + }, + { + "left": "issue:45072", + "right": "issue:46932", + "accept": false, + "reason": "Different dtype-mismatch bugs in different models/modules." + }, + { + "left": "issue:43827", + "right": "issue:43994", + "accept": false, + "reason": "Docs still referencing removed pipeline APIs vs SigLIP2 model inference quality bug." + }, + { + "left": "issue:44869", + "right": "issue:46832", + "accept": false, + "reason": "Whisper trailing replacement-character crash vs RT-DETR feature-level mismatch." + }, + { + "left": "issue:44855", + "right": "issue:45588", + "accept": false, + "reason": "Python 3.13 JIT parsing error vs flash_attention crash on s_aux=None." + }, + { + "left": "issue:46082", + "right": "issue:46697", + "accept": false, + "reason": "LlamaConfig head_dim validation vs Swin2SR image over-padding." + }, + { + "left": "issue:45632", + "right": "issue:46617", + "accept": false, + "reason": "Cache-path collision for leaf-directory names vs FileNotFoundError loading from cache." + }, + { + "left": "issue:43673", + "right": "issue:46421", + "accept": false, + "reason": "Chunked-prefill cache missing vs lazy cache init causing recompilation; different symptoms." + }, + { + "left": "issue:29870", + "right": "issue:35141", + "accept": false, + "reason": "BART generate UnboundLocalError vs embedding resize/post_init reinitialization." + }, + { + "left": "issue:43931", + "right": "issue:44060", + "accept": false, + "reason": "Qwen3-VL weight-shape mismatch vs Qwen3-Next tied-weight warning." + }, + { + "left": "issue:44617", + "right": "issue:45584", + "accept": false, + "reason": "SAM3Video OOM vs Whisper empty-transcription generation crash." + }, + { + "left": "issue:44242", + "right": "issue:46897", + "accept": false, + "reason": "Load-balancing loss omission vs Florence2 double-shift training-loss 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": 24, + "review_unit_index": 38, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-502", + "nodes": [ + "issue:25251", + "issue:27957", + "issue:29870", + "issue:39692", + "issue:41720", + "issue:43065", + "issue:43295", + "issue:43335", + "issue:43526", + "issue:43540", + "issue:43550", + "issue:43644", + "issue:44077", + "issue:44112", + "issue:44190", + "issue:44462", + "issue:44464", + "issue:44479", + "issue:44521", + "issue:44610", + "issue:44617", + "issue:44734", + "issue:44737", + "issue:44779", + "issue:44855", + "issue:44877", + "issue:44913", + "issue:44933", + "issue:44938", + "issue:45127", + "issue:45245", + "issue:45276", + "issue:45290", + "issue:45357", + "issue:45362", + "issue:45381", + "issue:45542", + "issue:45563", + "issue:45584", + "issue:45600", + "issue:45803", + "issue:45907", + "issue:46369", + "issue:46489", + "issue:46655", + "issue:46697", + "issue:46752" + ], + "soft_pairs": [ + "issue:43644|issue:44913", + "issue:43335|issue:44855", + "issue:25251|issue:27957", + "issue:45563|issue:45584", + "issue:43550|issue:44190", + "issue:44933|issue:45362", + "issue:44077|issue:44877", + "issue:41720|issue:45245", + "issue:45381|issue:46369", + "issue:44479|issue:44734", + "issue:43335|issue:44190", + "issue:43065|issue:44610", + "issue:39692|issue:44190", + "issue:45127|issue:45357", + "issue:44464|issue:45563", + "issue:45381|issue:46655", + "issue:44779|issue:46489", + "issue:44617|issue:46369", + "issue:43295|issue:45276", + "issue:44112|issue:45600", + "issue:44462|issue:45907", + "issue:45290|issue:46752", + "issue:43526|issue:46697", + "issue:44737|issue:45803", + "issue:45276|issue:45584", + "issue:43540|issue:44734", + "issue:44521|issue:45381", + "issue:44938|issue:45542", + "issue:25251|issue:29870" + ], + "prepared_review_unit_hash": "f537fa51cb8466506d7830953235d6886266d5f9698dd2c7ffd13250864e3f4e", + "component_budget": { + "node_count": 502, + "item_count": 502, + "soft_pair_count": 1845, + "serialized_chars": 957282, + "estimated_input_tokens": 239321, + "estimated_eval_tokens": 478898 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35845, + "estimated_input_tokens": 8962, + "estimated_eval_tokens": 18180 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a false-positive mix of unrelated Transformers bugs and regressions. None of the soft pairs look like the same underlying fix, though several share broad subsystem keywords.", + "confidence": 0.94, + "canonical_issue_reason": "No single canonical issue stands out: the items span unrelated models, processors, generation paths, config loading, and CI failures.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44521 is the strongest standalone issue because it has a concrete multimodal repro, multiple inbound references, and the most discussion activity.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43644", + "right": "issue:44913", + "accept": false, + "reason": "One is buffer initialization corruption in Transformers 5.0.0; the other is a GPTNeoXConfig reload/default preservation bug. Different code paths and symptoms." + }, + { + "left": "issue:43335", + "right": "issue:44855", + "accept": false, + "reason": "Sparse-layer creation in SwitchTransformersConfig is unrelated to a Python 3.13 import/torch.jit.script parsing error." + }, + { + "left": "issue:25251", + "right": "issue:27957", + "accept": false, + "reason": "Pipeline top_k nesting output bug and XLM-Roberta Flash Attention 2 support are unrelated features." + }, + { + "left": "issue:45563", + "right": "issue:45584", + "accept": false, + "reason": "A stale warning in paged generate() is not the same as Whisper failing on empty transcription after align_special_tokens." + }, + { + "left": "issue:43550", + "right": "issue:44190", + "accept": false, + "reason": "torch.compile + SDPA crash in Bamba is unrelated to local dataset loading in the image-classification script." + }, + { + "left": "issue:44933", + "right": "issue:45362", + "accept": false, + "reason": "Missing/nonexistent image_utils import and Qwen3.5 chat crash are different failures in different parts of the stack." + }, + { + "left": "issue:44077", + "right": "issue:44877", + "accept": false, + "reason": "Optional post_init enforcement for patchtsmixer is unrelated to strict config loading for granite_speech." + }, + { + "left": "issue:41720", + "right": "issue:45245", + "accept": false, + "reason": "Qwen3 auto device mapping cuda assert and category-count overflow are entirely different problems." + }, + { + "left": "issue:45381", + "right": "issue:46369", + "accept": false, + "reason": "Wrong video vision_position_ids in Qwen2.5-VL is not the same as Sam3-LiteText memory overflow." + }, + { + "left": "issue:44479", + "right": "issue:44734", + "accept": false, + "reason": "Video-input regression across Qwen models and KV-cache continuation indexing in transformers serve affect different code paths." + }, + { + "left": "issue:43335", + "right": "issue:44190", + "accept": false, + "reason": "Sparse layer creation bug and local dataset loading failure are unrelated." + }, + { + "left": "issue:43065", + "right": "issue:44610", + "accept": false, + "reason": "Dummy Conv2d in Sam3PixelDecoder and OmDet-Turbo processor/model size mismatch are different model-specific issues." + }, + { + "left": "issue:39692", + "right": "issue:44190", + "accept": false, + "reason": "SigLIP2 docs example errors are not the same as the image-classification script's local dataset issue." + }, + { + "left": "issue:45127", + "right": "issue:45357", + "accept": false, + "reason": "LoRA merge collapse with extended vocab and incorrect visual encoder keys on save_pretrained are different regression mechanisms." + }, + { + "left": "issue:44464", + "right": "issue:45563", + "accept": false, + "reason": "Compiled chunked generation inconsistency is unrelated to a stale warning about num_return_sequences." + }, + { + "left": "issue:45381", + "right": "issue:46655", + "accept": false, + "reason": "Both involve video preprocessing, but the bugs are different: wrong position ids vs incorrect padding calculation." + }, + { + "left": "issue:44779", + "right": "issue:46489", + "accept": false, + "reason": "DeepSeek tokenizer regression in v5 and the DeepSeek-Coder v1 gap in PR #44801 are related only broadly; they are not the same concrete bug." + }, + { + "left": "issue:44617", + "right": "issue:46369", + "accept": false, + "reason": "Both mention memory issues in Sam3 variants, but one is a Sam3Video OOM and the other is a Sam3-LiteText memory overflow; likely separate causes." + }, + { + "left": "issue:43295", + "right": "issue:45276", + "accept": false, + "reason": "Processor.tokenizer regression and resize_token_embeddings not updating tied outputs are different API-level bugs." + }, + { + "left": "issue:44112", + "right": "issue:45600", + "accept": false, + "reason": "A stale GraniteSpeech CI test and auto_mappings referencing removed configs are separate CI/configuration failures." + }, + { + "left": "issue:44462", + "right": "issue:45907", + "accept": false, + "reason": "AutoTokenizer ignoring tokenizer.json and list_repo_files not forwarding revision are unrelated hub/loading API bugs." + }, + { + "left": "issue:45290", + "right": "issue:46752", + "accept": false, + "reason": "Both crash in apply_chat_template, but one is about assistant tool-call messages with no content and the other is an empty-list IndexError; different edge cases and likely different fixes." + }, + { + "left": "issue:43526", + "right": "issue:46697", + "accept": false, + "reason": "BEiTImageProcessorFast reduce_labels returning one label and Swin2SR over-padding images are unrelated image-processing bugs." + }, + { + "left": "issue:44737", + "right": "issue:45803", + "accept": false, + "reason": "Missing device= in XLNet positional encoding and a bare except swallowing errors in FuyuBatchFeature are unrelated code issues." + }, + { + "left": "issue:45276", + "right": "issue:45584", + "accept": false, + "reason": "Embedding resize propagation and Whisper empty transcription handling are different generation/model bugs." + }, + { + "left": "issue:43540", + "right": "issue:44734", + "accept": false, + "reason": "Qwen3OmniMoe video-input ValueError and transformers serve KV-cache indexing crash are different subsystems." + }, + { + "left": "issue:44521", + "right": "issue:45381", + "accept": false, + "reason": "Both touch multimodal chat/video handling, but one is assistant_mask generation and the other is vision_position_ids; not the same bug." + }, + { + "left": "issue:44938", + "right": "issue:45542", + "accept": false, + "reason": "Python 3.14 import/load failure and the missing TensorFlow backend error from tensorboard-only installs are unrelated." + }, + { + "left": "issue:25251", + "right": "issue:29870", + "accept": false, + "reason": "Pipeline top_k nesting output change and BART generate() decoder_attention_mask initialization 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": 24, + "review_unit_index": 39, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-502", + "nodes": [ + "issue:27957", + "issue:32090", + "issue:35141", + "issue:36246", + "issue:38617", + "issue:41628", + "issue:41950", + "issue:42175", + "issue:42796", + "issue:43295", + "issue:43381", + "issue:43404", + "issue:43526", + "issue:43531", + "issue:43582", + "issue:43643", + "issue:43650", + "issue:43673", + "issue:43854", + "issue:43901", + "issue:43976", + "issue:44016", + "issue:44112", + "issue:44220", + "issue:44246", + "issue:44279", + "issue:44295", + "issue:44496", + "issue:44521", + "issue:44683", + "issue:44964", + "issue:44987", + "issue:45003", + "issue:45042", + "issue:45083", + "issue:45216", + "issue:45335", + "issue:45446", + "issue:45593", + "issue:45600", + "issue:45632", + "issue:46082", + "issue:46121", + "issue:46234", + "issue:46424", + "issue:46506", + "issue:46858", + "issue:46932" + ], + "soft_pairs": [ + "issue:43673|issue:46858", + "issue:43854|issue:44964", + "issue:45632|issue:46234", + "issue:43643|issue:44496", + "issue:44246|issue:45003", + "issue:44964|issue:45600", + "issue:44112|issue:44964", + "issue:27957|issue:35141", + "issue:42175|issue:44279", + "issue:42796|issue:44521", + "issue:46082|issue:46121", + "issue:36246|issue:41628", + "issue:32090|issue:35141", + "issue:43404|issue:45216", + "issue:43531|issue:45600", + "issue:36246|issue:38617", + "issue:41950|issue:44016", + "issue:44295|issue:46506", + "issue:43673|issue:46424", + "issue:43650|issue:44220", + "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:43381|issue:45593", + "issue:44683|issue:45446" + ], + "prepared_review_unit_hash": "7ec189a1704aff151e4f493c32175e20247fbe649f007f2a433c83e9ea90c382", + "component_budget": { + "node_count": 502, + "item_count": 502, + "soft_pair_count": 1845, + "serialized_chars": 957282, + "estimated_input_tokens": 239321, + "estimated_eval_tokens": 478898 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36400, + "estimated_input_tokens": 9100, + "estimated_eval_tokens": 18456 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is a loose similarity cluster, not a duplicate set: the issues span unrelated models, import errors, cache bugs, packaging, docs, and training/runtime regressions. None of the soft pairs look like the same underlying bug/change, so all soft edges should be rejected.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43673", + "right": "issue:46858", + "accept": false, + "reason": "Both concern caching in generation, but one is about missing cache during chunked prefill in v5.0.0 and the other is a device-tensor length bug in static cache slice arithmetic; different code paths and fixes." + }, + { + "left": "issue:43854", + "right": "issue:44964", + "accept": false, + "reason": "Different model-loading failures for different models (GLM-4.7-Flash vs Phi-4-multimodal); not the same root cause." + }, + { + "left": "issue:45632", + "right": "issue:46234", + "accept": false, + "reason": "One is a trust_remote_code cache-path collision, the other is a missing import utility symbol; unrelated bugs." + }, + { + "left": "issue:43643", + "right": "issue:44496", + "accept": false, + "reason": "Both involve config/model loading, but one is incomplete returned config fields with trust_remote_code and the other is an unrecognized model missing model_type; different failure modes." + }, + { + "left": "issue:44246", + "right": "issue:45003", + "accept": false, + "reason": "Import slowdown is a performance issue; unsafe sys.modules access is a correctness/safety issue in modeling_utils." + }, + { + "left": "issue:44964", + "right": "issue:45600", + "accept": false, + "reason": "Different problems: a specific multimodal model load failure versus stale auto_mappings references breaking CI." + }, + { + "left": "issue:44112", + "right": "issue:44964", + "accept": false, + "reason": "CI test flakiness in GraniteSpeech device override is unrelated to loading Phi-4-multimodal." + }, + { + "left": "issue:27957", + "right": "issue:35141", + "accept": false, + "reason": "XLMRoberta Flash Attention support and token-embedding reinitialization are different model behaviors and fixes." + }, + { + "left": "issue:42175", + "right": "issue:44279", + "accept": false, + "reason": "Both are dependency-related, but one is missing TensorFlow in the torch extra and the other is a generic dependency issue; not the same bug." + }, + { + "left": "issue:42796", + "right": "issue:44521", + "accept": false, + "reason": "Tokenizer BPE-marker handling and multimodal assistant-mask generation are different text-processing bugs." + }, + { + "left": "issue:46082", + "right": "issue:46121", + "accept": false, + "reason": "Both touch config validation, but one is LlamaConfig head_dim validation and the other is Rope-parameter dict conversion from JSON; separate issues." + }, + { + "left": "issue:36246", + "right": "issue:41628", + "accept": false, + "reason": "Both are import errors, but they concern different symbols and modules (Qwen2.5 VL image processor vs AutoImageProcessor export)." + }, + { + "left": "issue:32090", + "right": "issue:35141", + "accept": false, + "reason": "Trainer GPU broadcast NoneType error is unrelated to token embedding resizing/reinitialization." + }, + { + "left": "issue:43404", + "right": "issue:45216", + "accept": false, + "reason": "Different models and bugs: tied lm_head weights in Mistral3ForConditionalGeneration vs checkpoint save_pretrained regression in Qwen3.5." + }, + { + "left": "issue:43531", + "right": "issue:45600", + "accept": false, + "reason": "Sliding_window behavior in Qwen3-MoE is unrelated to stale config references in auto_mappings.py." + }, + { + "left": "issue:36246", + "right": "issue:38617", + "accept": false, + "reason": "Both are import errors, but they are for unrelated missing names in different modules; no shared underlying fix." + }, + { + "left": "issue:41950", + "right": "issue:44016", + "accept": false, + "reason": "A pipeline image-processor lookup bug is unrelated to a syntax error in a notebook." + }, + { + "left": "issue:44295", + "right": "issue:46506", + "accept": false, + "reason": "Different problem domains: position_ids buffer access versus CPU/CUDA output divergence in PPDocLayoutV3." + }, + { + "left": "issue:43673", + "right": "issue:46424", + "accept": false, + "reason": "Both mention cache, but one is missing cache in chunked prefill and the other is max_cache_length being honored only for quantized cache; not the same defect." + }, + { + "left": "issue:43650", + "right": "issue:44220", + "accept": false, + "reason": "Placeholder/low-signal issue title versus a concrete fbank feature extraction bug; no overlap." + }, + { + "left": "issue:43582", + "right": "issue:46932", + "accept": false, + "reason": "Apple Silicon TypeError in caching_allocator_warmup is unrelated to Gemma4 quantized embedder dtype casting." + }, + { + "left": "issue:43295", + "right": "issue:45335", + "accept": false, + "reason": "Different regressions in different model APIs: processor.tokenizer/image passing versus resize_token_embeddings not updating decoder.embed_tokens." + }, + { + "left": "issue:43976", + "right": "issue:44987", + "accept": false, + "reason": "Python-version compatibility regression and a specific model-loading failure are unrelated." + }, + { + "left": "issue:45083", + "right": "issue:46506", + "accept": false, + "reason": "Qwen3_omni_moe feature-length helper behavior and PPDocLayoutV3 CPU/CUDA mismatch are different bugs." + }, + { + "left": "issue:44016", + "right": "issue:44220", + "accept": false, + "reason": "Notebook syntax error is unrelated to the _torch_extract_fbank_features runtime issue." + }, + { + "left": "issue:44496", + "right": "issue:45042", + "accept": false, + "reason": "Unrecognized model/model_type loading failure is unrelated to PIL image processors requiring torchvision." + }, + { + "left": "issue:43526", + "right": "issue:43901", + "accept": false, + "reason": "BEiT image-label reduction bug and text-classification docs mismatch are unrelated." + }, + { + "left": "issue:43381", + "right": "issue:45593", + "accept": false, + "reason": "Gradient checkpointing eval-mode restriction is a different training/runtime issue from D-FINE auxiliary-loss behavior." + }, + { + "left": "issue:44683", + "right": "issue:45446", + "accept": false, + "reason": "Both are flex_attention-related, but one is a compile failure on torch>=2.9 and the other is an incorrect version check for AuxRequest import; different fixes." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 40, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-502", + "nodes": [ + "issue:39692", + "issue:41950", + "issue:42796", + "issue:42907", + "issue:43295", + "issue:43299", + "issue:43441", + "issue:43479", + "issue:43577", + "issue:43650", + "issue:43673", + "issue:43824", + "issue:43901", + "issue:43976", + "issue:44016", + "issue:44062", + "issue:44075", + "issue:44279", + "issue:44327", + "issue:44336", + "issue:44351", + "issue:44368", + "issue:44496", + "issue:44521", + "issue:44779", + "issue:44792", + "issue:44933", + "issue:45020", + "issue:45216", + "issue:45278", + "issue:45335", + "issue:45357", + "issue:45375", + "issue:45405", + "issue:45584", + "issue:45588", + "issue:45759", + "issue:45812", + "issue:46082", + "issue:46123", + "issue:46369", + "issue:46399", + "issue:46424", + "issue:46512", + "issue:46515", + "issue:46693", + "issue:46752" + ], + "soft_pairs": [ + "issue:42907|issue:43441", + "issue:43901|issue:44496", + "issue:43673|issue:44336", + "issue:43479|issue:45375", + "issue:44496|issue:45759", + "issue:44016|issue:44062", + "issue:43976|issue:44279", + "issue:44792|issue:46424", + "issue:43441|issue:45588", + "issue:43824|issue:44933", + "issue:44521|issue:46693", + "issue:44279|issue:46515", + "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", + "issue:44075|issue:44368", + "issue:43577|issue:45216", + "issue:46082|issue:46512", + "issue:43976|issue:45405", + "issue:44779|issue:45812", + "issue:42796|issue:43650", + "issue:44351|issue:45278", + "issue:41950|issue:45020", + "issue:43299|issue:45357" + ], + "prepared_review_unit_hash": "ee463fe83954bbf8390460b71f1afe2e05b954e057eac4922f6e8fc427a250ca", + "component_budget": { + "node_count": 502, + "item_count": 502, + "soft_pair_count": 1845, + "serialized_chars": 957282, + "estimated_input_tokens": 239321, + "estimated_eval_tokens": 478898 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35841, + "estimated_input_tokens": 8961, + "estimated_eval_tokens": 18178 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly heterogeneous Transformers regression reports with weak similarity links; most pairs are related only by broad subsystem or model-family overlap, not the same underlying bug. No pull requests are present. The closest thing to an umbrella issue is the v5 import-regression report.", + "confidence": 0.78, + "canonical_issue_reason": "issue:45278 is the broadest umbrella candidate in the set, covering upgrade-related import breakages and serving as the best general anchor among otherwise diverse issues.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45278 is the most suitable representative because it captures a broad version-regression symptom that can subsume specific import failure reports more naturally than the other, more narrowly-scoped issues.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42907", + "right": "issue:43441", + "accept": false, + "reason": "Both concern Ministral, but one is a save/dequantization problem and the other is a FlashAttention load/runtime failure; different code paths and symptoms." + }, + { + "left": "issue:43901", + "right": "issue:44496", + "accept": false, + "reason": "Docs mismatch for TextClassificationPipeline vs an unrecognized model/config loading failure; unrelated bugs." + }, + { + "left": "issue:43673", + "right": "issue:44336", + "accept": false, + "reason": "Generation cache regression vs ANSI color leakage in loading_report; no shared underlying bug." + }, + { + "left": "issue:43479", + "right": "issue:45375", + "accept": false, + "reason": "Both are multimodal config issues, but they affect different model families and different missing/default fields." + }, + { + "left": "issue:44496", + "right": "issue:45759", + "accept": false, + "reason": "One is an unrecognized-model config error, the other is AutoModelForCausalLM not unwrapping text_config for composite Qwen configs; distinct failures." + }, + { + "left": "issue:44016", + "right": "issue:44062", + "accept": false, + "reason": "Notebook syntax error vs tokenizer AddedToken argument collision; unrelated." + }, + { + "left": "issue:43976", + "right": "issue:44279", + "accept": false, + "reason": "A Python-version compatibility regression is not the same as a generic dependency issue." + }, + { + "left": "issue:44792", + "right": "issue:46424", + "accept": false, + "reason": "Janus test failure vs cache-length handling; different components and behavior." + }, + { + "left": "issue:43441", + "right": "issue:45588", + "accept": false, + "reason": "Both mention FlashAttention, but they describe different crashes on different models/code paths." + }, + { + "left": "issue:43824", + "right": "issue:44933", + "accept": false, + "reason": "Both are import errors, but for different missing symbols/modules and no clear shared root cause." + }, + { + "left": "issue:44521", + "right": "issue:46693", + "accept": false, + "reason": "Chat-template masking bug vs long-context FA2 performance regression; unrelated." + }, + { + "left": "issue:44279", + "right": "issue:46515", + "accept": false, + "reason": "Generic dependency complaint vs torch-specific incompatibility; too broad to be the same bug." + }, + { + "left": "issue:45335", + "right": "issue:45584", + "accept": false, + "reason": "t5gemma embedding resize bug vs Whisper empty-transcription generation failure; different paths." + }, + { + "left": "issue:44327", + "right": "issue:46752", + "accept": false, + "reason": "Two boundary-condition crashes in different APIs; not the same underlying defect." + }, + { + "left": "issue:46123", + "right": "issue:46369", + "accept": false, + "reason": "MaskGenerationPipeline batch bookkeeping vs sam3-litetext memory overflow; unrelated." + }, + { + "left": "issue:43299", + "right": "issue:45216", + "accept": false, + "reason": "Both are Qwen3.5 regressions, but one is a load-time breakage and the other is an incorrect save_pretrained checkpoint; separate issues." + }, + { + "left": "issue:46082", + "right": "issue:46399", + "accept": false, + "reason": "LlamaConfig validation vs Qwen3.5 kernel-registration failure; different model families and bugs." + }, + { + "left": "issue:44279", + "right": "issue:45405", + "accept": false, + "reason": "Dependency problem with transformers vs unreleased minimum peft version; not the same issue." + }, + { + "left": "issue:43295", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer-related regressions, but one concerns processor/tokenizer image handling and the other Deepseek token IDs; not the same bug." + }, + { + "left": "issue:39692", + "right": "issue:43901", + "accept": false, + "reason": "Two documentation issues, but about different APIs and failure modes; not duplicates." + }, + { + "left": "issue:44075", + "right": "issue:44368", + "accept": false, + "reason": "Optimizer argument handling vs model config warning about tied embeddings; unrelated." + }, + { + "left": "issue:43577", + "right": "issue:45216", + "accept": false, + "reason": "BLIP2 dtype propagation bug vs Qwen3.5 save_pretrained regression; different model families and code paths." + }, + { + "left": "issue:46082", + "right": "issue:46512", + "accept": false, + "reason": "Both involve config/dtype details, but one is about invalid head_dim validation and the other about stale model.config.dtype after from_config; not the same bug." + }, + { + "left": "issue:43976", + "right": "issue:45405", + "accept": false, + "reason": "Python compatibility regression vs PEFT version pin; unrelated." + }, + { + "left": "issue:44779", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different model families and likely different tokenizer logic." + }, + { + "left": "issue:42796", + "right": "issue:43650", + "accept": false, + "reason": "Specific tokenizer BPE-marker bug vs unrelated placeholder issue; no overlap." + }, + { + "left": "issue:44351", + "right": "issue:45278", + "accept": false, + "reason": "44351 is a specific missing HybridCache import, while 45278 is a broad umbrella report of many import errors; insufficient evidence they are the same underlying defect." + }, + { + "left": "issue:41950", + "right": "issue:45020", + "accept": false, + "reason": "Video-classification pipeline processor lookup vs remote_code breakage; different problems." + }, + { + "left": "issue:43299", + "right": "issue:45357", + "accept": false, + "reason": "Both are Qwen3.5 multimodal regressions, but one affects loading and the other save_pretrained output; not one concrete bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 41, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-502", + "nodes": [ + "issue:33290", + "issue:41950", + "issue:42175", + "issue:42994", + "issue:43299", + "issue:43317", + "issue:43441", + "issue:43479", + "issue:43525", + "issue:43650", + "issue:43653", + "issue:43673", + "issue:43761", + "issue:43854", + "issue:43901", + "issue:43976", + "issue:43994", + "issue:44016", + "issue:44242", + "issue:44261", + "issue:44263", + "issue:44291", + "issue:44336", + "issue:44361", + "issue:44462", + "issue:44466", + "issue:44623", + "issue:44671", + "issue:44683", + "issue:44749", + "issue:44779", + "issue:45081", + "issue:45103", + "issue:45200", + "issue:45276", + "issue:45372", + "issue:45397", + "issue:45542", + "issue:45593", + "issue:45600", + "issue:45656", + "issue:45712", + "issue:45823", + "issue:45834", + "issue:45859", + "issue:45907", + "issue:46209", + "issue:46851" + ], + "soft_pairs": [ + "issue:44466|issue:45276", + "issue:43299|issue:43854", + "issue:43653|issue:45593", + "issue:44242|issue:45200", + "issue:41950|issue:45823", + "issue:43650|issue:46209", + "issue:44462|issue:45081", + "issue:43479|issue:43525", + "issue:44016|issue:44291", + "issue:44683|issue:45542", + "issue:44361|issue:45593", + "issue:45081|issue:45907", + "issue:43441|issue:45834", + "issue:45103|issue:45372", + "issue:33290|issue:45656", + "issue:44336|issue:46851", + "issue:42994|issue:43317", + "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:43673|issue:43761", + "issue:43901|issue:43994" + ], + "prepared_review_unit_hash": "4c6f85acca929a73b772059531f6ebc62fad9f9ae3431cbaf980319ae6f9f5fe", + "component_budget": { + "node_count": 502, + "item_count": 502, + "soft_pair_count": 1845, + "serialized_chars": 957282, + "estimated_input_tokens": 239321, + "estimated_eval_tokens": 478898 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 26, + "serialized_chars": 35546, + "estimated_input_tokens": 8887, + "estimated_eval_tokens": 18030 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a noisy mix of unrelated Transformers regressions, tokenizer/config bugs, docs issues, and backend-specific failures. None of the soft pairs look like the same underlying defect closely enough to merge, so all soft edges should be rejected.", + "confidence": 0.96, + "canonical_issue_reason": "No single canonical issue stands out: the set spans many unrelated subsystems and failure modes (tokenizers, multimodal configs, quantization/offload, deepspeed, attention kernels, docs, and model-specific regressions).", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44462 is the strongest standalone report in the set: it describes a clear, actionable bug in AutoTokenizer's repository file selection path and has a concrete user-facing impact.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44466", + "right": "issue:45276", + "accept": false, + "reason": "Different bugs: one is tied-weight / lm_head serialization inconsistency, the other is resize_token_embeddings not updating Gemma4 embedding/output layers." + }, + { + "left": "issue:43299", + "right": "issue:43854", + "accept": false, + "reason": "Both are model-loading failures, but for different models and code paths (Qwen3VL MoE loading vs GLM-4.7 unit-test load behavior)." + }, + { + "left": "issue:43653", + "right": "issue:45593", + "accept": false, + "reason": "Tokenizer special-token registration bug vs D-FINE auxiliary-loss logic; unrelated subsystems and symptoms." + }, + { + "left": "issue:44242", + "right": "issue:45200", + "accept": false, + "reason": "Load-balancing loss gating in MoE vs Gemma 4 text-only mm_token_type_ids defaulting; not the same defect." + }, + { + "left": "issue:41950", + "right": "issue:45823", + "accept": false, + "reason": "Video pipeline processor lookup issue vs Gemma4 PLE device-mismatch during forward; different code paths." + }, + { + "left": "issue:43650", + "right": "issue:46209", + "accept": false, + "reason": "Vague data request vs FP8 inference failure on B200; no shared underlying bug." + }, + { + "left": "issue:44462", + "right": "issue:45081", + "accept": false, + "reason": "Both touch tokenizer loading, but one is AutoTokenizer ignoring tokenizer.json and the other is a Mistral regex patch crash; distinct root causes." + }, + { + "left": "issue:43479", + "right": "issue:43525", + "accept": false, + "reason": "Different config bugs: Phi4Multimodal default sub-config initialization vs Llama4Config missing pad_token_id." + }, + { + "left": "issue:44016", + "right": "issue:44291", + "accept": false, + "reason": "Notebook syntax error vs init_empty_weights TypeError; unrelated failure modes." + }, + { + "left": "issue:44683", + "right": "issue:45542", + "accept": false, + "reason": "Compiled flex_attention on torch>=2.9 vs TensorFlow backend import/install problem; different subsystems." + }, + { + "left": "issue:44361", + "right": "issue:45593", + "accept": false, + "reason": "MLukeTokenizer AttributeError vs D-FINE auxiliary-loss behavior; unrelated issues." + }, + { + "left": "issue:45081", + "right": "issue:45907", + "accept": false, + "reason": "Tokenizer regex patch crash vs list_repo_files revision forwarding; separate bugs with different APIs." + }, + { + "left": "issue:43441", + "right": "issue:45834", + "accept": false, + "reason": "FlashAttention failure for Ministral-3 vs Kosmos2.5 OCR index error; not the same defect." + }, + { + "left": "issue:45103", + "right": "issue:45372", + "accept": false, + "reason": "auto_docstring annotations crash vs mistral_common ReasoningEffort import error; different code paths." + }, + { + "left": "issue:33290", + "right": "issue:45656", + "accept": false, + "reason": "Both mention deepspeed/optimizer behavior, but one is OOM with Adafactor and the other is double optimizer.step calls; not the same concrete bug." + }, + { + "left": "issue:44336", + "right": "issue:46851", + "accept": false, + "reason": "ANSI escape handling in loading_report vs Qwen3.5 variable-length position_ids bug; unrelated." + }, + { + "left": "issue:42994", + "right": "issue:43317", + "accept": false, + "reason": "Quantized model saving failure vs dequantized model loading with device_map=auto offload; related broad area, but different code paths and symptoms." + }, + { + "left": "issue:45859", + "right": "issue:46851", + "accept": false, + "reason": "Both involve Qwen3.5, but CPU-offload rotary embedding failure and variable-length position_ids are distinct bugs." + }, + { + "left": "issue:44623", + "right": "issue:44749", + "accept": false, + "reason": "Processor save_pretrained missing files vs Chinese report of filtering slowdown; unrelated issues." + }, + { + "left": "issue:44261", + "right": "issue:44263", + "accept": false, + "reason": "MLA q_a_layernorm epsilon precision bug vs torch.split return values in GlmMoeDsaIndexer; different GLM internals and fixes." + }, + { + "left": "issue:45600", + "right": "issue:45712", + "accept": false, + "reason": "auto_mappings CI break from removed configs vs leftover dummy classes / dir(transformers) leak; unrelated maintenance issues." + }, + { + "left": "issue:42175", + "right": "issue:43976", + "accept": false, + "reason": "TensorFlow missing from torch extra install vs Python version compatibility regression; different packaging problems." + }, + { + "left": "issue:44671", + "right": "issue:44779", + "accept": false, + "reason": "CamemBERT masked-LM predictions regression vs Deepseek tokenizer incorrect results; different models and code paths." + }, + { + "left": "issue:44623", + "right": "issue:45397", + "accept": false, + "reason": "Processor.save_pretrained file omission vs Gemma4 zero3 from_pretrained failure; not the same bug." + }, + { + "left": "issue:43673", + "right": "issue:43761", + "accept": false, + "reason": "Generation cache missing during chunked_prefill vs CLIPVisionModel hidden_states regression; different model components." + }, + { + "left": "issue:43901", + "right": "issue:43994", + "accept": false, + "reason": "Docs mismatch for return_all_scores vs SigLIP2 incorrect outputs; one is documentation, the other is model 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": 24, + "review_unit_index": 42, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-502", + "nodes": [ + "issue:41628", + "issue:42491", + "issue:42796", + "issue:43299", + "issue:43441", + "issue:43525", + "issue:43526", + "issue:43531", + "issue:43540", + "issue:43643", + "issue:43723", + "issue:43784", + "issue:43824", + "issue:43881", + "issue:43901", + "issue:43976", + "issue:44016", + "issue:44162", + "issue:44188", + "issue:44246", + "issue:44297", + "issue:44336", + "issue:44373", + "issue:44496", + "issue:44589", + "issue:44871", + "issue:45003", + "issue:45072", + "issue:45083", + "issue:45103", + "issue:45325", + "issue:45362", + "issue:45397", + "issue:45542", + "issue:45561", + "issue:45563", + "issue:45588", + "issue:45800", + "issue:45823", + "issue:46291", + "issue:46399", + "issue:46614", + "issue:46655", + "issue:46665", + "issue:46726", + "issue:46752", + "issue:46829", + "issue:46851" + ], + "soft_pairs": [ + "issue:43901|issue:44246", + "issue:43723|issue:44162", + "issue:43824|issue:43976", + "issue:43525|issue:43881", + "issue:42796|issue:43441", + "issue:46291|issue:46399", + "issue:44188|issue:44336", + "issue:45542|issue:45800", + "issue:44016|issue:45823", + "issue:43525|issue:43643", + "issue:44589|issue:45362", + "issue:44336|issue:44373", + "issue:45325|issue:46851", + "issue:46655|issue:46726", + "issue:44246|issue:44496", + "issue:45083|issue:46851", + "issue:41628|issue:43976", + "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:43540|issue:46752", + "issue:45072|issue:46829", + "issue:46614|issue:46665", + "issue:42491|issue:43299", + "issue:43531|issue:45362", + "issue:44246|issue:44871", + "issue:45588|issue:46851" + ], + "prepared_review_unit_hash": "c8be71d62c84383e5d4a9312c60caa447e81dabe3844c49c36e65051d9cb9901", + "component_budget": { + "node_count": 502, + "item_count": 502, + "soft_pair_count": 1845, + "serialized_chars": 957282, + "estimated_input_tokens": 239321, + "estimated_eval_tokens": 478898 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36748, + "estimated_input_tokens": 9187, + "estimated_eval_tokens": 18630 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly unrelated transformer bugs and regressions. The only soft pair that plausibly shares a single underlying model-loading regression is the Qwen3 MoE pair, but that link is based on titles/metadata alone and should stay tentative.", + "confidence": 0.33, + "canonical_issue_reason": "issue:43299 is the clearest representative among the Qwen3 MoE loading-related titles because it names the specific v5.0.0.dev0 breakage and a concrete loading failure path.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43299 is the best standalone issue in the packet for the Qwen3 MoE loading regression theme, based on its specific version context and direct loading-failure wording.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43901", + "right": "issue:44246", + "accept": false, + "reason": "Docs mismatch for text-classification vs intermittent import slowdown; different symptoms and code paths." + }, + { + "left": "issue:43723", + "right": "issue:44162", + "accept": false, + "reason": "Tokenizer loading in v5 and ESM2 model breakage are different failures." + }, + { + "left": "issue:43824", + "right": "issue:43976", + "accept": false, + "reason": "ImportError for a VL class and a Python-version compatibility issue are not the same bug." + }, + { + "left": "issue:43525", + "right": "issue:43881", + "accept": false, + "reason": "Both are loading failures, but for different models and different apparent causes." + }, + { + "left": "issue:42796", + "right": "issue:43441", + "accept": false, + "reason": "Tokenizer BPE marker handling and FlashAttention failures are unrelated." + }, + { + "left": "issue:46291", + "right": "issue:46399", + "accept": false, + "reason": "Both touch kernels integration, but one is a dependency/version error and the other is a missing-decorator registration bug." + }, + { + "left": "issue:44188", + "right": "issue:44336", + "accept": false, + "reason": "Attention-kernel divergence and ANSI logging output are unrelated." + }, + { + "left": "issue:45542", + "right": "issue:45800", + "accept": false, + "reason": "TensorBoard-without-TF backend handling and torch/transformers incompatibility are different problems." + }, + { + "left": "issue:44016", + "right": "issue:45823", + "accept": false, + "reason": "Notebook syntax error and Gemma4 device-mapping mismatch are unrelated." + }, + { + "left": "issue:43525", + "right": "issue:43643", + "accept": false, + "reason": "A missing Llama4 config attribute and a trust_remote_code AutoConfig field-loss issue are different code paths." + }, + { + "left": "issue:44589", + "right": "issue:45362", + "accept": false, + "reason": "Storage-object lookup failure and Qwen3.5 chat crash are different failure modes." + }, + { + "left": "issue:44336", + "right": "issue:44373", + "accept": false, + "reason": "Loading-report ANSI output and a wrong docstring are unrelated." + }, + { + "left": "issue:45325", + "right": "issue:46851", + "accept": false, + "reason": "Both involve position_ids, but they affect different Qwen families and different behaviors." + }, + { + "left": "issue:46655", + "right": "issue:46726", + "accept": false, + "reason": "Video padding calculation and missing vision-backend image-processor errors are different bugs." + }, + { + "left": "issue:44246", + "right": "issue:44496", + "accept": false, + "reason": "Import slowdown and unrecognized-model config validation are unrelated." + }, + { + "left": "issue:45083", + "right": "issue:46851", + "accept": false, + "reason": "Different Qwen helper behavior vs variable-length position_ids handling." + }, + { + "left": "issue:41628", + "right": "issue:43976", + "accept": false, + "reason": "AutoImageProcessor import failure and Python-version support regression are unrelated." + }, + { + "left": "issue:43784", + "right": "issue:45542", + "accept": false, + "reason": "Sentence-transformers import NameError and TensorBoard backend misdetection are unrelated." + }, + { + "left": "issue:44297", + "right": "issue:45397", + "accept": false, + "reason": "Tokenizer save metadata mismatch and Gemma4 zero3 loading are different issues." + }, + { + "left": "issue:46399", + "right": "issue:46851", + "accept": false, + "reason": "Kernel registration failure and Qwen3.5 variable-length position_ids are unrelated." + }, + { + "left": "issue:45561", + "right": "issue:45563", + "accept": false, + "reason": "xdist race on captured_info.txt and stale generate warning are unrelated." + }, + { + "left": "issue:45103", + "right": "issue:46399", + "accept": false, + "reason": "auto_docstring annotation handling and kernel decorator registration are different code paths." + }, + { + "left": "issue:43526", + "right": "issue:45003", + "accept": false, + "reason": "BeitImageProcessorFast label reduction and unsafe sys.modules access are unrelated." + }, + { + "left": "issue:43540", + "right": "issue:46752", + "accept": false, + "reason": "Qwen3OmniMoe video processing and empty chat-template input are different bugs." + }, + { + "left": "issue:45072", + "right": "issue:46829", + "accept": false, + "reason": "dtype mismatch in inference and incorrect output-field population are unrelated." + }, + { + "left": "issue:46614", + "right": "issue:46665", + "accept": false, + "reason": "Stale phonemizer backend state and from_pretrained behavior inside classes are different issues." + }, + { + "left": "issue:42491", + "right": "issue:43299", + "accept": true, + "reason": "Both titles point to Qwen3 MoE-family loading regressions around the hf5.x/v5 transition; plausible same underlying model-loading break, though the evidence is only title-level." + }, + { + "left": "issue:43531", + "right": "issue:45362", + "accept": false, + "reason": "Sliding-window behavior in Qwen3-MoE and Qwen3.5 chat crashes are different model issues." + }, + { + "left": "issue:44246", + "right": "issue:44871", + "accept": false, + "reason": "Import slowdown and Gemma eos_token_id inconsistency are unrelated." + }, + { + "left": "issue:45588", + "right": "issue:46851", + "accept": false, + "reason": "FlashAttention s_aux handling and Qwen3.5 variable-length position_ids are different code paths." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The overall summary is mostly conservative, but it overstates what the packet supports in one key place: calling issue:43299 \"specific, reproducible, and broad enough to cover the Qwen3 MoE loading regression family\" goes beyond the visible evidence, since the packet only gives titles/metadata and not the issue bodies. The accepted soft pair (issue:42491 vs issue:43299) is plausible, but the rationale should be phrased more tentatively because the shared underlying bug is not directly demonstrated in the packet. A tighter, evidence-bound summary would be safer." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 43, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-502", + "nodes": [ + "issue:36246", + "issue:41950", + "issue:42757", + "issue:42886", + "issue:43257", + "issue:43262", + "issue:43295", + "issue:43475", + "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:44749", + "issue:44779", + "issue:44857", + "issue:44877", + "issue:45003", + "issue:45137", + "issue:45200", + "issue:45292", + "issue:45335", + "issue:45375", + "issue:45397", + "issue:45561", + "issue:45584", + "issue:45593", + "issue:45600", + "issue:45759", + "issue:45859", + "issue:46132", + "issue:46369", + "issue:46399", + "issue:46506", + "issue:46655", + "issue:46752", + "issue:46821" + ], + "soft_pairs": [ + "issue:44295|issue:45397", + "issue:44242|issue:45593", + "issue:44336|issue:44485", + "issue:45003|issue:46821", + "issue:42886|issue:46132", + "issue:43550|issue:46506", + "issue:44451|issue:46752", + "issue:44779|issue:45292", + "issue:43901|issue:45003", + "issue:36246|issue:42757", + "issue:43257|issue:45137", + "issue:36246|issue:44351", + "issue:41950|issue:44220", + "issue:44496|issue:45003", + "issue:45003|issue:45561", + "issue:43540|issue:46655", + "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:43475|issue:46369", + "issue:45137|issue:45600", + "issue:43295|issue:45292", + "issue:45292|issue:45584", + "issue:44466|issue:45335", + "issue:44877|issue:45375", + "issue:36246|issue:43596", + "issue:44242|issue:44857" + ], + "prepared_review_unit_hash": "33b2ebdb2e745551496d8874b2c6c62fcadd49e276ce5714ed861dc1b3534b4f", + "component_budget": { + "node_count": 502, + "item_count": 502, + "soft_pair_count": 1845, + "serialized_chars": 957282, + "estimated_input_tokens": 239321, + "estimated_eval_tokens": 478898 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36652, + "estimated_input_tokens": 9163, + "estimated_eval_tokens": 18582 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is very loose: most items are unrelated Transformers bugs that only share superficial subsystem keywords. I did not find any soft pair that looks like the same underlying issue, so I rejected all candidate merges.", + "confidence": 0.27, + "canonical_issue_reason": "Issue 44479 is the broadest concrete bug report in the set: a video-input regression spanning several Qwen multimodal variants, so it is the best anchor among these loosely related model-regression reports.", + "canonical_pr_reason": null, + "best_issue_reason": "44479 is the most representative and actionable issue here because it describes a specific regression with multiple affected models and a clear failure mode.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44295", + "right": "issue:45397", + "accept": false, + "reason": "Both are model-loading failures, but they are different bugs in different code paths: buffer access vs DeepSpeed/zero3 from_pretrained." + }, + { + "left": "issue:44242", + "right": "issue:45593", + "accept": false, + "reason": "Both mention missing loss terms, but one is router load-balancing loss and the other is D-FINE auxiliary losses; different models and conditions." + }, + { + "left": "issue:44336", + "right": "issue:44485", + "accept": false, + "reason": "ANSI-code output formatting and GLM-5 RoPE implementation are unrelated." + }, + { + "left": "issue:45003", + "right": "issue:46821", + "accept": false, + "reason": "sys.modules access bug and TimesFM window_size AttributeError are unrelated implementation issues." + }, + { + "left": "issue:42886", + "right": "issue:46132", + "accept": false, + "reason": "Offline cache loading and AttentionInterface.register behavior are different subsystems and failure modes." + }, + { + "left": "issue:43550", + "right": "issue:46506", + "accept": false, + "reason": "torch.compile + SDPA on Bamba and CPU/CUDA divergence on PPDocLayoutV3 are unrelated model/runtime bugs." + }, + { + "left": "issue:44451", + "right": "issue:46752", + "accept": false, + "reason": "A model-loading failure and an empty-list apply_chat_template crash are not the same bug." + }, + { + "left": "issue:44779", + "right": "issue:45292", + "accept": false, + "reason": "Tokenizer correctness regression and resize_token_embeddings propagation are different code paths." + }, + { + "left": "issue:43901", + "right": "issue:45003", + "accept": false, + "reason": "Docs/behavior mismatch for text classification is unrelated to sys.modules access in modeling_utils." + }, + { + "left": "issue:36246", + "right": "issue:42757", + "accept": false, + "reason": "Two import errors, but for different symbols and different dependency packages." + }, + { + "left": "issue:43257", + "right": "issue:45137", + "accept": false, + "reason": "Both involve DeepSpeed, but one is weight conversion in loading and the other is a deque IndexError in ZeRO3 init." + }, + { + "left": "issue:36246", + "right": "issue:44351", + "accept": false, + "reason": "Both are import-name errors, but they concern different missing exports and likely different causes." + }, + { + "left": "issue:41950", + "right": "issue:44220", + "accept": false, + "reason": "Video-classification processor selection and _torch_extract_fbank_features are unrelated." + }, + { + "left": "issue:44496", + "right": "issue:45003", + "accept": false, + "reason": "Unrecognized model/config loading is not the same as unsafe sys.modules access." + }, + { + "left": "issue:45003", + "right": "issue:45561", + "accept": false, + "reason": "sys.modules access in modeling_utils and pytest-xdist captured_info.txt races are unrelated." + }, + { + "left": "issue:43540", + "right": "issue:46655", + "accept": false, + "reason": "Qwen3OmniMoe video-input ValueError and SmolVLM padding calculation are both video-related, but they are distinct bugs in different processors." + }, + { + "left": "issue:43262", + "right": "issue:44246", + "accept": false, + "reason": "Audio chat-template sampling-rate default and import latency are unrelated." + }, + { + "left": "issue:45375", + "right": "issue:45759", + "accept": false, + "reason": "Both are Qwen multimodal config issues, but one is a missing field dropped by strict config and the other is unwrapping text_config in from_config." + }, + { + "left": "issue:44162", + "right": "issue:45200", + "accept": false, + "reason": "ESM2 breakage and Gemma 4 mm_token_type_ids handling are unrelated model-specific bugs." + }, + { + "left": "issue:44479", + "right": "issue:46655", + "accept": false, + "reason": "Both are video regressions, but one is a broad Qwen v5.3.0 input regression and the other is a SmolVLM padding bug; not the same underlying change." + }, + { + "left": "issue:45859", + "right": "issue:46399", + "accept": false, + "reason": "Both touch Qwen3.5 rotary code, but one is CPU offload compatibility and the other is a missing decorator during kernel registration." + }, + { + "left": "issue:44295", + "right": "issue:44749", + "accept": false, + "reason": "A buffer-read IndexError and a general performance slowdown after upgrading versions are not the same bug." + }, + { + "left": "issue:43475", + "right": "issue:46369", + "accept": false, + "reason": "Missing output attribute in SAM3 video encoder and memory overflow in sam3-litetext are different problems." + }, + { + "left": "issue:45137", + "right": "issue:45600", + "accept": false, + "reason": "Zero3 deque exhaustion and stale auto_mappings references are unrelated." + }, + { + "left": "issue:43295", + "right": "issue:45292", + "accept": false, + "reason": "Processor.tokenizer regression and token embedding resize propagation are different features." + }, + { + "left": "issue:45292", + "right": "issue:45584", + "accept": false, + "reason": "Embedding resize propagation and empty-transcription Whisper generation are unrelated." + }, + { + "left": "issue:44466", + "right": "issue:45335", + "accept": false, + "reason": "Two separate serialization/resizing issues in different model families." + }, + { + "left": "issue:44877", + "right": "issue:45375", + "accept": false, + "reason": "Strict config rejection of granite_speech and missing deepstack_visual_indexes in Qwen3_5MoeVisionConfig are different config issues." + }, + { + "left": "issue:36246", + "right": "issue:43596", + "accept": false, + "reason": "An import-error for a missing processor export and a DeepSpeed/BertModel IndexError are unrelated." + }, + { + "left": "issue:44242", + "right": "issue:44857", + "accept": false, + "reason": "Missing router loss and float16 AMP CUDA crash in LwDetrImageLoss 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": 24, + "review_unit_index": 44, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-502", + "nodes": [ + "issue:29870", + "issue:30333", + "issue:42199", + "issue:42886", + "issue:43065", + "issue:43352", + "issue:43408", + "issue:43475", + "issue:43526", + "issue:43540", + "issue:43653", + "issue:43723", + "issue:43906", + "issue:43931", + "issue:44038", + "issue:44060", + "issue:44077", + "issue:44162", + "issue:44188", + "issue:44368", + "issue:44479", + "issue:44483", + "issue:44623", + "issue:44877", + "issue:44977", + "issue:44987", + "issue:44995", + "issue:45200", + "issue:45229", + "issue:45250", + "issue:45397", + "issue:45412", + "issue:45459", + "issue:45563", + "issue:45656", + "issue:45987", + "issue:46082", + "issue:46123", + "issue:46170", + "issue:46202", + "issue:46421", + "issue:46506", + "issue:46710", + "issue:46726", + "issue:46832", + "issue:46851", + "issue:46894", + "issue:46897" + ], + "soft_pairs": [ + "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:45412|issue:46123", + "issue:43653|issue:44162", + "issue:44368|issue:44977", + "issue:43352|issue:45250", + "issue:42886|issue:45229", + "issue:44877|issue:46170", + "issue:43475|issue:43540", + "issue:45397|issue:45656", + "issue:46170|issue:46832", + "issue:43065|issue:43408", + "issue:43723|issue:46710", + "issue:44368|issue:45563", + "issue:44995|issue:45200", + "issue:45987|issue:46082", + "issue:43931|issue:44368", + "issue:44188|issue:46202", + "issue:44483|issue:46202", + "issue:43906|issue:46202", + "issue:44188|issue:46421" + ], + "prepared_review_unit_hash": "c22b832cc08c2b8d273c1e2f916b7245f54ba4fd5ea5bffffea155f4dffd15ee", + "component_budget": { + "node_count": 502, + "item_count": 502, + "soft_pair_count": 1845, + "serialized_chars": 957282, + "estimated_input_tokens": 239321, + "estimated_eval_tokens": 478898 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "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": "This cluster is heterogeneous: it mixes unrelated bugs across tokenizers, generation, vision models, config loading, cache behavior, and environment-specific failures. None of the soft-edge pairs look like the same underlying issue, so this is not a clean duplicate cluster.", + "confidence": 0.99, + "canonical_issue_reason": "No single canonical issue fits this set; the items are largely unrelated and should be split rather than deduplicated under one bug.", + "canonical_pr_reason": null, + "best_issue_reason": "No clear best representative exists because the issues span different subsystems and failure modes.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44623", + "right": "issue:46726", + "accept": false, + "reason": "Missing files on save_pretrained and missing-vision-backend AutoProcessor errors are different tokenizer/processor paths." + }, + { + "left": "issue:43526", + "right": "issue:46897", + "accept": false, + "reason": "Beit label reduction and CohereASR training-loss shifting are different bugs in different models." + }, + { + "left": "issue:44987", + "right": "issue:45459", + "accept": false, + "reason": "Tokenizer load failure in v5.1.0 and protobuf-error masking are unrelated load/error-handling issues." + }, + { + "left": "issue:44038", + "right": "issue:46506", + "accept": false, + "reason": "Qwen3-VL-Moe version breakage and CPU/CUDA result divergence in PPDocLayoutV3 are different problems." + }, + { + "left": "issue:29870", + "right": "issue:30333", + "accept": false, + "reason": "A generation-time UnboundLocalError and failed-job MLflow reporting are unrelated." + }, + { + "left": "issue:42199", + "right": "issue:46851", + "accept": false, + "reason": "DETR cardinality validation and Qwen3.5 variable-length position_ids are different code paths." + }, + { + "left": "issue:44479", + "right": "issue:46170", + "accept": false, + "reason": "A video-input regression and a Windows ROCm import/dependency error are unrelated." + }, + { + "left": "issue:44060", + "right": "issue:44077", + "accept": false, + "reason": "Incorrect 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": "Both mention shifting-like symptoms, but they affect different models and different preprocessing/training paths." + }, + { + "left": "issue:45412", + "right": "issue:46123", + "accept": false, + "reason": "A memory-leak-on-delete issue and a partial-batch pipeline flag bug are unrelated." + }, + { + "left": "issue:43653", + "right": "issue:44162", + "accept": false, + "reason": "BigBirdTokenizer special-token registration and ESM2 breakage are separate tokenizer/model issues." + }, + { + "left": "issue:44368", + "right": "issue:44977", + "accept": false, + "reason": "A tied-embeddings warning during fine-tuning and a flash-attention generation failure are different failures." + }, + { + "left": "issue:43352", + "right": "issue:45250", + "accept": false, + "reason": "One is Nemotron lacking FA2 support; the other is only a generic Flash Attention 2.0 topic with no matching concrete bug." + }, + { + "left": "issue:42886", + "right": "issue:45229", + "accept": false, + "reason": "Offline tokenizer cache loading and Gemma4 multi-GPU OOM are unrelated." + }, + { + "left": "issue:44877", + "right": "issue:46170", + "accept": false, + "reason": "Strict config loading and a Windows ROCm distributed-import failure are unrelated." + }, + { + "left": "issue:43475", + "right": "issue:43540", + "accept": false, + "reason": "A missing attribute on Sam3 vision output and a Qwen3OmniMoe video-processing ValueError are different bugs." + }, + { + "left": "issue:45397", + "right": "issue:45656", + "accept": false, + "reason": "Gemma-4 Zero3 from_pretrained loading and a double optimizer.step under deepspeed are not the same change or bug." + }, + { + "left": "issue:46170", + "right": "issue:46832", + "accept": false, + "reason": "Import/dependency failure on Windows and RT-DETR forward shape mismatch are unrelated." + }, + { + "left": "issue:43065", + "right": "issue:43408", + "accept": false, + "reason": "A dummy Conv2d implementation and a model-type mismatch warning in SAM3 are different issues." + }, + { + "left": "issue:43723", + "right": "issue:46710", + "accept": false, + "reason": "Tokenizer loading in v5 and an accuracy regression after upgrade are not the same concrete bug." + }, + { + "left": "issue:44368", + "right": "issue:45563", + "accept": false, + "reason": "A tie_word_embeddings warning and a stale num_return_sequences warning are different warning/validation issues." + }, + { + "left": "issue:44995", + "right": "issue:45200", + "accept": false, + "reason": "GlmMoeDsa stale cache crash and Gemma4 mm_token_type_ids defaulting are unrelated." + }, + { + "left": "issue:45987", + "right": "issue:46082", + "accept": false, + "reason": "StaticCache return-type contract and LlamaConfig head_dim validation are separate config/runtime issues." + }, + { + "left": "issue:43931", + "right": "issue:44368", + "accept": false, + "reason": "Qwen3-VL-30B weight-shape mismatch and a tie-word-embeddings warning are unrelated." + }, + { + "left": "issue:44188", + "right": "issue:46202", + "accept": false, + "reason": "Attention-kernel divergence under torch.compile and Gemma roundtrip tokenization failure are different bugs." + }, + { + "left": "issue:44483", + "right": "issue:46202", + "accept": false, + "reason": "Chat/completions request rejection and Gemma pipeline roundtrip failure are unrelated." + }, + { + "left": "issue:43906", + "right": "issue:46202", + "accept": false, + "reason": "An isolated reproduction of a different upstream issue is not the same as the Gemma roundtrip bug." + }, + { + "left": "issue:44188", + "right": "issue:46421", + "accept": false, + "reason": "Torch.compile attention divergence and cache lazy-init recompilation are different performance/correctness 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": 24, + "review_unit_index": 45, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-502", + "nodes": [ + "issue:28282", + "issue:30990", + "issue:39692", + "issue:41628", + "issue:42994", + "issue:43065", + "issue:43232", + "issue:43441", + "issue:43475", + "issue:43482", + "issue:43643", + "issue:43646", + "issue:43673", + "issue:43701", + "issue:43994", + "issue:44162", + "issue:44188", + "issue:44297", + "issue:44361", + "issue:44373", + "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:45375", + "issue:45397", + "issue:45478", + "issue:45588", + "issue:45656", + "issue:45685", + "issue:46123", + "issue:46132", + "issue:46431", + "issue:46463", + "issue:46726", + "issue:46752", + "issue:46821", + "issue:46851", + "issue:46858", + "issue:46877" + ], + "soft_pairs": [ + "issue:44995|issue:45588", + "issue:45685|issue:46431", + "issue:45103|issue:46858", + "issue:43065|issue:46123", + "issue:44361|issue:44749", + "issue:44297|issue:44623", + "issue:43994|issue:46726", + "issue:44749|issue:45656", + "issue:43701|issue:44749", + "issue:44871|issue:46132", + "issue:43646|issue:44162", + "issue:44623|issue:45656", + "issue:43441|issue:46752", + "issue:43475|issue:43643", + "issue:42994|issue:43482", + "issue:45375|issue:45478", + "issue:44188|issue:46851", + "issue:43475|issue:46821", + "issue:28282|issue:30990", + "issue:43232|issue:43673", + "issue:44964|issue:45137", + "issue:44869|issue:45356", + "issue:46463|issue:46877", + "issue:45310|issue:45375", + "issue:39692|issue:46726", + "issue:41628|issue:44933", + "issue:44373|issue:46851", + "issue:45230|issue:45397" + ], + "prepared_review_unit_hash": "a77efa4ddaafa426d8935c88c214f953faaee8f53bea6d0782158ea443e12bee", + "component_budget": { + "node_count": 502, + "item_count": 502, + "soft_pair_count": 1845, + "serialized_chars": 957282, + "estimated_input_tokens": 239321, + "estimated_eval_tokens": 478898 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 35949, + "estimated_input_tokens": 8988, + "estimated_eval_tokens": 18232 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly heterogeneous issue reports spanning unrelated bugs in loading, generation, tokenizers, vision models, docs, and integrations. None of the soft pairs convincingly describe the same underlying bug/change; the only nearby repetition is the Qwen3.5 MoE from_pretrained family, but it is still not close enough to merge as duplicates.", + "confidence": 0.62, + "canonical_issue_reason": "Issue 45310 is the best representative anchor because it names a concrete, recurring Qwen3.5 MoE from_pretrained regression and is the closest thing to a repeated theme in the set.", + "canonical_pr_reason": null, + "best_issue_reason": "45310 is the broadest, most actionable issue in the cluster and the closest to a repeated model-specific failure pattern; however, the overall cluster does not look like a true duplicate set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44995", + "right": "issue:45588", + "accept": false, + "reason": "Both are runtime crashes, but they involve different code paths: stale cache on second forward pass vs flash-attention sink-less handling." + }, + { + "left": "issue:45685", + "right": "issue:46431", + "accept": false, + "reason": "Completely different subsystems: MPS histogram/int kernel support vs chat-template availability in processors." + }, + { + "left": "issue:45103", + "right": "issue:46858", + "accept": false, + "reason": "One is auto-docstring/introspection with future annotations, the other is cache length arithmetic in prefill; unrelated failures." + }, + { + "left": "issue:43065", + "right": "issue:46123", + "accept": false, + "reason": "Different models and bugs: a dummy Conv2d in Sam3PixelDecoder vs a MaskGenerationPipeline batching flag issue." + }, + { + "left": "issue:44361", + "right": "issue:44749", + "accept": false, + "reason": "Tokenizer task AttributeError and a performance regression after upgrade are not the same bug." + }, + { + "left": "issue:44297", + "right": "issue:44623", + "accept": false, + "reason": "Both touch save_pretrained, but one is tokenizer metadata and the other is processor file saving; different failure modes." + }, + { + "left": "issue:43994", + "right": "issue:46726", + "accept": false, + "reason": "Both are vision-related, but one is wrong/incoherent model output and the other is an explicit missing-backend processor error." + }, + { + "left": "issue:44749", + "right": "issue:45656", + "accept": false, + "reason": "Data filtering slowdown and double optimizer stepping under deepspeed are unrelated code paths." + }, + { + "left": "issue:43701", + "right": "issue:44749", + "accept": false, + "reason": "Checkpoint key mismatch is not the same issue as a performance regression after upgrading." + }, + { + "left": "issue:44871", + "right": "issue:46132", + "accept": false, + "reason": "EOS token config inconsistency and attention registration behavior are unrelated." + }, + { + "left": "issue:43646", + "right": "issue:44162", + "accept": false, + "reason": "Both reference broad model breakage, but there is no concrete shared code-path or same underlying defect." + }, + { + "left": "issue:44623", + "right": "issue:45656", + "accept": false, + "reason": "Processor save_pretrained missing artifacts and deepspeed optimizer double-step are unrelated." + }, + { + "left": "issue:43441", + "right": "issue:46752", + "accept": false, + "reason": "FlashAttention failure for Ministral-3 and empty-list chat-template IndexError are separate bugs." + }, + { + "left": "issue:43475", + "right": "issue:43643", + "accept": false, + "reason": "Sam3VisionEncoderOutput attribute error and AutoConfig trust_remote_code field loss are different problems." + }, + { + "left": "issue:42994", + "right": "issue:43482", + "accept": false, + "reason": "Quantized model saving and GGUF loading are opposite directions and different failure modes." + }, + { + "left": "issue:45375", + "right": "issue:45478", + "accept": false, + "reason": "Same model family, but one is a missing config field dropped by strict parsing and the other is a generic from_pretrained error; not enough to prove the same bug." + }, + { + "left": "issue:44188", + "right": "issue:46851", + "accept": false, + "reason": "torch.compile attention-kernel divergence and Qwen3.5 variable-length position_ids are unrelated." + }, + { + "left": "issue:43475", + "right": "issue:46821", + "accept": false, + "reason": "Sam3 vision encoder attribute error and TimesFM window_size AttributeError affect different models and code paths." + }, + { + "left": "issue:28282", + "right": "issue:30990", + "accept": false, + "reason": "Missing PyTorch dependency ImportError is not the same as a hang while loading Sentence Transformers." + }, + { + "left": "issue:43232", + "right": "issue:43673", + "accept": false, + "reason": "Generation kwargs sync-gpus handling and chunked_prefill cache availability are separate generation issues." + }, + { + "left": "issue:44964", + "right": "issue:45137", + "accept": false, + "reason": "A multimodal model loading failure and a DeepSpeed ZeRO3 deque error are unrelated." + }, + { + "left": "issue:44869", + "right": "issue:45356", + "accept": false, + "reason": "Both mention token/codec handling, but one is Whisper timestamp decoding and the other is a tokenizer regression in Kimi-K2.5." + }, + { + "left": "issue:46463", + "right": "issue:46877", + "accept": false, + "reason": "T5 decoder input validation and auto_docstring stdout logging are unrelated." + }, + { + "left": "issue:45310", + "right": "issue:45375", + "accept": false, + "reason": "Both are Qwen3.5 MoE-related, but one is a generic load failure and the other is a specific vision config field dropping issue." + }, + { + "left": "issue:39692", + "right": "issue:46726", + "accept": false, + "reason": "A documentation/example mismatch with quantization errors is not the same as a missing vision backend processor error." + }, + { + "left": "issue:41628", + "right": "issue:44933", + "accept": false, + "reason": "Both are import errors, but they concern different symbols and different import locations." + }, + { + "left": "issue:44373", + "right": "issue:46851", + "accept": false, + "reason": "A wrong docstring for position_ids is not the same as a runtime failure using position_ids." + }, + { + "left": "issue:45230", + "right": "issue:45397", + "accept": false, + "reason": "The left issue is too generic to match a specific gemma-4 zero3 from_pretrained 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": 24, + "review_unit_index": 46, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-502", + "nodes": [ + "issue:30333", + "issue:30990", + "issue:33290", + "issue:35141", + "issue:36010", + "issue:41628", + "issue:42175", + "issue:42371", + "issue:42673", + "issue:42831", + "issue:42994", + "issue:43232", + "issue:43278", + "issue:43504", + "issue:43525", + "issue:43704", + "issue:43723", + "issue:43784", + "issue:43824", + "issue:43873", + "issue:43976", + "issue:43986", + "issue:44038", + "issue:44222", + "issue:44351", + "issue:44496", + "issue:44623", + "issue:44792", + "issue:44857", + "issue:44933", + "issue:44945", + "issue:45081", + "issue:45092", + "issue:45103", + "issue:45137", + "issue:45310", + "issue:45405", + "issue:45406", + "issue:45561", + "issue:45593", + "issue:45600", + "issue:45753", + "issue:46202", + "issue:46326", + "issue:46399", + "issue:46701", + "issue:46726", + "issue:46877" + ], + "soft_pairs": [ + "issue:43986|issue:46726", + "issue:44038|issue:44623", + "issue:43723|issue:46326", + "issue:42994|issue:43525", + "issue:42371|issue:45092", + "issue:43873|issue:44945", + "issue:45406|issue:46202", + "issue:43784|issue:46399", + "issue:44945|issue:45753", + "issue:44857|issue:46877", + "issue:45593|issue:46877", + "issue:41628|issue:44351", + "issue:45081|issue:45103", + "issue:36010|issue:41628", + "issue:46202|issue:46701", + "issue:43278|issue:45137", + "issue:44038|issue:45310", + "issue:42673|issue:43704", + "issue:44222|issue:45310", + "issue:42994|issue:43824", + "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" + ], + "prepared_review_unit_hash": "10c405ac1b90468b6187dc4bd24455a793f91d14261a6a0e0a072e7e67eea0d6", + "component_budget": { + "node_count": 502, + "item_count": 502, + "soft_pair_count": 1845, + "serialized_chars": 957282, + "estimated_input_tokens": 239321, + "estimated_eval_tokens": 478898 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36448, + "estimated_input_tokens": 9112, + "estimated_eval_tokens": 18480 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a loose collection of Transformers compatibility/import/load regressions rather than one shared defect. The strongest center is the import-error subgroup; most soft pairs are not true duplicates because they hit different symbols, models, or code paths.", + "confidence": 0.68, + "canonical_issue_reason": "issue:43824 is the strongest representative of the import-compatibility subgroup: it is a clear Transformers import failure, has multiple inbound references, and sits near several other missing-symbol/import regression reports.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43824 has the best signal for a canonical issue in this cluster: high discussion, inbound references, and a broadly representative import-error failure mode.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43986", + "right": "issue:46726", + "accept": false, + "reason": "Both involve AutoProcessor/backend-vision failures, but one is a video model without torchvision and the other is an unrecognized image processor; same area, different bug." + }, + { + "left": "issue:44038", + "right": "issue:44623", + "accept": false, + "reason": "Qwen3-VL-Moe model compatibility is unrelated to processor.save_pretrained missing files." + }, + { + "left": "issue:43723", + "right": "issue:46326", + "accept": false, + "reason": "Tokenizer loading in v5 and mistral_common continue_final_message are different tokenizer bugs." + }, + { + "left": "issue:42994", + "right": "issue:43525", + "accept": false, + "reason": "Quantized model saving failure is unrelated to the Llama4Config pad_token_id attribute error." + }, + { + "left": "issue:42371", + "right": "issue:45092", + "accept": false, + "reason": "TF32 API guidance is not the same as InternVL2 meta-initialization incompatibility." + }, + { + "left": "issue:43873", + "right": "issue:44945", + "accept": false, + "reason": "Quantization offloading and pipeline-parallel output corruption affect different execution paths." + }, + { + "left": "issue:45406", + "right": "issue:46202", + "accept": false, + "reason": "Gemma4Processor missing _tokenizer and Gemma pipeline roundtrip failure are different Gemma issues." + }, + { + "left": "issue:43784", + "right": "issue:46399", + "accept": false, + "reason": "Import-time NameError in sentence-transformers is unrelated to the Qwen3.5 kernel registration crash." + }, + { + "left": "issue:44945", + "right": "issue:45753", + "accept": false, + "reason": "Pipeline-parallel output mismatch is not the same as Qwen3.5 looping on a specific image." + }, + { + "left": "issue:44857", + "right": "issue:46877", + "accept": false, + "reason": "AMP/CUDA loss crash is unrelated to auto_docstring printing diagnostics at import time." + }, + { + "left": "issue:45593", + "right": "issue:46877", + "accept": false, + "reason": "Missing auxiliary losses in D-FINE is unrelated to docstring lint output noise." + }, + { + "left": "issue:41628", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but they concern different missing symbols and different code paths." + }, + { + "left": "issue:45081", + "right": "issue:45103", + "accept": false, + "reason": "Mistral tokenizer regex patching and auto_docstring annotations crash are unrelated." + }, + { + "left": "issue:36010", + "right": "issue:41628", + "accept": false, + "reason": "Both are import failures, but GenerationMixin and AutoImageProcessor are separate missing exports." + }, + { + "left": "issue:46202", + "right": "issue:46701", + "accept": false, + "reason": "Gemma pipeline roundtrip failure is not the same as DiffusionGemmaGenerationOutput pipeline breakage." + }, + { + "left": "issue:43278", + "right": "issue:45137", + "accept": false, + "reason": "Embedding dtype drift and ZeRO3 deque underflow are unrelated training/runtime bugs." + }, + { + "left": "issue:44038", + "right": "issue:45310", + "accept": false, + "reason": "Both are Qwen MoE-related, but they describe different models and different from_pretrained failures." + }, + { + "left": "issue:42673", + "right": "issue:43704", + "accept": false, + "reason": "These are the same title, but without body evidence we cannot confirm the exact same underlying VRAM leak; still too weak to merge here." + }, + { + "left": "issue:44222", + "right": "issue:45310", + "accept": false, + "reason": "FP8 save_pretrained and Qwen3.5 MoE from_pretrained are different failure modes." + }, + { + "left": "issue:42994", + "right": "issue:43824", + "accept": false, + "reason": "Quantized model saving failure is not the same as an import error for a specific Qwen2.5-VL class." + }, + { + "left": "issue:42831", + "right": "issue:44222", + "accept": false, + "reason": "FP8 accuracy regression and FP8 save_pretrained failure are different issues." + }, + { + "left": "issue:43232", + "right": "issue:44792", + "accept": false, + "reason": "Generation kwargs handling after sync_gpus is unrelated to janus image-generation test failure." + }, + { + "left": "issue:43504", + "right": "issue:45561", + "accept": false, + "reason": "Legacy preset loading for Beit is unrelated to a pytest-xdist race in testing utils." + }, + { + "left": "issue:45561", + "right": "issue:45600", + "accept": false, + "reason": "Test-worker race and stale auto_mappings references are both CI problems but not the same bug." + }, + { + "left": "issue:44496", + "right": "issue:45561", + "accept": false, + "reason": "Unrecognized model/config loading and xdist race conditions are unrelated." + }, + { + "left": "issue:42175", + "right": "issue:44933", + "accept": false, + "reason": "Packaging backend selection and a missing image_utils import are unrelated." + }, + { + "left": "issue:45405", + "right": "issue:46877", + "accept": false, + "reason": "PEFT version pinning and auto_docstring stdout diagnostics are unrelated maintenance issues." + }, + { + "left": "issue:30333", + "right": "issue:33290", + "accept": false, + "reason": "MLflow reporting after failed training and DeepSpeed OOM from Adafactor are different training issues." + }, + { + "left": "issue:43976", + "right": "issue:44933", + "accept": false, + "reason": "Python version compatibility and missing image_utils import are unrelated." + }, + { + "left": "issue:30990", + "right": "issue:35141", + "accept": false, + "reason": "Sentence-transformers load hang and token embedding resize reinitialization 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": 24, + "review_unit_index": 47, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-502", + "nodes": [ + "issue:22355", + "issue:27957", + "issue:28282", + "issue:30333", + "issue:34689", + "issue:36331", + "issue:39692", + "issue:42175", + "issue:42222", + "issue:42673", + "issue:42898", + "issue:43116", + "issue:43295", + "issue:43479", + "issue:43723", + "issue:43784", + "issue:43824", + "issue:43874", + "issue:44016", + "issue:44075", + "issue:44079", + "issue:44190", + "issue:44222", + "issue:44295", + "issue:44297", + "issue:44568", + "issue:44623", + "issue:44625", + "issue:44734", + "issue:44779", + "issue:44869", + "issue:45092", + "issue:45103", + "issue:45200", + "issue:45310", + "issue:45356", + "issue:45405", + "issue:45656", + "issue:45712", + "issue:45812", + "issue:46077", + "issue:46123", + "issue:46231", + "issue:46693", + "issue:46829", + "issue:46877", + "issue:46909" + ], + "soft_pairs": [ + "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:43479|issue:44869", + "issue:42898|issue:45812", + "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:43784|issue:43824", + "issue:44734|issue:45103", + "issue:43874|issue:45092", + "issue:27957|issue:30333", + "issue:42222|issue:45200", + "issue:42898|issue:43295", + "issue:30333|issue:34689", + "issue:42898|issue:45356", + "issue:44295|issue:45656", + "issue:43116|issue:44190", + "issue:30333|issue:36331", + "issue:45405|issue:45712", + "issue:22355|issue:28282", + "issue:44222|issue:44297", + "issue:44075|issue:46231" + ], + "prepared_review_unit_hash": "200a501b76ed7c8f48a8bb499e6a86cfcaa6c2be5456a6271970895bf0034f54", + "component_budget": { + "node_count": 502, + "item_count": 502, + "soft_pair_count": 1845, + "serialized_chars": 957282, + "estimated_input_tokens": 239321, + "estimated_eval_tokens": 478898 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 36045, + "estimated_input_tokens": 9012, + "estimated_eval_tokens": 18280 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items are mostly unrelated Transformers issues with a loose concentration around v5 tokenizer/regression reports. None of the proposed soft pairs look like the same underlying bug or change, so I would not merge any of them as duplicates.", + "confidence": 0.86, + "canonical_issue_reason": "issue:42898 is the broadest and most central regression report in this set, and its v5 tokenizer behavior change theme overlaps with several nearby issues more than the others.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:42898 is the best representative issue because it is a clearly described cross-cutting tokenizer regression with enough breadth to anchor the cluster, even though it is not a duplicate of the other items.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42898", + "right": "issue:44568", + "accept": false, + "reason": "Both concern tokenizer behavior in v5, but they are different concrete failures on different models and code paths." + }, + { + "left": "issue:42175", + "right": "issue:45712", + "accept": false, + "reason": "One is about missing TensorFlow in the torch extra; the other is about leftover dummy PT classes leaking into exports." + }, + { + "left": "issue:43479", + "right": "issue:46829", + "accept": false, + "reason": "Different model families and unrelated bugs: multimodal config initialization vs output field misassignment." + }, + { + "left": "issue:44623", + "right": "issue:45310", + "accept": false, + "reason": "Save-pretrained missing files and Qwen3.5 MoE from_pretrained failure are distinct issues." + }, + { + "left": "issue:46077", + "right": "issue:46123", + "accept": false, + "reason": "Bidirectional attention masking and final-batch pipeline bookkeeping are unrelated." + }, + { + "left": "issue:42673", + "right": "issue:46693", + "accept": false, + "reason": "VRAM leakage in threaded Qwen3 generation is not the same as the FA2 long-context performance regression." + }, + { + "left": "issue:43479", + "right": "issue:44869", + "accept": false, + "reason": "Different subsystems and symptoms: multimodal config defaults vs Whisper timestamp decoding crash." + }, + { + "left": "issue:42898", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different models and likely different logic, not one concrete bug." + }, + { + "left": "issue:43723", + "right": "issue:44568", + "accept": false, + "reason": "Tokenizer loading in v5 and mDeBERTa special-token behavior are separate problems." + }, + { + "left": "issue:44625", + "right": "issue:46877", + "accept": false, + "reason": "Config propagation for Qwen3.5 MoE is unrelated to auto_docstring import-time stdout diagnostics." + }, + { + "left": "issue:44016", + "right": "issue:46231", + "accept": false, + "reason": "Notebook syntax error and documentation parameter mismatch are not the same defect." + }, + { + "left": "issue:39692", + "right": "issue:46909", + "accept": false, + "reason": "Both are documentation examples, but they are different examples with different failures." + }, + { + "left": "issue:42898", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer regressions in v5, but the titles point to different model-specific breakages and no shared concrete code path." + }, + { + "left": "issue:43479", + "right": "issue:44079", + "accept": false, + "reason": "Multimodal config defaults and ModelOutput key assignment are unrelated." + }, + { + "left": "issue:43784", + "right": "issue:43824", + "accept": false, + "reason": "These are distinct import errors affecting different packages/models." + }, + { + "left": "issue:44734", + "right": "issue:45103", + "accept": false, + "reason": "KV-cache response indexing and auto_docstring annotation handling are unrelated code paths." + }, + { + "left": "issue:43874", + "right": "issue:45092", + "accept": false, + "reason": "Missing image-patch method in one processor and meta-init incompatibility in another checkpoint family are different bugs." + }, + { + "left": "issue:27957", + "right": "issue:30333", + "accept": false, + "reason": "Flash Attention 2 support for XLMRoberta and MLflow reporting on failed jobs are unrelated." + }, + { + "left": "issue:42222", + "right": "issue:45200", + "accept": false, + "reason": "Broken vitpose models and Gemma 4 token-type defaults are different multimodal issues." + }, + { + "left": "issue:42898", + "right": "issue:43295", + "accept": false, + "reason": "Both involve v5 tokenizer/processor changes, but they are not the same failure or fixable by one patch." + }, + { + "left": "issue:30333", + "right": "issue:34689", + "accept": false, + "reason": "MLflow failure handling and Llama 3.2 Vision model loading regression are unrelated." + }, + { + "left": "issue:42898", + "right": "issue:45356", + "accept": false, + "reason": "Both are tokenizer regressions, but they concern different models and symptoms rather than one shared defect." + }, + { + "left": "issue:44295", + "right": "issue:45656", + "accept": false, + "reason": "Buffer registration/position_ids access and double optimizer stepping with deepspeed are distinct training bugs." + }, + { + "left": "issue:43116", + "right": "issue:44190", + "accept": false, + "reason": "Different example scripts with different failures: multi-label classification output vs local dataset loading." + }, + { + "left": "issue:30333", + "right": "issue:36331", + "accept": false, + "reason": "Trainer failure reporting and a custom compute_loss signature mismatch are not the same underlying issue." + }, + { + "left": "issue:45405", + "right": "issue:45712", + "accept": false, + "reason": "A version pin/release timing issue is unrelated to dummy class cleanup." + }, + { + "left": "issue:22355", + "right": "issue:28282", + "accept": false, + "reason": "Importing transformers.onnx and missing PyTorch for AutoModel are separate dependency/import failures." + }, + { + "left": "issue:44222", + "right": "issue:44297", + "accept": false, + "reason": "FP8 MoE save_pretrained behavior and tokenizer save_pretrained metadata mismatch are unrelated." + }, + { + "left": "issue:44075", + "right": "issue:46231", + "accept": false, + "reason": "Optimizer argument handling and documentation parameter naming are not the same bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 48, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-502", + "nodes": [ + "issue:30990", + "issue:38175", + "issue:41628", + "issue:42757", + "issue:42796", + "issue:42831", + "issue:42907", + "issue:43122", + "issue:43232", + "issue:43475", + "issue:43479", + "issue:43644", + "issue:43723", + "issue:44060", + "issue:44190", + "issue:44222", + "issue:44263", + "issue:44295", + "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:45357", + "issue:45656", + "issue:45712", + "issue:45834", + "issue:46050", + "issue:46082", + "issue:46132", + "issue:46209", + "issue:46305", + "issue:46424", + "issue:46431", + "issue:46614", + "issue:46655", + "issue:46710", + "issue:46762", + "issue:46932" + ], + "soft_pairs": [ + "issue:44060|issue:45125", + "issue:44448|issue:46132", + "issue:42796|issue:43723", + "issue:44933|issue:45712", + "issue:44360|issue:46762", + "issue:42831|issue:44623", + "issue:44297|issue:45656", + "issue:45245|issue:46132", + "issue:43479|issue:43644", + "issue:44222|issue:44623", + "issue:46132|issue:46710", + "issue:44373|issue:44485", + "issue:41628|issue:42757", + "issue:44297|issue:45310", + "issue:45071|issue:46082", + "issue:43723|issue:44977", + "issue:46614|issue:46932", + "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:44373", + "issue:44263|issue:44360", + "issue:45092|issue:45357", + "issue:42907|issue:46050" + ], + "prepared_review_unit_hash": "70447a4b64740f53055f1ba1d9a34c7eb17c53a6759e781b295377ec2fce381c", + "component_budget": { + "node_count": 502, + "item_count": 502, + "soft_pair_count": 1845, + "serialized_chars": 957282, + "estimated_input_tokens": 239321, + "estimated_eval_tokens": 478898 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 36934, + "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 not a true duplicate set: the items are mostly unrelated bug reports across different models, configs, tokenizers, and runtime paths. The soft-similarity links are mostly broad topical overlap rather than the same underlying defect.", + "confidence": 0.94, + "canonical_issue_reason": "No single canonical issue stands out because the issues cover distinct bugs and regressions rather than one shared root cause.", + "canonical_pr_reason": null, + "best_issue_reason": "No best issue for deduplication: the cluster does not center on one concrete bug or code path.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44060", + "right": "issue:45125", + "accept": false, + "reason": "Both mention Qwen3-family model internals, but one is about a tied-weights warning and the other about missing tensor-parallel plan support; different bugs." + }, + { + "left": "issue:44448", + "right": "issue:46132", + "accept": false, + "reason": "One is a model output regression; the other is an API behavior change in AttentionInterface. Not the same issue." + }, + { + "left": "issue:42796", + "right": "issue:43723", + "accept": false, + "reason": "Both are tokenizer/loading-related, but one is a BPE marker handling bug and the other is an AutoTokenizer import/load failure." + }, + { + "left": "issue:44933", + "right": "issue:45712", + "accept": false, + "reason": "These are unrelated import problems: image_utils export vs leftover dummy classes." + }, + { + "left": "issue:44360", + "right": "issue:46762", + "accept": false, + "reason": "Both touch attention/indexing-like math, but they describe different model implementations and different numerical issues." + }, + { + "left": "issue:42831", + "right": "issue:44623", + "accept": false, + "reason": "FineGrainedFP8 accuracy and processor save_pretrained missing files are separate problems." + }, + { + "left": "issue:44297", + "right": "issue:45656", + "accept": false, + "reason": "Tokenizer config mismatch on save_pretrained is unrelated to deepspeed optimizer stepping twice." + }, + { + "left": "issue:45245", + "right": "issue:46132", + "accept": false, + "reason": "Category limit error and AttentionInterface behavior change are unrelated." + }, + { + "left": "issue:43479", + "right": "issue:43644", + "accept": false, + "reason": "Default multimodal config initialization and non-persistent buffer corruption are different code paths." + }, + { + "left": "issue:44222", + "right": "issue:44623", + "accept": false, + "reason": "Both involve save_pretrained, but one is FP8 MoE saving and the other is processor file export; not the same bug." + }, + { + "left": "issue:46132", + "right": "issue:46710", + "accept": false, + "reason": "AttentionInterface API behavior and a model accuracy regression after upgrade are not the same underlying defect." + }, + { + "left": "issue:44373", + "right": "issue:44485", + "accept": false, + "reason": "A docstring issue is not the same as a RoPE implementation bug." + }, + { + "left": "issue:41628", + "right": "issue:42757", + "accept": false, + "reason": "Different missing imports from different packages; only the symptom is similar." + }, + { + "left": "issue:44297", + "right": "issue:45310", + "accept": false, + "reason": "Tokenizer class metadata mismatch is unrelated to Qwen3.5 MoE from_pretrained errors." + }, + { + "left": "issue:45071", + "right": "issue:46082", + "accept": false, + "reason": "Type-checking breakage in PretrainedConfig is not the same as LlamaConfig head_dim validation behavior." + }, + { + "left": "issue:43723", + "right": "issue:44977", + "accept": false, + "reason": "Tokenizer loading in v5 and flash-attention generation issues are unrelated." + }, + { + "left": "issue:46614", + "right": "issue:46932", + "accept": false, + "reason": "Stale phonemizer backend state and Gemma4 quantized embedder dtype casting are different bugs." + }, + { + "left": "issue:44222", + "right": "issue:44484", + "accept": false, + "reason": "Both mention save_pretrained, but one is an FP8 MoE bug and the other is shard-size default behavior." + }, + { + "left": "issue:43122", + "right": "issue:46209", + "accept": false, + "reason": "Tokenizer-version drift and FP8 inference failure on B200 are unrelated." + }, + { + "left": "issue:44190", + "right": "issue:46082", + "accept": false, + "reason": "Local dataset loading and LlamaConfig head_dim rejection are unrelated." + }, + { + "left": "issue:44263", + "right": "issue:45092", + "accept": false, + "reason": "A torch.split return-value issue in a specific indexer is not the same as InternVL2 meta-init incompatibility." + }, + { + "left": "issue:43232", + "right": "issue:46424", + "accept": false, + "reason": "Generation kwargs update after sync_gpus and cache max length handling are separate generation/cache bugs." + }, + { + "left": "issue:43232", + "right": "issue:45834", + "accept": false, + "reason": "Different generation/pathology vs OCR indexing error; no shared root cause." + }, + { + "left": "issue:43475", + "right": "issue:46305", + "accept": false, + "reason": "Different model components and different off-by-one/attribute errors." + }, + { + "left": "issue:30990", + "right": "issue:38175", + "accept": false, + "reason": "Sentence Transformers loading hang and zero probabilities in SigLIP2 are not the same bug." + }, + { + "left": "issue:46209", + "right": "issue:46431", + "accept": false, + "reason": "FP8 inference failure and missing chat template support are unrelated." + }, + { + "left": "issue:46305", + "right": "issue:46655", + "accept": false, + "reason": "Both are off-by-one/padding-like video or streaming issues, but they affect different processors and different calculations." + }, + { + "left": "issue:44295", + "right": "issue:44623", + "accept": false, + "reason": "Registering position_ids as a buffer and processor save_pretrained missing files are separate bugs." + }, + { + "left": "issue:44263", + "right": "issue:44373", + "accept": false, + "reason": "A runtime split/indexing bug is not the same as a docstring mismatch." + }, + { + "left": "issue:44263", + "right": "issue:44360", + "accept": false, + "reason": "Same broad DSA indexer area, but one reports torch.split return values while the other reports a missing ReLU; not clearly 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": 24, + "review_unit_index": 49, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-502", + "nodes": [ + "issue:22355", + "issue:27957", + "issue:28218", + "issue:30990", + "issue:33357", + "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:43976", + "issue:44038", + "issue:44188", + "issue:44261", + "issue:44279", + "issue:44295", + "issue:44297", + "issue:44373", + "issue:44483", + "issue:44488", + "issue:44568", + "issue:44829", + "issue:44945", + "issue:44964", + "issue:45092", + "issue:45278", + "issue:45310", + "issue:45381", + "issue:45406", + "issue:45593", + "issue:45753", + "issue:46002", + "issue:46305", + "issue:46328", + "issue:46369", + "issue:46402", + "issue:46909" + ], + "soft_pairs": [ + "issue:46369|issue:46909", + "issue:42831|issue:45310", + "issue:44279|issue:46328", + "issue:44483|issue:45406", + "issue:45381|issue:46305", + "issue:22355|issue:27957", + "issue:44261|issue:45092", + "issue:43644|issue:46305", + "issue:44829|issue:46002", + "issue:42831|issue:44038", + "issue:43408|issue:46402", + "issue:41628|issue:43824", + "issue:42831|issue:45753", + "issue:22355|issue:28218", + "issue:39401|issue:44568", + "issue:27957|issue:30990", + "issue:42886|issue:42994", + "issue:44188|issue:44373", + "issue:42886|issue:43066", + "issue:42757|issue:45278", + "issue:43408|issue:46369", + "issue:43232|issue:45593", + "issue:42796|issue:43122", + "issue:43646|issue:46002", + "issue:45381|issue:46909", + "issue:43540|issue:46909", + "issue:30990|issue:33357", + "issue:42907|issue:44945", + "issue:42907|issue:44964", + "issue:43976|issue:44945", + "issue:39401|issue:44488", + "issue:44295|issue:44297" + ], + "prepared_review_unit_hash": "be9893b00df4959fe4c1aa967b96e3f986ffdf2cf53906ed94aa08d04164d842", + "component_budget": { + "node_count": 502, + "item_count": 502, + "soft_pair_count": 1845, + "serialized_chars": 957282, + "estimated_input_tokens": 239321, + "estimated_eval_tokens": 478898 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 36782, + "estimated_input_tokens": 9196, + "estimated_eval_tokens": 18648 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These are mostly unrelated issues that only share superficial language around transformers, tokenizers, imports, or model loading. None of the soft pairs look like true duplicates or the same underlying change.", + "confidence": 0.97, + "canonical_issue_reason": "No single canonical issue: the items span unrelated tokenizer, import, model-loading, quantization, and docs bugs with no clear common root cause.", + "canonical_pr_reason": null, + "best_issue_reason": "If a representative issue is needed, 45278 is the broadest/general compatibility report in the set, but it is still not a true duplicate anchor for the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46369", + "right": "issue:46909", + "accept": false, + "reason": "Memory overflow in sam3-litetext is unrelated to a broken DIA documentation example." + }, + { + "left": "issue:42831", + "right": "issue:45310", + "accept": false, + "reason": "FineGrainedFP8 accuracy regressions and Qwen3.5 Moe from_pretrained errors are different bugs." + }, + { + "left": "issue:44279", + "right": "issue:46328", + "accept": false, + "reason": "A dependency problem is not the same as a tokenizer feature/performance inefficiency." + }, + { + "left": "issue:44483", + "right": "issue:45406", + "accept": false, + "reason": "Chat/completions API rejection and Gemma4Processor missing _tokenizer are distinct failures." + }, + { + "left": "issue:45381", + "right": "issue:46305", + "accept": false, + "reason": "Wrong vision_position_ids in Qwen2.5-VL video input is unrelated to a MoonshineStreaming mask off-by-one." + }, + { + "left": "issue:22355", + "right": "issue:27957", + "accept": false, + "reason": "Missing transformers.onnx and Flash Attention 2 support for XLMRoberta are unrelated." + }, + { + "left": "issue:44261", + "right": "issue:45092", + "accept": false, + "reason": "Missing rms_norm_eps in MLA q_a_layernorm and remote-code/meta-init incompatibility are different model-loading bugs." + }, + { + "left": "issue:43644", + "right": "issue:46305", + "accept": false, + "reason": "Non-persistent buffer junk in Transformers 5.0.0 is not the same as a streaming attention mask bug." + }, + { + "left": "issue:44829", + "right": "issue:46002", + "accept": false, + "reason": "Flash Attention 3 causing degenerate training is not the same as NaNs in classification heads after init." + }, + { + "left": "issue:42831", + "right": "issue:44038", + "accept": false, + "reason": "FP8 accuracy issues and Qwen3-VL-Moe loading problems do not share the same code-path." + }, + { + "left": "issue:43408", + "right": "issue:46402", + "accept": false, + "reason": "sam3_video type warnings and missing Sam3Model text encoder weights are related by model family only, not the same bug." + }, + { + "left": "issue:41628", + "right": "issue:43824", + "accept": false, + "reason": "Importing AutoImageProcessor and importing Qwen2_5_VLForConditionalGeneration are separate missing-symbol issues." + }, + { + "left": "issue:42831", + "right": "issue:45753", + "accept": false, + "reason": "FP8 accuracy regression and a Qwen3_5 infinite loop on one image are unrelated symptoms." + }, + { + "left": "issue:22355", + "right": "issue:28218", + "accept": false, + "reason": "ONNX import failure and tokenizer spacing after added tokens are unrelated tokenizer/import issues." + }, + { + "left": "issue:39401", + "right": "issue:44568", + "accept": false, + "reason": "Wrong offset_mapping in Qwen3 and missing BOS/EOS insertion in mdeberta-v3-base are different tokenizer bugs." + }, + { + "left": "issue:27957", + "right": "issue:30990", + "accept": false, + "reason": "Flash Attention 2 support and Sentence Transformers hanging on load are unrelated." + }, + { + "left": "issue:42886", + "right": "issue:42994", + "accept": false, + "reason": "Offline cache loading and quantized model saving failures are different code paths." + }, + { + "left": "issue:44188", + "right": "issue:44373", + "accept": false, + "reason": "Attention-kernel divergence under torch.compile is unrelated to a docstring typo." + }, + { + "left": "issue:42886", + "right": "issue:43066", + "accept": false, + "reason": "Offline tokenizer cache loading and wrong tokenizer decoder type are both tokenizer-related but not the same bug." + }, + { + "left": "issue:42757", + "right": "issue:45278", + "accept": false, + "reason": "A single missing hub import and broad import errors after upgrade are related only at a high level, not the same concrete failure." + }, + { + "left": "issue:43408", + "right": "issue:46369", + "accept": false, + "reason": "sam3_video model-type warning and sam3-litetext memory overflow are different problems." + }, + { + "left": "issue:43232", + "right": "issue:45593", + "accept": false, + "reason": "Generation kwarg handling after sync_gpus and D-FINE auxiliary-loss behavior are unrelated." + }, + { + "left": "issue:42796", + "right": "issue:43122", + "accept": false, + "reason": "Tokenizer BPE-marker handling in one model and version-dependent tokenization changes are not clearly the same defect." + }, + { + "left": "issue:43646", + "right": "issue:46002", + "accept": false, + "reason": "Custom model initialization breakage and NaNs in classification heads are not the same underlying bug." + }, + { + "left": "issue:45381", + "right": "issue:46909", + "accept": false, + "reason": "Qwen2.5-VL video position_ids and a DIA docs example are unrelated." + }, + { + "left": "issue:43540", + "right": "issue:46909", + "accept": false, + "reason": "Qwen3OmniMoe video-processing ValueError and a broken DIA doc example are unrelated." + }, + { + "left": "issue:30990", + "right": "issue:33357", + "accept": false, + "reason": "A load hang in Sentence Transformers and a MacOS bus error in CLIP are different failures." + }, + { + "left": "issue:42907", + "right": "issue:44945", + "accept": false, + "reason": "Quantized model saving and incorrect pipeline-parallel generation output are unrelated." + }, + { + "left": "issue:42907", + "right": "issue:44964", + "accept": false, + "reason": "Failed dequantized saving and inability to load Phi-4 multimodal are separate issues." + }, + { + "left": "issue:43976", + "right": "issue:44945", + "accept": false, + "reason": "Python version compatibility and pipeline-parallel output correctness are unrelated." + }, + { + "left": "issue:39401", + "right": "issue:44488", + "accept": false, + "reason": "Qwen3 offset_mapping and inability to load cjvt/sleng-bert are different tokenizer-loading bugs." + }, + { + "left": "issue:44295", + "right": "issue:44297", + "accept": false, + "reason": "Reading position_ids as a buffer and tokenizer_class mismatch on save 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": 24, + "review_unit_index": 50, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-502", + "nodes": [ + "issue:22355", + "issue:29127", + "issue:29159", + "issue:36296", + "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:43576", + "issue:43756", + "issue:43784", + "issue:43824", + "issue:43937", + "issue:44038", + "issue:44060", + "issue:44117", + "issue:44222", + "issue:44263", + "issue:44295", + "issue:44297", + "issue:44351", + "issue:44360", + "issue:44485", + "issue:44521", + "issue:44625", + "issue:44704", + "issue:44779", + "issue:44829", + "issue:44938", + "issue:44945", + "issue:45200", + "issue:45216", + "issue:45278", + "issue:45290", + "issue:45478", + "issue:45600", + "issue:46172", + "issue:46326", + "issue:46614", + "issue:46762" + ], + "soft_pairs": [ + "issue:43576|issue:43784", + "issue:43756|issue:44060", + "issue:42371|issue:44263", + "issue:42907|issue:43937", + "issue:41628|issue:45278", + "issue:46172|issue:46762", + "issue:43784|issue:45600", + "issue:44117|issue:44704", + "issue:39401|issue:44521", + "issue:44625|issue:44829", + "issue:43408|issue:43475", + "issue:44704|issue:45290", + "issue:43122|issue:44521", + "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:43278|issue:44945", + "issue:36296|issue:43116", + "issue:42757|issue:44351", + "issue:22355|issue:29127", + "issue:42175|issue:44938" + ], + "prepared_review_unit_hash": "2c6ef121d647dd38d2f470abd3bb3054e2bc7f012961c97c57d0ce5cca801c15", + "component_budget": { + "node_count": 502, + "item_count": 502, + "soft_pair_count": 1845, + "serialized_chars": 957282, + "estimated_input_tokens": 239321, + "estimated_eval_tokens": 478898 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36382, + "estimated_input_tokens": 9096, + "estimated_eval_tokens": 18448 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous: it mixes import errors, tokenizer regressions, model-specific bugs, and training/runtime issues. None of the soft pairs look like the same underlying defect, so I would not deduplicate or merge any of them.", + "confidence": 0.39, + "canonical_issue_reason": "If one issue must act as a representative, issue 45278 is the broadest umbrella because it captures a general post-upgrade import breakage theme. That said, the cluster is too mixed for any issue to be a true canonical duplicate target.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45278 is the best single representative by breadth, but only as a loose umbrella; it does not actually subsume the rest of the cluster. The other issues are mostly too specific and unrelated to serve as a global canonical.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43576", + "right": "issue:43784", + "accept": false, + "reason": "Broken CLI env command vs import-time NameError in sentence-transformers; different code paths and failure modes." + }, + { + "left": "issue:43756", + "right": "issue:44060", + "accept": false, + "reason": "Different models and bugs: Smollm3 RoPE layer count vs Qwen3-Next tied-weights warning." + }, + { + "left": "issue:42371", + "right": "issue:44263", + "accept": false, + "reason": "Dependency/backend installation issue vs a torch.split behavior bug in a GLM indexer; not the same defect." + }, + { + "left": "issue:42907", + "right": "issue:43937", + "accept": false, + "reason": "Saving dequantized Ministral/Devstral models vs invalid GenerationConfig for GLM-5 are unrelated." + }, + { + "left": "issue:41628", + "right": "issue:45278", + "accept": false, + "reason": "Both are import-related, but one is a missing symbol and the other is broad upgrade-time import failures; too coarse to treat as the same bug." + }, + { + "left": "issue:46172", + "right": "issue:46762", + "accept": false, + "reason": "Different models and different issues: dtype/transpose behavior in DeepSeek vs numerical mismatch in Minimax attention." + }, + { + "left": "issue:43784", + "right": "issue:45600", + "accept": false, + "reason": "Import NameError from missing nn vs stale auto_mappings config references; unrelated root causes." + }, + { + "left": "issue:44117", + "right": "issue:44704", + "accept": false, + "reason": "TOKENIZER_MAPPING_NAMES None handling vs AutoProcessor kwargs forwarding; separate API bugs." + }, + { + "left": "issue:39401", + "right": "issue:44521", + "accept": false, + "reason": "Wrong tokenizer offset mappings vs zero assistant masks in multimodal chat templates; different tokenizer subsystems." + }, + { + "left": "issue:44625", + "right": "issue:44829", + "accept": false, + "reason": "Qwen3.5 config propagation bug vs flash_attention_3 training degeneration; not the same underlying problem." + }, + { + "left": "issue:43408", + "right": "issue:43475", + "accept": false, + "reason": "Model-type warning mismatch vs missing attribute on Sam3VisionEncoderOutput; related family, but distinct bugs." + }, + { + "left": "issue:44704", + "right": "issue:45290", + "accept": false, + "reason": "Cached-file kwargs forwarding vs chat-template crashes with tool-call assistant messages; different code paths." + }, + { + "left": "issue:43122", + "right": "issue:44521", + "accept": false, + "reason": "Tokenizer regression across versions vs multimodal assistant-mask generation; both tokenization-adjacent but not the same bug." + }, + { + "left": "issue:44360", + "right": "issue:44485", + "accept": false, + "reason": "DSA indexer activation discussion vs GLM-5 RoPE implementation; unrelated." + }, + { + "left": "issue:43122", + "right": "issue:46326", + "accept": false, + "reason": "General tokenizer regression vs mistral_common continue_final_message handling; no clear shared root cause." + }, + { + "left": "issue:42907", + "right": "issue:43452", + "accept": false, + "reason": "Model save/dequantization failure vs gguf loading breakage; different lifecycle stages and APIs." + }, + { + "left": "issue:44038", + "right": "issue:44297", + "accept": false, + "reason": "Qwen3-VL-Moe bug vs tokenizer_class mismatch on save_pretrained; different symptoms and code paths." + }, + { + "left": "issue:22355", + "right": "issue:29159", + "accept": false, + "reason": "Missing transformers.onnx import vs slow/fast tokenizer inconsistency; unrelated." + }, + { + "left": "issue:45216", + "right": "issue:45478", + "accept": false, + "reason": "save_pretrained checkpoint regression vs from_pretrained error on Qwen3.5 MoE; same model family but distinct operations and failures." + }, + { + "left": "issue:44038", + "right": "issue:44295", + "accept": false, + "reason": "Qwen3-VL-Moe issue vs position_ids buffer read error; unrelated." + }, + { + "left": "issue:39401", + "right": "issue:46614", + "accept": false, + "reason": "Wrong offset mapping in Qwen3 tokenizer vs stale phonemizer language state in Wav2Vec2PhonemeCTCTokenizer; different components." + }, + { + "left": "issue:44038", + "right": "issue:44222", + "accept": false, + "reason": "Qwen3-VL-Moe bug vs FP8 save_pretrained moe bug; same general area, but not the same concrete issue." + }, + { + "left": "issue:43824", + "right": "issue:44351", + "accept": false, + "reason": "Two import errors, but for different missing symbols and likely different release regressions." + }, + { + "left": "issue:43116", + "right": "issue:45200", + "accept": false, + "reason": "Multi-label example script returning empty results vs Gemma 4 mm_token_type_ids defaulting; unrelated functionality." + }, + { + "left": "issue:43122", + "right": "issue:44779", + "accept": false, + "reason": "Tokenizer behavior regression generally vs DeepSeek tokenizer regression specifically; not enough evidence they share the same root cause." + }, + { + "left": "issue:43278", + "right": "issue:44945", + "accept": false, + "reason": "BF16->FP32 dtype change during evaluate vs incorrect output under pipeline parallelism; different training/runtime bugs." + }, + { + "left": "issue:36296", + "right": "issue:43116", + "accept": false, + "reason": "Tensor parallel training bug vs a classification example script bug; unrelated." + }, + { + "left": "issue:42757", + "right": "issue:44351", + "accept": false, + "reason": "Missing is_offline_mode import from huggingface_hub vs missing HybridCache import from transformers; both import errors, but different symbols and causes." + }, + { + "left": "issue:22355", + "right": "issue:29127", + "accept": false, + "reason": "Missing transformers.onnx module vs LayoutLMv3 error-message clarity; unrelated." + }, + { + "left": "issue:42175", + "right": "issue:44938", + "accept": false, + "reason": "Install-extra backend packaging issue vs Python 3.14 load failure; different compatibility 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": 24, + "review_unit_index": 51, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-502", + "nodes": [ + "issue:28348", + "issue:38617", + "issue:42371", + "issue:42673", + "issue:42898", + "issue:43066", + "issue:43116", + "issue:43493", + "issue:43611", + "issue:43618", + "issue:43825", + "issue:43827", + "issue:43874", + "issue:43937", + "issue:43976", + "issue:43992", + "issue:44038", + "issue:44075", + "issue:44188", + "issue:44263", + "issue:44355", + "issue:44485", + "issue:44610", + "issue:44625", + "issue:44704", + "issue:44779", + "issue:44936", + "issue:44995", + "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:46752", + "issue:46762", + "issue:46829", + "issue:46877", + "issue:46909" + ], + "soft_pairs": [ + "issue:43493|issue:45753", + "issue:44188|issue:46328", + "issue:46231|issue:46877", + "issue:43937|issue:44485", + "issue:42898|issue:46614", + "issue:38617|issue:45278", + "issue:43066|issue:44779", + "issue:43611|issue:46002", + "issue:43976|issue:45446", + "issue:44038|issue:45478", + "issue:42673|issue:45072", + "issue:43116|issue:43493", + "issue:45357|issue:45478", + "issue:44355|issue:46231", + "issue:44625|issue:46002", + "issue:42371|issue:43874", + "issue:45083|issue:45446", + "issue:44610|issue:46909", + "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:45092|issue:46762", + "issue:44263|issue:46762", + "issue:28348|issue:46640", + "issue:43827|issue:45446" + ], + "prepared_review_unit_hash": "435b451f75ed0ad39ab6b351d122a9f8d38fb8c52e71752fa5967c200723ec62", + "component_budget": { + "node_count": 502, + "item_count": 502, + "soft_pair_count": 1845, + "serialized_chars": 957282, + "estimated_input_tokens": 239321, + "estimated_eval_tokens": 478898 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36051, + "estimated_input_tokens": 9013, + "estimated_eval_tokens": 18282 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: most pairs only share a broad subsystem, model family, or v5-regression theme, not the same concrete bug/fix. I would not merge any of the soft pairs.", + "confidence": 0.92, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43493", + "right": "issue:45753", + "accept": false, + "reason": "Different bugs: SigLIP2 implementation discrepancy vs Qwen3_5 infinite-loop behavior on a specific image." + }, + { + "left": "issue:44188", + "right": "issue:46328", + "accept": false, + "reason": "Unrelated areas: attention-kernel divergence under torch.compile vs SequenceFeatureExtractor.pad performance." + }, + { + "left": "issue:46231", + "right": "issue:46877", + "accept": false, + "reason": "Documentation parameter-name mismatch vs import-time doc-lint stdout noise; not the same issue." + }, + { + "left": "issue:43937", + "right": "issue:44485", + "accept": false, + "reason": "Both mention GLM-5, but one is GenerationConfig validation and the other is RoPE implementation; different code paths." + }, + { + "left": "issue:42898", + "right": "issue:46614", + "accept": false, + "reason": "Tokenizer cleanup behavior change vs stale phonemizer backend state; unrelated bugs." + }, + { + "left": "issue:38617", + "right": "issue:45278", + "accept": false, + "reason": "The second is a broad import-error report; not enough evidence it is the same specific ImportError." + }, + { + "left": "issue:43066", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different tokenizers and symptoms; not the same bug." + }, + { + "left": "issue:43611", + "right": "issue:46002", + "accept": false, + "reason": "Model loading/base_model_prefix regression is unrelated to NaNs in classification heads after init." + }, + { + "left": "issue:43976", + "right": "issue:45446", + "accept": false, + "reason": "Python version compatibility issue vs a PyTorch version-check bug in flex_attention; different fixes." + }, + { + "left": "issue:44038", + "right": "issue:45478", + "accept": false, + "reason": "Same model family, but different versions/symptoms: Qwen3-VL-Moe issue vs Qwen3.5 Moe from_pretrained failure." + }, + { + "left": "issue:42673", + "right": "issue:45072", + "accept": false, + "reason": "VRAM leak in Qwen3ForCausalLM multi-threading is unrelated to bf16 dtype mismatches." + }, + { + "left": "issue:43116", + "right": "issue:43493", + "accept": false, + "reason": "Example-script multi-label classification failure is unrelated to SigLIP2 implementation discrepancies." + }, + { + "left": "issue:45357", + "right": "issue:45478", + "accept": false, + "reason": "Both concern Qwen3.5/Moe, but one is save_pretrained key regression and the other is from_pretrained loading failure." + }, + { + "left": "issue:44355", + "right": "issue:46231", + "accept": false, + "reason": "Compiled Python file errors are unrelated to a docs parameter-name typo." + }, + { + "left": "issue:44625", + "right": "issue:46002", + "accept": false, + "reason": "num_labels propagation bug is unrelated to NaNs in classification heads." + }, + { + "left": "issue:42371", + "right": "issue:43874", + "accept": false, + "reason": "TF32 API settings discussion is unrelated to a missing image-patch-count method." + }, + { + "left": "issue:45083", + "right": "issue:45446", + "accept": false, + "reason": "Feature-extractor length helper behavior in qwen3_omni_moe is unrelated to flex_attention import checks." + }, + { + "left": "issue:44610", + "right": "issue:46909", + "accept": false, + "reason": "Processor input-size mismatch is unrelated to a broken documentation example." + }, + { + "left": "issue:44075", + "right": "issue:44936", + "accept": false, + "reason": "Optimizer argument handling and trainer evaluate-after-train failure are different code paths and symptoms." + }, + { + "left": "issue:43618", + "right": "issue:46829", + "accept": false, + "reason": "Both are output-field assignment bugs, but in different models and output classes; not the same concrete issue." + }, + { + "left": "issue:43116", + "right": "issue:43825", + "accept": false, + "reason": "Example-script classification behavior is unrelated to pipeline error-message text." + }, + { + "left": "issue:43066", + "right": "issue:46710", + "accept": false, + "reason": "Tokenizer decoder-type regression is unrelated to a model accuracy regression in DeepSeek-R1-Distill-Llama-8B." + }, + { + "left": "issue:43992", + "right": "issue:44704", + "accept": false, + "reason": "Missing embed_tokens.weight on model load is unrelated to AutoProcessor not forwarding kwargs to cached_file." + }, + { + "left": "issue:46614", + "right": "issue:46752", + "accept": false, + "reason": "Stale phonemizer language state is unrelated to apply_chat_template crashing on an empty list." + }, + { + "left": "issue:44995", + "right": "issue:46697", + "accept": false, + "reason": "GlmMoeDsa stale indexer cache crash is unrelated to Swin2SR image over-padding." + }, + { + "left": "issue:45092", + "right": "issue:46762", + "accept": false, + "reason": "Different models and failure modes: meta-init incompatibility vs numerical attention mismatch." + }, + { + "left": "issue:44263", + "right": "issue:46762", + "accept": false, + "reason": "torch.split return-value handling in GlmMoeDsaIndexer is unrelated to Minimax MSA numerical differences." + }, + { + "left": "issue:28348", + "right": "issue:46640", + "accept": false, + "reason": "FlashAttention 2 support request for GPT2LMHeadModel is not the same as the open 'Flash Attention 2 issue' report." + }, + { + "left": "issue:43827", + "right": "issue:45446", + "accept": false, + "reason": "Docs still referencing pipeline() after removals is unrelated to a flex_attention import-version check 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": 24, + "review_unit_index": 52, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-502", + "nodes": [ + "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:43937", + "issue:43986", + "issue:44117", + "issue:44291", + "issue:44380", + "issue:44410", + "issue:44466", + "issue:44484", + "issue:44779", + "issue:44829", + "issue:44877", + "issue:44977", + "issue:45071", + "issue:45081", + "issue:45216", + "issue:45310", + "issue:45341", + "issue:45362", + "issue:45405", + "issue:45446", + "issue:45561", + "issue:45563", + "issue:45588", + "issue:46002", + "issue:46077", + "issue:46178", + "issue:46209", + "issue:46231", + "issue:46298", + "issue:46328", + "issue:46512", + "issue:46655", + "issue:46752" + ], + "soft_pairs": [ + "issue:33453|issue:39401", + "issue:43064|issue:43673", + "issue:42673|issue:42796", + "issue:42222|issue:43441", + "issue:43937|issue:45563", + "issue:43673|issue:46328", + "issue:42673|issue:46655", + "issue:44291|issue:45071", + "issue:42222|issue:46752", + "issue:45405|issue:45446", + "issue:44117|issue:45588", + "issue:44466|issue:46002", + "issue:44380|issue:46077", + "issue:39401|issue:44779", + "issue:43937|issue:44977", + "issue:44410|issue:45310", + "issue:45341|issue:45561", + "issue:45071|issue:46512", + "issue:45341|issue:46328", + "issue:43450|issue:43986", + "issue:44829|issue:45216", + "issue:44117|issue:45081", + "issue:43408|issue:43742", + "issue:42617|issue:45341", + "issue:43122|issue:46298", + "issue:38617|issue:41628", + "issue:45362|issue:46328", + "issue:42222|issue:46178", + "issue:44877|issue:46231", + "issue:44484|issue:45310", + "issue:39401|issue:46209" + ], + "prepared_review_unit_hash": "b5d0c3be2e359689784c1d4102db682de96412ac26e060166236fe7d29764b0c", + "component_budget": { + "node_count": 502, + "item_count": 502, + "soft_pair_count": 1845, + "serialized_chars": 957282, + "estimated_input_tokens": 239321, + "estimated_eval_tokens": 478898 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36863, + "estimated_input_tokens": 9216, + "estimated_eval_tokens": 18688 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The items are mostly distinct issue reports; no soft pair looks like the same concrete bug/change. The best canonical issue is the broad tokenizer-regression report around the v4.57.3 -> v5 tokenization change.", + "confidence": 0.9, + "canonical_issue_reason": "issue:43122 is the most general and central regression report in the set: it describes tokenization changing across 4.57.3 to 5.0, which best fits a canonical umbrella issue for tokenizer regressions.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43122 is the strongest anchor because it is broad, version-focused, and directly captures the underlying tokenizer regression class that several narrower reports resemble.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:33453", + "right": "issue:39401", + "accept": false, + "reason": "Both are tokenizer-related, but one is a generic loading regression and the other is a model-specific offset_mapping bug; not the same failure." + }, + { + "left": "issue:43064", + "right": "issue:43673", + "accept": false, + "reason": "Training/optimizer-state corruption on FSDP2+PEFT is unrelated to a generation cache missing during chunked prefill." + }, + { + "left": "issue:42673", + "right": "issue:42796", + "accept": false, + "reason": "VRAM leak in multi-threaded dataloader use is unrelated to wrong BPE marker handling in a tokenizer." + }, + { + "left": "issue:42222", + "right": "issue:43441", + "accept": false, + "reason": "VitPose model breakage and Ministral FlashAttention failure are different model/backend bugs." + }, + { + "left": "issue:43937", + "right": "issue:45563", + "accept": false, + "reason": "Invalid GenerationConfig and a stale num_return_sequences warning are different generation issues with different symptoms." + }, + { + "left": "issue:43673", + "right": "issue:46328", + "accept": false, + "reason": "Missing generation cache during chunked prefill is unrelated to SequenceFeatureExtractor.pad list/array conversion overhead." + }, + { + "left": "issue:42673", + "right": "issue:46655", + "accept": false, + "reason": "VRAM leakage in threaded loading is not the same as incorrect video padding calculation." + }, + { + "left": "issue:44291", + "right": "issue:45071", + "accept": false, + "reason": "Unexpected _is_hf_initialized argument and broken PretrainedConfig type checking are distinct API compatibility problems." + }, + { + "left": "issue:42222", + "right": "issue:46752", + "accept": false, + "reason": "VitPose model breakage is unrelated to apply_chat_template crashing on an empty list." + }, + { + "left": "issue:45405", + "right": "issue:45446", + "accept": false, + "reason": "A version pin being ahead of PyPI and a PyTorch version check bug are different release/compatibility issues." + }, + { + "left": "issue:44117", + "right": "issue:45588", + "accept": false, + "reason": "Tokenizer mapping returning None is not the same as flash_attention.py crashing on s_aux=None." + }, + { + "left": "issue:44466", + "right": "issue:46002", + "accept": false, + "reason": "lm_head serialization inconsistency is different from NaNs appearing in classification heads after checkout/init." + }, + { + "left": "issue:44380", + "right": "issue:46077", + "accept": false, + "reason": "Ignored attention scaling and wrong causal mask construction are separate attention-behavior bugs." + }, + { + "left": "issue:39401", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer regressions, but one is offset_mapping corruption and the other is Deepseek tokenization output changes; not the same bug." + }, + { + "left": "issue:43937", + "right": "issue:44977", + "accept": false, + "reason": "GenerationConfig validation failure is different from Qwen3.5 flash-attention generation misbehavior." + }, + { + "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:45341", + "right": "issue:45561", + "accept": false, + "reason": "A generic testing_utils bug is not the same as an xdist race on captured_info.txt." + }, + { + "left": "issue:45071", + "right": "issue:46512", + "accept": false, + "reason": "Type checking in v5.4.0 and stale config.dtype after from_config are different configuration-state bugs." + }, + { + "left": "issue:45341", + "right": "issue:46328", + "accept": false, + "reason": "testing_utils bug and SequenceFeatureExtractor.pad performance issue are unrelated." + }, + { + "left": "issue:43450", + "right": "issue:43986", + "accept": false, + "reason": "Wrong batched video processor shape and missing torchvision crash are different video-processing failures." + }, + { + "left": "issue:44829", + "right": "issue:45216", + "accept": false, + "reason": "Degenerate training with flash_attention_3 is unrelated to Qwen3.5 checkpoint save_pretrained corruption." + }, + { + "left": "issue:44117", + "right": "issue:45081", + "accept": false, + "reason": "TOKENIZER_MAPPING_NAMES returning None and Mistral regex patch crashing are different tokenizer-loading bugs." + }, + { + "left": "issue:43408", + "right": "issue:43742", + "accept": false, + "reason": "Model-type warning for sam3_video/sam3_tracker is unrelated to a KeyError loading MobileLLM-125M." + }, + { + "left": "issue:42617", + "right": "issue:45341", + "accept": false, + "reason": "Failure to run 3d_parallel.py is not the same as a small testing_utils bug." + }, + { + "left": "issue:43122", + "right": "issue:46298", + "accept": false, + "reason": "A tokenizer regression across versions is unrelated to a noisy logging message." + }, + { + "left": "issue:38617", + "right": "issue:41628", + "accept": false, + "reason": "Both are import errors, but they involve different missing symbols and do not look like the same underlying breakage." + }, + { + "left": "issue:45362", + "right": "issue:46328", + "accept": false, + "reason": "Qwen3.5 chat crash and a padding performance issue in SequenceFeatureExtractor are unrelated." + }, + { + "left": "issue:42222", + "right": "issue:46178", + "accept": false, + "reason": "VitPose breakage is not the same as backend mapping rejecting tensorflow_text." + }, + { + "left": "issue:44877", + "right": "issue:46231", + "accept": false, + "reason": "Strict config loading for granite_speech is unrelated to a docs typo about set_training parameters." + }, + { + "left": "issue:44484", + "right": "issue:45310", + "accept": false, + "reason": "Shard-size default behavior and Qwen3.5 Moe loading failure are different issues." + }, + { + "left": "issue:39401", + "right": "issue:46209", + "accept": false, + "reason": "Tokenizer offset_mapping regression and FP8 inference failure on B200 are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 53, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-502", + "nodes": [ + "issue:27957", + "issue:38617", + "issue:41628", + "issue:42222", + "issue:42371", + "issue:43012", + "issue:43066", + "issue:43097", + "issue:43122", + "issue:43208", + "issue:43352", + "issue:43441", + "issue:43452", + "issue:43577", + "issue:43673", + "issue:43874", + "issue:43931", + "issue:43937", + "issue:43986", + "issue:44038", + "issue:44075", + "issue:44117", + "issue:44220", + "issue:44261", + "issue:44263", + "issue:44360", + "issue:44410", + "issue:44483", + "issue:44484", + "issue:44485", + "issue:44493", + "issue:44496", + "issue:44829", + "issue:44933", + "issue:44987", + "issue:45003", + "issue:45071", + "issue:45278", + "issue:45341", + "issue:45464", + "issue:45478", + "issue:45542", + "issue:45656", + "issue:46172", + "issue:46617", + "issue:46762", + "issue:46894" + ], + "soft_pairs": [ + "issue:43937|issue:44496", + "issue:42371|issue:44261", + "issue:44261|issue:46762", + "issue:42371|issue:46617", + "issue:44410|issue:45478", + "issue:44933|issue:45278", + "issue:38617|issue:44220", + "issue:44075|issue:45656", + "issue:43208|issue:46894", + "issue:43066|issue:43122", + "issue:44263|issue:44485", + "issue:44483|issue:45464", + "issue:43097|issue:44493", + "issue:43673|issue:45341", + "issue:42222|issue:45542", + "issue:43931|issue:44410", + "issue:41628|issue:45071", + "issue:45071|issue:45542", + "issue:44484|issue:45478", + "issue:43874|issue:44261", + "issue:44263|issue:46172", + "issue:44360|issue:46172", + "issue:27957|issue:43352", + "issue:43931|issue:44038", + "issue:43441|issue:44829", + "issue:43012|issue:43577", + "issue:43097|issue:43452", + "issue:45003|issue:45341", + "issue:43986|issue:45341", + "issue:44261|issue:44485", + "issue:44117|issue:44987" + ], + "prepared_review_unit_hash": "ec1182a166b5887993e917364ec6eed6879707befbf6b7a98dceaabecfafd0d2", + "component_budget": { + "node_count": 502, + "item_count": 502, + "soft_pair_count": 1845, + "serialized_chars": 957282, + "estimated_input_tokens": 239321, + "estimated_eval_tokens": 478898 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 35931, + "estimated_input_tokens": 8983, + "estimated_eval_tokens": 18222 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a mix of mostly unrelated v5 regressions: import failures, tokenizer behavior changes, attention-backend bugs, and model-specific loading/training issues. None of the soft pairs look like the same underlying defect, so I reject all candidate merges. The most representative issue in the set is the broad post-upgrade import-regression report (#45278).", + "confidence": 0.72, + "canonical_issue_reason": "#45278 is the broadest and most central regression report here: it captures the general 'many import errors after upgrade' theme that overlaps the most with the other import-related issues.", + "canonical_pr_reason": null, + "best_issue_reason": "#45278 is the best single anchor for this mixed cluster because it is broad, clearly described, and closest to the common upgrade-breakage theme, even though it is not a duplicate of the others.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43937", + "right": "issue:44496", + "accept": false, + "reason": "Both are loading/config errors, but one is a GLM generation-config validity issue and the other is an unrecognized-model/config.json issue; different root causes." + }, + { + "left": "issue:42371", + "right": "issue:44261", + "accept": false, + "reason": "TF32 API guidance and an rms_norm_eps precision bug are unrelated code paths and symptoms." + }, + { + "left": "issue:44261", + "right": "issue:46762", + "accept": false, + "reason": "Both mention numerical differences, but they concern different models and different attention implementations, so the underlying bug is not the same." + }, + { + "left": "issue:42371", + "right": "issue:46617", + "accept": false, + "reason": "TF32 behavior control and trust_remote_code cache FileNotFound are unrelated." + }, + { + "left": "issue:44410", + "right": "issue:45478", + "accept": false, + "reason": "Both are Qwen-family loading issues, but one is missing projections in qwen3next and the other is a from_pretrained error in Qwen3.5-MoE." + }, + { + "left": "issue:44933", + "right": "issue:45278", + "accept": false, + "reason": "Both are import-related, but one is a specific nonexistent image_utils import and the other is a broad upgrade-wide import regression; not the same bug." + }, + { + "left": "issue:38617", + "right": "issue:44220", + "accept": false, + "reason": "An ImportError for layer_type_validation and an fbank feature extraction issue are clearly different failures." + }, + { + "left": "issue:44075", + "right": "issue:45656", + "accept": false, + "reason": "One is SGD arguments being ignored, the other is optimizer.step being called twice under deepspeed; different optimizer bugs." + }, + { + "left": "issue:43208", + "right": "issue:46894", + "accept": false, + "reason": "These are model-specific training bugs in different projects with no clear shared code path." + }, + { + "left": "issue:43066", + "right": "issue:43122", + "accept": false, + "reason": "Both are tokenization regressions in v5, but one is wrong decoder type and the other is tokenization drift; not enough evidence of one defect." + }, + { + "left": "issue:44263", + "right": "issue:44485", + "accept": false, + "reason": "A torch.split return-value issue in GlmMoeDsaIndexer and a GLM-5 RoPE implementation discussion are different bugs." + }, + { + "left": "issue:44483", + "right": "issue:45464", + "accept": false, + "reason": "Both hit chat/completions, but one is request acceptance/validation and the other is streaming inference failure on a specific model." + }, + { + "left": "issue:43097", + "right": "issue:44493", + "accept": false, + "reason": "One concerns removal of tie_embeddings_and_encoder_decoder, the other unexpected position_id keys; different breakages." + }, + { + "left": "issue:43673", + "right": "issue:45341", + "accept": false, + "reason": "Generation cache/chunked_prefill versus a testing_utils bug are unrelated." + }, + { + "left": "issue:42222", + "right": "issue:45542", + "accept": false, + "reason": "Vitpose model breakage and a TensorFlow backend detection issue are not the same underlying problem." + }, + { + "left": "issue:43931", + "right": "issue:44410", + "accept": false, + "reason": "Different Qwen-related model loading issues: weight-shape mismatch versus missing attention projections." + }, + { + "left": "issue:41628", + "right": "issue:45071", + "accept": false, + "reason": "ImportError for AutoImageProcessor and a PretrainedConfig type-checking regression are distinct." + }, + { + "left": "issue:45071", + "right": "issue:45542", + "accept": false, + "reason": "Type-checking behavior in PretrainedConfig is unrelated to the TensorFlow backend error." + }, + { + "left": "issue:44484", + "right": "issue:45478", + "accept": false, + "reason": "save_pretrained sharding behavior and a Qwen3.5-MoE from_pretrained error are unrelated." + }, + { + "left": "issue:43874", + "right": "issue:44261", + "accept": false, + "reason": "Missing get_number_of_image_patches in an image processor and a layernorm epsilon precision bug are different code paths." + }, + { + "left": "issue:44263", + "right": "issue:46172", + "accept": false, + "reason": "Different tensor-operation bugs in different model code paths; no shared underlying defect is evident." + }, + { + "left": "issue:44360", + "right": "issue:46172", + "accept": false, + "reason": "A missing ReLU in one DSA/indexer path is not the same as the deepseek-v4 comb dtype/transpose issue." + }, + { + "left": "issue:27957", + "right": "issue:43352", + "accept": false, + "reason": "Both mention Flash Attention 2, but they are different models with different support/status issues." + }, + { + "left": "issue:43931", + "right": "issue:44038", + "accept": false, + "reason": "Both are Qwen3-VL-related, but one is a weight mismatch and the other is a v5/Qwen3-VL-Moe failure; not the same bug." + }, + { + "left": "issue:43441", + "right": "issue:44829", + "accept": false, + "reason": "One is a model support failure for FlashAttention and the other is degenerate training with flash_attention_3; different symptoms and likely different fixes." + }, + { + "left": "issue:43012", + "right": "issue:43577", + "accept": false, + "reason": "A PyTorch warning during bfloat16 compilation and a Blip2 dtype remaining float32 are different dtype-handling issues." + }, + { + "left": "issue:43097", + "right": "issue:43452", + "accept": false, + "reason": "A config/API removal and a gguf_file loading regression do not share the same failure mode." + }, + { + "left": "issue:45003", + "right": "issue:45341", + "accept": false, + "reason": "Unsafe sys.modules access in modeling_utils and a testing_utils bug are unrelated." + }, + { + "left": "issue:43986", + "right": "issue:45341", + "accept": false, + "reason": "A missing torchvision crash in AutoProcessor and a testing_utils bug are not the same issue." + }, + { + "left": "issue:44261", + "right": "issue:44485", + "accept": false, + "reason": "A layernorm precision bug and a GLM-5 RoPE implementation discussion are different model bugs." + }, + { + "left": "issue:44117", + "right": "issue:44987", + "accept": false, + "reason": "TOKENIZER_MAPPING_NAMES returning None and loading physical-intelligence/fast failing are too indirect to treat as the same concrete bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 54, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-502", + "nodes": [ + "issue:38617", + "issue:42757", + "issue:42890", + "issue:43012", + "issue:43064", + "issue:43097", + "issue:43208", + "issue:43502", + "issue:43531", + "issue:43673", + "issue:43873", + "issue:43874", + "issue:43986", + "issue:43992", + "issue:44038", + "issue:44062", + "issue:44117", + "issue:44263", + "issue:44315", + "issue:44351", + "issue:44380", + "issue:44410", + "issue:44484", + "issue:44704", + "issue:44936", + "issue:44938", + "issue:45103", + "issue:45341", + "issue:45372", + "issue:45375", + "issue:45440", + "issue:45588", + "issue:45753", + "issue:46050", + "issue:46123", + "issue:46172", + "issue:46178", + "issue:46298", + "issue:46365", + "issue:46369", + "issue:46421", + "issue:46655", + "issue:46664", + "issue:46701", + "issue:46710", + "issue:46752", + "issue:46821", + "issue:46897" + ], + "soft_pairs": [ + "issue:45753|issue:46369", + "issue:43531|issue:45341", + "issue:43874|issue:44263", + "issue:45440|issue:46172", + "issue:43097|issue:45588", + "issue:43673|issue:46123", + "issue:44410|issue:45375", + "issue:43986|issue:45372", + "issue:43097|issue:46050", + "issue:44038|issue:44410", + "issue:38617|issue:42757", + "issue:43208|issue:46897", + "issue:43064|issue:44315", + "issue:43986|issue:44484", + "issue:46655|issue:46664", + "issue:46298|issue:46752", + "issue:42890|issue:46298", + "issue:46172|issue:46710", + "issue:44062|issue:44117", + "issue:43097|issue:43873", + "issue:38617|issue:44351", + "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" + ], + "prepared_review_unit_hash": "4029c0c47f06bf5c3aaeed8a12de104ddba17c33dfd12c8bba5f368d16311d0a", + "component_budget": { + "node_count": 502, + "item_count": 502, + "soft_pair_count": 1845, + "serialized_chars": 957282, + "estimated_input_tokens": 239321, + "estimated_eval_tokens": 478898 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "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 items are mostly unrelated Transformers bug reports spanning different models, APIs, and test/runtime failures. I don\u2019t see any soft pair that represents the same underlying defect, so all candidate duplicate links should be rejected.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45753", + "right": "issue:46369", + "accept": false, + "reason": "Different products and failure modes: Qwen3_5 image-loop bug vs SAM3-LiteText memory overflow." + }, + { + "left": "issue:43531", + "right": "issue:45341", + "accept": false, + "reason": "One is a Qwen3-MoE sliding-window bug; the other is a small testing_utils issue with no shared code path." + }, + { + "left": "issue:43874", + "right": "issue:44263", + "accept": false, + "reason": "Different Glm* components and different bugs: missing image-patch helper vs torch.split return handling." + }, + { + "left": "issue:45440", + "right": "issue:46172", + "accept": false, + "reason": "Both touch DeepSeek, but one is model divergence and the other is a dtype/transpose bug in DeepSeek-V4." + }, + { + "left": "issue:43097", + "right": "issue:45588", + "accept": false, + "reason": "Unrelated issues: removed config/API in v5 vs flash_attention crash on s_aux=None." + }, + { + "left": "issue:43673", + "right": "issue:46123", + "accept": false, + "reason": "Both involve caching/prefill or batching, but they affect different code paths and symptoms." + }, + { + "left": "issue:44410", + "right": "issue:45375", + "accept": false, + "reason": "Different Qwen configs: missing projections in layer 0 vs silently dropped config field." + }, + { + "left": "issue:43986", + "right": "issue:45372", + "accept": false, + "reason": "Both are import/loading errors, but they stem from different missing dependencies/symbols and different processor flows." + }, + { + "left": "issue:43097", + "right": "issue:46050", + "accept": false, + "reason": "One is an API removal complaint; the other is quantized model save/load corruption." + }, + { + "left": "issue:44038", + "right": "issue:44410", + "accept": false, + "reason": "Related to Qwen models, but one reports a general Transformers 5.0 regression and the other a specific missing-projection defect." + }, + { + "left": "issue:38617", + "right": "issue:42757", + "accept": false, + "reason": "Both are ImportError reports, but for different symbols/modules with no shared underlying bug." + }, + { + "left": "issue:43208", + "right": "issue:46897", + "accept": false, + "reason": "Different model families and failures: xLSTM training blockers vs Florence2 loss-shift bug." + }, + { + "left": "issue:43064", + "right": "issue:44315", + "accept": false, + "reason": "Trainer/FSDP/PEFT optimizer-state corruption is a different issue from Liger Kernel not being applied with model_init." + }, + { + "left": "issue:43986", + "right": "issue:44484", + "accept": false, + "reason": "Video-processor dependency crash and save_pretrained shard-size default are unrelated." + }, + { + "left": "issue:46655", + "right": "issue:46664", + "accept": false, + "reason": "Same SmolVLM area, but padding calculation and num_frames semantics are different bugs." + }, + { + "left": "issue:46298", + "right": "issue:46752", + "accept": false, + "reason": "Noisy logging is unrelated to apply_chat_template crashing on an empty list." + }, + { + "left": "issue:42890", + "right": "issue:46298", + "accept": false, + "reason": "A flaky integration test due to missing set_seed is not the same as a logging-message issue." + }, + { + "left": "issue:46172", + "right": "issue:46710", + "accept": false, + "reason": "Different DeepSeek failures: tensor transpose/dtype bug vs model accuracy regression after upgrade." + }, + { + "left": "issue:44062", + "right": "issue:44117", + "accept": false, + "reason": "Tokenizer constructor argument collision is not the same as TOKENIZER_MAPPING_NAMES returning None." + }, + { + "left": "issue:43097", + "right": "issue:43873", + "accept": false, + "reason": "Different problems: removed API guidance vs offloading failing under quantization." + }, + { + "left": "issue:38617", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors from transformers, but they concern different missing exports and code paths." + }, + { + "left": "issue:43012", + "right": "issue:46821", + "accept": false, + "reason": "bfloat16 warning during compilation is unrelated to a TimesFM window_size AttributeError." + }, + { + "left": "issue:44117", + "right": "issue:46701", + "accept": false, + "reason": "Tokenizer mapping fallback bug and image-text pipeline failure are unrelated." + }, + { + "left": "issue:43502", + "right": "issue:43992", + "accept": false, + "reason": "local_files_only network leakage and missing embed_tokens.weight on load are different from_pretrained issues." + }, + { + "left": "issue:44936", + "right": "issue:46365", + "accept": false, + "reason": "trainer.evaluate failure after training is not the same as failing to import Trainer because of datasets." + }, + { + "left": "issue:44704", + "right": "issue:45103", + "accept": false, + "reason": "AutoProcessor kwargs propagation and auto_docstring future-annotations crash affect different subsystems." + }, + { + "left": "issue:44380", + "right": "issue:46421", + "accept": false, + "reason": "GPT-2 attention scaling is unrelated to lazy cache initialization causing recompilation." + }, + { + "left": "issue:44938", + "right": "issue:46178", + "accept": false, + "reason": "Python 3.14 import failure and tensorflow_text backend mapping error are distinct compatibility 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": 24, + "review_unit_index": 55, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-502", + "nodes": [ + "issue:36683", + "issue:38617", + "issue:42175", + "issue:42490", + "issue:42757", + "issue:42907", + "issue:42994", + "issue:43012", + "issue:43064", + "issue:43066", + "issue:43097", + "issue:43208", + "issue:43352", + "issue:43502", + "issue:43526", + "issue:43550", + "issue:43582", + "issue:43618", + "issue:43756", + "issue:43761", + "issue:43824", + "issue:43825", + "issue:43906", + "issue:43976", + "issue:43986", + "issue:43992", + "issue:44016", + "issue:44038", + "issue:44077", + "issue:44162", + "issue:44222", + "issue:44230", + "issue:44368", + "issue:44380", + "issue:44483", + "issue:44484", + "issue:44485", + "issue:44514", + "issue:44655", + "issue:45478", + "issue:45479", + "issue:45584", + "issue:45712", + "issue:45753", + "issue:46132", + "issue:46172", + "issue:46298", + "issue:46365" + ], + "soft_pairs": [ + "issue:43986|issue:44016", + "issue:42907|issue:45753", + "issue:42907|issue:44655", + "issue:43825|issue:44655", + "issue:43012|issue:43550", + "issue:45712|issue:46298", + "issue:43012|issue:44368", + "issue:43208|issue:43550", + "issue:43992|issue:44484", + "issue:43352|issue:43976", + "issue:43066|issue:43906", + "issue:43352|issue:44380", + "issue:44162|issue:46172", + "issue:43097|issue:46298", + "issue:45584|issue:46365", + "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", + "issue:44483|issue:44514", + "issue:43618|issue:44380", + "issue:43208|issue:43526", + "issue:38617|issue:43502", + "issue:43756|issue:44485", + "issue:43618|issue:43761", + "issue:42994|issue:44655", + "issue:44038|issue:44230" + ], + "prepared_review_unit_hash": "0eb9373888544a7e2c7951d6c665c8fc31adca858fdba01ec9d99494ecbddb01", + "component_budget": { + "node_count": 502, + "item_count": 502, + "soft_pair_count": 1845, + "serialized_chars": 957282, + "estimated_input_tokens": 239321, + "estimated_eval_tokens": 478898 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37038, + "estimated_input_tokens": 9260, + "estimated_eval_tokens": 18776 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is still mostly heterogeneous. The only plausible duplicate edge is the CLIP v5 regression pair; the rest appear to be distinct bugs, warnings, or feature/reporting issues based on the titles and available metadata.", + "confidence": 0.5, + "canonical_issue_reason": "issue:43761 is the best issue representative for the CLIP subgroup because its title is the most specific v5 regression report, while issue:43618 is a broader CLIP output/attentions symptom. Based on the visible text alone, 43761 is the cleaner canonical issue for the likely duplicate pair.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43761 is the strongest issue candidate because it is the more specific CLIP v5 regression report and best captures the shared CLIP forward/output regression theme in the only plausible duplicate subgroup.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43986", + "right": "issue:44016", + "accept": false, + "reason": "Different problems: an AutoProcessor import crash from missing torchvision vs a notebook syntax error." + }, + { + "left": "issue:42907", + "right": "issue:45753", + "accept": false, + "reason": "One is a dequantized-model save failure; the other is an infinite-loop generation bug." + }, + { + "left": "issue:42907", + "right": "issue:44655", + "accept": false, + "reason": "Both involve saving, but dequantized-model saving and pipeline-object serialization are different failures." + }, + { + "left": "issue:43825", + "right": "issue:44655", + "accept": false, + "reason": "A v5 task-support error message is not the same as inability to save Pipeline objects." + }, + { + "left": "issue:43012", + "right": "issue:43550", + "accept": false, + "reason": "A PyTorch warning during bfloat16 compile is not the same as a Bamba SDPA/torch.compile failure." + }, + { + "left": "issue:45712", + "right": "issue:46298", + "accept": false, + "reason": "Repository dummy-class cleanup/check failure is unrelated to a noisy logging message." + }, + { + "left": "issue:43012", + "right": "issue:44368", + "accept": false, + "reason": "Both mention warnings, but they point to different model/config/code-path issues." + }, + { + "left": "issue:43208", + "right": "issue:43550", + "accept": false, + "reason": "xLSTM training blockers and Bamba compile failures are unrelated." + }, + { + "left": "issue:43992", + "right": "issue:44484", + "accept": false, + "reason": "Missing weights on load vs a question about max_shard_size are not the same bug." + }, + { + "left": "issue:43352", + "right": "issue:43976", + "accept": false, + "reason": "A Flash-Attention support error for one model is unrelated to the Python version compatibility issue." + }, + { + "left": "issue:43066", + "right": "issue:43906", + "accept": false, + "reason": "A tokenizer decoder-type regression is not the same as an isolated reproduction of another issue." + }, + { + "left": "issue:43352", + "right": "issue:44380", + "accept": false, + "reason": "Different model/backend problems: Nemotron FA2 support vs GPT2 attention scaling under SDPA/FlashAttention." + }, + { + "left": "issue:44162", + "right": "issue:46172", + "accept": false, + "reason": "ESM2 breakage and a DeepSeek tensor transpose bug are unrelated." + }, + { + "left": "issue:43097", + "right": "issue:46298", + "accept": false, + "reason": "A removed API warning and a noisy logging message do not describe the same issue." + }, + { + "left": "issue:45584", + "right": "issue:46365", + "accept": false, + "reason": "Whisper empty-transcription failure and a Trainer import conflict are unrelated." + }, + { + "left": "issue:44380", + "right": "issue:46132", + "accept": false, + "reason": "GPT2 attention scaling under backend changes is separate from AttentionInterface.register behavior changes." + }, + { + "left": "issue:44077", + "right": "issue:46365", + "accept": false, + "reason": "PatchTST mixer post_init validation and a Trainer import failure are unrelated." + }, + { + "left": "issue:44222", + "right": "issue:45478", + "accept": false, + "reason": "Both involve MoE/FP8 serialization, but save_pretrained failure and from_pretrained error are different enough that they do not look like the same concrete bug." + }, + { + "left": "issue:36683", + "right": "issue:43582", + "accept": false, + "reason": "Gemma3Config missing vocab_size is unrelated to the Apple Silicon caching_allocator_warmup TypeError." + }, + { + "left": "issue:44380", + "right": "issue:45479", + "accept": false, + "reason": "Attention scaling regression and a degenerate classification-loss bug are unrelated." + }, + { + "left": "issue:42175", + "right": "issue:46365", + "accept": false, + "reason": "TensorFlow dependency packaging and a Trainer import conflict are different issues." + }, + { + "left": "issue:42757", + "right": "issue:43824", + "accept": false, + "reason": "Both are import errors, but for different symbols and different libraries/models." + }, + { + "left": "issue:43064", + "right": "issue:44380", + "accept": false, + "reason": "FSDP2/PEFT optimizer-state corruption is unrelated to GPT2 attention scaling behavior." + }, + { + "left": "issue:42490", + "right": "issue:43012", + "accept": false, + "reason": "A local-path import warning is unrelated to a bfloat16 compile warning." + }, + { + "left": "issue:44483", + "right": "issue:44514", + "accept": false, + "reason": "API request validation failure and batched chat-template crash are different code paths." + }, + { + "left": "issue:43618", + "right": "issue:44380", + "accept": false, + "reason": "CLIP output regression and GPT2 attention scaling are unrelated models and failures." + }, + { + "left": "issue:43208", + "right": "issue:43526", + "accept": false, + "reason": "xLSTM training blockers and BeitImageProcessorFast label reduction bug are unrelated." + }, + { + "left": "issue:38617", + "right": "issue:43502", + "accept": false, + "reason": "Missing configuration_utils symbol and local_files_only still making API requests are unrelated import/network issues." + }, + { + "left": "issue:43756", + "right": "issue:44485", + "accept": false, + "reason": "Both mention RoPE, but one is a Smollm3 layer-count mismatch and the other is a GLM-5 RoPE implementation discussion." + }, + { + "left": "issue:43618", + "right": "issue:43761", + "accept": true, + "reason": "Both are CLIP v5 regression reports about missing forward-populated outputs; based on the visible titles, they plausibly describe the same underlying CLIP forward/output regression." + }, + { + "left": "issue:42994", + "right": "issue:44655", + "accept": false, + "reason": "Both concern save_pretrained, but quantized-model saving and pipeline-object saving are not the same failure." + }, + { + "left": "issue:44038", + "right": "issue:44230", + "accept": false, + "reason": "Two Qwen3-VL/MoE fp8-related reports, but one is a generic v5 bug and the other is inference support; too different to treat as duplicates." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The overall conclusion is reasonable, but the rationale is a bit too strong for the packet. In particular, the claim that issue:43761 has an \"explicit reproducer\" and a \"concrete v5 forward-output failure\" is not supported by the packet text you provided, which only exposes the title/body length metadata. The soft-edge acceptance between issue:43618 and issue:43761 looks conservative and plausible based on both being CLIP v5 output-regression reports, but the issue-level justification should be phrased more cautiously and grounded only in what is visible in the packet." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 56, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-502", + "nodes": [ + "issue:29870", + "issue:33453", + "issue:36010", + "issue:36296", + "issue:36683", + "issue:42757", + "issue:42890", + "issue:43010", + "issue:43064", + "issue:43208", + "issue:43299", + "issue:43352", + "issue:43475", + "issue:43525", + "issue:43611", + "issue:43618", + "issue:43867", + "issue:43937", + "issue:43976", + "issue:43992", + "issue:44075", + "issue:44077", + "issue:44355", + "issue:44483", + "issue:44492", + "issue:44625", + "issue:44655", + "issue:44855", + "issue:44908", + "issue:44938", + "issue:45071", + "issue:45216", + "issue:45276", + "issue:45278", + "issue:45310", + "issue:45375", + "issue:45561", + "issue:45850", + "issue:46050", + "issue:46077", + "issue:46082", + "issue:46202", + "issue:46365", + "issue:46369", + "issue:46829", + "issue:46851", + "issue:46877" + ], + "soft_pairs": [ + "issue:43299|issue:43867", + "issue:36010|issue:42757", + "issue:44625|issue:46365", + "issue:45276|issue:46077", + "issue:43611|issue:44655", + "issue:44483|issue:46369", + "issue:43352|issue:43937", + "issue:36683|issue:43475", + "issue:44355|issue:46877", + "issue:44655|issue:46050", + "issue:36683|issue:44077", + "issue:43976|issue:44938", + "issue:44625|issue:46077", + "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:43992|issue:45310", + "issue:44075|issue:46365", + "issue:44908|issue:46851", + "issue:29870|issue:33453", + "issue:44938|issue:45071", + "issue:44355|issue:44855", + "issue:43867|issue:46202", + "issue:36683|issue:43064", + "issue:42890|issue:45561", + "issue:43867|issue:45375", + "issue:43010|issue:45850" + ], + "prepared_review_unit_hash": "7d18362ec234e68f0b58a32514ab5719efeec35bf1368ceb63c5086d2d51b5d5", + "component_budget": { + "node_count": 502, + "item_count": 502, + "soft_pair_count": 1845, + "serialized_chars": 957282, + "estimated_input_tokens": 239321, + "estimated_eval_tokens": 478898 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 33, + "serialized_chars": 36687, + "estimated_input_tokens": 9172, + "estimated_eval_tokens": 18600 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is mostly a grab-bag of Transformers regressions and compatibility bugs that only share broad surface similarity (imports, loading/saving, config attrs, or Python-version issues). I found no true duplicate pairs among the proposed soft edges, so all of them should be rejected. Issue 36683 is the most central and concrete issue in the set, but the cluster is still too heterogeneous to treat as one duplicate family.", + "confidence": 0.78, + "canonical_issue_reason": "issue:36683 is the most connected and concrete bug report here: a specific open AttributeError with substantial discussion, making it the best single anchor even though the cluster is not a tight duplicate set.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:36683 is the strongest representative issue to anchor triage because it is explicit, reproducible, and one of the most discussed items in the group.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43299", + "right": "issue:43867", + "accept": false, + "reason": "Different failures: Qwen3.5 model loading regression vs sorted-state_dict load error; same broad area, not the same bug." + }, + { + "left": "issue:36010", + "right": "issue:42757", + "accept": false, + "reason": "Both are import errors, but they involve different symbols and dependencies: GenerationMixin vs is_offline_mode from huggingface_hub." + }, + { + "left": "issue:44625", + "right": "issue:46365", + "accept": false, + "reason": "One is config field propagation, the other is a Trainer import conflict with datasets; unrelated root causes." + }, + { + "left": "issue:45276", + "right": "issue:46077", + "accept": false, + "reason": "Same model family, but different code paths: token embedding resize vs bidirectional attention mask construction." + }, + { + "left": "issue:43611", + "right": "issue:44655", + "accept": false, + "reason": "Different save/load problems: base_model_prefix loading vs saving Pipeline objects." + }, + { + "left": "issue:44483", + "right": "issue:46369", + "accept": false, + "reason": "Chat/completions request validation and SAM3 memory overflow are unrelated." + }, + { + "left": "issue:43352", + "right": "issue:43937", + "accept": false, + "reason": "Unsupported Flash Attention on one model is not the same as invalid GenerationConfig on another." + }, + { + "left": "issue:36683", + "right": "issue:43475", + "accept": false, + "reason": "Both mention missing attributes, but the models and failing objects are different and the underlying bugs are unrelated." + }, + { + "left": "issue:44355", + "right": "issue:46877", + "accept": false, + "reason": "One is compiled-Python import failures; the other is import-time docstring lint output to stdout." + }, + { + "left": "issue:44655", + "right": "issue:46050", + "accept": false, + "reason": "Pipeline save_pretrained and quantized-model roundtrip corruption are different serialization bugs." + }, + { + "left": "issue:36683", + "right": "issue:44077", + "accept": false, + "reason": "Missing config attribute vs enforcing optional post_init in a specific model class are different changes." + }, + { + "left": "issue:43976", + "right": "issue:44938", + "accept": false, + "reason": "Both are Python compatibility regressions, but they affect different versions and fail for different reasons." + }, + { + "left": "issue:44625", + "right": "issue:46077", + "accept": false, + "reason": "Num-label propagation and bidirectional attention masking are unrelated model-specific bugs." + }, + { + "left": "issue:43867", + "right": "issue:45216", + "accept": false, + "reason": "Both involve loading/saving regressions, but one is sorted state_dict loading and the other is a Qwen3.5 checkpoint save_pretrained issue." + }, + { + "left": "issue:46077", + "right": "issue:46082", + "accept": false, + "reason": "Gemma4 attention-mask logic and LlamaConfig head_dim validation are different config/code paths." + }, + { + "left": "issue:43618", + "right": "issue:45216", + "accept": false, + "reason": "CLIPOutput attentions regression is unrelated to the Qwen3.5 save_pretrained checkpoint bug." + }, + { + "left": "issue:43208", + "right": "issue:46829", + "accept": false, + "reason": "xLSTM training blockers and VideoPrism output-field mixup are different model bugs." + }, + { + "left": "issue:36683", + "right": "issue:43525", + "accept": false, + "reason": "Both are missing-attribute reports, but they concern different configs and different missing fields." + }, + { + "left": "issue:36683", + "right": "issue:44625", + "accept": false, + "reason": "Different configuration propagation bugs in different model families." + }, + { + "left": "issue:29870", + "right": "issue:36296", + "accept": false, + "reason": "BART generate decoder-mask error is unrelated to the tensor-parallel optimizer/training bug." + }, + { + "left": "issue:43064", + "right": "issue:44492", + "accept": false, + "reason": "Optimizer-state corruption and a typo in cache strategies are not the same underlying issue." + }, + { + "left": "issue:43010", + "right": "issue:45278", + "accept": false, + "reason": "Cache update no_grad decoration and broad import errors after upgrade are unrelated." + }, + { + "left": "issue:43992", + "right": "issue:45310", + "accept": false, + "reason": "UMT5Encoder missing embed_tokens.weight is a different from_pretrained failure than the Qwen3.5 MoE loading error." + }, + { + "left": "issue:44075", + "right": "issue:46365", + "accept": false, + "reason": "Optimizer arguments ignored and Trainer import blocked by datasets are unrelated." + }, + { + "left": "issue:44908", + "right": "issue:46851", + "accept": false, + "reason": "A scheduler-kwargs bug is unrelated to Qwen3.5 variable-length position_ids handling." + }, + { + "left": "issue:29870", + "right": "issue:33453", + "accept": false, + "reason": "BART generate decoder-mask failure and tokenizer-loading regression are different bugs." + }, + { + "left": "issue:44938", + "right": "issue:45071", + "accept": false, + "reason": "Python 3.14 load failure and PretrainedConfig type-checking breakage are different regressions." + }, + { + "left": "issue:44355", + "right": "issue:44855", + "accept": false, + "reason": "Both are import-time problems, but one is compiled-file handling and the other is a JIT parser indentation issue on Python 3.13." + }, + { + "left": "issue:43867", + "right": "issue:46202", + "accept": false, + "reason": "Sorted state_dict loading and Gemma pipeline roundtrip failure are different serialization/tokenization problems." + }, + { + "left": "issue:43010", + "right": "issue:45850", + "accept": false, + "reason": "A specific cache-update concern and a broad 'breaks too many models' report are not the same bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 57, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-502", + "nodes": [ + "issue:28282", + "issue:30333", + "issue:30990", + "issue:31795", + "issue:33453", + "issue:36296", + "issue:41669", + "issue:42548", + "issue:42890", + "issue:42898", + "issue:43010", + "issue:43065", + "issue:43232", + "issue:43502", + "issue:43575", + "issue:43576", + "issue:43618", + "issue:43723", + "issue:43824", + "issue:43867", + "issue:43874", + "issue:43976", + "issue:43992", + "issue:44062", + "issue:44077", + "issue:44112", + "issue:44222", + "issue:44246", + "issue:44351", + "issue:44355", + "issue:44360", + "issue:44387", + "issue:44485", + "issue:44556", + "issue:44734", + "issue:44749", + "issue:44964", + "issue:45125", + "issue:45357", + "issue:45375", + "issue:45440", + "issue:45478", + "issue:45600", + "issue:46132", + "issue:46285", + "issue:46617", + "issue:46664", + "issue:46726" + ], + "soft_pairs": [ + "issue:41669|issue:44246", + "issue:36296|issue:43575", + "issue:43010|issue:43976", + "issue:43618|issue:44077", + "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:42898|issue:46664", + "issue:43502|issue:44062", + "issue:44734|issue:46617", + "issue:43723|issue:44556", + "issue:44222|issue:45125", + "issue:43824|issue:46617", + "issue:43502|issue:44485", + "issue:44387|issue:44556", + "issue:43874|issue:46617", + "issue:43010|issue:43065", + "issue:43576|issue:46132", + "issue:30333|issue:33453", + "issue:45125|issue:45478", + "issue:44355|issue:44749", + "issue:45125|issue:45375", + "issue:30990|issue:31795", + "issue:43010|issue:43232", + "issue:46664|issue:46726", + "issue:42548|issue:44351" + ], + "prepared_review_unit_hash": "4fff68443494bea202f21b85eb37c0cdd60afc64330829a67c003ef44d3c3869", + "component_budget": { + "node_count": 502, + "item_count": 502, + "soft_pair_count": 1845, + "serialized_chars": 957282, + "estimated_input_tokens": 239321, + "estimated_eval_tokens": 478898 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36650, + "estimated_input_tokens": 9163, + "estimated_eval_tokens": 18582 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is very noisy: it mixes unrelated loading/import regressions, tensor-parallel bugs, docs, CI flakiness, and model-specific issues. None of the soft pairs look like true duplicates, so I would keep them separate.", + "confidence": 0.86, + "canonical_issue_reason": "Issue 44246 is the broadest standalone report in the loose import/loading subset, but the cluster overall is heterogeneous and not a clean duplicate set.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 44246 is the most general and triage-friendly issue title here; if one issue must represent the cluster, this is the closest fit.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41669", + "right": "issue:44246", + "accept": false, + "reason": "Both concern import overhead, but one is about import-star cost and the other about occasional slow imports; related area, not the same bug." + }, + { + "left": "issue:36296", + "right": "issue:43575", + "accept": false, + "reason": "Tensor-parallel training bug vs tp-related OOM on loading a specific model; different failure modes and code paths." + }, + { + "left": "issue:43010", + "right": "issue:43976", + "accept": false, + "reason": "Cache/layer no_grad decoration request is unrelated to Python version support breakage." + }, + { + "left": "issue:43618", + "right": "issue:44077", + "accept": false, + "reason": "CLIP attentions field regression is unrelated to patchtsmixer post_init policy." + }, + { + "left": "issue:43867", + "right": "issue:45357", + "accept": false, + "reason": "State-dict sorting load error vs incorrect visual encoder keys on save_pretrained; not the same underlying defect." + }, + { + "left": "issue:43992", + "right": "issue:45478", + "accept": false, + "reason": "UMT5 weight-missing load bug and Qwen3.5 MoE from_pretrained error are different models and different causes." + }, + { + "left": "issue:28282", + "right": "issue:33453", + "accept": false, + "reason": "PyTorch-missing ImportError for AutoModel is unrelated to tokenizer-loading regression." + }, + { + "left": "issue:43618", + "right": "issue:46285", + "accept": false, + "reason": "Both touch CLIP, but one is a missing attentions assignment and the other is a structure inconsistency between two classes." + }, + { + "left": "issue:44360", + "right": "issue:45440", + "accept": false, + "reason": "DSA indexer ReLU discussion is unrelated to DeepseekV3MoE implementation divergence." + }, + { + "left": "issue:42890", + "right": "issue:44964", + "accept": false, + "reason": "Test flakiness in SamHQ is unrelated to Phi-4 multimodal model loading." + }, + { + "left": "issue:42890", + "right": "issue:44112", + "accept": false, + "reason": "Both are test failures, but they are on different models and different causes." + }, + { + "left": "issue:42890", + "right": "issue:45600", + "accept": false, + "reason": "SamHQ test seeding issue is unrelated to stale auto_mappings config references." + }, + { + "left": "issue:42898", + "right": "issue:46664", + "accept": false, + "reason": "Tokenizer cleanup behavior in v5 is unrelated to SmolVLM video num_frames semantics." + }, + { + "left": "issue:43502", + "right": "issue:44062", + "accept": false, + "reason": "local_files_only network regression and AddedToken special-arg error are distinct tokenizer/loading bugs." + }, + { + "left": "issue:44734", + "right": "issue:46617", + "accept": false, + "reason": "KV-cache continuation crash in serve is unrelated to cache loading of a trust_remote_code model." + }, + { + "left": "issue:43723", + "right": "issue:44556", + "accept": false, + "reason": "Tokenizer loading regression and v4-to-v5 checkpoint reload breakage overlap on versioning, but not the same concrete bug." + }, + { + "left": "issue:44222", + "right": "issue:45125", + "accept": false, + "reason": "FP8 save_pretrained MoE issue is different from missing tensor-parallel plan on Qwen3_5MoeForConditionalGeneration." + }, + { + "left": "issue:43824", + "right": "issue:46617", + "accept": false, + "reason": "Missing Qwen2_5_VL import and FileNotFoundError loading cached trust_remote_code models are unrelated." + }, + { + "left": "issue:43502", + "right": "issue:44485", + "accept": false, + "reason": "local_files_only API requests bug is unrelated to GLM-5 RoPE implementation." + }, + { + "left": "issue:44387", + "right": "issue:44556", + "accept": false, + "reason": "Int4 quantization OOM is a different problem from checkpoint reload compatibility after v5 upgrade." + }, + { + "left": "issue:43874", + "right": "issue:46617", + "accept": false, + "reason": "Missing image-processor helper in GLM46V is unrelated to cache FileNotFoundError for trust_remote_code." + }, + { + "left": "issue:43010", + "right": "issue:43065", + "accept": false, + "reason": "no_grad decoration for cache updates and dummy Conv2d in Sam3PixelDecoder are unrelated." + }, + { + "left": "issue:43576", + "right": "issue:46132", + "accept": false, + "reason": "Broken transformers env command and AttentionInterface.register behavior change are different features." + }, + { + "left": "issue:30333", + "right": "issue:33453", + "accept": false, + "reason": "MLflow reporting on failed training jobs has nothing to do with tokenizer loading regression." + }, + { + "left": "issue:45125", + "right": "issue:45478", + "accept": false, + "reason": "Both involve Qwen3.5 MoE, but one is missing _tp_plan while the other is a from_pretrained error; too different to merge." + }, + { + "left": "issue:44355", + "right": "issue:44749", + "accept": false, + "reason": "Compiled Python file errors are unrelated to the Chinese report about slower filtering after upgrade." + }, + { + "left": "issue:45125", + "right": "issue:45375", + "accept": false, + "reason": "Missing tensor-parallel plan and missing deepstack_visual_indexes are separate Qwen3.5 vision/MoE config issues." + }, + { + "left": "issue:30990", + "right": "issue:31795", + "accept": false, + "reason": "Sentence Transformers loading stall and forward() doc confusion are not the same underlying bug." + }, + { + "left": "issue:43010", + "right": "issue:43232", + "accept": false, + "reason": "Cache no_grad decoration request and generation kwargs update bug are different code paths." + }, + { + "left": "issue:46664", + "right": "issue:46726", + "accept": false, + "reason": "SmolVLM num_frames semantics and AutoProcessor backend-missing error are separate multimodal issues." + }, + { + "left": "issue:42548", + "right": "issue:44351", + "accept": false, + "reason": "PreTrainedModel import failure and HybridCache import failure are distinct missing-export 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": 24, + "review_unit_index": 58, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-502", + "nodes": [ + "issue:29870", + "issue:30333", + "issue:31795", + "issue:33453", + "issue:34689", + "issue:36296", + "issue:38617", + "issue:41628", + "issue:42548", + "issue:42757", + "issue:43299", + "issue:43475", + "issue:43502", + "issue:43576", + "issue:43673", + "issue:43824", + "issue:43827", + "issue:43901", + "issue:44038", + "issue:44222", + "issue:44230", + "issue:44273", + "issue:44315", + "issue:44351", + "issue:44355", + "issue:44360", + "issue:44393", + "issue:44485", + "issue:44492", + "issue:44556", + "issue:44623", + "issue:44908", + "issue:44938", + "issue:44961", + "issue:45003", + "issue:45071", + "issue:45125", + "issue:45230", + "issue:45362", + "issue:45468", + "issue:45542", + "issue:45753", + "issue:45850", + "issue:46143", + "issue:46144", + "issue:46209", + "issue:46617", + "issue:46664" + ], + "soft_pairs": [ + "issue:43502|issue:44961", + "issue:43502|issue:44222", + "issue:43827|issue:44961", + "issue:30333|issue:36296", + "issue:43299|issue:44556", + "issue:29870|issue:31795", + "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:44908|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:44360|issue:46664", + "issue:44273|issue:45003", + "issue:44038|issue:45125", + "issue:44393|issue:45071", + "issue:44393|issue:45753" + ], + "prepared_review_unit_hash": "af14f3a1ca96a043cb5112845dabb0e7347dd7d4e7800209c86365ad8de21490", + "component_budget": { + "node_count": 502, + "item_count": 502, + "soft_pair_count": 1845, + "serialized_chars": 957282, + "estimated_input_tokens": 239321, + "estimated_eval_tokens": 478898 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 36943, + "estimated_input_tokens": 9236, + "estimated_eval_tokens": 18728 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: most items are unrelated v5 regressions, import/export breaks, model-loading issues, and docs problems. No soft-edge pair looks like a true duplicate of the same underlying bug/change.", + "confidence": 0.86, + "canonical_issue_reason": "Issue 45850 is the broadest representative of the cluster\u2019s dominant theme (Transformers 5.x breaking many downstream models), though it is still too general to be a precise duplicate target.", + "canonical_pr_reason": null, + "best_issue_reason": "45850 is the best umbrella issue for the cluster because it most directly captures the common v5 regression narrative shared by several nearby reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43502", + "right": "issue:44961", + "accept": false, + "reason": "Local-files-only network leakage and an unrelated placeholder issue are not the same bug." + }, + { + "left": "issue:43502", + "right": "issue:44222", + "accept": false, + "reason": "One is about unexpected API requests; the other is FP8 moe save_pretrained behavior." + }, + { + "left": "issue:43827", + "right": "issue:44961", + "accept": false, + "reason": "Docs still referencing pipeline() and an unrelated placeholder issue are not the same change." + }, + { + "left": "issue:30333", + "right": "issue:36296", + "accept": false, + "reason": "MLflow reporting on failed jobs and tensor-parallel training are unrelated." + }, + { + "left": "issue:43299", + "right": "issue:44556", + "accept": false, + "reason": "Both are version-regression reports, but they concern different model-loading failures and likely different fixes." + }, + { + "left": "issue:29870", + "right": "issue:31795", + "accept": false, + "reason": "A generate() UnboundLocalError and confusing forward() docs are different bugs." + }, + { + "left": "issue:33453", + "right": "issue:34689", + "accept": false, + "reason": "Both mention loading regressions, but they affect different models and likely different code paths." + }, + { + "left": "issue:44355", + "right": "issue:45071", + "accept": false, + "reason": "Compiled-file import/runtime errors and PretrainedConfig type-checking are unrelated." + }, + { + "left": "issue:43576", + "right": "issue:45071", + "accept": false, + "reason": "Broken env command and type-checking regression are unrelated." + }, + { + "left": "issue:42757", + "right": "issue:43576", + "accept": false, + "reason": "Missing huggingface_hub symbol import and env command failure are different issues." + }, + { + "left": "issue:44315", + "right": "issue:44360", + "accept": false, + "reason": "Liger Kernel application with model_init and a ReLU discussion are unrelated." + }, + { + "left": "issue:31795", + "right": "issue:38617", + "accept": false, + "reason": "Docs confusion and an ImportError for layer_type_validation are not the same bug." + }, + { + "left": "issue:43576", + "right": "issue:43824", + "accept": false, + "reason": "Broken env command and missing Qwen2.5-VL export are unrelated." + }, + { + "left": "issue:44961", + "right": "issue:45468", + "accept": false, + "reason": "Placeholder issue and Gemma audio positional encoding are unrelated." + }, + { + "left": "issue:44485", + "right": "issue:44961", + "accept": false, + "reason": "GLM-5 RoPE implementation and the placeholder issue are unrelated." + }, + { + "left": "issue:44351", + "right": "issue:46617", + "accept": false, + "reason": "HybridCache import failure and cache FileNotFoundError are different failures." + }, + { + "left": "issue:36296", + "right": "issue:43901", + "accept": false, + "reason": "Tensor-parallel training bug and TextClassificationPipeline docs are unrelated." + }, + { + "left": "issue:44908", + "right": "issue:44961", + "accept": false, + "reason": "Scheduler kwargs handling and the placeholder issue are unrelated." + }, + { + "left": "issue:43576", + "right": "issue:44938", + "accept": false, + "reason": "Broken env command and Python 3.14 loading failure are distinct issues." + }, + { + "left": "issue:43475", + "right": "issue:46617", + "accept": false, + "reason": "SAM3 video attribute error and trust_remote_code cache FileNotFoundError are unrelated." + }, + { + "left": "issue:46143", + "right": "issue:46144", + "accept": false, + "reason": "Both concern RoFormer, but one is missing kwargs passthrough while the other is about attention-interface usage; not the same fix." + }, + { + "left": "issue:44222", + "right": "issue:44230", + "accept": false, + "reason": "FP8 save_pretrained support and FP8 inference support are adjacent but distinct feature gaps." + }, + { + "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 import symbols from transformers; likely separate export regressions." + }, + { + "left": "issue:44485", + "right": "issue:46664", + "accept": false, + "reason": "GLM-5 RoPE implementation and SmolVLM num_frames semantics are unrelated." + }, + { + "left": "issue:43673", + "right": "issue:44492", + "accept": false, + "reason": "Chunked-prefill cache missing and a cache-strategy typo are not the same bug." + }, + { + "left": "issue:45362", + "right": "issue:45850", + "accept": false, + "reason": "A specific Qwen3.5 crash and a broad 'many models break' complaint are not the same concrete bug." + }, + { + "left": "issue:44273", + "right": "issue:45542", + "accept": false, + "reason": "Lazy loading behavior and a TensorBoard-without-TF backend error are unrelated." + }, + { + "left": "issue:44623", + "right": "issue:45230", + "accept": false, + "reason": "Missing processor.save_pretrained files and an unspecified bug report are not the same issue." + }, + { + "left": "issue:44360", + "right": "issue:46664", + "accept": false, + "reason": "DSA indexer ReLU discussion and SmolVLM num_frames semantics are unrelated." + }, + { + "left": "issue:44273", + "right": "issue:45003", + "accept": false, + "reason": "Lazy loading and unsafe sys.modules access are different code paths." + }, + { + "left": "issue:44038", + "right": "issue:45125", + "accept": false, + "reason": "Qwen3-VL model loading and missing _tp_plan for tensor parallelism are distinct problems." + }, + { + "left": "issue:44393", + "right": "issue:45071", + "accept": false, + "reason": "Qwen3-VL bbox output issues and PretrainedConfig type checking are unrelated." + }, + { + "left": "issue:44393", + "right": "issue:45753", + "accept": false, + "reason": "Both are Qwen3-family multimodal complaints, but one is 2D bbox output quality and the other is an infinite-loop case; not the same bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 59, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-502", + "nodes": [ + "issue:31795", + "issue:33453", + "issue:34689", + "issue:41669", + "issue:42371", + "issue:42890", + "issue:43352", + "issue:43408", + "issue:43519", + "issue:43525", + "issue:43572", + "issue:43576", + "issue:43673", + "issue:43704", + "issue:43976", + "issue:44077", + "issue:44230", + "issue:44246", + "issue:44273", + "issue:44295", + "issue:44297", + "issue:44315", + "issue:44351", + "issue:44360", + "issue:44393", + "issue:44485", + "issue:44492", + "issue:44556", + "issue:44655", + "issue:44704", + "issue:44829", + "issue:44861", + "issue:44908", + "issue:45071", + "issue:45092", + "issue:45230", + "issue:45278", + "issue:45310", + "issue:45341", + "issue:45468", + "issue:45478", + "issue:45850", + "issue:46095", + "issue:46218", + "issue:46328", + "issue:46655", + "issue:46894" + ], + "soft_pairs": [ + "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:43408|issue:44315", + "issue:41669|issue:46218", + "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:44492|issue:46328", + "issue:44297|issue:45230", + "issue:44704|issue:44908", + "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:45230|issue:45310", + "issue:43519|issue:44485", + "issue:43576|issue:46218", + "issue:44655|issue:44861", + "issue:43519|issue:44908", + "issue:41669|issue:43704", + "issue:31795|issue:34689", + "issue:43704|issue:44485" + ], + "prepared_review_unit_hash": "b7ba224872967e8140c912f2efd720bb426af8f1b8dc220a3fd79f1c8a3d8787", + "component_budget": { + "node_count": 502, + "item_count": 502, + "soft_pair_count": 1845, + "serialized_chars": 957282, + "estimated_input_tokens": 239321, + "estimated_eval_tokens": 478898 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 42, + "serialized_chars": 39147, + "estimated_input_tokens": 9787, + "estimated_eval_tokens": 19830 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a loose v5-regression / loading-import / model-compatibility theme, not a set of true duplicates. I would use the broad v5-breakage report as the issue umbrella, but none of the soft edge pairs look like the same concrete bug.", + "confidence": 0.65, + "canonical_issue_reason": "issue:45850 is the broadest umbrella for the cluster\u2019s recurring theme: Transformers v5 breaks many models and loading paths. It is generic, but it best matches the cluster\u2019s mixed set of v5 regression reports.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45850 is the best single representative because it spans the widest set of related complaints (model loading/import/config regressions after v5), even though it is not a precise bug report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41669", + "right": "issue:43673", + "accept": false, + "reason": "One is import * / import-time bloat, the other is a missing generation cache in chunked prefill; related area, different bug." + }, + { + "left": "issue:43576", + "right": "issue:44556", + "accept": false, + "reason": "CLI env command breakage and checkpoint reload incompatibility are both v5 regressions, but they affect different code paths." + }, + { + "left": "issue:43525", + "right": "issue:45850", + "accept": false, + "reason": "Specific Llama4 pad_token_id AttributeError versus a generic 'many models break' report; not the same bug." + }, + { + "left": "issue:43572", + "right": "issue:45850", + "accept": false, + "reason": "StableLm pad_token_idx missing is a concrete config-field regression, not the same as the broad v5 breakage umbrella." + }, + { + "left": "issue:44556", + "right": "issue:45092", + "accept": false, + "reason": "Both are upgrade/loading incompatibilities, but one is checkpoint reload and the other is remote-code/meta-init incompatibility for a different model." + }, + { + "left": "issue:44492", + "right": "issue:45850", + "accept": false, + "reason": "Cache-strategy typo is a narrow docs/code typo issue, not the same as a general v5 model-breakage report." + }, + { + "left": "issue:45278", + "right": "issue:45850", + "accept": false, + "reason": "Import errors after upgrade are related to the broad regression theme, but this is a distinct concrete failure mode." + }, + { + "left": "issue:42371", + "right": "issue:44492", + "accept": false, + "reason": "TF32 behavior settings and cache-strategy typo are unrelated." + }, + { + "left": "issue:43408", + "right": "issue:44315", + "accept": false, + "reason": "Model-type warning in sam3_tracker and Liger Kernel not applied with model_init are different issues." + }, + { + "left": "issue:41669", + "right": "issue:46218", + "accept": false, + "reason": "Import * slowdown is a performance/regression issue; Qwen3_5ForCausalLM import failure is a specific missing-module problem." + }, + { + "left": "issue:44230", + "right": "issue:46095", + "accept": false, + "reason": "FP8 support request and weight-conversion-script question are not the same bug or change." + }, + { + "left": "issue:44246", + "right": "issue:44273", + "accept": false, + "reason": "Both mention import/lazy-loading pain, but one is intermittent import slowness and the other is a broader lazy-loading malfunction." + }, + { + "left": "issue:42890", + "right": "issue:44908", + "accept": false, + "reason": "Seed-related test flakiness and scheduler kwargs handling are unrelated." + }, + { + "left": "issue:43576", + "right": "issue:44908", + "accept": false, + "reason": "Env command breakage and inverse_sqrt scheduler kwargs are different subsystems." + }, + { + "left": "issue:43352", + "right": "issue:44393", + "accept": false, + "reason": "Flash Attention 2 support error and Qwen3-VL bbox hallucination are unrelated." + }, + { + "left": "issue:43976", + "right": "issue:44393", + "accept": false, + "reason": "Python version compatibility and a Qwen3-VL output bug are not the same issue." + }, + { + "left": "issue:44908", + "right": "issue:45071", + "accept": false, + "reason": "Scheduler kwarg propagation and PretrainedConfig type-checking regression are different code paths." + }, + { + "left": "issue:44295", + "right": "issue:45230", + "accept": false, + "reason": "Position_ids buffer access bug and a generic bug report have no clear overlap." + }, + { + "left": "issue:44492", + "right": "issue:46328", + "accept": false, + "reason": "Cache-strategy typo and SequenceFeatureExtractor.pad inefficiency are unrelated." + }, + { + "left": "issue:44297", + "right": "issue:45230", + "accept": false, + "reason": "Tokenizer save_pretrained mismatch is a concrete tokenizer bug, while 45230 is too generic to be the same issue." + }, + { + "left": "issue:44704", + "right": "issue:44908", + "accept": false, + "reason": "AutoProcessor kwargs forwarding and inverse_sqrt scheduler kwargs are unrelated." + }, + { + "left": "issue:41669", + "right": "issue:44351", + "accept": false, + "reason": "Import * usage slowdown and HybridCache import failure are both import-related but not the same underlying defect." + }, + { + "left": "issue:41669", + "right": "issue:45341", + "accept": false, + "reason": "Import * slowdown and a testing_utils bug are unrelated." + }, + { + "left": "issue:43976", + "right": "issue:45850", + "accept": false, + "reason": "Python3.9+/3.10+ compatibility is a separate environment issue, not the same as broad model breakage." + }, + { + "left": "issue:43976", + "right": "issue:46218", + "accept": false, + "reason": "Python version support and a model import failure are different problems." + }, + { + "left": "issue:44393", + "right": "issue:45478", + "accept": false, + "reason": "Qwen3-VL bbox hallucination and Qwen3.5 MoE from_pretrained error are different model bugs." + }, + { + "left": "issue:44077", + "right": "issue:44861", + "accept": false, + "reason": "Optional post_init enforcement and tied-weight-key AttributeError are unrelated." + }, + { + "left": "issue:31795", + "right": "issue:33453", + "accept": false, + "reason": "Documentation confusion and tokenizer loading regression are not the same bug." + }, + { + "left": "issue:43576", + "right": "issue:44273", + "accept": false, + "reason": "Env command breakage and lazy-loading malfunction are both v5-related, but distinct behaviors." + }, + { + "left": "issue:44315", + "right": "issue:44829", + "accept": false, + "reason": "Liger Kernel application bug and flash_attention_3 degenerate training are different training/model-path issues." + }, + { + "left": "issue:43519", + "right": "issue:46655", + "accept": false, + "reason": "Qwen3VL timestamp calculation and SmolVLM video padding are both processor bugs, but on different models and code paths." + }, + { + "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 failure and scheduler kwargs propagation are unrelated." + }, + { + "left": "issue:45468", + "right": "issue:46894", + "accept": false, + "reason": "Gemma-4 positional encoding and CohereASR double-shift training loss are different bugs." + }, + { + "left": "issue:45230", + "right": "issue:45310", + "accept": false, + "reason": "Generic bug report and Qwen3.5 MoE from_pretrained error are not clearly the same issue." + }, + { + "left": "issue:43519", + "right": "issue:44485", + "accept": false, + "reason": "Qwen3VL timestamp calculation and GLM-5 RoPE implementation are different model-specific algorithm bugs." + }, + { + "left": "issue:43576", + "right": "issue:46218", + "accept": false, + "reason": "Env command failure and Qwen3_5ForCausalLM import failure are different symptoms and code paths." + }, + { + "left": "issue:44655", + "right": "issue:44861", + "accept": false, + "reason": "Pipeline save_pretrained and tied-weight-key AttributeError are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 60, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-502", + "nodes": [ + "issue:28348", + "issue:29870", + "issue:30333", + "issue:31515", + "issue:31795", + "issue:36296", + "issue:37934", + "issue:38617", + "issue:42371", + "issue:42913", + "issue:42936", + "issue:43066", + "issue:43240", + "issue:43298", + "issue:43352", + "issue:43502", + "issue:43519", + "issue:43525", + "issue:43572", + "issue:43606", + "issue:43618", + "issue:43668", + "issue:43704", + "issue:43717", + "issue:43813", + "issue:44031", + "issue:44230", + "issue:44263", + "issue:44351", + "issue:44485", + "issue:44492", + "issue:44623", + "issue:44861", + "issue:44908", + "issue:44938", + "issue:44998", + "issue:45250", + "issue:45290", + "issue:45310", + "issue:45468", + "issue:45850", + "issue:46018", + "issue:46095", + "issue:46144", + "issue:46172", + "issue:46218" + ], + "soft_pairs": [ + "issue:46018|issue:46172", + "issue:44485|issue:45468", + "issue:42371|issue:43704", + "issue:43502|issue:43519", + "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:43352|issue:46218", + "issue:44351|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", + "issue:42936|issue:46018", + "issue:43668|issue:44031", + "issue:42936|issue:43240", + "issue:43240|issue:46144", + "issue:42936|issue:44031", + "issue:42936|issue:46144", + "issue:42936|issue:43813", + "issue:43240|issue:43668", + "issue:43668|issue:43813", + "issue:37934|issue:43668", + "issue:42936|issue:43668" + ], + "prepared_review_unit_hash": "30b44f7bc91e74d638f84ad371617980f3411c8564adba2f1152df331396976d", + "component_budget": { + "node_count": 502, + "item_count": 502, + "soft_pair_count": 1845, + "serialized_chars": 957282, + "estimated_input_tokens": 239321, + "estimated_eval_tokens": 478898 + }, + "budget": { + "node_count": 46, + "item_count": 46, + "soft_pair_count": 43, + "serialized_chars": 38567, + "estimated_input_tokens": 9642, + "estimated_eval_tokens": 19540 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is very heterogeneous: most items are unrelated model/config/import/regression issues that only share broad transformer-version or model-family similarity. I found no safe duplicate merges among the soft pairs.", + "confidence": 0.71, + "canonical_issue_reason": "issue:45850 is the broadest umbrella-style complaint in the set (\u201c5.0 version breaks too many models\u201d), so it is the closest thing to a cluster representative, though the cluster is not truly cohesive.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45850 is the most general and cluster-like issue; it can serve as the least-specific representative even though it is not a true duplicate target for the rest.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46018", + "right": "issue:46172", + "accept": false, + "reason": "Different DeepSeek-V4 bugs: gated shared expert logic vs a dtype/transpose problem in comb tensor handling." + }, + { + "left": "issue:44485", + "right": "issue:45468", + "accept": false, + "reason": "Both are architecture-related, but one is about GLM-5 RoPE design and the other about Gemma-4 audio positional encoding; not the same bug." + }, + { + "left": "issue:42371", + "right": "issue:43704", + "accept": false, + "reason": "TF32 API behavior and VRAM leakage in multi-dataloader threads are unrelated problems." + }, + { + "left": "issue:43502", + "right": "issue:43519", + "accept": false, + "reason": "Local-files-only network access and Qwen3VL timestamp calculation are unrelated." + }, + { + "left": "issue:45850", + "right": "issue:46218", + "accept": false, + "reason": "One is a broad v5 regression complaint, the other is a specific Qwen3_5 import failure; different failure modes." + }, + { + "left": "issue:43519", + "right": "issue:44623", + "accept": false, + "reason": "Processor timestamp math and processor.save_pretrained missing files are different processor bugs." + }, + { + "left": "issue:44263", + "right": "issue:45468", + "accept": false, + "reason": "torch.split return values in GlmMoeDsaIndexer is unrelated to Gemma-4 audio positional encoding." + }, + { + "left": "issue:43606", + "right": "issue:45468", + "accept": false, + "reason": "CPU offload device mismatch is unrelated to Gemma-4 audio positional encoding." + }, + { + "left": "issue:43519", + "right": "issue:43704", + "accept": false, + "reason": "Timestamp calculation and VRAM leakage in threaded inference are unrelated." + }, + { + "left": "issue:43298", + "right": "issue:46095", + "accept": false, + "reason": "Audio continuous batching support and DeepSeek-V4 weight conversion are different feature requests." + }, + { + "left": "issue:43352", + "right": "issue:46218", + "accept": false, + "reason": "Flash-Attention-2 support for NemotronH is unrelated to Qwen3_5 import errors." + }, + { + "left": "issue:44351", + "right": "issue:46218", + "accept": false, + "reason": "Both are import errors, but for different missing symbols/modules and likely different root causes." + }, + { + "left": "issue:42913", + "right": "issue:43066", + "accept": false, + "reason": "Both concern tokenizer v5 changes, but one is a broad behavior drift report and the other is a specific decoder-type bug; too loose to merge." + }, + { + "left": "issue:28348", + "right": "issue:45250", + "accept": false, + "reason": "GPT2LMHeadModel FA2 support request and a generic Flash Attention 2.0 issue are not the same concrete bug/change." + }, + { + "left": "issue:44908", + "right": "issue:44998", + "accept": false, + "reason": "Scheduler kwargs handling and an unrelated joke issue." + }, + { + "left": "issue:44492", + "right": "issue:44998", + "accept": false, + "reason": "Cache-strategy typo and an unrelated joke issue." + }, + { + "left": "issue:43618", + "right": "issue:44998", + "accept": false, + "reason": "CLIPOutput attention assignment regression and an unrelated joke issue." + }, + { + "left": "issue:44998", + "right": "issue:45850", + "accept": false, + "reason": "The latter is a broad version-regression complaint; the former is unrelated." + }, + { + "left": "issue:44938", + "right": "issue:44998", + "accept": false, + "reason": "Python 3.14 load failure and an unrelated joke issue." + }, + { + "left": "issue:44861", + "right": "issue:45290", + "accept": false, + "reason": "Tied-weights key handling and chat-template tool-call crashes are different code paths." + }, + { + "left": "issue:31515", + "right": "issue:38617", + "accept": false, + "reason": "Slow from_pretrained checkpoint loading and an import error are unrelated." + }, + { + "left": "issue:43572", + "right": "issue:44861", + "accept": false, + "reason": "Missing StableLmConfig pad_token_idx and tied-weights key handling are unrelated." + }, + { + "left": "issue:43525", + "right": "issue:44861", + "accept": false, + "reason": "Llama4Config pad_token_id missing and tied-weights key handling are unrelated." + }, + { + "left": "issue:44230", + "right": "issue:44623", + "accept": false, + "reason": "FP8 inference support and processor.save_pretrained file omission are different issues." + }, + { + "left": "issue:28348", + "right": "issue:43352", + "accept": false, + "reason": "Both mention Flash Attention 2.0, but they target different models and different fixes." + }, + { + "left": "issue:29870", + "right": "issue:31515", + "accept": false, + "reason": "BART generate() decoder mask bug and slow checkpoint loading are unrelated." + }, + { + "left": "issue:30333", + "right": "issue:31515", + "accept": false, + "reason": "MLFlow reporting on failed jobs and checkpoint loading speed are unrelated." + }, + { + "left": "issue:31515", + "right": "issue:36296", + "accept": false, + "reason": "Checkpoint loading performance and tensor-parallel training bugs are different problems." + }, + { + "left": "issue:31515", + "right": "issue:31795", + "accept": false, + "reason": "Loading speed and forward() documentation confusion are unrelated." + }, + { + "left": "issue:44230", + "right": "issue:45310", + "accept": false, + "reason": "FP8 inference support and Qwen3.5 from_pretrained errors 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." + }, + { + "left": "issue:42936", + "right": "issue:46018", + "accept": false, + "reason": "Mask2former ignore_value usage and DeepSeek-V4 shared expert gating are unrelated." + }, + { + "left": "issue:43668", + "right": "issue:44031", + "accept": false, + "reason": "Incorrect type hint on ModernBERTConfig and tokenizer regex warnings are unrelated." + }, + { + "left": "issue:42936", + "right": "issue:43240", + "accept": false, + "reason": "Mask2former ignore_value handling and loss-function kwargs propagation are unrelated." + }, + { + "left": "issue:43240", + "right": "issue:46144", + "accept": false, + "reason": "Loss kwargs propagation and RoFormer attention interface usage are unrelated." + }, + { + "left": "issue:42936", + "right": "issue:44031", + "accept": false, + "reason": "Mask2former ignore_value handling and tokenizer regex warnings are unrelated." + }, + { + "left": "issue:42936", + "right": "issue:46144", + "accept": false, + "reason": "Mask2former ignore_value handling and RoFormer attention interface usage are unrelated." + }, + { + "left": "issue:42936", + "right": "issue:43813", + "accept": false, + "reason": "Mask2former ignore_value handling and a typo in quantization conversion text are unrelated." + }, + { + "left": "issue:43240", + "right": "issue:43668", + "accept": false, + "reason": "Loss kwargs propagation and a config type-hint issue are unrelated." + }, + { + "left": "issue:43668", + "right": "issue:43813", + "accept": false, + "reason": "ModernBERT norm_eps typing and a quantization typo are unrelated." + }, + { + "left": "issue:37934", + "right": "issue:43668", + "accept": false, + "reason": "Llama4TextL2Norm semantics and ModernBERT norm_eps typing are unrelated." + }, + { + "left": "issue:42936", + "right": "issue:43668", + "accept": false, + "reason": "Mask2former ignore_value handling and ModernBERT norm_eps typing are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 24, + "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": "4067988de618ebe9cb10cb9484df7bf5886551d4ad800a954eed04563ea4c043", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 2876, + "estimated_input_tokens": 719, + "estimated_eval_tokens": 1694 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 2876, + "estimated_input_tokens": 719, + "estimated_eval_tokens": 1694 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These issues are about three unrelated feature requests: tokenizer truncation behavior, a ReduceLROnPlateau-like scheduler, and Wav2Vec2 word time offsets. The similarity is only superficial, so they should not be clustered as duplicates.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:10519", + "right": "issue:11307", + "accept": false, + "reason": "Different domains and problems: truncation strategy for token sequences vs extracting word timing offsets in Wav2Vec2." + }, + { + "left": "issue:10519", + "right": "issue:11005", + "accept": false, + "reason": "One is about sequence truncation options, the other is a training scheduler feature request; no shared underlying bug/change." + }, + { + "left": "issue:11005", + "right": "issue:11307", + "accept": false, + "reason": "Completely different functionality requests: learning-rate scheduling vs speech model word boundary timings." + } + ] + }, + "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": 24, + "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": "7944fe93d02efed5d32eb6193fb6bae643426a6e43c9694e4fc57e1d9e356060", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 2479, + "estimated_input_tokens": 620, + "estimated_eval_tokens": 1496 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 2479, + "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 different issues in the model-loading/tokenization area, with no strong evidence that any pair is the same underlying bug. The closest match is the generic model-load failure report (#16618), but the other two are about unrelated tokenization behavior and private-model auth/error messaging.", + "confidence": 0.89, + "canonical_issue_reason": "#16618 is the broadest and most central report in this cluster: it concerns a concrete model-loading failure for a specific model, which is the closest fit to the shared theme of load/tokenization problems.", + "canonical_pr_reason": null, + "best_issue_reason": "#16618 is the best representative issue because it is a user-facing model loading failure and is broader/more canonical than the other two, which are narrower and less related to each other.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:13244", + "right": "issue:16618", + "accept": false, + "reason": "Different problems: tokenization differences vs. a model-loading failure. They do not appear to describe the same code-path or bug." + }, + { + "left": "issue:15980", + "right": "issue:16618", + "accept": false, + "reason": "#15980 is specifically about the error message when downloading a private model without login, while #16618 is a general inability to load bert-base-uncased. Same broad subsystem, but not the same concrete bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 4, + "component_count": 24, + "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": "920ab54568cba584ab1096ee3dd0bf4b671d86298aedf3bce585c1f0deeaf200", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1589, + "estimated_input_tokens": 398, + "estimated_eval_tokens": 1052 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1589, + "estimated_input_tokens": 398, + "estimated_eval_tokens": 1052 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are unrelated community-contribution tracking issues for different features: Flash Attention 2 support vs GGUF support. They do not describe the same underlying bug or change.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "Community contribution: Adding Flash Attention 2 support for more architectures", + "right": "Community contribution: Adding GGUF support for more architectures", + "accept": false, + "reason": "Different feature requests for different backends/formats; no shared underlying change or bug." + } + ] + }, + "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": 24, + "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": "ac0b4113aca4c8cb180acff00d8033c958aca85e8f7fa19cd4d6b153233f06e2", + "component_budget": { + "node_count": 9, + "item_count": 9, + "soft_pair_count": 29, + "serialized_chars": 15985, + "estimated_input_tokens": 3997, + "estimated_eval_tokens": 8250 + }, + "budget": { + "node_count": 9, + "item_count": 9, + "soft_pair_count": 29, + "serialized_chars": 15985, + "estimated_input_tokens": 3997, + "estimated_eval_tokens": 8250 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster mixes distinct i18n translation requests for different languages with a small set of near-identical placeholder/template issues. Only the template-like issues look like true duplicates; the language-specific requests should stay separate.", + "confidence": 0.59, + "canonical_issue_reason": "issue:43834 is the earliest of the near-identical generic template issues and is the best representative of that small duplicate set; the language-specific translation requests are separate issues.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43834 is the cleanest canonical representative for the duplicate template subgroup because its title matches the other generic placeholder issues and it predates them.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:27088", + "right": "issue:44370", + "accept": false, + "reason": "Different target language/request; shared translation boilerplate is not enough to make these the same issue." + }, + { + "left": "issue:27088", + "right": "issue:44365", + "accept": false, + "reason": "Turkish vs a generic template issue; not the same underlying translation request." + }, + { + "left": "issue:27088", + "right": "issue:43834", + "accept": false, + "reason": "One is a concrete Turkish translation request, the other is a generic placeholder title." + }, + { + "left": "issue:27088", + "right": "issue:38435", + "accept": false, + "reason": "Different language requests (Turkish vs Romanian), so not duplicates." + }, + { + "left": "issue:27088", + "right": "issue:28936", + "accept": false, + "reason": "Different language requests (Turkish vs Spanish), despite similar i18n template wording." + }, + { + "left": "issue:28936", + "right": "issue:43834", + "accept": false, + "reason": "Spanish translation request is distinct from the generic placeholder issue." + }, + { + "left": "issue:28936", + "right": "issue:44365", + "accept": false, + "reason": "Different language request versus generic placeholder; not the same issue." + }, + { + "left": "issue:28936", + "right": "issue:38435", + "accept": false, + "reason": "Spanish and Romanian translation requests are separate issues." + }, + { + "left": "issue:28936", + "right": "issue:44370", + "accept": false, + "reason": "Different language request versus generic placeholder; similar boilerplate only." + }, + { + "left": "issue:38435", + "right": "issue:44370", + "accept": false, + "reason": "Romanian translation request is distinct from the generic template issue." + }, + { + "left": "issue:38435", + "right": "issue:44365", + "accept": false, + "reason": "Romanian translation request is distinct from the generic template issue." + }, + { + "left": "issue:38435", + "right": "issue:43834", + "accept": false, + "reason": "Concrete Romanian translation request vs generic placeholder title; not the same underlying issue." + }, + { + "left": "issue:38435", + "right": "issue:46222", + "accept": false, + "reason": "Different actual request text; shared i18n boilerplate is insufficient to merge." + }, + { + "left": "issue:38435", + "right": "issue:46226", + "accept": false, + "reason": "Different actual request text; shared i18n boilerplate is insufficient to merge." + }, + { + "left": "issue:43834", + "right": "issue:44370", + "accept": true, + "reason": "Same generic placeholder translation issue with near-identical title/body; looks like a duplicate." + }, + { + "left": "issue:43834", + "right": "issue:44365", + "accept": true, + "reason": "Same generic placeholder translation issue with near-identical title/body; looks like a duplicate." + }, + { + "left": "issue:43834", + "right": "issue:46222", + "accept": false, + "reason": "Titles differ substantially and appear to be different requests, even if the body template is similar." + }, + { + "left": "issue:43834", + "right": "issue:46226", + "accept": false, + "reason": "Titles differ substantially and appear to be different requests, even if the body template is similar." + }, + { + "left": "issue:43834", + "right": "issue:46931", + "accept": false, + "reason": "Different issue text/title; similar translation-template boilerplate is not enough." + }, + { + "left": "issue:44365", + "right": "issue:44370", + "accept": true, + "reason": "Same generic placeholder translation issue with near-identical title/body; looks like a duplicate." + }, + { + "left": "issue:44365", + "right": "issue:46222", + "accept": false, + "reason": "Different issue titles and likely different requests; boilerplate similarity alone is not enough." + }, + { + "left": "issue:44365", + "right": "issue:46226", + "accept": false, + "reason": "Different issue titles and likely different requests; boilerplate similarity alone is not enough." + }, + { + "left": "issue:44365", + "right": "issue:46931", + "accept": false, + "reason": "Different title/request text; not clearly the same underlying issue." + }, + { + "left": "issue:44370", + "right": "issue:46222", + "accept": false, + "reason": "Different issue titles and likely different requests; similar template content is not enough." + }, + { + "left": "issue:44370", + "right": "issue:46226", + "accept": false, + "reason": "Different issue titles and likely different requests; similar template content is not enough." + }, + { + "left": "issue:44370", + "right": "issue:46931", + "accept": false, + "reason": "Different title/request text; not clearly the same underlying issue." + }, + { + "left": "issue:46222", + "right": "issue:46226", + "accept": true, + "reason": "Identical title and near-identical issue content; this is a clear duplicate pair." + }, + { + "left": "issue:46222", + "right": "issue:46931", + "accept": false, + "reason": "Both are Thai-titled issues but the request text differs; not enough evidence they are the same issue." + }, + { + "left": "issue:46226", + "right": "issue:46931", + "accept": false, + "reason": "Both are Thai-titled issues but the request text differs; not enough evidence they are the same issue." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well grounded in the packet. The duplicate call on the three generic template issues is supported by identical titles and close creation times, and the Thai pair 46222/46226 is clearly identical. The language-specific Turkish/Spanish/Romanian issues are conservatively kept separate, which matches the available evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 6, + "component_count": 24, + "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-36718-19", + "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" + ], + "soft_pairs": [ + "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": "93954304372319d45ff0c0fdb6f022572c6a87c562e159395722b87fcfea27b3", + "component_budget": { + "node_count": 19, + "item_count": 19, + "soft_pair_count": 40, + "serialized_chars": 24675, + "estimated_input_tokens": 6169, + "estimated_eval_tokens": 12594 + }, + "budget": { + "node_count": 19, + "item_count": 19, + "soft_pair_count": 40, + "serialized_chars": 24675, + "estimated_input_tokens": 6169, + "estimated_eval_tokens": 12594 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are mostly independent model-request issues that only share broad wording like \u201cAdd model support\u201d or \u201cBERT-like/TTS/ASR\u201d; they are not true duplicates of the same underlying change.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "issue:42738 is the broadest umbrella request, but the set is too heterogeneous for it to serve as a true canonical duplicate target.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:36718", + "right": "issue:41115", + "accept": false, + "reason": "Different requests: a keypoint matcher versus a MiniCPM3 architecture addition." + }, + { + "left": "issue:36817", + "right": "issue:41211", + "accept": false, + "reason": "EuroBert config support and DEIMv2 are unrelated model additions." + }, + { + "left": "issue:36817", + "right": "issue:43671", + "accept": false, + "reason": "A config update for EuroBert is not the same change as Qwen3-TTS support." + }, + { + "left": "issue:36817", + "right": "issue:36879", + "accept": false, + "reason": "Different model families: EuroBert config versus RF-DETR." + }, + { + "left": "issue:36879", + "right": "issue:41211", + "accept": false, + "reason": "Both are vision-model requests, but they target different architectures and code paths." + }, + { + "left": "issue:36879", + "right": "issue:43909", + "accept": false, + "reason": "RF-DETR detection support and LFM2.5 audio support are unrelated changes." + }, + { + "left": "issue:36879", + "right": "issue:44121", + "accept": false, + "reason": "A detection model request is not the same as adding a weight-sparse transformer architecture." + }, + { + "left": "issue:36879", + "right": "issue:43837", + "accept": false, + "reason": "RF-DETR and Qwen3-ASR affect different model families and tasks." + }, + { + "left": "issue:36879", + "right": "issue:43671", + "accept": false, + "reason": "RF-DETR and Qwen3-TTS are distinct model-support requests." + }, + { + "left": "issue:37015", + "right": "issue:43837", + "accept": false, + "reason": "NeoBERT and Qwen3-ASR are unrelated model additions." + }, + { + "left": "issue:37015", + "right": "issue:44121", + "accept": false, + "reason": "NeoBERT support and the weight-sparse transformer request do not describe the same change." + }, + { + "left": "issue:37015", + "right": "issue:43909", + "accept": false, + "reason": "NeoBERT and LFM2.5 Audio 1.5B target different model types." + }, + { + "left": "issue:36879", + "right": "issue:37015", + "accept": false, + "reason": "RF-DETR and NeoBERT are different model families, not one underlying bug or feature." + }, + { + "left": "issue:37015", + "right": "issue:42503", + "accept": false, + "reason": "NeoBERT and ModernVBERT are both text-encoder requests, but they are distinct models and patches." + }, + { + "left": "issue:41115", + "right": "issue:43837", + "accept": false, + "reason": "MiniCPM3 architecture support and Qwen3-ASR support are unrelated changes." + }, + { + "left": "issue:41115", + "right": "issue:44121", + "accept": false, + "reason": "MiniCPM3 architecture work is not the same as adding a weight-sparse transformer." + }, + { + "left": "issue:41115", + "right": "issue:42503", + "accept": false, + "reason": "MiniCPM3 architecture and ModernVBERT model support are separate requests." + }, + { + "left": "issue:41115", + "right": "issue:45027", + "accept": false, + "reason": "MiniCPM3 architecture support is unrelated to Voxtral TTS support." + }, + { + "left": "issue:41211", + "right": "issue:43671", + "accept": false, + "reason": "DEIMv2 and Qwen3-TTS are different model-support tasks." + }, + { + "left": "issue:42503", + "right": "issue:43837", + "accept": false, + "reason": "ModernVBERT models and Qwen3-ASR are different model families and tasks." + }, + { + "left": "issue:42503", + "right": "issue:43671", + "accept": false, + "reason": "ModernVBERT and Qwen3-TTS are unrelated requests." + }, + { + "left": "issue:42503", + "right": "issue:42738", + "accept": false, + "reason": "They are thematically related (BERT-like), but one is a specific model request and the other is a broad class 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": "A model-architecture request and a person-name issue are clearly unrelated." + }, + { + "left": "issue:43671", + "right": "issue:43837", + "accept": false, + "reason": "Qwen3-TTS and Qwen3-ASR are sibling requests, but they are separate model integrations." + }, + { + "left": "issue:43671", + "right": "issue:44121", + "accept": false, + "reason": "Qwen3-TTS support and the weight-sparse transformer request do not overlap." + }, + { + "left": "issue:43671", + "right": "issue:45027", + "accept": false, + "reason": "Both mention TTS, but they are different models with different implementation paths." + }, + { + "left": "issue:43671", + "right": "issue:45177", + "accept": false, + "reason": "Qwen3-TTS and DeepSeek-OCR2 are unrelated model requests." + }, + { + "left": "issue:43837", + "right": "issue:43909", + "accept": false, + "reason": "Qwen3-ASR and LFM2.5 Audio 1.5B are different audio-model additions." + }, + { + "left": "issue:43837", + "right": "issue:45322", + "accept": false, + "reason": "Qwen3-ASR support and EUPE are unrelated model changes." + }, + { + "left": "issue:43837", + "right": "issue:44121", + "accept": false, + "reason": "ASR support and a weight-sparse transformer change are not the same code path." + }, + { + "left": "issue:43909", + "right": "issue:44205", + "accept": false, + "reason": "LFM2.5 Audio 1.5B and SAM3-LiteText are different model domains." + }, + { + "left": "issue:43909", + "right": "issue:46645", + "accept": false, + "reason": "An audio model request and a Granite SWA+sink option are unrelated." + }, + { + "left": "issue:44121", + "right": "issue:45322", + "accept": false, + "reason": "Weight-sparse transformer support and EUPE are different model requests." + }, + { + "left": "issue:43837", + "right": "issue:45027", + "accept": false, + "reason": "Qwen3-ASR and Voxtral TTS are different speech-model integrations." + }, + { + "left": "issue:37015", + "right": "issue:45027", + "accept": false, + "reason": "NeoBERT and Voxtral TTS are unrelated." + }, + { + "left": "issue:45322", + "right": "issue:46133", + "accept": false, + "reason": "EUPE and TIPSv2 are distinct model requests, even if both are vision-language related." + }, + { + "left": "issue:42503", + "right": "issue:46653", + "accept": false, + "reason": "ModernVBERT models and a person-name issue are unrelated." + }, + { + "left": "issue:45027", + "right": "issue:46653", + "accept": false, + "reason": "Voxtral TTS support and a person-name 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": 24, + "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": "2320b9fc0de98f2483b9425fb2508798d15c8e5c211845a549c0620db750c959", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1505, + "estimated_input_tokens": 377, + "estimated_eval_tokens": 1010 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1505, + "estimated_input_tokens": 377, + "estimated_eval_tokens": 1010 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues are not duplicates: one is a docs request about adding Pruna, the other is an unrelated Vision RoPE refactor. The soft similarity is spurious.", + "confidence": 0.98, + "canonical_issue_reason": "#46443 is the more substantive code-tracking issue, but there is no true canonical here because it is unrelated to #38740.", + "canonical_pr_reason": null, + "best_issue_reason": "#46443 is the better representative only in the sense that it is a concrete technical issue; however, it does not match #38740\u2019s documentation request.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:38740", + "right": "issue:46443", + "accept": false, + "reason": "Different topics and scopes: a documentation addition for an optimization framework vs. a Vision RoPE refactor. No shared bug or change path." + } + ] + }, + "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": 24, + "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": "04281c88a6710c9b7b9d1c9e6d5150fc40cd5d9444dd732c3bf7b719a3ef241a", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1480, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1480, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues are not duplicates: one is about set/block decoding behavior, the other is a request for DeepSeek v3.2 support. They do not describe the same underlying bug or feature change.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41084", + "right": "issue:43037", + "accept": false, + "reason": "Different subjects and likely different code paths: block decoding mechanics vs model support. No concrete overlap or explicit linkage." + } + ] + }, + "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": 24, + "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": "29cbd3989ed461e89a362cc8ac3dcd2be25f9373de256989fcb3bbb631f77546", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1585, + "estimated_input_tokens": 397, + "estimated_eval_tokens": 1050 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1585, + "estimated_input_tokens": 397, + "estimated_eval_tokens": 1050 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues are related only at a high level (memory-saving model components) but describe different features and likely different code paths: one is about a `from_pretrained()` flag for TiledFusedLogitsLoss/LigerFusedLinearCrossEntropy, the other is about integrating TiledMLP. They should not be treated as duplicates.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "No single canonical issue: 41306 is a narrow loader/flag request for FLCE, while 41826 is a separate feature request for TiledMLP memory reduction.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41306", + "right": "issue:41826", + "accept": false, + "reason": "Different underlying changes: one concerns exposing a `from_pretrained()` flag for fused logits loss behavior, the other proposes adding TiledMLP for memory footprint reduction. Similar theme, 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": 10, + "component_count": 24, + "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": "20e14e98bd1306fe7923de28de12e8672e0614fbe16ec61881de047425bffb10", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1584, + "estimated_input_tokens": 396, + "estimated_eval_tokens": 1048 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1584, + "estimated_input_tokens": 396, + "estimated_eval_tokens": 1048 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues are related to Trainer customizability, but they describe different problems: one is about `remove_unused_column` behavior, the other is about FLOPS estimation for custom trainers. They do not look like duplicates.", + "confidence": 0.92, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43598", + "right": "issue:43600", + "accept": false, + "reason": "Shared theme only; one targets `remove_unused_column` customizability and the other targets FLOPS accounting for custom trainers, so they are different bugs/fixes." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 11, + "component_count": 24, + "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": "2c98d9ddd8a2682ea5c1511fb46727c9c2e4e8b6bc52402d6944d29e59ba4b4a", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1612, + "estimated_input_tokens": 403, + "estimated_eval_tokens": 1062 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1612, + "estimated_input_tokens": 403, + "estimated_eval_tokens": 1062 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are not duplicates: one requests Qwen3-Omni registration for base/generative auto classes, while the other requests sequence-classification support for Qwen3.5. They involve different model families and different AutoModel heads/code paths.", + "confidence": 0.96, + "canonical_issue_reason": "issue:43684 is the broader registry-addition request and is the closest thing to a cluster representative, but it does not match issue:44405 closely enough to treat them as the same bug/change.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43684 is the better representative only by breadth, since it targets AutoModel registration directly; however, the two issues should remain separate.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43684", + "right": "issue:44405", + "accept": false, + "reason": "Different underlying requests: Qwen3-Omni model registration for AutoModel/AutoModelForConditionalGeneration vs Qwen3.5 AutoModelForSequenceClassification support. Different model families, different head, and different code paths." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 12, + "component_count": 24, + "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": "b261bcbe8b7d1ec109cec377f55ca2b0fd5a82861ae4d05c199076afc4cd25bc", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4267, + "estimated_input_tokens": 1067, + "estimated_eval_tokens": 2390 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4267, + "estimated_input_tokens": 1067, + "estimated_eval_tokens": 2390 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The cluster is dominated by very low-information issues with generic or identical titles, and there is no substantive evidence that any pair describes the same underlying bug. The safest interpretation is that these are separate low-signal tickets, not confirmed duplicates.", + "confidence": 0.78, + "canonical_issue_reason": "Issue 43845 is the best available representative only because it is one of the repeated 'huggingface ' tickets and is the earliest among the near-identical entries, but the cluster content is too sparse to establish a real canonical bug report.", + "canonical_pr_reason": null, + "best_issue_reason": "43845 is the most plausible issue representative by earliest timestamp and title match, but its body is too thin to strongly justify it as a true canonical issue.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43835", + "right": "issue:43845", + "accept": false, + "reason": "Titles are unrelated ('Fett' vs 'huggingface ') and there is no body/detail evidence of the same bug." + }, + { + "left": "issue:43835", + "right": "issue:43846", + "accept": false, + "reason": "Titles are unrelated ('Fett' vs 'huggingface ') and no underlying issue details are available." + }, + { + "left": "issue:43835", + "right": "issue:43859", + "accept": false, + "reason": "Titles are unrelated ('Fett' vs 'huggingface ') with no evidence they refer to the same problem." + }, + { + "left": "issue:43845", + "right": "issue:43846", + "accept": false, + "reason": "The titles match, but there is no substantive issue description to confirm the same underlying bug rather than repeated low-information tickets." + }, + { + "left": "issue:43845", + "right": "issue:43859", + "accept": false, + "reason": "Identical generic titles alone are not enough to prove the same bug or change." + }, + { + "left": "issue:43846", + "right": "issue:43859", + "accept": false, + "reason": "Identical generic titles alone are insufficient; no body evidence ties them to one concrete issue." + } + ] + }, + "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": 24, + "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": "0fd428e0b8c83f3b8e3c996563df9f7dd07e04d9faf26d1a34a5e6eef8cf4a36", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 9, + "serialized_chars": 5791, + "estimated_input_tokens": 1448, + "estimated_eval_tokens": 3152 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 9, + "serialized_chars": 5791, + "estimated_input_tokens": 1448, + "estimated_eval_tokens": 3152 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster looks like a set of low-content spam issues rather than real bug reports. The only strong duplicate signal is between the three identical '' issues; the others have different titles and should stay separate.", + "confidence": 0.88, + "canonical_issue_reason": "issue:44371 is the earliest of the identical '' reports, so it is the best representative for that duplicate spam subgroup.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44371 is the best global issue representative because it is the earliest and most generic member of the only clear duplicate set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44371", + "right": "issue:44572", + "accept": true, + "reason": "Same title/content pattern ('') with no distinguishing details; these look like duplicate spam reports." + }, + { + "left": "issue:44371", + "right": "issue:44573", + "accept": true, + "reason": "Same title/content pattern ('') with no distinguishing details; these look like duplicate spam reports." + }, + { + "left": "issue:44371", + "right": "issue:44418", + "accept": false, + "reason": "Generic low-quality content, but the titles differ and there is not enough evidence they are the same report." + }, + { + "left": "issue:44371", + "right": "issue:44937", + "accept": false, + "reason": "Different title and apparent subject; this does not look like the same underlying report as ''." + }, + { + "left": "issue:44418", + "right": "issue:44572", + "accept": false, + "reason": "Both are generic, but the titles are not the same and there is no concrete shared bug/change to merge." + }, + { + "left": "issue:44418", + "right": "issue:44573", + "accept": false, + "reason": "Both are generic, but the titles are not the same and there is no concrete shared bug/change to merge." + }, + { + "left": "issue:44572", + "right": "issue:44573", + "accept": true, + "reason": "Exact duplicate '' issues with no distinguishing details." + }, + { + "left": "issue:44572", + "right": "issue:44937", + "accept": false, + "reason": "Different title/content; not enough evidence of the same underlying issue." + }, + { + "left": "issue:44573", + "right": "issue:44937", + "accept": false, + "reason": "Different title/content; not enough evidence of the same underlying issue." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded and conservative overall. The summary stays within the packet evidence: the three '' issues are the only clearly matching titles, while the other issues have different titles and no stronger linkage. The non-duplicate soft-edge rejections are appropriately cautious." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 14, + "component_count": 24, + "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": "f101a04d539fa30b15f7c22d102916920b3d5bc2c8d1aa039db06b5d8e31520d", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1646, + "estimated_input_tokens": 412, + "estimated_eval_tokens": 1080 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1646, + "estimated_input_tokens": 412, + "estimated_eval_tokens": 1080 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues have identical titles and close creation times, so they likely describe the same topic, but the packet does not include body text/content to confirm a stronger duplicate match. #45145 remains the best canonical issue because it was opened earlier and has an inbound reference.", + "confidence": 0.76, + "canonical_issue_reason": "#45145 is the better canonical anchor because it was created earlier and has an inbound reference.", + "canonical_pr_reason": null, + "best_issue_reason": "#45145 is the best representative because it is the earlier, more connected instance of the likely duplicate issue.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45145", + "right": "issue:45151", + "accept": true, + "reason": "Identical titles and near-contemporaneous creation make these likely the same issue topic, though the available metadata is not enough to prove strong content-level duplication." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The canonical choice is grounded (earlier issue with an inbound reference), but the duplicate verdict is a bit overstated: the packet only supports identical titles, close creation times, and similar body lengths. It does not provide body text/content, so avoid claiming similar content or that the match is strongly established. A more conservative conclusion would be that they likely refer to the same topic/possible duplicate, not a high-confidence duplicate." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 15, + "component_count": 24, + "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": 24, + "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": "0877273de3e077cf930f8b25490686d8050672865afc4c7d187704a510ba2272", + "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 issues are not duplicates: they have different person-name titles, different dates, and no bodies or links tying them to the same underlying report.", + "confidence": 0.99, + "canonical_issue_reason": "No canonical issue stands out because these are unrelated-looking issues with no shared context beyond the generic title pattern.", + "canonical_pr_reason": null, + "best_issue_reason": "If forced to pick a representative, issue:45762 is slightly preferable only because it is earlier, but it is not meaningfully better as a duplicate cluster representative.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45762", + "right": "issue:45763", + "accept": false, + "reason": "Different names and dates with no supporting discussion, body text, links, or shared targets; they do not appear to describe the same bug or request." + } + ] + }, + "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": 24, + "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": "79fbeb2e4bb0c5b3d2b92182a09ffaa1948d665a4b9034ca0994c00bbc5ad706", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1481, + "estimated_input_tokens": 371, + "estimated_eval_tokens": 998 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1481, + "estimated_input_tokens": 371, + "estimated_eval_tokens": 998 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues are unrelated standalone entries with different person names and dates; there is no evidence they describe the same underlying bug or request.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45764", + "right": "issue:45765", + "accept": false, + "reason": "Different titles, different named entities, and no bodies/links/targets indicating a shared problem. They do not look like duplicates." + } + ] + }, + "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": 24, + "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": "0a92dd1dc22f0245f29394bed4d5112716b279f550afdf24057cd423a30b9a71", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1542, + "estimated_input_tokens": 386, + "estimated_eval_tokens": 1028 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1542, + "estimated_input_tokens": 386, + "estimated_eval_tokens": 1028 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues are not duplicates: one requests a new Qwen token-classification/value-model class, while the other asks for FP8 training support. They concern different code paths and should be triaged separately.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45810", + "right": "issue:46295", + "accept": false, + "reason": "Different requests with no shared concrete bug or implementation target: model class addition 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": 24, + "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": "3f33deb3293418ae5b2085e720f7fe2eef78803495d252f005c702fd1c488c11", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 8, + "serialized_chars": 5718, + "estimated_input_tokens": 1430, + "estimated_eval_tokens": 3116 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 8, + "serialized_chars": 5718, + "estimated_input_tokens": 1430, + "estimated_eval_tokens": 3116 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This set is not one single duplicate cluster: it contains two exact duplicate issue pairs (45870/45871 and 45872/45873) plus one unrelated dataset promo issue (45869).", + "confidence": 0.93, + "canonical_issue_reason": "Issue 45870 is the clearest representative of its duplicate pair because it exactly matches 45871 and is the earlier of the two; however, there is no single canonical issue for the full set since 45872/45873 form a separate duplicate pair and 45869 is unrelated.", + "canonical_pr_reason": null, + "best_issue_reason": "45870 is the best overall issue to anchor triage because it is one of the exact-duplicate, clearly product-related issues and is the earliest among that pair.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45869", + "right": "issue:45870", + "accept": false, + "reason": "Different subjects: a dataset marketing/sample post vs an example about time series prediction." + }, + { + "left": "issue:45869", + "right": "issue:45871", + "accept": false, + "reason": "Different subjects: dataset/sample post vs the same prediction example topic." + }, + { + "left": "issue:45870", + "right": "issue:45871", + "accept": true, + "reason": "Exact title match and matching content profile; these look like the same issue duplicated." + }, + { + "left": "issue:45870", + "right": "issue:45872", + "accept": false, + "reason": "Related financial/ DataForge theme, but not the same underlying issue: prediction example vs scraping service integration." + }, + { + "left": "issue:45870", + "right": "issue:45873", + "accept": false, + "reason": "Same as above; different concrete request than the prediction example." + }, + { + "left": "issue:45871", + "right": "issue:45872", + "accept": false, + "reason": "These appear to be separate feature requests/issues, not the same bug or change." + }, + { + "left": "issue:45871", + "right": "issue:45873", + "accept": false, + "reason": "Different concrete issue topics despite sharing the DataForge context." + }, + { + "left": "issue:45872", + "right": "issue:45873", + "accept": true, + "reason": "Exact title/content duplicate pair; same underlying request." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The triage summary is grounded in the packet: 45870/45871 share an identical title, 45872/45873 share an identical title, and 45869 is clearly a different topic. The soft-edge false/true verdicts are appropriately conservative, with no overstatement beyond 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": 24, + "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": "cc7ce09bc806cf98deca7efd1b3867c92b1672c69411230c189faf124423145c", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1637, + "estimated_input_tokens": 410, + "estimated_eval_tokens": 1076 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1637, + "estimated_input_tokens": 410, + "estimated_eval_tokens": 1076 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both issues point at static-cache failures around linear-attention/Qwen3.5, but the reported symptoms differ: one is a `KeyError: 'linear_attention'`, the other a shape-corruption `RuntimeError` during `early_initialization`. With only titles and no shared references, I would not merge them as definite duplicates.", + "confidence": 0.72, + "canonical_issue_reason": "Issue 46439 is the better canonical issue because it describes the likely underlying mechanism (`early_initialization` corrupting linear-attention shapes) rather than a model-specific crash symptom.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 46439 is the strongest standalone tracker: it is broader, more diagnostic, and more likely to capture the root bug affecting multiple models or call paths.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46439", + "right": "issue:46441", + "accept": false, + "reason": "Related static-cache/linear-attention failures, but the available evidence shows different concrete failures (`RuntimeError` shape corruption vs `KeyError: 'linear_attention'`). Not enough to treat as the same underlying bug with high confidence." + } + ] + }, + "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": 24, + "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": "95d992c8e3a799bd423f69bf614a132989b8f7cd96926991bab5b42424dfce3c", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1707, + "estimated_input_tokens": 427, + "estimated_eval_tokens": 1110 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1707, + "estimated_input_tokens": 427, + "estimated_eval_tokens": 1110 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues are duplicates: they have identical titles and matching content describing the same Wav2Vec2CTCTokenizer v5 bug. #46552 is the better canonical tracker because it is open and has inbound references.", + "confidence": 0.97, + "canonical_issue_reason": "Issue #46552 is the open report with inbound references, so it is the better canonical tracker for this bug.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue #46552 is the best issue to keep because it is the open, actively referenced tracker for the same reported problem.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46551", + "right": "issue:46552", + "accept": true, + "reason": "Identical title and same bug description; these are the same underlying issue." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The pairwise duplicate call is grounded: the two issues have identical titles and matching content. However, the canonical/best-issue rationale overstates the evidence by calling issue #46552 an \"open duplicate/tracking copy\"; the packet only shows that it is open and has inbound references. A more conservative conclusion would be that #46552 is the likely better canonical tracker, not that it is proven to be a duplicate/tracking copy." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 22, + "component_count": 24, + "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": "c88b877391ea23717759e9629979f55e9805096b5076ab736867acaa95756f29", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1568, + "estimated_input_tokens": 392, + "estimated_eval_tokens": 1040 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1568, + "estimated_input_tokens": 392, + "estimated_eval_tokens": 1040 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues are both about training-time failures, but they describe different underlying problems: one is a tensor size mismatch in object detection training, the other is an out-of-memory failure after several epochs in RT-DETR v2 training. They are not the same bug.", + "confidence": 0.9, + "canonical_issue_reason": "Issue 46657 is the more specific, concrete defect report: it names the exact failure mode (tensor size mismatch) and the training context. Issue 46692 is a different symptom class (OOM over time) and is less likely to represent the same root cause.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 46657 is the best representative because it describes a single clear code-path error that is easier to triage and de-duplicate against. Issue 46692 appears to be a separate resource-usage problem.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46657", + "right": "issue:46692", + "accept": false, + "reason": "Different failure modes: tensor shape mismatch versus progressive out-of-memory during later epochs. They may both occur in training, but they 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": 23, + "component_count": 24, + "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": "2ebc0841dbf4d1699b3b9494a50c0c6f32dd4f9d62644b83704714bc40b7f6b8", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1672, + "estimated_input_tokens": 418, + "estimated_eval_tokens": 1092 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1672, + "estimated_input_tokens": 418, + "estimated_eval_tokens": 1092 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two unrelated bug reports in model loading/dispatch: one about ZeRO-3 zero.Init failing to partition a composite submodule and causing OOM, the other about 4-bit device_map/max_memory dispatch incorrectly falling back to CPU and raising ValueError.", + "confidence": 0.95, + "canonical_issue_reason": "Issue 46822 is the more specific representative because it names the exact failing path (ZeRO-3 zero.Init), the affected composite model component, and the consequence (OOM on multi-GPU load).", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 46822 is a strong standalone triage target: it has a concrete code path, clear symptom, and narrower scope than the more generic 4-bit dispatch complaint.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46822", + "right": "issue:46823", + "accept": false, + "reason": "Reject: they concern different failure modes and different loading mechanisms. One is ZeRO-3 partitioning of a specific composite submodule; the other is quantized 4-bit device mapping with max_memory causing CPU dispatch/ValueError. They do not look like the same underlying bug or fix." + } + ] + }, + "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": 24, + "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-46906-4", + "nodes": [ + "issue:46906", + "issue:46940", + "issue:46948", + "issue:46969" + ], + "soft_pairs": [ + "issue:46906|issue:46940", + "issue:46906|issue:46948", + "issue:46906|issue:46969", + "issue:46940|issue:46948", + "issue:46940|issue:46969", + "issue:46948|issue:46969" + ], + "prepared_review_unit_hash": "6b4b9a70210a41b41e3595aaaa37e88c0ea38a2e3e7ad1e3b20c09edd040ad9b", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4438, + "estimated_input_tokens": 1110, + "estimated_eval_tokens": 2476 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4438, + "estimated_input_tokens": 1110, + "estimated_eval_tokens": 2476 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are highly similar daily triage issues for different dates, but they are not the same underlying bug/report. They should stay separate; if one has to represent the cluster, the earliest and most referenced issue is the best anchor.", + "confidence": 0.95, + "canonical_issue_reason": "Issue #46906 is the earliest item in the series and has the highest inbound references, so it is the strongest canonical anchor if a representative issue is needed.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue #46906 is the best overall representative because it is the first in the dated sequence and has the most engagement/links, even though the others appear to be separate daily triage threads.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46906", + "right": "issue:46940", + "accept": false, + "reason": "Same triage template and subsystem, but the dates differ and these read as separate daily integration-failure threads rather than one underlying issue." + }, + { + "left": "issue:46906", + "right": "issue:46948", + "accept": false, + "reason": "Very similar title/body pattern, but this is a different day\u2019s triage report, so it is not the same concrete issue." + }, + { + "left": "issue:46906", + "right": "issue:46969", + "accept": false, + "reason": "These are recurring dated triage issues, not duplicate reports of one bug; keep them distinct." + }, + { + "left": "issue:46940", + "right": "issue:46948", + "accept": false, + "reason": "Adjacent daily triage reports, but still separate issue instances for different dates." + }, + { + "left": "issue:46940", + "right": "issue:46969", + "accept": false, + "reason": "Looks like the same recurring integration-failure triage series, but not the same underlying ticket." + }, + { + "left": "issue:46948", + "right": "issue:46969", + "accept": false, + "reason": "Different dated triage threads with similar structure; not a duplicate pair for the same bug/change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 1, + "component_count": 35, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-40546-2", + "nodes": [ + "pull_request:40546", + "pull_request:42781" + ], + "soft_pairs": [ + "pull_request:40546|pull_request:42781" + ], + "prepared_review_unit_hash": "1438e3c4064b00c4dafe24bff6af1e212e3d7a2f8fee2604b68bb91dc7e3100b", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 7224, + "estimated_input_tokens": 1806, + "estimated_eval_tokens": 3868 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 7224, + "estimated_input_tokens": 1806, + "estimated_eval_tokens": 3868 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both pull requests target VibeVoice, but they are not duplicates: #40546 adds the base VibeVoice integration, while #42781 extends it with realtime support and an acoustic tokenizer. They overlap heavily in shared model files, but the underlying change scope is different.", + "confidence": 0.89, + "canonical_issue_reason": null, + "canonical_pr_reason": "#42781 is the broader, later VibeVoice PR and includes the base integration plus realtime/acoustic-tokenizer work, so it better represents the cluster\u2019s main implementation direction.", + "best_issue_reason": null, + "best_pr_reason": "#42781 is the strongest representative because it covers the more complete VibeVoice feature set and touches the core codepaths that supersede the earlier base-only implementation.", + "soft_edge_verdicts": [ + { + "left": "pull_request:40546", + "right": "pull_request:42781", + "accept": false, + "reason": "Related but not the same concrete change: #40546 implements VibeVoice generally, while #42781 adds realtime-specific functionality and a separate acoustic tokenizer/model stack. They would not plausibly be merged as one PR without collapsing distinct feature work." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 2, + "component_count": 35, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-40755-2", + "nodes": [ + "pull_request:40755", + "pull_request:41224" + ], + "soft_pairs": [ + "pull_request:40755|pull_request:41224" + ], + "prepared_review_unit_hash": "ffe121c12e2e86c7f06f0b0eded9fe0e48f42d038598587b103a80841202545b", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4675, + "estimated_input_tokens": 1169, + "estimated_eval_tokens": 2594 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4675, + "estimated_input_tokens": 1169, + "estimated_eval_tokens": 2594 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two pull requests target different models and unrelated features: TimesFM covariate forecasting vs. DINOv3 image classification support. They are not duplicates.", + "confidence": 0.99, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "pull_request:40755", + "right": "pull_request:41224", + "accept": false, + "reason": "Different code paths and products: TimesFM forecasting with covariates versus DINOv3 image classification support. They do not appear 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": 3, + "component_count": 35, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-41356-2", + "nodes": [ + "pull_request:41356", + "pull_request:44339" + ], + "soft_pairs": [ + "pull_request:41356|pull_request:44339" + ], + "prepared_review_unit_hash": "aead1308c167b0bae6ff11bf9358340baa5e76f816618383418b505a10a9cd01", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6050, + "estimated_input_tokens": 1513, + "estimated_eval_tokens": 3282 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6050, + "estimated_input_tokens": 1513, + "estimated_eval_tokens": 3282 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two DEIMv2 pull requests target the same model family, but they are not the same change: PR 41356 is an early/basic model + image processor add, while PR 44339 is a much broader follow-up that adds loss code, auto-mappings, conversion tooling, modular files, and more integration work.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44339 is the more complete and representative DEIMv2 implementation; PR 41356 looks like an earlier partial version of the same model bring-up.", + "best_issue_reason": null, + "best_pr_reason": "PR 44339 is the strongest single artifact for the cluster because it subsumes the basic model work and includes the broader integration needed for a full Transformers addition.", + "soft_edge_verdicts": [ + { + "left": "pull_request:41356", + "right": "pull_request:44339", + "accept": false, + "reason": "Same model area, but not the same concrete change: 44339 expands the implementation substantially and adds new code paths beyond the basic PR 41356. They look like related iterations, not mergeable duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 4, + "component_count": 35, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-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": "9efa4a679ea85a532233b5d9d5578c1a5583443909cdf519bcef94e32cf86b23", + "component_budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 18, + "serialized_chars": 34782, + "estimated_input_tokens": 8696, + "estimated_eval_tokens": 17648 + }, + "budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 18, + "serialized_chars": 34782, + "estimated_input_tokens": 8696, + "estimated_eval_tokens": 17648 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The cluster is mostly unrelated one-off PRs. The only true duplicate pair is the two `fixed_cross_entropy` changes (`#43251` and `#43254`); all other soft-similarity pairs are about different models, subsystems, or test/doc-only changes and should stay separate.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "`#43254` is the cleanest representative of the only real duplicate pair: it makes the same `fixed_cross_entropy` API change in a minimal, self-contained patch.", + "best_issue_reason": null, + "best_pr_reason": "`#43254` is the best global representative because it is the most focused instance of the shared loss-function fix and directly matches the duplicated code path without extra issue-tracking noise.", + "soft_edge_verdicts": [ + { + "left": "pull_request:41855", + "right": "pull_request:43823", + "accept": false, + "reason": "Different features/models: Mistral tokenizer methods vs. adding MobileLLM model support." + }, + { + "left": "pull_request:41855", + "right": "pull_request:43424", + "accept": false, + "reason": "Tokenizer API addition vs. Executorch dynamic-shape export test; unrelated code paths." + }, + { + "left": "pull_request:42668", + "right": "pull_request:43823", + "accept": false, + "reason": "Both touch processor/model loading areas, but they fix different models and different behaviors." + }, + { + "left": "pull_request:43251", + "right": "pull_request:43823", + "accept": false, + "reason": "Loss-function kwargs fix vs. new MobileLLM model integration; no shared bug/change." + }, + { + "left": "pull_request:43251", + "right": "pull_request:44827", + "accept": false, + "reason": "Loss utility API change vs. Mistral4 test/model updates; not the same underlying change." + }, + { + "left": "pull_request:43424", + "right": "pull_request:44827", + "accept": false, + "reason": "Different concerns: export dynamic shapes test vs. Mistral4 model/test fixes." + }, + { + "left": "pull_request:43424", + "right": "pull_request:43823", + "accept": false, + "reason": "Executorch exportability test is unrelated to adding a new model." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45655", + "accept": false, + "reason": "New model addition vs. config-resolution bug fix; distinct code paths." + }, + { + "left": "pull_request:43823", + "right": "pull_request:43995", + "accept": false, + "reason": "MobileLLM model support vs. Falcon output-capture refactor; unrelated changes." + }, + { + "left": "pull_request:43995", + "right": "pull_request:45213", + "accept": false, + "reason": "Falcon refactor vs. model-creation skill/docs scaffolding; no shared fix." + }, + { + "left": "pull_request:43995", + "right": "pull_request:44827", + "accept": false, + "reason": "Falcon interface refactor and Mistral4 test fixes are different model-specific changes." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45170", + "accept": false, + "reason": "Mistral4 test/model fixes vs. CLIP-like LayerNorm typo rename; unrelated subsystems." + }, + { + "left": "pull_request:44827", + "right": "pull_request:46267", + "accept": false, + "reason": "Mistral4 fixes vs. chat response parsing/serve updates; different code paths." + }, + { + "left": "pull_request:44827", + "right": "pull_request:46048", + "accept": false, + "reason": "Mistral4 test fixes vs. adding a TDT loss kernel; unrelated functionality." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45655", + "accept": false, + "reason": "Mistral4-specific work vs. global config-resolution fix; not the same bug." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45213", + "accept": false, + "reason": "Mistral4 fixes vs. model-creation skill scaffolding; different intent and files." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45213", + "accept": false, + "reason": "New model implementation vs. developer skill/docs changes; not a duplicate change." + }, + { + "left": "pull_request:43251", + "right": "pull_request:43254", + "accept": true, + "reason": "Same underlying bug in `fixed_cross_entropy`: both add `weight`/`label_smoothing` support and call `nn.functional.cross_entropy` with the same extra kwargs." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative on the soft edges. The only accepted pair, `#43251`/`#43254`, is a plausible single-bugfix duplicate in `fixed_cross_entropy`/`loss_utils.py`, while the other pairs are reasonably treated as unrelated or only weakly similar." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 5, + "component_count": 35, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-42975-2", + "nodes": [ + "pull_request:42975", + "pull_request:42976" + ], + "soft_pairs": [ + "pull_request:42975|pull_request:42976" + ], + "prepared_review_unit_hash": "0da98ff5f205a1d07528b9e6575e037449280184b3d37a686e852e839b411c5a", + "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": "These are two separate workflow dependency-upgrade PRs: one targets GitHub Actions core versions for Node 24 compatibility, while the other upgrades Docker build actions. They overlap in files but not in the concrete change being made.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 42975 is the broader representative: it updates several workflow actions across many files and has a clear, specific compatibility goal (Node 24 support).", + "best_issue_reason": null, + "best_pr_reason": "PR 42975 is the best single representative for the cluster because it spans more workflows and reflects the repo-wide GitHub Actions compatibility upgrade theme more directly than the narrower Docker-action bump PR.", + "soft_edge_verdicts": [ + { + "left": "pull_request:42975", + "right": "pull_request:42976", + "accept": false, + "reason": "Do not merge: they upgrade different action families and fix different compatibility concerns. 42975 bumps checkout/cache/upload-artifact for Node 24 compatibility; 42976 bumps docker/build-push-action from v5 to v6. Same maintenance theme, but 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": 6, + "component_count": 35, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-42978-4", + "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": "f76836278d9928b28f6bc340c719d13e432c2e8a54c1ca0e5e979e42e25753f7", + "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": "This cluster contains four unrelated model-addition pull requests (ViT NEPA, Molmo, CTSM, Step 3.7 Flash). They share some boilerplate integration files, but each introduces a different model family and code path, so they are not duplicates.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single PR is a true duplicate of the others; if one must represent the cluster, 46562 is the strongest candidate because it has the broadest integration surface and the highest review activity, but it is still a distinct model-addition PR.", + "best_issue_reason": null, + "best_pr_reason": "46562 is the best representative by coverage and review depth, but not because it matches the others on substance; it should not be merged with them as a duplicate.", + "soft_edge_verdicts": [ + { + "left": "pull_request:42978", + "right": "pull_request:43448", + "accept": false, + "reason": "Different model families and implementations: ViT NEPA vs Molmo. Shared docs/auto-registry files are generic model-addition boilerplate, not the same underlying change." + }, + { + "left": "pull_request:42978", + "right": "pull_request:45490", + "accept": false, + "reason": "ViT NEPA and CTSM are unrelated model additions with different configs/modeling files and distinct code paths; overlap is only in shared integration scaffolding." + }, + { + "left": "pull_request:43448", + "right": "pull_request:45490", + "accept": false, + "reason": "Molmo and CTSM are separate model introductions. Similar auto/docs updates do not indicate the same bug or change." + }, + { + "left": "pull_request:45490", + "right": "pull_request:46562", + "accept": false, + "reason": "CTSM and Step 3.7 Flash are different model ports with different architectures and filenames. They share framework plumbing but not the same concrete change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 7, + "component_count": 35, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43291-7", + "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": "c3d932258caddf0fa0f13c3114a3791fc919761891fad97f6239edb8cb29d356", + "component_budget": { + "node_count": 7, + "item_count": 7, + "soft_pair_count": 15, + "serialized_chars": 19604, + "estimated_input_tokens": 4901, + "estimated_eval_tokens": 10058 + }, + "budget": { + "node_count": 7, + "item_count": 7, + "soft_pair_count": 15, + "serialized_chars": 19604, + "estimated_input_tokens": 4901, + "estimated_eval_tokens": 10058 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is mostly unrelated PRs that only share generic titles like \u201cfix.\u201d The only strong duplicate-looking pair is the two YOLOS PRs, which both address the same device-mismatch bug in `src/transformers/models/yolos/modeling_yolos.py` for `device_map=\"auto\"` and reference the same issue.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "pull_request:46886 is the best canonical PR because it has the clearest title, an explicit issue target (46869), and a focused single-file fix for the YOLOS device-mismatch bug.", + "best_issue_reason": null, + "best_pr_reason": "pull_request:46886 is the most representative PR in the cluster: it is narrowly scoped, explicitly tied to the underlying issue, and the YOLOS change is the only clear substantive duplicate candidate here.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43291", + "right": "pull_request:43665", + "accept": false, + "reason": "Both are test-fix PRs with vague titles, but they touch different models and different test files; no evidence they fix the same underlying bug." + }, + { + "left": "pull_request:43291", + "right": "pull_request:44815", + "accept": false, + "reason": "Different subsystems and problems: Whisper tokenizer/test changes versus FP8 dequant/loading logic." + }, + { + "left": "pull_request:43291", + "right": "pull_request:46380", + "accept": false, + "reason": "Whisper decode/timestamp changes are unrelated to generation config watermarking and broad generation/model test updates." + }, + { + "left": "pull_request:43291", + "right": "pull_request:46922", + "accept": false, + "reason": "Whisper tokenizer/test work and YOLOS device-mismatch work are different code paths and different bugs." + }, + { + "left": "pull_request:43665", + "right": "pull_request:46539", + "accept": false, + "reason": "These are unrelated test/CI fixes for different models and infrastructure." + }, + { + "left": "pull_request:43665", + "right": "pull_request:44815", + "accept": false, + "reason": "CLIP/ViT test edits do not match the FP8 dequant/loading fix in a different subsystem." + }, + { + "left": "pull_request:43665", + "right": "pull_request:46380", + "accept": false, + "reason": "The PRs target different areas: model test stubs versus generation validation and Whisper/model test changes." + }, + { + "left": "pull_request:43665", + "right": "pull_request:46922", + "accept": false, + "reason": "Model test-only changes for CLIP/ViT are not the same bug as YOLOS device placement." + }, + { + "left": "pull_request:44815", + "right": "pull_request:46539", + "accept": false, + "reason": "FP8 dequantization/loading fixes are unrelated to Phimoe CI/device-memory test setup." + }, + { + "left": "pull_request:44815", + "right": "pull_request:46380", + "accept": false, + "reason": "These touch different concrete problems: FP8 quantization internals versus generation config validation and test adjustments." + }, + { + "left": "pull_request:44815", + "right": "pull_request:46922", + "accept": false, + "reason": "Different model families and different failure modes; no shared underlying bug." + }, + { + "left": "pull_request:46380", + "right": "pull_request:46539", + "accept": false, + "reason": "Generation watermark validation/Whisper changes are not the same as Phimoe integration-test CI fixes." + }, + { + "left": "pull_request:46380", + "right": "pull_request:46922", + "accept": false, + "reason": "No common code path or bug: generation config/Whisper work versus YOLOS device mismatch." + }, + { + "left": "pull_request:46539", + "right": "pull_request:46922", + "accept": false, + "reason": "CI memory/device setup for Phimoe is unrelated to the YOLOS forward/device_map bug." + }, + { + "left": "pull_request:46886", + "right": "pull_request:46922", + "accept": true, + "reason": "Both PRs fix the same YOLOS device-mismatch issue in the same file, with overlapping changes to the same code path and the same explicit issue target." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well grounded in the packet: it correctly treats the cluster as mostly unrelated, and the only accepted duplicate pair is the YOLOS pair, which is supported by the shared file and shared issue target. The rejected soft-edge pairs are conservative and consistent with the diff previews." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 8, + "component_count": 35, + "review_unit_index": 1, + "review_unit_count": 2, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43451-37", + "nodes": [ + "pull_request:43451", + "pull_request:45144", + "pull_request:46180", + "pull_request:46196", + "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:46935", + "pull_request:46941", + "pull_request:46949", + "pull_request:46950", + "pull_request:46951", + "pull_request:46953", + "pull_request:46954", + "pull_request:46957", + "pull_request:46958", + "pull_request:46961", + "pull_request:46964", + "pull_request:46965", + "pull_request:46966", + "pull_request:46970", + "pull_request:46971", + "pull_request:46973", + "pull_request:46974" + ], + "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:46927|pull_request:46951", + "pull_request:46951|pull_request:46971", + "pull_request:46970|pull_request:46971", + "pull_request:46949|pull_request:46971", + "pull_request:46951|pull_request:46970", + "pull_request:46902|pull_request:46965", + "pull_request:46908|pull_request:46928", + "pull_request:46907|pull_request:46926", + "pull_request:46907|pull_request:46928", + "pull_request:46926|pull_request:46928", + "pull_request:46902|pull_request:46957", + "pull_request:46954|pull_request:46965", + "pull_request:46926|pull_request:46941", + "pull_request:46954|pull_request:46961", + "pull_request:46180|pull_request:46658", + "pull_request:46941|pull_request:46970", + "pull_request:46180|pull_request:46707", + "pull_request:46658|pull_request:46903", + "pull_request:46891|pull_request:46964", + "pull_request:46907|pull_request:46941", + "pull_request:45144|pull_request:46912", + "pull_request:46928|pull_request:46941", + "pull_request:46891|pull_request:46954", + "pull_request:43451|pull_request:46954", + "pull_request:46903|pull_request:46964", + "pull_request:46954|pull_request:46957", + "pull_request:46928|pull_request:46951", + "pull_request:46964|pull_request:46966", + "pull_request:46907|pull_request:46927", + "pull_request:46908|pull_request:46951", + "pull_request:46903|pull_request:46970", + "pull_request:46903|pull_request:46973", + "pull_request:46196|pull_request:46964", + "pull_request:46926|pull_request:46927", + "pull_request:46908|pull_request:46941", + "pull_request:46658|pull_request:46902", + "pull_request:46196|pull_request:46902", + "pull_request:45144|pull_request:46196", + "pull_request:43451|pull_request:46902", + "pull_request:46958|pull_request:46961", + "pull_request:46973|pull_request:46974", + "pull_request:46935|pull_request:46957", + "pull_request:46958|pull_request:46973", + "pull_request:43451|pull_request:45144", + "pull_request:46912|pull_request:46935", + "pull_request:43451|pull_request:46964", + "pull_request:46961|pull_request:46973", + "pull_request:43451|pull_request:46935", + "pull_request:45144|pull_request:46658", + "pull_request:45144|pull_request:46707", + "pull_request:46961|pull_request:46974", + "pull_request:46891|pull_request:46935", + "pull_request:46707|pull_request:46935", + "pull_request:46912|pull_request:46920", + "pull_request:46707|pull_request:46920", + "pull_request:46658|pull_request:46964", + "pull_request:46958|pull_request:46974", + "pull_request:46836|pull_request:46964", + "pull_request:46958|pull_request:46965", + "pull_request:43451|pull_request:46920", + "pull_request:46920|pull_request:46957", + "pull_request:46836|pull_request:46920", + "pull_request:46957|pull_request:46958", + "pull_request:46965|pull_request:46973", + "pull_request:46953|pull_request:46974", + "pull_request:46891|pull_request:46974", + "pull_request:46891|pull_request:46973" + ], + "prepared_review_unit_hash": "af1179a4b061d86319bef76cd81ac9b18b0619b316b4101bbccd382f12da875f", + "component_budget": { + "node_count": 37, + "item_count": 37, + "soft_pair_count": 126, + "serialized_chars": 128604, + "estimated_input_tokens": 32151, + "estimated_eval_tokens": 64558 + }, + "budget": { + "node_count": 35, + "item_count": 35, + "soft_pair_count": 72, + "serialized_chars": 96551, + "estimated_input_tokens": 24138, + "estimated_eval_tokens": 48532 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is still mostly heterogeneous (model additions, CI/workflow changes, and isolated bugfixes). The only close overlap is the CohereASR loss-double-shift area, but the two CohereASR PRs are better treated as alternate fixes for the same bug rather than mergeable duplicates, so I keep them conservative-rejects.", + "confidence": 0.9, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46895 is the best canonical PR because it is the most focused, issue-linked CohereASR fix with test coverage; compared with 46958 it is the cleaner single-change representative, even though the two are not safe to collapse into one duplicate.", + "best_issue_reason": null, + "best_pr_reason": "PR 46895 is the best standalone PR in the cluster: it is narrowly scoped, directly bug-fixing, and issue-backed, while the other items are mostly unrelated feature additions or test/infra changes.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46895", + "right": "pull_request:46958", + "accept": false, + "reason": "Same underlying CohereASR double-shift bug, but 46958 is an alternate implementation rather than a change that would plausibly be merged into the same PR; conservative triage should not collapse them." + }, + { + "left": "pull_request:46903", + "right": "pull_request:46958", + "accept": false, + "reason": "They overlap on CohereASR loss handling, but 46903 is a broader multi-model bugfix (CohereASR + PPFormulaNet), not the same concrete single-PR change as 46958." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The writeup is mostly grounded, but it overstates the CohereASR pair: PR 46895 and PR 46958 are both issue-linked fixes for the same bug, yet the packet suggests they are alternate implementations rather than changes that would be mergeable into a single PR. That makes the lone accept verdict too strong for a conservative evaluation. The rest of the pairwise rejections look appropriately cautious." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 8, + "component_count": 35, + "review_unit_index": 2, + "review_unit_count": 2, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43451-37", + "nodes": [ + "pull_request:43451", + "pull_request:46196", + "pull_request:46658", + "pull_request:46707", + "pull_request:46836", + "pull_request:46850", + "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:46953", + "pull_request:46957", + "pull_request:46961", + "pull_request:46965", + "pull_request:46968", + "pull_request:46970", + "pull_request:46971" + ], + "soft_pairs": [ + "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: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:46891|pull_request:46957", + "pull_request:46658|pull_request:46836", + "pull_request:43451|pull_request:46658", + "pull_request:46953|pull_request:46957", + "pull_request:46707|pull_request:46953", + "pull_request:46658|pull_request:46850", + "pull_request:43451|pull_request:46891", + "pull_request:46658|pull_request:46707", + "pull_request:46891|pull_request:46953", + "pull_request:46707|pull_request:46891", + "pull_request:43451|pull_request:46953", + "pull_request:46196|pull_request:46836", + "pull_request:43451|pull_request:46707", + "pull_request:46836|pull_request:46891", + "pull_request:46836|pull_request:46957", + "pull_request:46658|pull_request:46957", + "pull_request:46961|pull_request:46965", + "pull_request:46707|pull_request:46836", + "pull_request:46953|pull_request:46968", + "pull_request:46957|pull_request:46965", + "pull_request:46707|pull_request:46957", + "pull_request:46912|pull_request:46957", + "pull_request:46957|pull_request:46968", + "pull_request:43451|pull_request:46196", + "pull_request:46850|pull_request:46957", + "pull_request:43451|pull_request:46912", + "pull_request:46850|pull_request:46891", + "pull_request:43451|pull_request:46957", + "pull_request:46891|pull_request:46968", + "pull_request:43451|pull_request:46850", + "pull_request:46707|pull_request:46850", + "pull_request:46891|pull_request:46912", + "pull_request:46836|pull_request:46912", + "pull_request:43451|pull_request:46968", + "pull_request:46707|pull_request:46968", + "pull_request:46196|pull_request:46891", + "pull_request:46196|pull_request:46707", + "pull_request:43451|pull_request:46965", + "pull_request:46836|pull_request:46965", + "pull_request:46196|pull_request:46957", + "pull_request:46957|pull_request:46961", + "pull_request:46891|pull_request:46961", + "pull_request:43451|pull_request:46961", + "pull_request:46953|pull_request:46961" + ], + "prepared_review_unit_hash": "7aaae245fef126efee47828d2221ddf718373ac82af4c2a1e37703e7fe2131f6", + "component_budget": { + "node_count": 37, + "item_count": 37, + "soft_pair_count": 126, + "serialized_chars": 128604, + "estimated_input_tokens": 32151, + "estimated_eval_tokens": 64558 + }, + "budget": { + "node_count": 22, + "item_count": 22, + "soft_pair_count": 54, + "serialized_chars": 65441, + "estimated_input_tokens": 16361, + "estimated_eval_tokens": 32978 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: model additions, unrelated model bug fixes, docs/CI tweaks, and test-only changes. None of the soft edges look like the same underlying change, so all should be rejected.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single PR is a valid canonical duplicate target; the items span unrelated models and subsystems with only superficial similarity.", + "best_issue_reason": null, + "best_pr_reason": "PR 46957 has the broadest similarity links, but it is still a distinct FP8/generation change and not a duplicate of the others.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46950", + "right": "pull_request:46971", + "accept": false, + "reason": "Same model family, but one changes runtime behavior and the other only adjusts test loading flags; not the same underlying fix." + }, + { + "left": "pull_request:46949", + "right": "pull_request:46950", + "accept": false, + "reason": "Different models and different failure modes; only the \"serge\" fix pattern is shared." + }, + { + "left": "pull_request:46949", + "right": "pull_request:46951", + "accept": false, + "reason": "Different models and codepaths; these address separate integration-test failures." + }, + { + "left": "pull_request:46927", + "right": "pull_request:46949", + "accept": false, + "reason": "Unrelated model fixes for different architectures; not mergeable into one PR." + }, + { + "left": "pull_request:46927", + "right": "pull_request:46971", + "accept": false, + "reason": "Different model areas and different fix types; no shared underlying bug." + }, + { + "left": "pull_request:46949", + "right": "pull_request:46970", + "accept": false, + "reason": "Audio/Whisper cache handling is unrelated to MusicGen Melody generation behavior." + }, + { + "left": "pull_request:46927", + "right": "pull_request:46970", + "accept": false, + "reason": "Different models and separate test failures; not the same code change." + }, + { + "left": "pull_request:46908", + "right": "pull_request:46926", + "accept": false, + "reason": "Both are test fixes, but for different models and causes; not duplicates." + }, + { + "left": "pull_request:46907", + "right": "pull_request:46908", + "accept": false, + "reason": "EdgeTam runtime kwarg cleanup vs DeepSeek test offload changes are unrelated." + }, + { + "left": "pull_request:43451", + "right": "pull_request:46836", + "accept": false, + "reason": "Both add model support, but for different models and unrelated codepaths." + }, + { + "left": "pull_request:46891", + "right": "pull_request:46957", + "accept": false, + "reason": "PEFT CI wiring and FP8/generation optimization are unrelated changes." + }, + { + "left": "pull_request:46658", + "right": "pull_request:46836", + "accept": false, + "reason": "Step 3.7 Flash conversion/build scripts and Unlimited OCR model addition are separate features." + }, + { + "left": "pull_request:43451", + "right": "pull_request:46658", + "accept": false, + "reason": "Different model additions with different conversion and implementation stacks." + }, + { + "left": "pull_request:46953", + "right": "pull_request:46957", + "accept": false, + "reason": "Distinct feature work: FusedRMSNormGated cleanup vs generation/FP8 optimization." + }, + { + "left": "pull_request:46707", + "right": "pull_request:46953", + "accept": false, + "reason": "Native FSDP2 migration and fused norm refactoring are unrelated." + }, + { + "left": "pull_request:46658", + "right": "pull_request:46850", + "accept": false, + "reason": "Step 3.7 Flash model code and Gemma masking fixes are different subsystems." + }, + { + "left": "pull_request:43451", + "right": "pull_request:46891", + "accept": false, + "reason": "Molmo2 model addition and PEFT CI changes are unrelated." + }, + { + "left": "pull_request:46658", + "right": "pull_request:46707", + "accept": false, + "reason": "Model conversion/addition work and distributed FSDP2 migration are separate changes." + }, + { + "left": "pull_request:46891", + "right": "pull_request:46953", + "accept": false, + "reason": "CI workflow changes and fused norm implementation changes do not target the same bug." + }, + { + "left": "pull_request:46707", + "right": "pull_request:46891", + "accept": false, + "reason": "FSDP2 migration and PEFT CI are separate infrastructure changes." + }, + { + "left": "pull_request:43451", + "right": "pull_request:46953", + "accept": false, + "reason": "Molmo2 model support and fused norm cleanup are unrelated." + }, + { + "left": "pull_request:46196", + "right": "pull_request:46836", + "accept": false, + "reason": "Wav2Vec2 SDPA docs/model support and Unlimited OCR model addition are unrelated." + }, + { + "left": "pull_request:43451", + "right": "pull_request:46707", + "accept": false, + "reason": "Model addition and distributed runtime migration are not the same change." + }, + { + "left": "pull_request:46836", + "right": "pull_request:46891", + "accept": false, + "reason": "Unlimited OCR model support and PEFT CI are unrelated." + }, + { + "left": "pull_request:46836", + "right": "pull_request:46957", + "accept": false, + "reason": "Model addition and generation/FP8 optimization address different concerns." + }, + { + "left": "pull_request:46658", + "right": "pull_request:46957", + "accept": false, + "reason": "Step 3.7 Flash model work is unrelated to FP8/generation utilities." + }, + { + "left": "pull_request:46961", + "right": "pull_request:46965", + "accept": false, + "reason": "Workflow automation for branch normalization and DeepSeek V4 cache handling are unrelated." + }, + { + "left": "pull_request:46707", + "right": "pull_request:46836", + "accept": false, + "reason": "FSDP2 migration and Unlimited OCR model support are unrelated." + }, + { + "left": "pull_request:46953", + "right": "pull_request:46968", + "accept": false, + "reason": "FusedRMSNormGated cleanup and docs autolinks are different areas with no shared bug." + }, + { + "left": "pull_request:46957", + "right": "pull_request:46965", + "accept": false, + "reason": "FP8/generation optimization and DeepSeek V4 use_cache support are unrelated." + }, + { + "left": "pull_request:46707", + "right": "pull_request:46957", + "accept": false, + "reason": "Distributed FSDP2 migration and FP8/generation optimization are separate features." + }, + { + "left": "pull_request:46912", + "right": "pull_request:46957", + "accept": false, + "reason": "RoPE test/implementation changes and FP8/generation optimization are different issues." + }, + { + "left": "pull_request:46850", + "right": "pull_request:46957", + "accept": false, + "reason": "Gemma sliding-window masking fix and FP8/generation optimization target different codepaths." + }, + { + "left": "pull_request:46957", + "right": "pull_request:46968", + "accept": false, + "reason": "FP8/generation optimization and docs autolink cleanup are unrelated." + }, + { + "left": "pull_request:43451", + "right": "pull_request:46196", + "accept": false, + "reason": "Molmo2 model addition and Wav2Vec2 SDPA docs/model changes are unrelated." + }, + { + "left": "pull_request:46850", + "right": "pull_request:46891", + "accept": false, + "reason": "Gemma masking fix and PEFT CI change are unrelated." + }, + { + "left": "pull_request:43451", + "right": "pull_request:46912", + "accept": false, + "reason": "Molmo2 model support and RoPE testing changes are unrelated." + }, + { + "left": "pull_request:46891", + "right": "pull_request:46912", + "accept": false, + "reason": "PEFT CI work and RoPE test/implementation work are unrelated." + }, + { + "left": "pull_request:46836", + "right": "pull_request:46912", + "accept": false, + "reason": "Unlimited OCR model support and RoPE test/implementation changes are unrelated." + }, + { + "left": "pull_request:46957", + "right": "pull_request:46961", + "accept": false, + "reason": "FP8/generation optimization and Serge branch-normalization workflow are unrelated." + }, + { + "left": "pull_request:46196", + "right": "pull_request:46957", + "accept": false, + "reason": "Wav2Vec2-related docs/model changes and FP8/generation optimization are unrelated." + }, + { + "left": "pull_request:46891", + "right": "pull_request:46961", + "accept": false, + "reason": "PEFT CI and branch-normalization workflow are separate automation changes." + }, + { + "left": "pull_request:43451", + "right": "pull_request:46961", + "accept": false, + "reason": "Molmo2 model addition and workflow automation are unrelated." + }, + { + "left": "pull_request:46953", + "right": "pull_request:46961", + "accept": false, + "reason": "Fused norm refactor and workflow automation do not share an underlying bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 9, + "component_count": 35, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-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": "be02d9aafec7b7e220495cd3526ba2c2ee41d3aa3f74f7d6e88de4e3ca0b9168", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 6350, + "estimated_input_tokens": 1588, + "estimated_eval_tokens": 3432 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 6350, + "estimated_input_tokens": 1588, + "estimated_eval_tokens": 3432 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The three PRs are not true duplicates: they each exercise different repo-bot / workflow paths, and the only overlap is superficial title/theme similarity. No soft pair should be merged.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 43532 is the most central of the three because it touches multiple workflow/testing files and overlaps one filename with another PR, but it still does not match the others on the concrete change being made.", + "best_issue_reason": null, + "best_pr_reason": "PR 43532 is the best representative only in a loose clustering sense; it has the broadest surface area and the strongest weak overlap, though it is not a true duplicate of the others.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43488", + "right": "pull_request:46747", + "accept": false, + "reason": "Different changes: 43488 alters setup/dependency/version and a test stub, while 46747 only switches a workflow trigger. No shared concrete bug or mergeable code-path fix." + }, + { + "left": "pull_request:43488", + "right": "pull_request:43532", + "accept": false, + "reason": "43488 is about setup/version and a test file; 43532 rewrites CI/workflow behavior and testing utilities. Shared test filename is not enough to make them the same underlying change." + }, + { + "left": "pull_request:43532", + "right": "pull_request:46747", + "accept": false, + "reason": "Both touch workflows, but they fix different workflow mechanisms: self-comment CI vs security-gate trigger semantics. They are not the same code-path problem and would not be one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 10, + "component_count": 35, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43612-2", + "nodes": [ + "pull_request:43612", + "pull_request:43613" + ], + "soft_pairs": [ + "pull_request:43612|pull_request:43613" + ], + "prepared_review_unit_hash": "3b0fdd08e285cfa3582cda3ad6d96ba77aa962a20577c1edb777f3049da91e92", + "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 feature PRs: one adds a Promptable Concept Segmentation pipeline, the other adds a Promptable Visual Segmentation pipeline. They share infrastructure files, but they do not fix the same underlying bug or implement the same change.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "No true canonical duplicate here; the PRs target different segmentation tasks and different model/doc/test surfaces.", + "best_issue_reason": null, + "best_pr_reason": "PR 43613 is the broader and more complete visual-segmentation feature, but it still does not subsume PR 43612 because the latter is a separate concept-segmentation pipeline.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43612", + "right": "pull_request:43613", + "accept": false, + "reason": "Different pipelines and different task definitions: concept segmentation vs visual segmentation. Shared docs/pipeline scaffolding is not enough to treat them as the same change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 11, + "component_count": 35, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43651-2", + "nodes": [ + "pull_request:43651", + "pull_request:43663" + ], + "soft_pairs": [ + "pull_request:43651|pull_request:43663" + ], + "prepared_review_unit_hash": "e191d426c7ff604d296d25fbd52d188424ed0db55bb91990d21df4c34e374ed8", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4293, + "estimated_input_tokens": 1074, + "estimated_eval_tokens": 2404 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4293, + "estimated_input_tokens": 1074, + "estimated_eval_tokens": 2404 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two unrelated trainer.py pull requests: one changes gradient-accumulation loss scaling, the other extracts signature-column logic for filtering. They share a file but not the same underlying bug or feature change.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "No clear canonical PR: the PRs modify different code paths and solve different problems, so they should not be collapsed into one duplicate cluster.", + "best_issue_reason": null, + "best_pr_reason": "Neither PR is a strong representative of the other; if forced to pick one, 43651 is the more behavior-changing trainer fix, but it does not represent 43663's column-filtering refactor.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43651", + "right": "pull_request:43663", + "accept": false, + "reason": "Reject: both touch trainer.py, but one adjusts gradient-accumulation loss scaling while the other refactors signature-column inspection. They are not the same concrete bug/change and would not plausibly be merged as one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 12, + "component_count": 35, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43656-2", + "nodes": [ + "pull_request:43656", + "pull_request:43842" + ], + "soft_pairs": [ + "pull_request:43656|pull_request:43842" + ], + "prepared_review_unit_hash": "e08d7d0dce784ea98d11907c8f81c99319866d61e15a5355b44b235acb5b28db", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 3664, + "estimated_input_tokens": 916, + "estimated_eval_tokens": 2088 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 3664, + "estimated_input_tokens": 916, + "estimated_eval_tokens": 2088 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both pull requests touch `src/transformers/cli/serve.py` and are about typing/runtime import issues in the CLI, but they address different concrete failures: one is a general annotation/name-resolution cleanup, the other is specifically the `TypeAdapter` NameError when `pydantic` is absent. They should not be merged as duplicates.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 43842 is the cleaner canonical representative: it has a narrowly defined failure mode (`TypeAdapter` NameError when `pydantic` is not installed) and a minimal, targeted fix in the CLI module.", + "best_issue_reason": null, + "best_pr_reason": "PR 43842 is the best fit for the cluster because its title, issue target, and diff all line up on one specific runtime/import bug, making it the most precise representative of the underlying change class.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43656", + "right": "pull_request:43842", + "accept": false, + "reason": "Different bugs: 43656 is a broader typing/annotation cleanup around `serve.py`, while 43842 specifically fixes `TypeAdapter` import/name resolution when `pydantic` is not installed. Same file, but not the same concrete change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 13, + "component_count": 35, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43779-2", + "nodes": [ + "pull_request:43779", + "pull_request:43816" + ], + "soft_pairs": [ + "pull_request:43779|pull_request:43816" + ], + "prepared_review_unit_hash": "e7c674adcc031aa8883109a5dfc678b4407fb20b10764302092e384d031ba83a", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4362, + "estimated_input_tokens": 1091, + "estimated_eval_tokens": 2438 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4362, + "estimated_input_tokens": 1091, + "estimated_eval_tokens": 2438 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both pull requests appear to implement the same SwanLab integration change: adding run id/resume support in `integration_utils.py` for issue #43698, with one variant also expanding the docs. They are strong duplicate PR candidates.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #43816 is the cleaner representative: it carries the same SwanLab id/resume support plus the accompanying documentation updates, making it the more complete version of the shared change.", + "best_issue_reason": null, + "best_pr_reason": "PR #43816 is the best global representative because it appears to include the full feature change and docs for SwanLab run id/resume support, while #43779 is the narrower implementation-focused variant.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43779", + "right": "pull_request:43816", + "accept": true, + "reason": "Same underlying SwanLab callback enhancement for id/resume support in the same file and same issue target; the doc differences do not change the core code-path change, so these are duplicate PRs." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: both PRs target issue #43698, touch the same file, and the previews indicate the same SwanLab id/resume support with #43816 adding docs. The duplicate/mergeable verdict is conservative enough given the shared target and overlapping code change." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 14, + "component_count": 35, + "review_unit_index": 1, + "review_unit_count": 2, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43996-28", + "nodes": [ + "pull_request:43996", + "pull_request:43997", + "pull_request:44007", + "pull_request:44010", + "pull_request:44013", + "pull_request:44017", + "pull_request:44018", + "pull_request:44019", + "pull_request:44044", + "pull_request:44056", + "pull_request:44059", + "pull_request:44066", + "pull_request:44068", + "pull_request:44071", + "pull_request:44072", + "pull_request:44073", + "pull_request:44074", + "pull_request:44076", + 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"summary": "This cluster is mainly a wave of model-by-model refactors to the new output tracing API. Most PRs share the same high-level theme and often the same issue target, but they are not duplicates across different architectures; only a few same-model follow-up PRs look mergeable as duplicates.", + "confidence": 0.88, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44066 is the best representative because it directly targets #43979, spans the GPT-J/CodeGen code path, and is the clearest broad refactor in the cluster rather than a narrow model-only follow-up.", + "best_issue_reason": null, + "best_pr_reason": "PR 44066 is the strongest single PR to anchor the cluster: explicit issue link, concrete code-path changes, and broad enough scope to represent the GPT-J/CodeGen output-tracing refactor family.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43996", + "right": "pull_request:44085", + "accept": false, + "reason": "Same tracking issue theme, but different model families and code paths; not the same underlying bug/change." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44044", + "accept": false, + "reason": "Different architectures (FNet/CVT vs DeBERTa); 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different concrete code paths." + }, + { + "left": "pull_request:44074", + "right": "pull_request:44101", + "accept": false, + "reason": "TextNet versus Flaubert/XLM; not the same underlying bug/change." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44018", + "accept": false, + "reason": "RegNet versus GPT-Neo; unrelated model fixes." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44161", + "accept": false, + "reason": "MPNet versus LongT5; different implementations." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44074", + "accept": false, + "reason": "RegNet versus TextNet; same migration idea, different fixes." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44161", + "accept": false, + "reason": "FNet/CVT versus LongT5; not the same code path." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44129", + "accept": false, + "reason": "MPT versus SpeechT5; different model-specific changes." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44059", + "accept": false, + "reason": "GPT-Neo versus GPT-2; related refactor class, but distinct models." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44073", + "accept": false, + "reason": "MPNet versus VisualBERT; different implementations." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44161", + "accept": false, + "reason": "SqueezeBERT versus LongT5; not the same bug/change." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44073", + "accept": false, + "reason": "SqueezeBERT versus VisualBERT; unrelated concrete fixes." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44018", + "accept": false, + "reason": "SegFormer versus GPT-Neo; same initiative, different model code." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44044", + "accept": false, + "reason": "SqueezeBERT versus DeBERTa; different model paths." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44074", + "accept": false, + "reason": "DeBERTa versus TextNet; not the same underlying change." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44722", + "accept": true, + "reason": "Same GPT-J/CodeGen output-tracing refactor family and overlapping code paths; these look like duplicate iterations of one fix." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44722", + "accept": true, + "reason": "Both touch GPT-J output tracing in the same file family; 44085 appears to be a narrower duplicate/refinement." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44129", + "accept": false, + "reason": "GPT-J versus SpeechT5; different concrete model changes." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44007", + "accept": false, + "reason": "Different model families and code paths; not the same bug/change." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44129", + "accept": false, + "reason": "FNet/CVT versus SpeechT5; only the refactor pattern overlaps." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44129", + "accept": false, + "reason": "DeBERTa versus SpeechT5; unrelated concrete fixes." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44154", + "accept": false, + "reason": "DeBERTa versus Vits; not the same code path." + }, + { + "left": "pull_request:44101", + "right": "pull_request:44116", + "accept": true, + "reason": "Both are Flaubert output-tracing refactors on the same code path; 44101 just bundles extra XLM work." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: it reflects the shared #43979 theme, distinguishes cross-architecture refactors from same-model follow-ups, and does not overstate duplicates. The accepted soft-edge pairs also look mergeable as single PRs for the same bugfix (GPT-Neo, GPT-J/CodeGen, and Flaubert cases)." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 14, + "component_count": 35, + "review_unit_index": 2, + "review_unit_count": 2, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43996-28", + "nodes": [ + "pull_request:43997", + "pull_request:44010", + "pull_request:44024", + "pull_request:44056", + "pull_request:44073", + "pull_request:44074", + "pull_request:44076", + "pull_request:44129" + ], + "soft_pairs": [ + "pull_request:44024|pull_request:44076", + "pull_request:44073|pull_request:44074", + "pull_request:44056|pull_request:44073", + "pull_request:44056|pull_request:44074", + "pull_request:43997|pull_request:44010", + "pull_request:44010|pull_request:44129" + ], + "prepared_review_unit_hash": "6d884923168001313fc5ac56a32f33969c03361198f542be04d9be7171b8e624", + "component_budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 78, + "serialized_chars": 84898, + "estimated_input_tokens": 21225, + "estimated_eval_tokens": 42706 + }, + "budget": { + "node_count": 8, + "item_count": 8, + "soft_pair_count": 6, + "serialized_chars": 17126, + "estimated_input_tokens": 4282, + "estimated_eval_tokens": 8820 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These are a set of per-model refactors toward standardized output tracing/capture. They share the same migration pattern but affect different model implementations and code paths, so they do not look like duplicate fixes or mergeable PRs.", + "confidence": 0.88, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44073 is the clearest representative of the cluster: it explicitly introduces both `capture_outputs` and `can_return_tuple` for VisualBert, with a concrete `_can_record_outputs` mapping and a well-scoped refactor.", + "best_issue_reason": null, + "best_pr_reason": "PR 44073 is the best cluster representative because its title and diff most clearly express the standardized output-tracing migration pattern, making it the most informative canonical example.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44024", + "right": "pull_request:44076", + "accept": false, + "reason": "Both are output-tracing migrations, but they target different model code paths (FocalNet vs ImageGPT) and are separate per-model refactors, not the same concrete change." + }, + { + "left": "pull_request:44073", + "right": "pull_request:44074", + "accept": false, + "reason": "VisualBert and TextNet are unrelated model implementations; the shared theme is only the generic output-capture refactor pattern, so these are not the same underlying fix." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44073", + "accept": false, + "reason": "MPNet and VisualBert each add tracing hooks for different internals; this is a common migration style, not one duplicate code-path change." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44074", + "accept": false, + "reason": "These touch different models and different output-return wiring, so they are not mergeable as one PR for a single bug/change." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44010", + "accept": false, + "reason": "RegNet and SqueezeBert are distinct implementations; despite similar decorator/capture changes, they do not fix the same underlying issue." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44129", + "accept": false, + "reason": "SqueezeBert and SpeechT5 are separate model-specific refactors with different forward signatures and output handling; the overlap is only the shared migration theme." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 15, + "component_count": 35, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-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": "35a6374f7f6fda22b1038c1a12fbcfe29bedb47681c5148446680f44a7d10b0d", + "component_budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 40, + "serialized_chars": 40177, + "estimated_input_tokens": 10045, + "estimated_eval_tokens": 20346 + }, + "budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 40, + "serialized_chars": 40177, + "estimated_input_tokens": 10045, + "estimated_eval_tokens": 20346 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs are all separate model-specific output-tracing refactors. They share a template-like theme and some helper imports, but they do not fix the same concrete code path, so none of the soft edges should be merged as duplicates.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44003 is the broadest representative of the batch: it spans two related model implementations and introduces the most substantial output-capture plumbing, making it the best single exemplar of this refactor series.", + "best_issue_reason": null, + "best_pr_reason": "PR 44003 is the strongest representative to anchor the cluster, since it is the most substantial and broadly scoped of the listed refactors.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43998", + "right": "pull_request:44002", + "accept": false, + "reason": "Different model families and code paths; shared wording about output tracing is just a refactor pattern, not the same change." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44000", + "accept": false, + "reason": "Different models (`timm_backbone` vs `vision_text_dual_encoder`); no shared bug or fix target." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44001", + "accept": false, + "reason": "Unrelated model implementations; both are output-tracing cleanups but not one concrete duplicated fix." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44003", + "accept": false, + "reason": "Different subsystems and code paths; the PRs only resemble each other at the refactor/template level." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44029", + "accept": false, + "reason": "Separate model refactors with no overlapping implementation or bug." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44001", + "accept": false, + "reason": "Different architectures and files; similarity is only from the shared output-tracing refactor theme." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44002", + "accept": false, + "reason": "Distinct model code paths; not the same underlying change." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44025", + "accept": false, + "reason": "Different model families; both touch tracing/output behavior but in unrelated implementations." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44026", + "accept": false, + "reason": "No concrete overlap beyond a generic refactor pattern." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44027", + "accept": false, + "reason": "Separate encoder-decoder model refactors, not a duplicate fix." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44001", + "accept": false, + "reason": "Different model families and behavior; not the same bug or change." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44002", + "accept": false, + "reason": "Distinct model implementations; shared refactor language is too broad to merge." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44003", + "accept": false, + "reason": "Different code paths and model stacks; no single fix can cover both." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44025", + "accept": false, + "reason": "Model-specific output-tracing updates only; not the same underlying issue." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44002", + "accept": false, + "reason": "Different models and changes; no shared concrete bug." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44003", + "accept": false, + "reason": "These are separate refactors in different model families, not duplicates." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44025", + "accept": false, + "reason": "Only superficially similar because both modernize forward/output handling." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44029", + "accept": false, + "reason": "Different model implementations with no shared code path." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44003", + "accept": false, + "reason": "No common bug; the overlap is just broad output-tracing refactoring." + }, + { + "left": "pull_request:44003", + "right": "pull_request:44028", + "accept": false, + "reason": "Different model stacks and filenames; not the same fix." + }, + { + "left": "pull_request:44003", + "right": "pull_request:44004", + "accept": false, + "reason": "Separate changes in unrelated models; too broad a similarity to treat as duplicate." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44004", + "accept": false, + "reason": "Different model families and implementations; not the same underlying issue." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44004", + "accept": false, + "reason": "Both touch output handling, but in unrelated models and code paths." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44004", + "accept": false, + "reason": "No shared concrete bug or mergeable combined fix." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44026", + "accept": false, + "reason": "Different model families; the shared phrasing is just a refactor series pattern." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44027", + "accept": false, + "reason": "Separate encoder-decoder/depth model refactors, not one change." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44028", + "accept": false, + "reason": "Different model implementations and outputs; not duplicates." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44029", + "accept": false, + "reason": "Unrelated model code paths despite similar refactor wording." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44030", + "accept": false, + "reason": "No shared bug or code path; only a common modernization theme." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44027", + "accept": false, + "reason": "Different model stacks; not the same fix." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44028", + "accept": false, + "reason": "Distinct implementations with no overlapping concrete issue." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44029", + "accept": false, + "reason": "Only superficial similarity in output-tracing refactoring." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44030", + "accept": false, + "reason": "Different models and code paths; not mergeable as one duplicate fix." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44028", + "accept": false, + "reason": "Separate model-specific refactors, not the same underlying bug." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44029", + "accept": false, + "reason": "No common concrete code path or fix target." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44030", + "accept": false, + "reason": "Different implementations; shared broad theme is insufficient." + }, + { + "left": "pull_request:44028", + "right": "pull_request:44029", + "accept": false, + "reason": "Different model families and change surfaces." + }, + { + "left": "pull_request:44028", + "right": "pull_request:44030", + "accept": false, + "reason": "No duplicated bug or change; only a generic refactor resemblance." + }, + { + "left": "pull_request:44029", + "right": "pull_request:44030", + "accept": false, + "reason": "Distinct models and code paths; 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": 16, + "component_count": 35, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-44662-2", + "nodes": [ + "pull_request:44662", + "pull_request:45401" + ], + "soft_pairs": [ + "pull_request:44662|pull_request:45401" + ], + "prepared_review_unit_hash": "d35381e6705476c48c7f4eb32a611fb28c003b4c5f4ead9a05264aed7729b34a", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6551, + "estimated_input_tokens": 1638, + "estimated_eval_tokens": 3532 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6551, + "estimated_input_tokens": 1638, + "estimated_eval_tokens": 3532 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two unrelated model-addition PRs: one adds PenguinVL, the other adds Voxtral TTS. They share framework registration/docs patterns, but they implement different models and code paths, so they are not duplicates.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45401 is the better representative because it is tied to a specific tracking issue and is a focused, model-specific implementation rather than a generic similarity match.", + "best_issue_reason": null, + "best_pr_reason": "PR #45401 is the strongest standalone PR in this cluster: it has an explicit issue target, clear model scope, and a more narrowly defined change set.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44662", + "right": "pull_request:45401", + "accept": false, + "reason": "Both are model integration PRs, but they target different models (PenguinVL vs Voxtral TTS) with distinct configs, model code, and tests. Shared auto-registration/docs files are expected for new model support and do not indicate the same underlying change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 17, + "component_count": 35, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-44965-2", + "nodes": [ + "pull_request:44965", + "pull_request:46845" + ], + "soft_pairs": [ + "pull_request:44965|pull_request:46845" + ], + "prepared_review_unit_hash": "61cfa087ad1920003434babf7415cf335a7e0c829088d88fb7035c49af354a4d", + "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": "These two pull requests are not duplicates: one is a workflow experiment to convert PRs to draft, and the other is a CI rerouting change plus an unrelated placeholder code edit. They do not target the same concrete bug or change.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": "PR 46845 is the more concrete representative of the cluster because it has a specific CI/workflow objective, whereas PR 44965 is a vague draft-conversion experiment with no clear shared problem.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44965", + "right": "pull_request:46845", + "accept": false, + "reason": "Different changes and different intents: draft-conversion workflow vs CI branch rerouting plus an unrelated code edit. They do not look mergeable into one PR for 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": 18, + "component_count": 35, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-44979-2", + "nodes": [ + "pull_request:44979", + "pull_request:45363" + ], + "soft_pairs": [ + "pull_request:44979|pull_request:45363" + ], + "prepared_review_unit_hash": "d18f15361b6421a054ae2acf0f8ad0d119246e5a15832db5a07ffd18587528f5", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4407, + "estimated_input_tokens": 1102, + "estimated_eval_tokens": 2460 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4407, + "estimated_input_tokens": 1102, + "estimated_eval_tokens": 2460 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are related feature PRs in the module/kernel fusion area, but they are not duplicates: one introduces a generic Module Fusion API, while the other wires up n-to-1 kernel fusion through `KernelConfig` and integrations. They would likely build on each other rather than merge as one PR.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45363 is the broader, more end-to-end feature change: it adds `KernelConfig`, integration hooks, and an example for kernel fusion. PR 44979 is a lower-level API scaffold (`module_fusion.py` and tests) that looks like a prerequisite rather than the same change.", + "best_issue_reason": null, + "best_pr_reason": "PR 45363 is the best representative of the cluster because it covers the concrete user-facing kernel-fusion workflow and has the wider set of touched integration files.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44979", + "right": "pull_request:45363", + "accept": false, + "reason": "Different levels of abstraction and different code paths: 44979 adds a generic module-fusion API in `src/transformers/module_fusion.py`, while 45363 implements `KernelConfig`-driven n-to-1 fusion across `modeling_utils`, `integrations`, and an example. They are related, but not the same fix/change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 19, + "component_count": 35, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45086-2", + "nodes": [ + "pull_request:45086", + "pull_request:45317" + ], + "soft_pairs": [ + "pull_request:45086|pull_request:45317" + ], + "prepared_review_unit_hash": "25571cc4680d6efa4aebb851b35159cef592e74a3d09cbaba20987ef52c19e36", + "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 fix the same AttributeError in `_patch_mistral_regex` for `fix_mistral_regex=True` by changing the pre-tokenizer access path in the same file; one is a broader follow-up with tests, not a different change.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45317 is the better canonical PR: it covers the same fix as 45086 but is more complete and includes test coverage plus a clearer title.", + "best_issue_reason": null, + "best_pr_reason": "PR 45317 is the strongest representative of this change because it fully captures the bugfix and validation, making it the best standalone PR for the cluster.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45086", + "right": "pull_request:45317", + "accept": true, + "reason": "Same underlying bug and same code path in `tokenization_utils_tokenizers.py`; 45317 is effectively a superset of 45086 with added tests, so they are duplicate/overlapping fix candidates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 20, + "component_count": 35, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45115-2", + "nodes": [ + "pull_request:45115", + "pull_request:45569" + ], + "soft_pairs": [ + "pull_request:45115|pull_request:45569" + ], + "prepared_review_unit_hash": "d321b72e6e3c2727c24b4fd159f5ce3f779156349ef0cd78e7dbfc1a70293faa", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6066, + "estimated_input_tokens": 1517, + "estimated_eval_tokens": 3290 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6066, + "estimated_input_tokens": 1517, + "estimated_eval_tokens": 3290 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two related but distinct NemotronH PRs: one is a narrow refactor/conversion-mapping change, the other is a broader model split/addition PR for NemotronH dense/sparse variants. They overlap in shared NemotronH auto/model files, but they are not the same underlying change.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45569 is the better canonical PR because it is the broader, end-user-visible implementation: it introduces the NemotronH dense/sparse model split, updates docs/auto mappings, and appears to subsume the older inheritance/refactor direction.", + "best_issue_reason": null, + "best_pr_reason": "PR #45569 is the best representative of the cluster because it covers the main functional change set, while #45115 is a narrower preparatory refactor focused on conversion mapping and inheritance cleanup.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45115", + "right": "pull_request:45569", + "accept": false, + "reason": "Shared NemotronH files do not mean same change: #45115 is a focused refactor/conversion-mapping update, while #45569 adds/organizes NemotronH dense and sparse models plus docs. They are related but not merge-equivalent." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 21, + "component_count": 35, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45332-2", + "nodes": [ + "pull_request:45332", + "pull_request:45333" + ], + "soft_pairs": [ + "pull_request:45332|pull_request:45333" + ], + "prepared_review_unit_hash": "cbfbf48575527844c636b3bbaa7bb9dca3c7a3b2470917244c71dadd6d6f2b98", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5953, + "estimated_input_tokens": 1489, + "estimated_eval_tokens": 3234 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5953, + "estimated_input_tokens": 1489, + "estimated_eval_tokens": 3234 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs are about the new heterogeneous configuration system, but #45332 is a broader end-to-end feature PR that includes the config work plus modeling/runtime integration. #45333 is a narrower config-only slice, so I would not treat them as duplicates, but if one PR must be chosen, #45332 is the stronger canonical candidate.", + "confidence": 0.83, + "canonical_issue_reason": null, + "canonical_pr_reason": "#45332 is the superset PR: it contains the per-layer configuration work plus the modeling/runtime changes needed to actually use it, so it is the more complete canonical PR for this feature area.", + "best_issue_reason": null, + "best_pr_reason": "#45332 is the best overall PR because it covers the full heterogeneous-model feature, not just the configuration layer, and is therefore the most complete representation of the change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45332", + "right": "pull_request:45333", + "accept": false, + "reason": "They overlap on heterogeneous configuration files, but #45332 is a broader implementation that adds modeling/runtime support beyond the config-only scope of #45333. This looks like a related feature slice rather than the same concrete change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 22, + "component_count": 35, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45415-2", + "nodes": [ + "pull_request:45415", + "pull_request:45425" + ], + "soft_pairs": [ + "pull_request:45415|pull_request:45425" + ], + "prepared_review_unit_hash": "e97715717395f1ef3c76cf275d90f91b91e525357999127b735851175ded9796", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5514, + "estimated_input_tokens": 1379, + "estimated_eval_tokens": 3014 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5514, + "estimated_input_tokens": 1379, + "estimated_eval_tokens": 3014 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are not duplicates: PR 45415 is a broad type-checking sweep across many files, while PR 45425 adds targeted typing helpers/protocols for a smaller set of modules. They overlap in typed utilities and a few files, but not the same concrete change.", + "confidence": 0.87, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single canonical PR for a duplicate cluster: 45425 is the more focused typing-infrastructure change, but 45415 is a separate broad type-checking pass touching many unrelated files.", + "best_issue_reason": null, + "best_pr_reason": "PR 45425 is the better representative of a concrete code change because it introduces specific typing protocols and helper aliases with a narrower, more self-contained scope.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45415", + "right": "pull_request:45425", + "accept": false, + "reason": "Shared files and typing context are not enough: 45415 is a large repository-wide type-checking cleanup, while 45425 adds specific typing aliases/protocols for modeling and integration code. They do not appear to fix the same underlying bug or merge into one PR cleanly." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 23, + "component_count": 35, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45548-2", + "nodes": [ + "pull_request:45548", + "pull_request:45662" + ], + "soft_pairs": [ + "pull_request:45548|pull_request:45662" + ], + "prepared_review_unit_hash": "6f1c165e6b184cfd4bb1df5d986ea1d6f985c4ff9f17837c1b34845fcfe86e2f", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4508, + "estimated_input_tokens": 1127, + "estimated_eval_tokens": 2510 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4508, + "estimated_input_tokens": 1127, + "estimated_eval_tokens": 2510 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs are about expert parallelism loading, but they fix different bugs in different distributed paths: #45548 adds config/state handling for EP + DeepSpeed ZeRO-3 loading via accelerate launch, while #45662 prevents expert parameters from being overwritten by rank-0 broadcast in the EP + FSDP2 loading path.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "#45662 is the more concrete, code-path-specific fix; #45548 is a separate EP/ZeRO-3 configuration-loading issue rather than the same bug.", + "best_issue_reason": null, + "best_pr_reason": "#45662 is the strongest standalone PR in the cluster because it addresses a specific loading overwrite bug with clear distributed-tensor handling, whereas #45548 targets a different EP loading failure mode.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45548", + "right": "pull_request:45662", + "accept": false, + "reason": "Both involve expert parallelism, but they fix different underlying failures: serialized config/has_ep handling for ZeRO-3 vs. post-shard expert tensor wrapping to avoid rank-0 overwrite in FSDP2." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 24, + "component_count": 35, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45639-2", + "nodes": [ + "pull_request:45639", + "pull_request:45645" + ], + "soft_pairs": [ + "pull_request:45639|pull_request:45645" + ], + "prepared_review_unit_hash": "9529411de406a6b0a38bec8adb26899b6af783e356d756cf57f969c98cb2e5ea", + "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 address the same xdist-related captured_info logging problem tied to issue #45561. PR #45645 is the broader, more complete fix because it includes the worker-safe output-file change and the CI workflow update to collect multiple captured_info artifacts; #45639 is a narrower subset of that same change.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45645 is the best canonical PR: it contains the core xdist-safe logging fix plus the CI-side artifact collection needed to consume the new per-worker files, making it the more complete end-to-end change.", + "best_issue_reason": null, + "best_pr_reason": "PR #45645 is the strongest representative of the cluster because it addresses the underlying bug and the downstream CI handling together, while #45639 only fixes the library-side write path.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45639", + "right": "pull_request:45645", + "accept": true, + "reason": "Accept: #45639 and #45645 fix the same underlying xdist collision in captured_info handling. #45645 extends the same core fix with workflow updates, so the pair is close enough to 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": 25, + "component_count": 35, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45720-2", + "nodes": [ + "pull_request:45720", + "pull_request:46259" + ], + "soft_pairs": [ + "pull_request:45720|pull_request:46259" + ], + "prepared_review_unit_hash": "26c0c7311738b5e327d4a1c9ec474d56505821e7126f2765d9d4097e73587927", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 7233, + "estimated_input_tokens": 1809, + "estimated_eval_tokens": 3874 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 7233, + "estimated_input_tokens": 1809, + "estimated_eval_tokens": 3874 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two unrelated lint-rule PRs were grouped by broad model-file overlap, but they address different code paths: one standardizes forward return behavior (TRF003), the other changes weight initialization patterns (TRF018).", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45720 is the cleaner representative: it has a tightly scoped, coherent change set around forward signatures/return-tuple handling across model files.", + "best_issue_reason": null, + "best_pr_reason": "PR 45720 is the best representative of the cluster because its diff is more focused and clearly tied to one concrete behavior change, whereas PR 46259 is a separate initialization-rule refactor.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45720", + "right": "pull_request:46259", + "accept": false, + "reason": "Different underlying fixes: TRF003 adjusts model forward return handling, while TRF018 rewrites weight initialization logic. They touch overlapping model files but 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": "pull_request", + "component_index": 26, + "component_count": 35, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45737-2", + "nodes": [ + "pull_request:45737", + "pull_request:45738" + ], + "soft_pairs": [ + "pull_request:45737|pull_request:45738" + ], + "prepared_review_unit_hash": "cc2ade73a49ec6a8883a7a24c433988645588bcd049e8aad2bce56b1b24daa1c", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4131, + "estimated_input_tokens": 1033, + "estimated_eval_tokens": 2322 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4131, + "estimated_input_tokens": 1033, + "estimated_eval_tokens": 2322 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs address the same MusicgenMelody cache initialization bug in `forward()`: replacing `EncoderDecoderCache(DynamicCache, DynamicCache)` with a single `DynamicCache`. PR #45737 is the more complete duplicate because it bundles the fix with a regression test, while #45738 is the fix-only variant.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45737 is the best canonical PR because it contains the same code fix as #45738 plus a regression test, making it the most complete representation of the bug fix.", + "best_issue_reason": null, + "best_pr_reason": "PR #45737 is the strongest overall candidate: it fixes the concrete cache bug and adds a targeted regression test, whereas #45738 only changes the implementation.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45737", + "right": "pull_request:45738", + "accept": true, + "reason": "Same underlying code-path bug in `musicgen_melody` cache setup; the diffs match on the core fix and the test-only addition in #45737 could plausibly live in the same PR as #45738." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The assessment is grounded in the packet: both PRs make the same `musicgen_melody` cache initialization change, and #45737 only adds a regression test on top of that fix. The soft-edge accept is conservative enough because the diffs are mergeable into one PR for the same bugfix." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 27, + "component_count": 35, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45932-2", + "nodes": [ + "pull_request:45932", + "pull_request:46100" + ], + "soft_pairs": [ + "pull_request:45932|pull_request:46100" + ], + "prepared_review_unit_hash": "fd8581a21a380965d8d94614c378f8841adccb55cc1fe60dbc2ed9bb4c97e270", + "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 PRs are not duplicates: #45932 is a testing/telemetry + model-change PR, while #46100 is a separate test-migration PR adding kernel and model tests. They do not appear to fix the same underlying problem or implement the same change.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR: #45932 and #46100 address different code paths and purposes, so they should stay separate rather than be clustered as duplicates.", + "best_issue_reason": null, + "best_pr_reason": "Neither PR is a strong duplicate representative for the cluster; if one must be chosen, #45932 has a more identifiable single intent, but the pair is not mergeable into one PR.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45932", + "right": "pull_request:46100", + "accept": false, + "reason": "Different changesets and intents: #45932 touches CI/OTEL workflow and several model files for a testing grafana setup, while #46100 adds DDP/kernel test scaffolding and model tests for migration. They do not fix the same concrete bug or change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 28, + "component_count": 35, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46126-2", + "nodes": [ + "pull_request:46126", + "pull_request:46269" + ], + "soft_pairs": [ + "pull_request:46126|pull_request:46269" + ], + "prepared_review_unit_hash": "9305ca9d9fbec3218a0643c0ba5532b9ac8a449f0679af507106b439634b9d16", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5525, + "estimated_input_tokens": 1382, + "estimated_eval_tokens": 3020 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5525, + "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 related only by overlapping distributed-code areas, but they are not the same change. One is a focused EP + Trainer integration PR, while the other is a much broader distributed-branch base touching many unrelated subsystems.", + "confidence": 0.89, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #46269 is the broader umbrella change set and the better cluster anchor, but it is not a duplicate of #46126; it spans many distributed/FSDP/MoE/CI updates beyond the EP integration work.", + "best_issue_reason": null, + "best_pr_reason": "PR #46269 is the best overall representative because it has the widest scope and subsumes more of the distributed stack, whereas #46126 is a narrower feature PR.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46126", + "right": "pull_request:46269", + "accept": false, + "reason": "Shared files alone are not enough: #46126 is a specific EP + Trainer integration, while #46269 is a broad distributed-branch base with many additional changes. They do not look like the same underlying PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 29, + "component_count": 35, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46138-10", + "nodes": [ + "pull_request:46138", + "pull_request:46432", + "pull_request:46501", + "pull_request:46502", + "pull_request:46503", + "pull_request:46504", + "pull_request:46554", + "pull_request:46558", + "pull_request:46563", + "pull_request:46716" + ], + "soft_pairs": [ + "pull_request:46138|pull_request:46554", + "pull_request:46138|pull_request:46558", + "pull_request:46138|pull_request:46563", + "pull_request:46138|pull_request:46716", + "pull_request:46138|pull_request:46504", + "pull_request:46432|pull_request:46503", + "pull_request:46432|pull_request:46501", + "pull_request:46432|pull_request:46502", + "pull_request:46432|pull_request:46554", + "pull_request:46432|pull_request:46558", + "pull_request:46501|pull_request:46503", + "pull_request:46501|pull_request:46502", + "pull_request:46501|pull_request:46504", + "pull_request:46501|pull_request:46554", + "pull_request:46502|pull_request:46503", + "pull_request:46502|pull_request:46504", + "pull_request:46502|pull_request:46554", + "pull_request:46503|pull_request:46504", + "pull_request:46503|pull_request:46554", + "pull_request:46504|pull_request:46554", + "pull_request:46504|pull_request:46558", + "pull_request:46554|pull_request:46558", + "pull_request:46554|pull_request:46563", + "pull_request:46554|pull_request:46716", + "pull_request:46558|pull_request:46563", + "pull_request:46558|pull_request:46716", + "pull_request:46563|pull_request:46716", + "pull_request:46504|pull_request:46563", + "pull_request:46504|pull_request:46716" + ], + "prepared_review_unit_hash": "a257dad96814b8607cfa52b58abf845feea64569ae2d6033bded559035fe770f", + "component_budget": { + "node_count": 10, + "item_count": 10, + "soft_pair_count": 29, + "serialized_chars": 25938, + "estimated_input_tokens": 6485, + "estimated_eval_tokens": 13226 + }, + "budget": { + "node_count": 10, + "item_count": 10, + "soft_pair_count": 29, + "serialized_chars": 25938, + "estimated_input_tokens": 6485, + "estimated_eval_tokens": 13226 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is a set of workflow-maintenance PRs, but they split into several distinct changes across different files and even within the same security-gate workflow. I don\u2019t see true duplicates; the shared theme is broad CI hardening, not the same underlying fix.", + "confidence": 0.92, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single PR is a clear canonical duplicate representative: the items form multiple small, unrelated workflow changes rather than one shared fix. If forced, 46554 is the most central of the security-gate subgroup because it has the strongest same-file overlap with later edits.", + "best_issue_reason": null, + "best_pr_reason": "46554 is the strongest representative of the largest same-file subgroup, but only weakly so; the cluster overall is heterogeneous and not a true duplicate set.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46138", + "right": "pull_request:46554", + "accept": false, + "reason": "Different workflows and different changes: self-comment CI stdin handling vs. security-gate checkout/diff checks." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46558", + "accept": false, + "reason": "Different files and distinct behavior; only a generic workflow-maintenance similarity." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46563", + "accept": false, + "reason": "Unrelated workflow updates in different code paths." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46716", + "accept": false, + "reason": "Different workflows and different security concerns; not the same change." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46504", + "accept": false, + "reason": "Both are shell-script hygiene, but they touch different workflows and solve different issues." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46503", + "accept": false, + "reason": "SSH-runner hardening is unrelated to benchmark trigger logic." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46501", + "accept": false, + "reason": "Different workflow files and different fixes." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46502", + "accept": false, + "reason": "SSH-runner setup changes do not match reviewer-assignment ref selection." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46554", + "accept": false, + "reason": "Same broad CI/security theme, but different workflows and different concrete changes." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46558", + "accept": false, + "reason": "Distinct workflow hardening changes in different files." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46503", + "accept": false, + "reason": "Different workflows: anti-slop permission move vs benchmark dispatch trigger." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46502", + "accept": false, + "reason": "Separate workflow files and unrelated edits." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46504", + "accept": false, + "reason": "Different workflows; one is anti-slop permissions, the other is shell quoting for build-ci-docker-images." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46554", + "accept": false, + "reason": "Only broad workflow-chore similarity; the concrete changes are unrelated." + }, + { + "left": "pull_request:46502", + "right": "pull_request:46503", + "accept": false, + "reason": "Different workflows and distinct changes." + }, + { + "left": "pull_request:46502", + "right": "pull_request:46504", + "accept": false, + "reason": "Different workflow files; no shared underlying bug." + }, + { + "left": "pull_request:46502", + "right": "pull_request:46554", + "accept": false, + "reason": "Reviewer checkout ref handling is unrelated to security-gate logic." + }, + { + "left": "pull_request:46503", + "right": "pull_request:46504", + "accept": false, + "reason": "Benchmark dispatch support and commit-message quoting are separate changes." + }, + { + "left": "pull_request:46503", + "right": "pull_request:46554", + "accept": false, + "reason": "Different workflows and different code paths." + }, + { + "left": "pull_request:46504", + "right": "pull_request:46554", + "accept": false, + "reason": "Different workflows and different fixes; only superficial CI-shell similarity." + }, + { + "left": "pull_request:46504", + "right": "pull_request:46558", + "accept": false, + "reason": "Different workflow files and unrelated content." + }, + { + "left": "pull_request:46554", + "right": "pull_request:46558", + "accept": false, + "reason": "Same workflow file, but the diffs address different security-gate aspects and are not the same patch." + }, + { + "left": "pull_request:46554", + "right": "pull_request:46563", + "accept": false, + "reason": "Both touch the security-gate workflow, but one adds checks while the other swaps in a reusable workflow; not the same change." + }, + { + "left": "pull_request:46554", + "right": "pull_request:46716", + "accept": false, + "reason": "Related security hardening, but different concrete fixes in the same file." + }, + { + "left": "pull_request:46558", + "right": "pull_request:46563", + "accept": false, + "reason": "Different modifications to the same workflow file; not duplicate fixes." + }, + { + "left": "pull_request:46558", + "right": "pull_request:46716", + "accept": false, + "reason": "Both are security-gate tweaks, but they change different semantics and should not be merged as duplicates." + }, + { + "left": "pull_request:46563", + "right": "pull_request:46716", + "accept": false, + "reason": "Different security-gate adjustments; one changes workflow source, the other secret handling." + }, + { + "left": "pull_request:46504", + "right": "pull_request:46563", + "accept": false, + "reason": "Unrelated workflow changes in different files." + }, + { + "left": "pull_request:46504", + "right": "pull_request:46716", + "accept": false, + "reason": "No shared underlying bug; only generic workflow maintenance similarity." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46558", + "accept": false, + "reason": "Different workflows and different aims." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46554", + "accept": false, + "reason": "Different workflows and unrelated changes." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46558", + "accept": false, + "reason": "Distinct workflow hardening edits with no 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": 30, + "component_count": 35, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-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": 31, + "component_count": 35, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46310-2", + "nodes": [ + "pull_request:46310", + "pull_request:46546" + ], + "soft_pairs": [ + "pull_request:46310|pull_request:46546" + ], + "prepared_review_unit_hash": "6d3ad6ee736d1b7adc1684ec7cb513980b1569f802b46e5213c127bc2199a1b1", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4850, + "estimated_input_tokens": 1213, + "estimated_eval_tokens": 2682 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4850, + "estimated_input_tokens": 1213, + "estimated_eval_tokens": 2682 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both pull requests fix the same sliding-window boundary bug in Moonshine streaming; PR 46546 is a broader, more complete version because it also updates Gemma4 and adds tests.", + "confidence": 0.92, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46546 is the better canonical PR: it fixes the Moonshine boundary condition, includes the related Gemma4 fix, and adds test coverage, making it the more complete change set.", + "best_issue_reason": null, + "best_pr_reason": "PR 46546 is the strongest representative because it covers the shared Moonshine bug plus the adjacent shared-model fix and validation, whereas PR 46310 is a narrower subset.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46310", + "right": "pull_request:46546", + "accept": true, + "reason": "Same concrete bug: the right-window boundary in the streaming mask (`-dist <= right_window_size` vs `<`) is fixed in both, and the broader PR 46546 could plausibly subsume 46310." + } + ] + }, + "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": 35, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46376-5", + "nodes": [ + "pull_request:46376", + "pull_request:46417", + "pull_request:46425", + "pull_request:46509", + "pull_request:46917" + ], + "soft_pairs": [ + "pull_request:46376|pull_request:46417", + "pull_request:46376|pull_request:46425", + "pull_request:46425|pull_request:46509", + "pull_request:46425|pull_request:46917" + ], + "prepared_review_unit_hash": "7bfa91e96b5e9c312a6b266081d68f3e71b7d0a8ff883b3d4e84d3df6390dd08", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 4, + "serialized_chars": 13785, + "estimated_input_tokens": 3447, + "estimated_eval_tokens": 7150 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 4, + "serialized_chars": 13785, + "estimated_input_tokens": 3447, + "estimated_eval_tokens": 7150 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs are not duplicates: they cover unrelated work across continuous batching multimodal support, two separate model integrations (HunYuan VL and RADIO), a Nemotron Omni support change, and a deprecation cleanup. The soft similarities are broad subsystem overlap only, not the same underlying bug or feature.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR stands out as a duplicate representative; the cluster contains distinct changes with different targets and code paths. If one must be named, PR #46425 is the most self-contained feature addition, but it is still unrelated to the others.", + "best_issue_reason": null, + "best_pr_reason": "PR #46425 is the strongest standalone PR in the set, but it is not suitable as a duplicate canonical because the other PRs are different model/features or cleanup work.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46376", + "right": "pull_request:46417", + "accept": false, + "reason": "Different changes: multimodal continuous batching infrastructure vs adding the HunYuan VL model. They touch separate code paths and are not the same bug/feature." + }, + { + "left": "pull_request:46376", + "right": "pull_request:46425", + "accept": false, + "reason": "Both are broad transformers work, but one is continuous batching multimodal support and the other is RADIO model support. No shared concrete implementation or fix." + }, + { + "left": "pull_request:46425", + "right": "pull_request:46509", + "accept": false, + "reason": "Both add model support, but for different models (RADIO vs Nemotron Omni) and different files/code paths. Not mergeable as one duplicate PR." + }, + { + "left": "pull_request:46425", + "right": "pull_request:46917", + "accept": false, + "reason": "Model-support addition vs deprecation cleanup. They address unrelated functionality and cannot be treated as the same underlying change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 33, + "component_count": 35, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46574-2", + "nodes": [ + "pull_request:46574", + "pull_request:46580" + ], + "soft_pairs": [ + "pull_request:46574|pull_request:46580" + ], + "prepared_review_unit_hash": "138248175c49b1c2141ae1c637c5a685821a995b373abf8417b044d9377d417b", + "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": "Two unrelated open PRs: one fixes CodeLlama decode stripping of leading spaces, the other fixes DeepSeek-Coder/DeepSeek-LLM loading into the wrong tokenizer class. They address different bugs and code paths, so this is not a duplicate cluster.", + "confidence": 0.99, + "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 models, different failure modes, and different files changed: CodeLlama decoder setup vs AutoTokenizer checkpoint-prefix routing. 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": 34, + "component_count": 35, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46603-2", + "nodes": [ + "pull_request:46603", + "pull_request:46604" + ], + "soft_pairs": [ + "pull_request:46603|pull_request:46604" + ], + "prepared_review_unit_hash": "6665b01636cee192639d651b59c38c30b4da3bc551abcec7dc6919fe4ce18e8c", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5496, + "estimated_input_tokens": 1374, + "estimated_eval_tokens": 3004 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5496, + "estimated_input_tokens": 1374, + "estimated_eval_tokens": 3004 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are related Mistral tokenizer PRs, but they address different changes: one is a package refactor moving MistralConverter, the other adds tekken tokenizer detection/conversion/save behavior. They should not be clustered as duplicates.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46604 is the more substantive user-facing change, adding tokenizer detection and save/conversion utilities rather than primarily reorganizing code.", + "best_issue_reason": null, + "best_pr_reason": "PR 46604 is the strongest representative of the cluster because it introduces the core behavioral change; PR 46603 is a narrower refactor/move of existing converter code.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46603", + "right": "pull_request:46604", + "accept": false, + "reason": "Different underlying work: 46603 moves MistralConverter into the integrations package, while 46604 adds tekken tokenizer detection/conversion/save utilities. Shared Mistral files alone are not enough to treat them as the same PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 35, + "component_count": 35, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46933-2", + "nodes": [ + "pull_request:46933", + "pull_request:46942" + ], + "soft_pairs": [ + "pull_request:46933|pull_request:46942" + ], + "prepared_review_unit_hash": "264304ff1365b467a14177c96b1c7e05bb268e1261e742c50467511357ab1ec4", + "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": "Two separate quantization-related dtype-casting fixes in different model families: Gemma4 vision/audio embedders and TimesFM 2.5 residual blocks. They share a similar pattern but not the same bug or code path.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46933 is the stronger representative for the cluster because it has an explicit issue link and a clear, narrowly scoped fix for quantized embedders in Gemma4.", + "best_issue_reason": null, + "best_pr_reason": "PR 46933 is the best single PR to represent the cluster: it has the explicit tracking issue, a concrete dtype-casting fix, and more direct cluster relevance than the unrelated TimesFM 2.5 change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46933", + "right": "pull_request:46942", + "accept": false, + "reason": "Both address unsafe dtype casting under quantization, but they fix different model-specific code paths in different repos/modules (Gemma4 embedders vs TimesFM 2.5 ResidualBlock). They are similar in pattern, not the same underlying change, 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 + } + ] +} diff --git a/snapshots/20260630T060014Z/analysis-runs/hybrid-model-20260630t060014z/manifest.json b/snapshots/20260630T060014Z/analysis-runs/hybrid-model-20260630t060014z/manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..2ce18b114bbefb50c1d1a47efb2e7bc959a2ae23 --- /dev/null +++ b/snapshots/20260630T060014Z/analysis-runs/hybrid-model-20260630t060014z/manifest.json @@ -0,0 +1,14 @@ +{ + "analysis_id": "hybrid-model-20260630t060014z", + "artifacts": { + "hybrid": "snapshots/20260630T060014Z/analysis-runs/hybrid-model-20260630t060014z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260630T060014Z/analysis-runs/hybrid-model-20260630t060014z/analysis-report-hybrid.llm-reviews.json" + }, + "channel": "canonical", + "model": null, + "published_at": "2026-06-30T06:11:32Z", + "repo": "huggingface/transformers", + "schema_version": 1, + "snapshot_id": "20260630T060014Z", + "variant": "hybrid" +} diff --git a/snapshots/20260630T060014Z/manifest.json b/snapshots/20260630T060014Z/manifest.json index 66f4586f5850417f67795bc3d490aeb750e8faa8..d97c29d9f8cb0e7670bf053f9f9b5afa9a85fdf0 100644 --- a/snapshots/20260630T060014Z/manifest.json +++ b/snapshots/20260630T060014Z/manifest.json @@ -32,6 +32,24 @@ "timeline_events": 313 }, "extracted_at": "2026-06-30T06:00:14Z", + "published_analysis": { + "canonical_analysis_id": "hybrid-model-20260630t060014z", + "runs": { + "hybrid-model-20260630t060014z": { + "analysis_id": "hybrid-model-20260630t060014z", + "artifacts": { + "hybrid": "snapshots/20260630T060014Z/analysis-runs/hybrid-model-20260630t060014z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260630T060014Z/analysis-runs/hybrid-model-20260630t060014z/analysis-report-hybrid.llm-reviews.json" + }, + "channel": "canonical", + "manifest_path": "snapshots/20260630T060014Z/analysis-runs/hybrid-model-20260630t060014z/manifest.json", + "model": null, + "published_at": "2026-06-30T06:11:32Z", + "variant": "hybrid" + } + }, + "schema_version": 1 + }, "repo": "huggingface/transformers", "snapshot_id": "20260630T060014Z", "watermark": {