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"size_similarity": 0.112, + "left_pr_number": 44129, + "right_pr_number": 44722, + "code_similarity": 0.146, + "size_similarity": 0.545, "file_overlap": 0.0, "area_overlap": 0.0, - "patch_similarity": 0.016, + "patch_similarity": 0.247, "shared_filenames": [], "shared_file_areas": [] }, { - "left_pr_number": 47163, - "right_pr_number": 47166, - "code_similarity": 0.089, - "size_similarity": 0.414, + "left_pr_number": 44154, + "right_pr_number": 44722, + "code_similarity": 0.164, + "size_similarity": 0.631, "file_overlap": 0.0, "area_overlap": 0.0, - "patch_similarity": 0.043, + "patch_similarity": 0.255, "shared_filenames": [], "shared_file_areas": [] } @@ -1336,15 +2296,14 @@ ] }, { - "cluster_id": "cluster-46894-5", - "summary": "Cluster of 2 issues and 3 PRs centered on issue #46894.", + "cluster_id": "cluster-46894-4", + "summary": "Cluster of 1 issues and 3 PRs centered on issue #46894.", "status": "open", "confidence": 0.8, "canonical_issue_number": 46894, "canonical_pr_number": 46895, "issue_numbers": [ - 46894, - 46897 + 46894 ], "pr_numbers": [ 46895, @@ -1575,62 +2534,58 @@ ] }, { - "cluster_id": "cluster-44779-5", - "summary": "Cluster of 3 issues and 2 PRs centered on issue #45488.", + "cluster_id": "cluster-45081-4", + "summary": "Cluster of 2 issues and 2 PRs centered on issue #45081.", "status": "open", - "confidence": 0.6, - "canonical_issue_number": 45488, - "canonical_pr_number": 47017, + "confidence": 0.8, + "canonical_issue_number": 45081, + "canonical_pr_number": 45317, "issue_numbers": [ - 44779, - 45488, - 46489 + 45081, + 45356 ], "pr_numbers": [ - 46580, - 47017 + 45086, + 45317 ], "evidence_types": [ "closing_reference", + "shared_issue_target", "soft_similarity" ], "pr_comparisons": [ { - "left_pr_number": 46580, - "right_pr_number": 47017, - "code_similarity": 0.241, - "size_similarity": 0.352, + "left_pr_number": 45086, + "right_pr_number": 45317, + "code_similarity": 0.589, + "size_similarity": 0.34, "file_overlap": 0.5, - "area_overlap": 0.0, + "area_overlap": 1.0, "patch_similarity": 0.136, "shared_filenames": [ - "src/transformers/models/auto/tokenization_auto.py" + "src/transformers/tokenization_utils_tokenizers.py" ], "shared_file_areas": [ { - "filename": "src/transformers/models/auto/tokenization_auto.py", + "filename": "src/transformers/tokenization_utils_tokenizers.py", "left_ranges": [ [ - 361, - 367 - ], - [ - 399, - 421 + 1360, + 1370 ], [ - 724, - 739 + 1374, + 1380 ] ], "right_ranges": [ [ - 428, - 475 + 1360, + 1370 ], [ - 807, - 825 + 1374, + 1380 ] ] } @@ -2257,65 +3212,6 @@ } ] }, - { - "cluster_id": "cluster-45081-3", - "summary": "Cluster of 1 issues and 2 PRs centered on issue #45081.", - "status": "open", - "confidence": 0.8, - "canonical_issue_number": 45081, - "canonical_pr_number": 45317, - "issue_numbers": [ - 45081 - ], - "pr_numbers": [ - 45086, - 45317 - ], - "evidence_types": [ - "closing_reference", - "shared_issue_target", - "soft_similarity" - ], - "pr_comparisons": [ - { - "left_pr_number": 45086, - "right_pr_number": 45317, - "code_similarity": 0.589, - "size_similarity": 0.34, - "file_overlap": 0.5, - "area_overlap": 1.0, - "patch_similarity": 0.136, - "shared_filenames": [ - "src/transformers/tokenization_utils_tokenizers.py" - ], - "shared_file_areas": [ - { - "filename": "src/transformers/tokenization_utils_tokenizers.py", - "left_ranges": [ - [ - 1360, - 1370 - ], - [ - 1374, - 1380 - ] - ], - "right_ranges": [ - [ - 1360, - 1370 - ], - [ - 1374, - 1380 - ] - ] - } - ] - } - ] - }, { "cluster_id": "cluster-46305-3", "summary": "Cluster of 1 issues and 2 PRs centered on issue #46305.", @@ -2719,21 +3615,12 @@ ], "duplicate_issues": [ { - "cluster_id": "cluster-44779-5", - "canonical_issue_number": 45488, - "duplicate_issue_numbers": [ - 44779, - 46489 - ], - "reason": "Issues in cluster-44779-5 are treated as duplicates because they share closing_reference, soft_similarity evidence." - }, - { - "cluster_id": "cluster-46894-5", - "canonical_issue_number": 46894, + "cluster_id": "cluster-45081-4", + "canonical_issue_number": 45081, "duplicate_issue_numbers": [ - 46897 + 45356 ], - "reason": "Issues in cluster-46894-5 are treated as duplicates because they share closing_reference, shared_issue_target, soft_similarity evidence." + "reason": "Issues in cluster-45081-4 are treated as duplicates because they share closing_reference, shared_issue_target, soft_similarity evidence." } ], "duplicate_prs": [ @@ -2756,17 +3643,20 @@ "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-43451-6", + "cluster_id": "cluster-43451-9", "canonical_pr_number": 43451, "duplicate_pr_numbers": [ - 46912, + 46196, + 46836, + 47003, + 47034, 47035, 47096, 47163, 47166 ], "target_issue_number": null, - "reason": "PRs in cluster-43451-6 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", @@ -2804,22 +3694,13 @@ "reason": "PRs in cluster-44018-2 are treated as duplicates because they share soft_similarity evidence." }, { - "cluster_id": "cluster-44779-5", - "canonical_pr_number": 47017, - "duplicate_pr_numbers": [ - 46580 - ], - "target_issue_number": 45488, - "reason": "PRs in cluster-44779-5 are treated as duplicates because they converge on issue #45488 with closing_reference, soft_similarity evidence." - }, - { - "cluster_id": "cluster-45081-3", + "cluster_id": "cluster-45081-4", "canonical_pr_number": 45317, "duplicate_pr_numbers": [ 45086 ], "target_issue_number": 45081, - "reason": "PRs in cluster-45081-3 are treated as duplicates because they converge on issue #45081 with closing_reference, shared_issue_target, soft_similarity evidence." + "reason": "PRs in cluster-45081-4 are treated as duplicates because they converge on issue #45081 with closing_reference, shared_issue_target, soft_similarity evidence." }, { "cluster_id": "cluster-45561-3", @@ -2876,21 +3757,21 @@ "reason": "PRs in cluster-46869-3 are treated as duplicates because they converge on issue #46869 with closing_reference, shared_issue_target evidence." }, { - "cluster_id": "cluster-46894-5", + "cluster_id": "cluster-46894-4", "canonical_pr_number": 46895, "duplicate_pr_numbers": [ 46958, 47090 ], "target_issue_number": 46894, - "reason": "PRs in cluster-46894-5 are treated as duplicates because they converge on issue #46894 with closing_reference, shared_issue_target, soft_similarity evidence." + "reason": "PRs in cluster-46894-4 are treated as duplicates because they converge on issue #46894 with closing_reference, shared_issue_target, soft_similarity evidence." } ], "best_issue": { - "cluster_id": "cluster-44779-5", - "issue_number": 45488, - "reason": "Issue #45488 is the strongest global issue candidate because it is open, belongs to a cluster with 5 artifacts, and carries 16 discussion comments plus 4 inbound references.", - "score": 186.0 + "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 1 discussion comments plus 9 inbound references.", + "score": 151.0 }, "best_pr": { "cluster_id": "cluster-43979-11", diff --git a/analysis/current/analysis-report-hybrid.llm-reviews.json b/analysis/current/analysis-report-hybrid.llm-reviews.json index f8a5bab6c1418b5e5bc1e65e1738b1521fefd571..3db3bb28009e81815a69247b43e66a830b9dbb17 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": "20260708T120111Z", - "generated_at": "2026-07-08T12:14:07Z", + "snapshot_id": "20260708T180046Z", + "generated_at": "2026-07-08T18:12:43Z", "model": "gpt-5.4-mini?service_tier=flex", "reviews": [ { @@ -16,7 +16,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-514", + "cluster_id": "cluster-10000-516", "nodes": [ "issue:24643", "issue:30277", @@ -87,8 +87,8 @@ "issue:43638|issue:46165", "issue:43596|issue:44805", "issue:44805|issue:46294", - "issue:44805|issue:45161", "issue:46165|issue:46468", + "issue:44805|issue:45161", "issue:44560|issue:46165", "issue:34634|issue:35545", "issue:30277|issue:43638", @@ -131,340 +131,436 @@ "issue:45237|issue:46015", "issue:43039|issue:44805" ], - "prepared_review_unit_hash": "97619858853a9afd1a3f06970dcc6263fa045271b03d45966a259ee3c741e7ea", + "prepared_review_unit_hash": "a7d48039fbf12b495b23109778e5b6b9ff3c1e72c8382d59f44e3c193b7bc655", "component_budget": { - "node_count": 514, - "item_count": 514, - "soft_pair_count": 1891, - "serialized_chars": 980895, - "estimated_input_tokens": 245224, - "estimated_eval_tokens": 490704 + "node_count": 516, + "item_count": 516, + "soft_pair_count": 1900, + "serialized_chars": 985297, + "estimated_input_tokens": 246325, + "estimated_eval_tokens": 492906 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 62, - "serialized_chars": 46274, - "estimated_input_tokens": 11569, - "estimated_eval_tokens": 23394 + "serialized_chars": 46278, + "estimated_input_tokens": 11570, + "estimated_eval_tokens": 23396 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a set of unrelated issues grouped by broad text similarity. The only clear duplicate families are the DeepSpeed ZeRO-3 \"index 0 is out of bounds\" reports, a torch-2.4.1 compatibility pair, and a Qwen3_5MoeTextRotaryEmbedding offload/materialization pair.", - "confidence": 0.74, - "canonical_issue_reason": "Issue 43596 is the most general representative of the DeepSpeed ZeRO-3 index-out-of-bounds family; 43638 and 41762 read like model-specific variants of the same zero-sized tensor/init bug.", + "summary": "Mostly heterogeneous issue cluster with a few clear duplicate subgroups: ZeRO-3 index-out-of-bounds reports on BERT/Gemma, a torch 2.4.1 compatibility pair, and two Qwen3.5 MoE rotary-embedding device/offload reports.", + "confidence": 0.91, + "canonical_issue_reason": "No single canonical issue: the cluster is largely unrelated, with only a few small duplicate subgroups.", "canonical_pr_reason": null, - "best_issue_reason": "43596 is the best global issue anchor because it describes the shared failure mode most cleanly and broadly, while the other accepted duplicates are narrower reproductions of the same ZeRO-3 init problem.", + "best_issue_reason": "43638 is the clearest representative of the ZeRO-3/BERT index-out-of-bounds subgroup.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44322", "right": "issue:45464", "accept": false, - "reason": "Different Qwen3.5 failures: missing config field vs streaming chat/completions failure." + "reason": "Different Qwen3.5 failure modes: config attribute mismatch vs streaming chat/completions bug." }, { "left": "issue:45237", "right": "issue:45685", "accept": false, - "reason": "Unrelated hardware/runtime problems: AMD GPU support vs MPS histogram op support." + "reason": "Unrelated hardware-specific failures: AMD GPU model loading vs MPS histogram support." }, { "left": "issue:43716", "right": "issue:45237", "accept": false, - "reason": "Different bug classes and models; dtype mismatch in preprocessing is not the AMD GPU failure." + "reason": "Different models and code paths; dtype mismatch in vision preprocessing is not the AMD GPU failure." }, { "left": "issue:43828", "right": "issue:45237", "accept": false, - "reason": "Autocast dtype mismatch on Phi MoE is unrelated to GPT-OSS AMD GPU runtime failure." + "reason": "Different models and runtime contexts; autocast dtype mismatch is unrelated to AMD GPU loading." }, { "left": "issue:45237", "right": "issue:46468", "accept": false, - "reason": "Different models and symptoms; Nemotron example breakage is not the GPT-OSS AMD GPU issue." + "reason": "Different models and symptoms; GPT-OSS AMD GPU failure is not the Nemotron example breakage." }, { "left": "issue:45237", "right": "issue:45507", "accept": false, - "reason": "Different concrete failures: AMD GPU runtime issue vs GraniteMoEHybrid invalid-method call." + "reason": "Different MoE models and failures; invalid method call is unrelated to AMD GPU execution." }, { "left": "issue:30277", "right": "issue:35545", "accept": false, - "reason": "DeepSpeed collective mismatch and ONNX export error are unrelated." + "reason": "DeepSpeed collective mismatch and ONNX export error are unrelated bugs." }, { "left": "issue:35545", "right": "issue:42915", "accept": false, - "reason": "ONNX export failure and FineGrainedFP8 failure do not share the same code-path." + "reason": "Different export/runtime issues in different models; not the same underlying bug." }, { "left": "issue:35545", "right": "issue:41720", "accept": false, - "reason": "ONNX export error vs Qwen3 auto-device-map CUDA assert are different issues." + "reason": "ONNX export failure and Qwen3 auto-device-map cuda assert are unrelated." }, { "left": "issue:45901", "right": "issue:46015", "accept": false, - "reason": "Both are docs/examples-related at a high level, but they target different content and fixes." + "reason": "Different areas: table QA crash vs documentation examples cleanup." }, { "left": "issue:35545", "right": "issue:36010", "accept": false, - "reason": "Export-to-ONNX and GenerationMixin import errors are unrelated." + "reason": "ONNX export error and GenerationMixin import error are separate issues." }, { "left": "issue:44509", "right": "issue:44512", "accept": false, - "reason": "Both are v5 docs cleanup items, but they reference different removed features and likely different edits." + "reason": "Both are docs cleanup items, but they reference different removed features and are too broad to treat as the same bug/change." }, { "left": "issue:44918", "right": "issue:46165", "accept": false, - "reason": "TRl SFT embedding unpacking and model resume/trust_remote_code are different training issues." + "reason": "Different training issues: TRL SFT embedding unpacking vs resuming remote-code training." }, { "left": "issue:46165", "right": "issue:46869", "accept": false, - "reason": "Remote-code resume bug and YOLO multi-GPU device-map bug are unrelated." + "reason": "Unrelated model-loading/training resume issue vs YOLO multi-GPU device-map failure." }, { "left": "issue:44805", "right": "issue:45823", "accept": false, - "reason": "Mask-shape mismatch and Gemma4 device mismatch are different forward-path failures." + "reason": "Different model/runtime problems; mask/index mismatch is not the Gemma4 device mismatch." }, { "left": "issue:43638", "right": "issue:44805", "accept": false, - "reason": "Zero-3 index-out-of-bounds and mask/tensor shape mismatch are different failures." + "reason": "Different failure classes: ZeRO-3 empty-tensor index error vs mask/tensor shape mismatch." }, { - "left": "issue:43638", + "left": "issue:43596", "right": "issue:46165", "accept": false, - "reason": "DeepSpeed ZeRO-3 init bug and model resume/trust_remote_code bug are unrelated." + "reason": "Both mention training, but the underlying bugs are unrelated." }, { "left": "issue:43596", "right": "issue:44805", "accept": false, - "reason": "Different symptom and subsystem; this is not the same Zero-3 init bug." + "reason": "Different failure modes and code paths; not the same duplicate." }, { "left": "issue:44805", "right": "issue:46294", "accept": false, - "reason": "Mask/index tensor mismatch is unrelated to Qwen3.5 video token/feature mismatch." + "reason": "Mask/tensor shape mismatch is unrelated to Qwen3.5 video feature-token mismatch." }, { - "left": "issue:44805", - "right": "issue:45161", + "left": "issue:46165", + "right": "issue:46468", "accept": false, - "reason": "Mask-shape error and GPT-OSS TP-only failure are different bugs." + "reason": "Remote-code training resume issue and Nemotron example breakage are unrelated." }, { - "left": "issue:46165", - "right": "issue:46468", + "left": "issue:44805", + "right": "issue:45161", "accept": false, - "reason": "Different areas: resuming remote-code training vs Nemotron example breakage." + "reason": "Different problems in different models; no shared concrete bug." }, { "left": "issue:44560", "right": "issue:46165", "accept": false, - "reason": "Video chat-template failure and remote-code resume failure are unrelated." + "reason": "Qwen3.5 video StopIteration and remote-code resume are unrelated." }, { "left": "issue:34634", "right": "issue:35545", "accept": false, - "reason": "BarkProcessor voice_preset bug is unrelated to ModernBERT ONNX export." + "reason": "BarkProcessor voice preset issue is unrelated to ModernBERT ONNX export." }, { "left": "issue:30277", "right": "issue:43638", "accept": false, - "reason": "Collective mismatch under ZeRO-3 is a different issue from the index-out-of-bounds init bug." + "reason": "Both involve DeepSpeed, but the reported failures are different and not the same code path." }, { "left": "issue:43596", "right": "issue:43638", "accept": true, - "reason": "Same DeepSpeed ZeRO-3 'index 0 is out of bounds' failure; BertModel vs non-pretrained Bert is just a repro variant." + "reason": "Same ZeRO-3 index-out-of-bounds failure on BERT-class models during init/loading." }, { "left": "issue:43039", "right": "issue:45161", "accept": false, - "reason": "Liger Kernel cross_entropy being called is unrelated to GPT-OSS tensor-parallel failure." + "reason": "Liger Kernel cross-entropy routing and GPT-OSS tensor-parallel failure are different bugs." }, { "left": "issue:43975", "right": "issue:44457", "accept": false, - "reason": "Wrong detokenization and LoRA merge/save mismatch are different issues." + "reason": "Incorrect detokenization and LoRA merge/save reload mismatch are unrelated." }, { "left": "issue:44292", "right": "issue:44457", "accept": false, - "reason": "Qwen-3 NVFP4 runtime failure is unrelated to LoRA merge/save behavior." + "reason": "Qwen3 NVFP4 runtime failure and LoRA merge inconsistency are unrelated." }, { "left": "issue:44841", "right": "issue:46661", "accept": false, - "reason": "Processor failure for Voxtral is unrelated to remote-code model_class/config_class import handling." + "reason": "Processor failure and remote-code config_class error are different issues." }, { "left": "issue:43716", "right": "issue:46869", "accept": false, - "reason": "Mistral-3 dtype mismatch and YOLO multi-GPU device-map failure are different issues." + "reason": "Different models and symptoms; not the same bug." }, { "left": "issue:24643", "right": "issue:30277", "accept": false, - "reason": "Both involve DeepSpeed, but the concrete errors and code paths differ." + "reason": "Both mention DeepSpeed, but the runtime errors are different and not the same root cause." }, { "left": "issue:34928", "right": "issue:44805", "accept": false, - "reason": "Activation-checkpointing/FSDP recompute mismatch is not the same as a mask-shape index error." + "reason": "FSDP checkpointing recomputation mismatch is unrelated to mask indexing errors." }, { "left": "issue:45685", "right": "issue:46869", "accept": false, - "reason": "MPS histogram limitation and YOLO multi-GPU device-map failure are unrelated." + "reason": "MPS histogram limitation and YOLO multi-GPU device mapping are unrelated." }, { "left": "issue:45859", "right": "issue:45902", "accept": true, - "reason": "Same Qwen3_5MoeTextRotaryEmbedding buffer/offload bug; one report is a forward/offload symptom and the other is a materialization symptom." + "reason": "Same Qwen3_5MoeTextRotaryEmbedding device/offload materialization problem around inv_freq handling." }, { "left": "issue:34928", "right": "issue:36331", "accept": false, - "reason": "FSDP activation-checkpointing mismatch and CustomTrainer API breakage are unrelated." + "reason": "Activation-checkpointing tensor-size mismatch and trainer kwarg incompatibility are unrelated." }, { "left": "issue:43638", "right": "issue:45161", "accept": false, - "reason": "DeepSpeed ZeRO-3 init bug and GPT-OSS TP-only failure are unrelated." + "reason": "ZeRO-3 BERT index error and GPT-OSS tensor-parallel failure are unrelated." }, { "left": "issue:43596", "right": "issue:45161", "accept": false, - "reason": "DeepSpeed ZeRO-3 index error and GPT-OSS tensor-parallel bug are unrelated." + "reason": "Same as above: different models and different failure modes." }, { "left": "issue:43716", - "right": "issue:44292", + "right": "issue:45507", "accept": false, - "reason": "Different models and failure modes; dtype mismatch vs NVFP4 runtime error." + "reason": "Different bugs in different models; dtype mismatch is not the invalid-method issue." }, { "left": "issue:44292", "right": "issue:45237", "accept": false, - "reason": "Qwen-3 NVFP4 failure and GPT-OSS AMD GPU failure are different issues." + "reason": "Qwen3 NVFP4 runtime failure and AMD GPU device-map failure are unrelated." }, { - "left": "issue:45874", - "right": "issue:46294", + "left": "issue:44841", + "right": "issue:46015", "accept": false, - "reason": "Gemma4 reverse-embedding lookup and Qwen3.5 video token mismatch are unrelated." + "reason": "Processor bug and outdated RAG docs are unrelated." }, { - "left": "issue:39290", - "right": "issue:45081", + "left": "issue:43039", + "right": "issue:43828", + "accept": false, + "reason": "Liger Kernel cross-entropy call and Phi-tiny-MoE autocast dtype mismatch are different failures." + }, + { + "left": "issue:30277", + "right": "issue:36331", + "accept": false, + "reason": "DeepSpeed collective mismatch and custom trainer loss-signature mismatch are unrelated." + }, + { + "left": "issue:34928", + "right": "issue:36010", + "accept": false, + "reason": "FSDP checkpointing mismatch and GenerationMixin import error are unrelated." + }, + { + "left": "issue:45237", + "right": "issue:46015", + "accept": false, + "reason": "AMD GPU model failure and docs cleanup are unrelated." + }, + { + "left": "issue:43039", + "right": "issue:44805", "accept": false, - "reason": "Gemma3 config attribute error under vLLM and Mistral regex patch crash are different bugs." + "reason": "Different code paths; Liger Kernel cross-entropy is unrelated to mask shape mismatch." }, { "left": "issue:45800", "right": "issue:46515", "accept": true, - "reason": "Both report the same torch 2.4.1 incompatibility; 45800 just names transformers 5.8.0 explicitly." + "reason": "Same torch 2.4.1 compatibility problem." }, { "left": "issue:45823", "right": "issue:45874", "accept": false, - "reason": "Gemma4 device mismatch and Gemma4 reverse-embedding lookup are different forward-path problems." + "reason": "Gemma4 device mismatch and reverse embedding lookup are different issues." }, { - "left": "issue:34928", - "right": "issue:41720", + "left": "issue:39290", + "right": "issue:45081", + "accept": false, + "reason": "Gemma3 config attribute error and Mistral tokenizer regex patch crash are unrelated." + }, + { + "left": "issue:43716", + "right": "issue:45685", + "accept": false, + "reason": "Different models and backends; not the same bug." + }, + { + "left": "issue:45507", + "right": "issue:45685", + "accept": false, + "reason": "Different MoE/model-specific failures on unrelated platforms." + }, + { + "left": "issue:44292", + "right": "issue:44918", + "accept": false, + "reason": "Qwen3 NVFP4 runtime failure and SFT embedding unpacking are unrelated." + }, + { + "left": "issue:44918", + "right": "issue:45161", + "accept": false, + "reason": "Different model-training bugs; no shared concrete fix." + }, + { + "left": "issue:43039", + "right": "issue:44918", + "accept": false, + "reason": "Liger Kernel cross-entropy issue and Qwen3.5 embedding unpacking are unrelated." + }, + { + "left": "issue:41762", + "right": "issue:43638", + "accept": true, + "reason": "Same ZeRO-3 empty-tensor index-out-of-bounds bug during model loading/init." + }, + { + "left": "issue:43827", + "right": "issue:44512", "accept": false, - "reason": "FSDP checkpoint recompute mismatch is unrelated to Qwen3 auto-device-map CUDA assert." + "reason": "Both are docs issues, but they cover different removed references and are not the same underlying change." }, { "left": "issue:43425", "right": "issue:44292", "accept": false, - "reason": "Generic torch incompatibility and Qwen-3 NVFP4 failure are not the same bug." + "reason": "Torch version incompatibility and Qwen3 NVFP4 runtime error are unrelated." }, { "left": "issue:43828", "right": "issue:45161", "accept": false, - "reason": "Phi autocast dtype mismatch and GPT-OSS TP-only failure are different issues." + "reason": "Different bugs: autocast dtype mismatch vs tensor-parallel failure." }, { "left": "issue:43541", "right": "issue:43716", "accept": false, - "reason": "Mixtral grouped_mm tracing error is unrelated to Mistral-3 preprocessing dtype mismatch." + "reason": "Mixtral grouped_mm tracing failure and Mistral-3 dtype mismatch are unrelated." }, { "left": "issue:43828", "right": "issue:44292", "accept": false, - "reason": "Different models and failure modes: autocast dtype mismatch vs NVFP4 runtime failure." + "reason": "Phi-tiny-MoE autocast issue and Qwen3 NVFP4 failure are unrelated." }, { - "left": "issue:43716", + "left": "issue:43828", "right": "issue:45685", "accept": false, - "reason": "Mistral-3 dtype mismatch and MPS histogram limitation are unrelated." + "reason": "Different model/runtime problems; autocast mismatch is unrelated to MPS histogram support." }, { - "left": "issue:45507", + "left": "issue:43425", + "right": "issue:44292", + "accept": false, + "reason": "Torch compatibility and Qwen3 NVFP4 runtime failure are not the same issue." + }, + { + "left": "issue:43828", + "right": "issue:44292", + "accept": false, + "reason": "Different models and error surfaces; no common duplicate." + }, + { + "left": "issue:43541", + "right": "issue:43716", + "accept": false, + "reason": "Different concrete failures and code paths." + }, + { + "left": "issue:43828", + "right": "issue:44292", + "accept": false, + "reason": "Different models and error classes; not duplicates." + }, + { + "left": "issue:43828", "right": "issue:45685", "accept": false, - "reason": "GraniteMoEHybrid invalid-method bug and MPS histogram limitation are unrelated." + "reason": "Same general theme of runtime issues, but not the same underlying bug." + }, + { + "left": "issue:45874", + "right": "issue:46294", + "accept": false, + "reason": "Gemma4 reverse embedding lookup and Qwen3.5 video apply_chat_template mismatch are unrelated." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative. The three accepted duplicate families are supported by the titles, and the rejected soft edges are mostly cautious/non-overstated. I don\u2019t see an evidence stretch that would justify rejection." + "feedback": "Grounded overall. The cluster is heterogeneous, and the named subgroups are supported by the packet: the ZeRO-3 index-out-of-bounds issues (43596/43638, with 41762 as a close variant), the torch 2.4.1 compatibility pair (45800/46515), and the Qwen3_5MoeTextRotaryEmbedding offload/materialization pair (45859/45902). The other soft-edge rejections are conservative and do not overstate linkage." }, "evaluator_used": true, "retried": false, @@ -483,7 +579,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-514", + "cluster_id": "cluster-10000-516", "nodes": [ "issue:36010", "issue:39290", @@ -578,20 +674,20 @@ "issue:43572|issue:45070", "issue:45800|issue:45823" ], - "prepared_review_unit_hash": "cd8bdc78eca6880ffc2eb8bb39920fcfc8a659b0cebe9a4f89b04adaedf4098b", + "prepared_review_unit_hash": "51a072d30ceece21737c11739dce0b5fef361c1465a265896e4db8d2a46117c5", "component_budget": { - "node_count": 514, - "item_count": 514, - "soft_pair_count": 1891, - "serialized_chars": 980895, - "estimated_input_tokens": 245224, - "estimated_eval_tokens": 490704 + "node_count": 516, + "item_count": 516, + "soft_pair_count": 1900, + "serialized_chars": 985297, + "estimated_input_tokens": 246325, + "estimated_eval_tokens": 492906 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 42, - "serialized_chars": 40038, + "serialized_chars": 40040, "estimated_input_tokens": 10010, "estimated_eval_tokens": 20276 }, @@ -600,270 +696,270 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a grab-bag of unrelated model-loading/runtime regressions. The only clear duplicate pair is the AutoTokenizer v5 regression across multiple model families; most other soft pairs are merely similar symptom classes and should stay separate.", - "confidence": 0.62, - "canonical_issue_reason": "Issue 45920 is the broader, more representative report: it names multiple affected model families and frames the problem as a cross-model v5 AutoTokenizer regression, whereas 45812 is Granite-specific.", + "summary": "Mostly heterogeneous issue cluster with a small tokenizer-regression subgroup. One soft duplicate looks plausible; the rest are different model, subsystem, or symptom reports.", + "confidence": 0.28, + "canonical_issue_reason": "Issue 45920 is the broadest and most representative report in the tokenizer-regression subgroup, describing wrong token IDs across multiple models under v5.", "canonical_pr_reason": null, - "best_issue_reason": "45920 is the best issue to anchor the cluster because it is the most general and likely to capture the underlying tokenizer regression with the widest impact.", + "best_issue_reason": "Best single issue to anchor the cluster: 45920, since it covers the widest surface area of the shared AutoTokenizer regression.", "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 specific USE_DISTRIBUTED=0 breakage; not the same concrete bug." + "reason": "Both mention version breakage, but one is torch compatibility and the other is USE_DISTRIBUTED=0 support; different failures." }, { "left": "issue:43296", "right": "issue:46304", "accept": false, - "reason": "Different failures in different stacks: PaddleOCR-VL loading in vLLM vs distributed support regression in PyTorch support." + "reason": "vLLM/Gemma3 load failure vs PyTorch distributed build issue; unrelated concrete bugs." }, { "left": "issue:43866", "right": "issue:46402", "accept": false, - "reason": "Both are model-load failures, but one is a corrupted checkpoint claim and the other is missing text-encoder weights; different underlying problems." + "reason": "Different models and symptoms: corrupted checkpoint vs text encoder weights not loaded." }, { "left": "issue:41762", "right": "issue:43596", "accept": false, - "reason": "Both mention Zero-3 index errors, but they involve different models and loading paths; too little evidence they are the same bug." + "reason": "Both are IndexErrors during ZeRO-3 loading, but on different models and likely different code paths." }, { "left": "issue:39290", "right": "issue:41720", "accept": false, - "reason": "Gemma3 config attribute error in vLLM and Qwen3 auto device-map cuda assert are unrelated runtime failures." + "reason": "Gemma3 config attribute error in vLLM vs Qwen3 auto device-map CUDA assert; unrelated." }, { "left": "issue:43901", "right": "issue:44512", "accept": false, - "reason": "Both are docs regressions, but they concern different deprecated docs behaviors and are not the same issue." + "reason": "Both are docs issues only; they cover different documentation mismatches." }, { "left": "issue:44589", "right": "issue:46304", "accept": false, - "reason": "Float8 storage lookup failure is unrelated to the PyTorch distributed support regression." + "reason": "Storage/type lookup error vs distributed-build compatibility issue; not the same bug." }, { "left": "issue:45237", "right": "issue:45901", "accept": false, - "reason": "AMD GPU execution failure and table-question-answering crash are different code paths and symptoms." + "reason": "Different task and failure surface: AMD GPU runtime vs table-question-answering crash." }, { "left": "issue:43039", "right": "issue:44560", "accept": false, - "reason": "Liger Kernel cross-entropy invocation and Qwen3-vl video StopIteration are unrelated issues." + "reason": "Liger Kernel cross-entropy call issue vs Qwen3-VL video StopIteration; unrelated." }, { "left": "issue:45823", "right": "issue:46294", "accept": false, - "reason": "Both involve device/input handling, but one is a forward device mismatch and the other is video token/feature mismatch in chat templating; not the same bug." + "reason": "Both involve model execution, but one is Gemma4 device placement and the other is Qwen video chat templating." }, { "left": "issue:43975", "right": "issue:46015", "accept": false, - "reason": "Tokenizer detokenization bug and outdated RAG docs are unrelated." + "reason": "Detokenization regression vs outdated RAG examples; different scopes entirely." }, { "left": "issue:44841", "right": "issue:45823", "accept": false, - "reason": "Voxtral processor failure and Gemma4 device mismatch do not look like the same underlying problem." + "reason": "Processor failure for Voxtral vs Gemma4 device mismatch; different model families and bugs." }, { "left": "issue:43866", "right": "issue:46772", "accept": false, - "reason": "Checkpoint corruption and NVFP4/model-opt compatibility are different failure modes." + "reason": "Checkpoint corruption report vs NVFP4 compatibility for DiffusionGemma; not duplicates." }, { "left": "issue:44863", "right": "issue:46015", "accept": false, - "reason": "NemotronH checkpoint-loading issue and RAG docs are unrelated." + "reason": "NemotronH checkpoint loading vs docs examples; unrelated." }, { "left": "issue:45020", "right": "issue:46304", "accept": false, - "reason": "Remote-code model breakage and PyTorch distributed support regression affect different mechanisms." + "reason": "Remote-code breakage from recent versions vs PyTorch build/distributed support issue; different causes." }, { "left": "issue:45812", "right": "issue:45920", "accept": true, - "reason": "Same underlying tokenizer regression: both report wrong token IDs in v5 across Granite/other models, and one is clearly the broader umbrella report." + "reason": "Both report v5 AutoTokenizer returning wrong token IDs across models; same regression family and plausibly one fix." }, { "left": "issue:43872", "right": "issue:46304", "accept": false, - "reason": "bitsandbytes Int8Params constructor error is unrelated to the torch distributed compatibility issue." + "reason": "bitsandbytes parameter incompatibility vs USE_DISTRIBUTED=0 support breakage; unrelated." }, { "left": "issue:44292", "right": "issue:46015", "accept": false, - "reason": "NVFP4 inference failure and outdated RAG docs are unrelated." + "reason": "Qwen NVFP4 runtime error vs RAG docs issue; no shared bug." }, { "left": "issue:43866", "right": "issue:44863", "accept": false, - "reason": "Both are loading problems, but they concern different model families and different failure descriptions." + "reason": "Corrupted checkpoint vs model implementation cannot load checkpoints; different failure modes." }, { "left": "issue:39290", "right": "issue:43531", "accept": false, - "reason": "Both mention sliding-window behavior, but the concrete failures differ too much: Gemma3 config attribute error vs Qwen3-MoE sliding_window issue." + "reason": "Different models and different sliding-window/config complaints; not the same underlying defect." }, { "left": "issue:41093", "right": "issue:43638", "accept": false, - "reason": "Shape mismatch in attention mask indexing is not the same as the Zero-3 empty-tensor index error." + "reason": "Both are IndexErrors, but one is a mask-length mismatch and the other is a ZeRO-3 init/loading issue." }, { "left": "issue:43792", "right": "issue:45901", "accept": false, - "reason": "Whisper loading/running failure and table QA crash are unrelated." + "reason": "Whisper load problem vs table-question-answering crash; unrelated." }, { "left": "issue:43854", "right": "issue:43866", "accept": false, - "reason": "Unit-test loading failure for GLM-4.7-Flash and a corrupted Ovis2 checkpoint are different issues." + "reason": "Unit-test load failure for GLM-4.7 Flash vs corrupted Ovis2 checkpoint; different root causes." }, { "left": "issue:43425", "right": "issue:45070", "accept": false, - "reason": "Torch version incompatibility and a PretrainedConfig/pydantic regression are not the same concrete bug." + "reason": "Generic torch incompatibility vs pydantic PretrainedConfig field breakage; unrelated." }, { "left": "issue:43975", "right": "issue:45901", "accept": false, - "reason": "DeepSeek detokenization bug and table-question-answering crash are unrelated." + "reason": "Detokenization regression vs table QA crash; not duplicates." }, { "left": "issue:43792", "right": "issue:45070", "accept": false, - "reason": "Whisper inference failure and pydantic config regression do not share the same code path." + "reason": "Whisper runtime/load issue vs pydantic model field regression; different bugs." }, { "left": "issue:45362", "right": "issue:45464", "accept": false, - "reason": "Both involve Qwen3.5 chat, but one is a generic chat crash and the other is a streaming chat/completions API failure; not clearly the same bug." + "reason": "Both mention Qwen3.5, but one is chat crash and the other is streaming chat/completions API failure." }, { "left": "issue:43596", "right": "issue:45800", "accept": false, - "reason": "Zero-3 Bert loading failure and torch/transformers version incompatibility are different classes of problems." + "reason": "ZeRO-3 IndexError vs torch/transformers version incompatibility; different problem classes." }, { "left": "issue:43541", "right": "issue:46869", "accept": false, - "reason": "Mixtral grouped_mm tracing failure and YOLO multi-GPU device-map failure are unrelated." + "reason": "Mixtral dynamo grouped_mm error vs YOLO multi-GPU device-map failure; unrelated." }, { "left": "issue:44292", "right": "issue:45901", "accept": false, - "reason": "NVFP4 model execution failure and table QA crash are unrelated." + "reason": "NVFP4 model run failure vs table QA crash; different subsystems." }, { "left": "issue:39290", "right": "issue:45823", "accept": false, - "reason": "Gemma3 config/sliding-window failure and Gemma4 device mismatch are different bugs despite both being model-specific runtime issues." + "reason": "Gemma3/vLLM config attribute error vs Gemma4 device placement mismatch; different code paths." }, { "left": "issue:45464", "right": "issue:45685", "accept": false, - "reason": "Chat/completions streaming failure and MPS histogram unsupported-for-Int error are unrelated." + "reason": "Chat streaming API failure vs MPS histogram operator limitation; unrelated." }, { "left": "issue:36010", "right": "issue:39290", "accept": false, - "reason": "GenerationMixin import error and Gemma3 config attribute error are unrelated." + "reason": "ImportError for GenerationMixin vs Gemma3 config attribute missing; different APIs and failures." }, { "left": "issue:43541", "right": "issue:45685", "accept": false, - "reason": "Grouped_mm tracing failure and MPS histogram type error do not look like the same bug." + "reason": "Torch dynamo grouped_mm tracing error vs MPS histogram op limitation; unrelated." }, { "left": "issue:43541", "right": "issue:43828", "accept": false, - "reason": "Grouped_mm tracing failure and autocast dtype mismatch are different runtime issues." + "reason": "Mixtral dynamo tracing error vs dtype mismatch under autocast; different bugs." }, { "left": "issue:44841", "right": "issue:45084", "accept": false, - "reason": "Voxtral processor failure and template compilation error are unrelated." + "reason": "Voxtral processor failure vs template-node compile error; unrelated." }, { "left": "issue:45507", "right": "issue:46869", "accept": false, - "reason": "GraniteMoEHybrid invalid method call and YOLO multi-GPU device-map failure are different model-specific bugs." + "reason": "Invalid method call in GraniteMoEHybrid vs YOLO multi-GPU device-map issue; different models and symptoms." }, { "left": "issue:43404", "right": "issue:43866", "accept": false, - "reason": "Mistral3 lm_head tying bug and Ovis2 checkpoint corruption are unrelated model issues." + "reason": "Weight-tying bug in Mistral3 vs corrupted Ovis2 checkpoint; not the same bug." }, { "left": "issue:41093", "right": "issue:41762", "accept": false, - "reason": "Both are tensor/indexing failures, but the exact symptoms and contexts differ enough that they do not look like the same bug." + "reason": "Different IndexError forms and different setups; not enough to treat as one bug." }, { "left": "issue:45399", "right": "issue:46661", "accept": false, - "reason": "Flash-attn2 fallback logic and remote-code config_class attribute errors are separate code paths." + "reason": "flash-attn2 fallback blocked by checks vs remote-code model_class config_class attribute error; unrelated." }, { "left": "issue:43572", "right": "issue:45070", "accept": false, - "reason": "Missing pad_token_idx in StableLmConfig and PretrainedConfig pydantic regression are unrelated configuration issues." + "reason": "Missing pad_token_idx in StableLmConfig vs pydantic PretrainedConfig field breakage; different issues." }, { "left": "issue:45800", "right": "issue:45823", "accept": false, - "reason": "Torch/transformers compatibility and Gemma4 device mismatch are different failures." + "reason": "Torch/transformers compatibility vs Gemma4 device mismatch; unrelated." } ] }, "evaluator_result": { "accept": true, - "feedback": "The cluster summary is grounded in the packet and stays conservative. The accepted pair 45812/45920 is well supported by the titles: both describe the same AutoTokenizer v5 token-ID regression, with 45920 clearly the broader umbrella report. The other soft-edge rejections are appropriately cautious given only symptom-level similarity. No mergeability issues apply here since this is an issue-clustering judgment, not a PR-pair merge decision." + "feedback": "The cluster summary is grounded in the packet and stays conservative: it identifies one plausible tokenizer-regression subgroup while treating the rest as heterogeneous. The lone accepted soft pair (45812/45920) is a reasonable same-bug fit, and the other verdicts do not overstate duplication evidence." }, "evaluator_used": true, "retried": false, @@ -882,7 +978,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-514", + "cluster_id": "cluster-10000-516", "nodes": [ "issue:39186", "issue:40990", @@ -965,226 +1061,226 @@ "issue:45183|issue:46463", "issue:44863|issue:45005" ], - "prepared_review_unit_hash": "529d0e998713d73792452d9ca998fe2d0065aa9d10920213375f62ece4522669", + "prepared_review_unit_hash": "ea0a3491be8bb687aa06e83ac1a6cd49875f74e14515a683b6538dacc48e2adf", "component_budget": { - "node_count": 514, - "item_count": 514, - "soft_pair_count": 1891, - "serialized_chars": 980895, - "estimated_input_tokens": 245224, - "estimated_eval_tokens": 490704 + "node_count": 516, + "item_count": 516, + "soft_pair_count": 1900, + "serialized_chars": 985297, + "estimated_input_tokens": 246325, + "estimated_eval_tokens": 492906 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 31, - "serialized_chars": 36244, - "estimated_input_tokens": 9061, - "estimated_eval_tokens": 18378 + "serialized_chars": 36239, + "estimated_input_tokens": 9060, + "estimated_eval_tokens": 18376 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is mostly heterogeneous: several unrelated bug reports across model families, quantization, multimodal inputs, remote code, and validation. A few soft edges look like plausible duplicates, but there is no single global duplicate group or canonical issue/PR for the whole cluster.", - "confidence": 0.79, - "canonical_issue_reason": null, + "summary": "Most pairs are distinct model-specific bugs or regressions. The only strong duplicate match is the custom-code caching/path collision pair around `trust_remote_code` and `from_pretrained` loading the wrong module after save/load.", + "confidence": 0.69, + "canonical_issue_reason": "issue:45632 is the clearest root-cause report: it names the cache-path collision for `trust_remote_code` on local models with the same leaf directory name, which likely explains the related wrong-module loading symptom in issue:45698.", "canonical_pr_reason": null, - "best_issue_reason": "No clear global best issue; the items split into multiple unrelated bug families, so picking one as canonical would be misleading.", - "best_pr_reason": "No PRs are present in this cluster.", + "best_issue_reason": "issue:45632 is the best representative issue because it describes the underlying mechanism directly and is the most actionable canonical target for deduplication.", + "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43296", "right": "issue:43366", "accept": false, - "reason": "Different failures: PaddleOCR-VL load error vs GGUF gpt-oss architecture support." + "reason": "Different failures: PaddleOCR-VL load failure in vLLM vs GGUF gpt-oss architecture support." }, { "left": "issue:44805", "right": "issue:44918", "accept": false, - "reason": "Different code paths: mask/tensor shape mismatch vs Qwen3.5 embedding unpacking with SFT trainer." + "reason": "Both mention tensor shape problems, but the contexts differ: mask/index mismatch vs embedding unpacking in TRL SFT." }, { "left": "issue:43541", "right": "issue:45161", "accept": false, - "reason": "Different model/runtime problems: torch dynamo grouped_mm tracing vs TP support for GPT-OSS MoE." + "reason": "Different MoE/Torch Dynamo tracing vs tensor-parallel support problems; not the same code-path." }, { "left": "issue:43828", "right": "issue:45464", "accept": false, - "reason": "One is an autocast dtype mismatch in Phi-tiny-MoE; the other is a Qwen3.5 streaming chat/completions failure." + "reason": "Both are dtype/streaming-related model issues, but one is autocast on Phi-tiny-MoE and the other is Qwen3.5 chat/completions streaming." }, { "left": "issue:43366", "right": "issue:45464", "accept": false, - "reason": "GGUF gpt-oss support and Qwen3.5 streaming inference are unrelated issues." + "reason": "Unrelated: GGUF gpt-oss architecture support vs Qwen3.5 streaming inference failure." }, { "left": "issue:44291", "right": "issue:45070", "accept": false, - "reason": "Different breakages: init_empty_weights argument handling vs PretrainedConfig/pydantic field changes." + "reason": "Init-empty-weights argument incompatibility is separate from the pydantic `PretrainedConfig` field breakage." }, { "left": "issue:44387", "right": "issue:45005", "accept": false, - "reason": "Quantization OOM under v5.x is not the same bug as tied-weights handling on translation models." + "reason": "Quantization memory/OOM regression and tied-weights translation-model bug are different issues." }, { "left": "issue:43531", "right": "issue:45070", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior is unrelated to the PretrainedConfig pydantic regression." + "reason": "Qwen3-MoE sliding-window behavior is unrelated to the pydantic config-field regression." }, { "left": "issue:41093", "right": "issue:43596", "accept": false, - "reason": "Both are index errors, but they affect different model/setup paths and do not look like the same bug." + "reason": "Both are IndexErrors, but one is mask length mismatch and the other is zero-sized tensor indexing under DeepSpeed ZeRO3." }, { "left": "issue:43716", "right": "issue:46294", "accept": false, - "reason": "Different multimodal mismatches: image preprocessor dtype vs video feature/token mismatch." + "reason": "Different multimodal modalities: image preprocessor dtype mismatch vs video token/feature mismatch." }, { "left": "issue:45020", "right": "issue:45800", "accept": false, - "reason": "Remote-code model breakage and torch/transformers version incompatibility are distinct issues." + "reason": "Remote-code model breakage is broader and different from the torch/transformers version incompatibility." }, { "left": "issue:44479", "right": "issue:46294", - "accept": true, - "reason": "Both target the Qwen3.5/Qwen-VL video-input path and describe the same kind of video token/feature regression." + "accept": false, + "reason": "Both are video-related Qwen regressions, but the first is a broad v5.3.0 regression across multiple models while the second is a specific apply_chat_template mismatch." }, { "left": "issue:43054", "right": "issue:43994", - "accept": true, - "reason": "Same Siglip2 family with closely related bad-output symptoms; both point to the model/pipeline producing degraded or nonsensical embeddings." + "accept": false, + "reason": "Same family and similar symptoms, but one reports worse text embeddings and the other nonsensical AutoModel/pipeline outputs; not enough to treat as one bug." }, { "left": "issue:46468", "right": "issue:46869", "accept": false, - "reason": "Official Nemotron example breakage is unrelated to YOLO multi-GPU device-map failure." + "reason": "Official Nemotron example breakage and YOLO multi-GPU device-map failure are unrelated." }, { "left": "issue:43596", "right": "issue:46165", "accept": false, - "reason": "Deepspeed ZeRO3/BertModel index failure is unrelated to resuming remote-code training." + "reason": "Different remote-code/loading failures: ZeRO3 init index error vs resume-training with local downloaded model." }, { "left": "issue:45759", "right": "issue:45902", "accept": false, - "reason": "Composite multimodal config unwrapping and uninitialized rotary embedding memory are different bugs." + "reason": "Composite Qwen config unwrapping issue is separate from uninitialized rotary embedding memory after meta-to-empty materialization." }, { "left": "issue:46640", "right": "issue:46661", "accept": false, - "reason": "Flash Attention 2 availability issue is unrelated to remote-code model_class/config_class loading." + "reason": "Flash Attention 2 availability/configuration issue is unrelated to remote-code model_class/config_class AttributeError." }, { "left": "issue:43716", "right": "issue:44918", "accept": false, - "reason": "Image preprocessor dtype mismatch and SFT embedding unpacking are different multimodal/training issues." + "reason": "Image-preprocessor dtype mismatch is unrelated to Qwen3.5 input-embedding unpacking with TRL." }, { "left": "issue:39186", "right": "issue:44918", "accept": false, - "reason": "FSDP weight-shape RuntimeError is unrelated to Qwen3.5 embedding unpacking." + "reason": "FSDP weight-dimension error is a different failure mode from Qwen3.5 embedding unpacking." }, { "left": "issue:43645", "right": "issue:45399", "accept": false, - "reason": "Jupyter custom-model initialization and flash-attn2 fallback gating are not the same bug." + "reason": "Jupyter/custom-model initialization breakage is unrelated to flash-attn fallback gating." }, { "left": "issue:40990", "right": "issue:44960", "accept": false, - "reason": "High perplexity on gpt-oss-20b and GLM5 are unrelated model-quality reports." + "reason": "High perplexity on gpt-oss-20b and the GLM5 issue are different model/regression reports." }, { "left": "issue:45632", "right": "issue:45698", "accept": true, - "reason": "Both concern remote-code/custom-module resolution picking the wrong cached or loaded module for local/saved models." + "reason": "Both point to the same trust_remote_code/custom-module resolution bug: a path/cache collision leading to the wrong module being loaded after save/load." }, { "left": "issue:42915", "right": "issue:45399", "accept": false, - "reason": "Qwen3-MoE FP8 config failure is unrelated to flash-attn2 fallback checks." + "reason": "FineGrainedFP8Config failure and flash-attn fallback blocking are separate quantization/feature-availability issues." }, { "left": "issue:43404", "right": "issue:45005", "accept": false, - "reason": "Mistral3 tied lm_head weights and translation-model tied-weights regressions are different model families and failure modes." + "reason": "Tied lm_head weights in Mistral3 conditional generation is not the same as translation-model tied-weight issues in v5." }, { "left": "issue:44360", "right": "issue:44512", "accept": false, - "reason": "DSA indexer behavior and docs cleanup are unrelated." + "reason": "A DSA indexer design discussion is unrelated to docs mentioning a removed run command." }, { "left": "issue:43873", "right": "issue:45005", "accept": false, - "reason": "Quantization offloading and tied-weights handling do not describe the same underlying bug." + "reason": "Offloading/quantization behavior is a different problem from tied weights on translation models." }, { "left": "issue:44492", "right": "issue:44512", "accept": false, - "reason": "A cache-strategy typo is not the same as outdated CLI docs." + "reason": "Cache-strategy typo and removed-command documentation are unrelated." }, { "left": "issue:44530", "right": "issue:45005", "accept": false, - "reason": "PagedAttentionCache linear_attention crash is unrelated to tied-weights regressions." + "reason": "PagedAttentionCache linear_attention crash is not the same as tied-weight translation-model issues." }, { "left": "issue:44918", "right": "issue:45507", "accept": false, - "reason": "Qwen3.5 embedding unpacking and GraniteMoEHybrid invalid method calls are different code paths." + "reason": "Qwen3.5 embedding unpacking and GraniteMoEHybrid invalid-method calls are different bugs." }, { "left": "issue:45183", "right": "issue:46463", "accept": false, - "reason": "Broader input_ids/inputs_embeds XOR validation issue is not the same as T5 decoder-input error messaging." + "reason": "The XOR input validation bug is broader than the T5 decoder-input error-message issue." }, { "left": "issue:44863", "right": "issue:45005", "accept": false, - "reason": "NemotronH checkpoint-loading failure is unrelated to tied-weights issues in translation models." + "reason": "NemotronH checkpoint loading failure is unrelated to tied-weight translation model behavior." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative about cluster heterogeneity. The accepted soft edges are plausible duplicates and do not overstate certainty, and there are no PR pairs to assess." + "feedback": "The summary is grounded in the packet and stays conservative. The lone accepted duplicate pair (issue:45632 / issue:45698) is well supported by the titles and the stated cache/path-collision mechanism, and the rejected pairs are framed cautiously without overclaiming. " }, "evaluator_used": true, "retried": false, @@ -1203,7 +1299,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-514", + "cluster_id": "cluster-10000-516", "nodes": [ "issue:24643", "issue:28530", @@ -1286,220 +1382,220 @@ "issue:45685|issue:45823", "issue:43782|issue:44960" ], - "prepared_review_unit_hash": "5bdf928a82e2c4909bb620bdb7ff250696276a1886fdaa829b47c1327a2b9093", + "prepared_review_unit_hash": "1c6b0805fc01386dca33e3b5f937968c9ac9edfe2ad0296419530ff1cdfbca14", "component_budget": { - "node_count": 514, - "item_count": 514, - "soft_pair_count": 1891, - "serialized_chars": 980895, - "estimated_input_tokens": 245224, - "estimated_eval_tokens": 490704 + "node_count": 516, + "item_count": 516, + "soft_pair_count": 1900, + "serialized_chars": 985297, + "estimated_input_tokens": 246325, + "estimated_eval_tokens": 492906 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 36903, - "estimated_input_tokens": 9226, - "estimated_eval_tokens": 18708 + "serialized_chars": 36898, + "estimated_input_tokens": 9225, + "estimated_eval_tokens": 18706 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a collection of unrelated Transformers bug reports. I only found three true duplicate groups: non-persistent buffer corruption on load, the StaticCache.get_seq_length() return-type bug, and the Gemma4 quantized vision/audio dtype-cast bug. The rest are only loosely similar by subsystem or model family, not the same underlying issue.", - "confidence": 0.87, - "canonical_issue_reason": "issue:43950 is the clearest and most complete report of the non-persistent-buffer corruption regression, and it has the strongest duplicate evidence from closely matching follow-up reports.", + "summary": "This is a mixed cluster with several unrelated issues. I only accept a few pairs that clearly share the same underlying bug: non-persistent buffer corruption, SigLIP2 implementation discrepancy, static cache seq-length contract, and Gemma4 quantized embedder dtype casting.", + "confidence": 0.84, + "canonical_issue_reason": "Issue #43950 is the best canonical issue for the largest coherent subcluster: it states the non-persistent-buffer regression clearly and matches the near-duplicate #44534.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43950 is the best overall issue representative here because it precisely describes a concrete regression and is the center of one of the true duplicate groups.", + "best_issue_reason": "Issue #43950 is the strongest overall representative because it is broad, concrete, and has the clearest duplicate evidence among the issues shown.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43975", "right": "issue:44292", "accept": false, - "reason": "Both are error reports, but they describe different failures on different models/code paths (DeepSeek tokenizer detokenization vs Qwen NVFP4 loading)." + "reason": "Different models and different failure modes; tokenizer detokenization bug vs NVFP4 load/runtime error." }, { "left": "issue:46489", "right": "issue:46491", "accept": false, - "reason": "Both are tokenizer regressions, but the symptoms and affected models differ; no clear evidence they come from the same concrete bug." + "reason": "Both are tokenizer regressions, but they affect different model families and do not appear to be the same concrete bug." }, { "left": "issue:39692", "right": "issue:43054", "accept": false, - "reason": "One is a broken docs example/model-processor mismatch and quantization failure; the other is degraded SigLIP2 text embeddings. Different problems." + "reason": "Docs/example errors and quantization failure are unrelated to the SigLIP2 embedding-quality complaint." }, { "left": "issue:43950", "right": "issue:44534", "accept": true, - "reason": "Same underlying regression: non-persistent buffers are being mishandled during from_pretrained/load in Transformers v5." + "reason": "Same non-persistent-buffer regression in Transformers 5.x; #44534 is a near-duplicate symptom of the corruption bug in #43950." }, { "left": "issue:36331", "right": "issue:41762", "accept": false, - "reason": "Unrelated failures: a Trainer custom loss signature change vs a DeepSpeed ZeRO-3 model-loading index error." + "reason": "Unexpected trainer kwarg and DeepSpeed ZeRO-3 index error are unrelated." }, { - "left": "issue:43644", + "left": "issue:43643", "right": "issue:43950", - "accept": true, - "reason": "Both report the same non-persistent-buffer corruption bug in Transformers 5.x." + "accept": false, + "reason": "Remote-code config field loss is a different bug from non-persistent-buffer corruption." }, { "left": "issue:43872", "right": "issue:44589", "accept": false, - "reason": "Both are runtime/type errors, but one is bitsandbytes initialization incompatibility and the other is a float8 storage lookup issue." + "reason": "Different quantization/storage incompatibilities with distinct error signatures." }, { "left": "issue:46899", "right": "issue:46932", "accept": true, - "reason": "These describe the same Gemma4 quantized vision/audio embedder dtype-casting bug; 46932 explicitly says it is the same as another report." + "reason": "Both describe the same Gemma4 quantized vision/audio embedder dtype-casting bug; #46932 is explicitly the fix for the same issue." }, { "left": "issue:43828", "right": "issue:44928", "accept": false, - "reason": "Different Qwen/MoE/autocast issues with different symptoms and code paths; not the same bug." + "reason": "Different models and different root causes; autocast dtype mismatch is not the same as the Qwen3.5 position_ids/SDPA bug." }, { "left": "issue:43054", "right": "issue:45701", "accept": false, - "reason": "One is a model quality discrepancy, the other a tokenizer-version behavior change. Too broad to merge as duplicates." + "reason": "Model embedding-quality regression vs version-dependent tokenization change are not the same underlying issue." }, { "left": "issue:45920", "right": "issue:46489", "accept": false, - "reason": "Both concern tokenizer regressions in v5, but they affect different models and report different failure modes." + "reason": "#45920 is a broad multi-model tokenizer regression; #46489 is a specific DeepSeek-Coder v1 gap and not clearly the same fix." }, { "left": "issue:38175", "right": "issue:43054", "accept": false, - "reason": "Both mention SigLIP2, but one is zero probabilities and the other is worse text embeddings; not the same concrete defect." + "reason": "Zero probabilities and poorer text embeddings are different symptoms with no clear shared code path." }, { "left": "issue:45987", "right": "issue:46858", "accept": true, - "reason": "Same cache API bug: get_seq_length() returns a tensor instead of a plain int, causing downstream static-cache arithmetic issues." + "reason": "Same API contract bug: `cache.get_seq_length()` returns a tensor instead of an int, breaking callers in different contexts." }, { "left": "issue:43950", "right": "issue:45902", - "accept": false, - "reason": "One is about buffer corruption on load; the other is uninitialized memory after meta/to_empty materialization. Related area, different bug." + "accept": true, + "reason": "Both point to the same non-persistent-buffer materialization regression; #45902 is a model-specific manifestation of the buffer junk/uninitialized-memory bug." }, { "left": "issue:43054", "right": "issue:43493", - "accept": false, - "reason": "Both involve SigLIP2, but one is poor embedding quality and the other is an implementation discrepancy vs JAX. Not the same issue." + "accept": true, + "reason": "Same SigLIP2 discrepancy theme; #43054 reports degraded embeddings while #43493 frames the same HF-vs-JAX implementation mismatch." }, { "left": "issue:44910", "right": "issue:45859", "accept": false, - "reason": "Flash-attention packed-sequence misinterpretation vs CPU-offload incompatibility in rotary embedding are distinct problems." + "reason": "Flash-Attention crash from 3D position_ids is unrelated to CPU-offload incompatibility in the rotary embedding." }, { "left": "issue:42947", "right": "issue:44387", "accept": false, - "reason": "Gradient checkpointing/LoRA behavior and int4 quantization memory OOM are separate training issues." + "reason": "Gradient checkpointing/LoRA effectiveness and int4 quantization OOM are separate performance issues." }, { "left": "issue:45663", "right": "issue:45902", "accept": false, - "reason": "Different Gemma/Qwen bugs: FSDP2 shared_kv_states rebuilding vs uninitialized inv_freq after materialization." + "reason": "Gemma4 FSDP2 shared_kv_states KeyError is unrelated to the non-persistent-buffer materialization bug." }, { "left": "issue:44403", "right": "issue:44451", "accept": false, - "reason": "One is a noisy load message, the other is a hard model-loading failure. No evidence of the same root cause." + "reason": "Loading noise vs a hard model load failure are not the same bug." }, { "left": "issue:41553", "right": "issue:43883", "accept": false, - "reason": "AutoTokenizer error handling for Voxtral and Molmo weight-tying metadata are unrelated." + "reason": "Bad tokenizer error messaging and missing tied-weights attribute are unrelated." }, { "left": "issue:24643", "right": "issue:28530", "accept": false, - "reason": "DeepSpeed training weight-shape error and early-stopping metric selection are unrelated." + "reason": "DeepSpeed training weight-shape error and early-stopping metric handling are unrelated training issues." }, { "left": "issue:43975", "right": "issue:45520", "accept": false, - "reason": "DeepSeek detokenization regression and Python 3.13 flash_attn import error are unrelated." + "reason": "Tokenizer detokenization regression and Python 3.13 flash_attn import error are unrelated." }, { "left": "issue:44403", "right": "issue:44488", "accept": false, - "reason": "Both mention model loading, but there is no concrete evidence they share one bug beyond broad similarity." + "reason": "Generic loading noise is not the same as the specific model-load failure." }, { "left": "issue:43643", "right": "issue:45020", "accept": false, - "reason": "45020 is a broad remote_code regression bucket; 43643 is a specific missing-fields symptom. Too broad to call duplicates confidently." + "reason": "#45020 is a broad remote_code regression report, but #43643 is a specific AutoConfig missing-fields issue and not clearly the same concrete bug." }, { "left": "issue:41762", "right": "issue:42915", "accept": false, - "reason": "Gemma3 ZeRO-3 loading error and Qwen3 MoE FP8 failure are different models and failure modes." + "reason": "DeepSpeed ZeRO-3 loading failure and Qwen3Moe FP8 failure are different code paths." }, { "left": "issue:42947", "right": "issue:43856", "accept": false, - "reason": "LoRA checkpointing inefficiency and Qwen3 MoE memory usage are separate performance issues." + "reason": "LoRA checkpointing inefficiency and Qwen3 MoE memory usage are different issues." }, { "left": "issue:44991", "right": "issue:45399", "accept": false, - "reason": "Tokenizer loading failure and flash-attn2 fallback checks are unrelated subsystems." + "reason": "Tokenizer load failure and flash-attn2 fallback gating are unrelated." }, { "left": "issue:43824", "right": "issue:43872", "accept": false, - "reason": "Different incompatibilities: missing Qwen2_5_VL export vs bitsandbytes Int8Params keyword mismatch." + "reason": "Missing model export/import symbol and bitsandbytes parameter incompatibility are unrelated." }, { "left": "issue:45685", "right": "issue:45823", "accept": false, - "reason": "MPS histogram/int issue in MoE and Gemma4 device-mapping mismatch are unrelated." + "reason": "MPS histogram limitation in MoE and Gemma4 device-mismatch in forward are different bugs." }, { "left": "issue:43782", "right": "issue:44960", "accept": false, - "reason": "Different model families and different failures; no evidence of the same underlying bug." + "reason": "Qwen3VL weight_only load error and GLM5 are unrelated." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and the true-duplicate calls are conservative. The three accepted groups are well-supported by the titles/details: the non-persistent-buffer regression around `from_pretrained`, the `StaticCache.get_seq_length()` return-type bug, and the Gemma4 quantized vision/audio dtype-cast bug. The remaining pairs are appropriately treated as similar-but-distinct rather than duplicates." + "feedback": "The cluster summary is grounded in the packet, and the accepted soft edges are conservative enough: the non-persistent-buffer, StaticCache seq-length, Gemma4 quantized-embedder, and SigLIP2 pairs all have clear title-level overlap consistent with the stated bug families. The rejected pairs also read appropriately cautious." }, "evaluator_used": true, "retried": false, @@ -1518,7 +1614,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-514", + "cluster_id": "cluster-10000-516", "nodes": [ "issue:24643", "issue:30064", @@ -1574,8 +1670,8 @@ "issue:45020|issue:45823", "issue:44661|issue:45020", "issue:43828|issue:45823", - "issue:42491|issue:44368", "issue:45020|issue:45356", + "issue:42491|issue:44368", "issue:43881|issue:43883", "issue:45715|issue:46315", "issue:43872|issue:46869", @@ -1598,208 +1694,208 @@ "issue:41093|issue:44805", "issue:41553|issue:44991" ], - "prepared_review_unit_hash": "361d85e7f0e4234114f8ded4236e537081af363a6722b16aa037c7e0af9d96d8", + "prepared_review_unit_hash": "690b273cd671fd5f110c009cb33e0b1ed3ce0d11c87f166835ab531a3ee1f5ed", "component_budget": { - "node_count": 514, - "item_count": 514, - "soft_pair_count": 1891, - "serialized_chars": 980895, - "estimated_input_tokens": 245224, - "estimated_eval_tokens": 490704 + "node_count": 516, + "item_count": 516, + "soft_pair_count": 1900, + "serialized_chars": 985297, + "estimated_input_tokens": 246325, + "estimated_eval_tokens": 492906 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 28, - "serialized_chars": 36178, - "estimated_input_tokens": 9045, - "estimated_eval_tokens": 18346 + "serialized_chars": 36176, + "estimated_input_tokens": 9044, + "estimated_eval_tokens": 18344 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Most pairs are distinct model- or subsystem-specific regressions, but a few are clear duplicates: the v5 docs pipeline reference issue, the `_is_hf_initialized` loading regression, the DeepSeek tokenizer regression, and the training-loss double-shift reports. The broad remote-code regression report is the best umbrella issue for the overall cluster.", - "confidence": 0.74, - "canonical_issue_reason": "Issue 45020 is the broadest, most central report of the recurring v5 compatibility regressions around model/tokenizer loading, so it best represents the cluster.", + "summary": "Most items are unrelated, but a few soft pairs look like true duplicates around docs cleanup, model-loading regressions, and the same `_is_hf_initialized` TypeError. The rest are only loosely similar by subsystem or error shape and should stay separate.", + "confidence": 0.58, + "canonical_issue_reason": "Issue 45020 is the broadest, most general bug report here: it describes the shared remote_code loading regression across recent transformers versions and can serve as the anchor for that duplicate family.", "canonical_pr_reason": null, - "best_issue_reason": "45020 is the strongest umbrella issue for the shared regression theme; the other issues are narrower manifestations or adjacent edge cases.", + "best_issue_reason": "45020 is the strongest single representative issue in the set because it is broad, clearly stated, and captures a high-impact regression pattern rather than a narrow model-specific symptom.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45081", "right": "issue:45399", "accept": false, - "reason": "Different bugs: a Mistral regex patch crash vs. a flash-attn fallback gating problem." + "reason": "Both involve tokenizer/attention-related loading failures, but they describe different code paths and different failure modes; not enough evidence of the same underlying bug." }, { "left": "issue:41553", "right": "issue:43881", "accept": false, - "reason": "Both are loading failures, but they concern different models and different failure modes." + "reason": "Both are model-loading failures, but for different models and different symptoms; they look like separate issues rather than one shared defect." }, { "left": "issue:45020", "right": "issue:45823", "accept": false, - "reason": "Remote-code loading regression vs. Gemma4 device-map mismatch are separate code paths." + "reason": "Remote_code loading regressions and a Gemma4 device-mismatch forward bug are unrelated code paths." }, { "left": "issue:44661", "right": "issue:45020", "accept": false, - "reason": "Tokenizer-mapping edge case vs. broad remote-code regression; not the same bug." + "reason": "One is an add-new-model-like tokenizer-mapping edge case; the other is a broad remote_code regression. Similar area, but not the same bug." }, { "left": "issue:43828", "right": "issue:45823", "accept": false, - "reason": "Different runtime failures: dtype mismatch under autocast vs. device placement mismatch." + "reason": "Different failure types: dtype mismatch under autocast versus device placement mismatch during forward." }, { - "left": "issue:42491", - "right": "issue:44368", + "left": "issue:45020", + "right": "issue:45356", "accept": false, - "reason": "Different LoRA/tie-weights behaviors; one is a compatibility break, the other is a warning about config flags." + "reason": "Both mention loading/transformers regressions, but one is remote_code loading and the other is tokenizer codec handling for Kimi-K2.5; different root causes." }, { - "left": "issue:45020", - "right": "issue:45356", + "left": "issue:42491", + "right": "issue:44368", "accept": false, - "reason": "Remote-code model loading breakage and a tokenizer codec regression are unrelated." + "reason": "Both touch LoRA/tie-word-embedding behavior, but one is an hf4.x vs hf5.x compatibility break and the other is a warning about tie_word_embeddings; not the same defect." }, { "left": "issue:43881", "right": "issue:43883", "accept": false, - "reason": "Different model-loading failures with different missing pieces in the implementation." + "reason": "Both are model-load failures, but they target different models and different missing/tied-weight problems." }, { "left": "issue:45715", "right": "issue:46315", "accept": false, - "reason": "Both are tokenizer performance regressions, but they hit different methods and likely different hot paths." + "reason": "These are performance regressions in opposite tokenizer conversion directions; related theme, but not the same bug." }, { "left": "issue:43872", "right": "issue:46869", "accept": false, - "reason": "Unexpected kwarg in parameter initialization vs. YOLO multi-GPU device-map failure are unrelated." + "reason": "bitsandbytes constructor incompatibility and YOLO multi-GPU device-map failures are different issues." }, { "left": "issue:45759", "right": "issue:46661", "accept": false, - "reason": "Different AutoModel API problems: config unwrapping vs. missing config_class on remote-code models." + "reason": "Both involve AutoModel APIs and remote-code/composite configs, but the reported breakages are different and not clearly the same code path." }, { "left": "issue:43872", "right": "issue:44291", "accept": true, - "reason": "Same `_is_hf_initialized` keyword-argument regression during weight initialization/loading; 43872 is a bitsandbytes manifestation." + "reason": "Both report the same `_is_hf_initialized`/`_is_hf_initialized` TypeError during model loading; 43872 is a specific bitsandbytes symptom of the broader loading regression described in 44291." }, { "left": "issue:43827", "right": "issue:44509", "accept": true, - "reason": "Same docs regression: stale v5 pipeline-task references remain in the documentation." + "reason": "Both are docs cleanup issues about removed pipeline tasks in v5; same underlying documentation gap." }, { "left": "issue:45488", "right": "issue:46489", - "accept": true, - "reason": "Same tokenizer regression in v5 around preserving tokenizer.json pre-tokenizers; both break DeepSeek-family tokenization." + "accept": false, + "reason": "Both affect DeepSeek tokenization, but one is a ByteLevel-vs-Metaspace override in LlamaTokenizer and the other is a DeepSeek-Coder v1 tokenizer regression; too different to merge." }, { "left": "issue:45020", "right": "issue:46661", - "accept": false, - "reason": "Remote-code regressions and missing config_class are related only broadly, not the same concrete bug." + "accept": true, + "reason": "46661 is a concrete remote-code loading failure that fits the broader regression tracked by 45020, so they can be deduplicated." }, { "left": "issue:43404", "right": "issue:43950", "accept": false, - "reason": "Both are tied to weight handling, but one is a tied-weight bug and the other is a non-persistent buffer regression." + "reason": "A tied lm_head bug and a non-persistent buffer loading regression are separate model state issues." }, { "left": "issue:46894", "right": "issue:46897", - "accept": true, - "reason": "Same training-loss double-shift bug pattern; only the affected model family differs." + "accept": false, + "reason": "They share a similar title pattern, but they are reported against different models; not enough evidence they are the same concrete bug." }, { "left": "issue:43792", "right": "issue:44220", "accept": false, - "reason": "Whisper runtime failure and _torch_extract_fbank_features are too generic to treat as the same concrete bug." + "reason": "Both are ASR/audio-related, but one is a Whisper model failure and the other is a specific fbank feature extraction issue; too little evidence of one bug." }, { "left": "issue:43257", "right": "issue:45305", "accept": false, - "reason": "DeepSpeed weight-conversion failure vs. gradient averaging bug are different training issues." + "reason": "Both involve DeepSpeed training, but one is weight-loading under ZeRO-3 and the other is gradient averaging with GAS; different problems." }, { "left": "issue:36331", "right": "issue:41093", "accept": false, - "reason": "Unexpected compute_loss kwarg and mask shape mismatch are unrelated failures." + "reason": "Unexpected compute_loss kwargs and a mask-shape IndexError are unrelated failures." }, { "left": "issue:42947", "right": "issue:45923", "accept": false, - "reason": "Both involve gradient checkpointing, but one is ineffective LoRA checkpointing and the other is a missing capability flag." + "reason": "Gradient checkpointing ineffective in PEFT LoRA and a missing supports_gradient_checkpointing flag are related only loosely; not the same concrete bug." }, { "left": "issue:43940", "right": "issue:45313", "accept": false, - "reason": "Both are ZeRO-3 loading failures, but the model/module specifics differ and the bugs do not clearly collapse to one fix." + "reason": "Both are Qwen DeepSpeed ZeRO-3 weight-loading failures, but they name different model variants and different missing-weight symptoms; not clearly one duplicate." }, { "left": "issue:43854", "right": "issue:44863", "accept": false, - "reason": "Different model-loading failures for different architectures." + "reason": "Different model families and different checkpoint-loading failures." }, { "left": "issue:24643", "right": "issue:30064", "accept": false, - "reason": "DeepSpeed training error and segmentation-map processing are unrelated." + "reason": "A DeepSpeed training weight-shape error and an image-processor segmentation-map failure are unrelated." }, { "left": "issue:44479", "right": "issue:44560", "accept": false, - "reason": "Both are video-input regressions, but the affected models and failure modes differ." + "reason": "Both are video regressions, but they affect different Qwen variants and present different errors; not the same bug." }, { "left": "issue:44928", "right": "issue:45588", "accept": false, - "reason": "Gradient-explosion RLHF bug vs. flash-attention integration crash are separate problems." + "reason": "Gradient explosion under RLHF and a flash-attention crash on s_aux=None are different code-path failures." }, { "left": "issue:41093", "right": "issue:44805", - "accept": false, - "reason": "Same error shape family, but not enough evidence they are the same masking bug." + "accept": true, + "reason": "The titles report the same mask-vs-tensor shape mismatch error; this looks like the same underlying off-by-one/indexing bug." }, { "left": "issue:41553", "right": "issue:44991", "accept": false, - "reason": "Tokenizer loading failures for different models; the error origins are different." + "reason": "A bad Voxtral tokenizer error message and an est-roberta tokenizer loading failure are different issues." } ] }, "evaluator_result": { "accept": true, - "feedback": "The cluster summary is grounded in the packet, and the accepted soft-edge pairs are all conservative duplicates/near-duplicates based on the issue titles and descriptions. The rejected pairs are also framed cautiously as different bugs or only loosely related. The choice of 45020 as the umbrella issue is defensible as a broad remote-code regression anchor." + "feedback": "The summary is grounded in the packet and the accepted soft pairs are conservative enough: the docs pair, the `_is_hf_initialized` loading regression pair, the mask-shape pair, and the remote_code family all have direct title-level support. The rejected pairs are generally framed cautiously and do not overclaim duplicate status." }, "evaluator_used": true, "retried": false, @@ -1818,7 +1914,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-514", + "cluster_id": "cluster-10000-516", "nodes": [ "issue:36010", "issue:38175", @@ -1886,8 +1982,8 @@ "issue:43824|issue:43957", "issue:43716|issue:44560", "issue:43950|issue:45834", - "issue:42617|issue:43366", "issue:43645|issue:43646", + "issue:42617|issue:43366", "issue:44560|issue:45685", "issue:44910|issue:46858", "issue:36010|issue:42915", @@ -1905,244 +2001,244 @@ "issue:45672|issue:46899", "issue:42491|issue:43720" ], - "prepared_review_unit_hash": "f141435a4385435e2a62d615d06d759ac6f0ad30f2d0ae0f340c9528e060e128", + "prepared_review_unit_hash": "fd87ab7e32f7c78431e1cb4b4c96f4dc61730de9ab951bb0c817d9a1ed3f1cb5", "component_budget": { - "node_count": 514, - "item_count": 514, - "soft_pair_count": 1891, - "serialized_chars": 980895, - "estimated_input_tokens": 245224, - "estimated_eval_tokens": 490704 + "node_count": 516, + "item_count": 516, + "soft_pair_count": 1900, + "serialized_chars": 985297, + "estimated_input_tokens": 246325, + "estimated_eval_tokens": 492906 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 34, - "serialized_chars": 38047, - "estimated_input_tokens": 9512, - "estimated_eval_tokens": 19280 + "serialized_chars": 38042, + "estimated_input_tokens": 9511, + "estimated_eval_tokens": 19278 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The set is mostly unrelated model/regression reports with two clear duplicate-like pairs: custom model initialization in Transformers 5.0 and bad SigLIP2 inference output.", - "confidence": 0.84, - "canonical_issue_reason": "issue:43646 is the best canonical issue because it states the shared Transformers 5.0 custom-model initialization regression in the broadest, cleanest form; issue:43645 is just a notebook-specific variant.", + "summary": "This set is mostly heterogeneous transformers bug reports with only a few true duplicates. The clear duplicate-like pairs are custom model initialization (43645/43646), SigLIP2 bad outputs (38175/43994), and Gemma4 4-bit multimodal dtype casting (45672/46899).", + "confidence": 0.86, + "canonical_issue_reason": "43646 is the cleanest broad representative: it states the underlying Transformers 5.0 custom-model-initialization regression and is the wider of the duplicate pair with 43645.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43646 is the strongest representative of the cluster: concise, broad, and clearly about the underlying regression rather than an environment-specific symptom.", + "best_issue_reason": "43646 is the best overall issue to anchor the cluster because it is concise, model-agnostic, and clearly captures a real regression rather than a model-specific symptom.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43716", "right": "issue:46468", "accept": false, - "reason": "Different bugs and code paths: image preprocessor/model dtype mismatch vs a broken Nemotron example." + "reason": "Different models and failures: Gemma/Mistral-style dtype mismatch vs a broken Nemotron example." }, { "left": "issue:44530", "right": "issue:44863", "accept": false, - "reason": "Both are loading/runtime failures, but they affect different models and mechanisms (PagedAttentionCache vs NemotronH checkpoint loading)." + "reason": "Both are loading-related, but they target different models and different failure modes." }, { "left": "issue:43366", "right": "issue:43828", "accept": false, - "reason": "Unrelated symptoms: GGUF architecture support vs autocast dtype mismatch on Phi-tiny-MoE." + "reason": "Unrelated: GGUF architecture support vs an autocast dtype mismatch in Phi-tiny-MoE." }, { "left": "issue:44863", "right": "issue:46402", "accept": false, - "reason": "Different model-loading failures for different models; no shared concrete bug." + "reason": "Both involve loading, but one is NemotronH checkpoint loading and the other is Sam3 text-encoder weight loading." }, { "left": "issue:43366", "right": "issue:43531", "accept": false, - "reason": "Same general Qwen/GGUF space, but different underlying issues: model architecture support vs sliding-window behavior." + "reason": "Different Qwen/GGUF concerns; one is gpt-oss GGUF support, the other is a sliding_window bug." }, { "left": "issue:43596", "right": "issue:46515", "accept": false, - "reason": "The first is a specific Bert/deepspeed zero3 IndexError; the second is a broad torch version incompatibility report." + "reason": "One is a concrete DeepSpeed ZeRO3/Bert IndexError; the other is a vague torch 2.4.1 incompatibility." }, { "left": "issue:45325", "right": "issue:45902", "accept": false, - "reason": "Different mechanisms: Qwen2.5-VL rope scaling for still images vs Qwen3_5Moe rotary embedding materialization bug." + "reason": "Both touch rotary embeddings, but they are different models and different bugs." }, { "left": "issue:41553", "right": "issue:44488", "accept": false, - "reason": "Both are load failures, but for different tokenizer/model targets and likely different root causes." + "reason": "Both are model-loading complaints, but one is an AutoTokenizer error message and the other is a load regression for a specific model." }, { "left": "issue:43366", "right": "issue:44589", "accept": false, - "reason": "GGUF architecture support and a Float8 storage lookup error are unrelated." + "reason": "Completely different problem classes: GGUF support vs a Float8 storage error." }, { "left": "issue:43638", "right": "issue:46515", "accept": false, - "reason": "A Bert/deepspeed zero3 index error is not the same as a generic torch compatibility issue." + "reason": "Different issues; ZeRO3/Bert IndexError versus a broad torch-version incompatibility report." }, { "left": "issue:44155", "right": "issue:45584", "accept": false, - "reason": "Different product areas and failures: AudioFlamingo3 batching leak vs Whisper empty-transcription generation." + "reason": "Different subsystems and symptoms: batched AudioFlamingo3 inference leak vs Whisper empty-transcription generation failure." }, { "left": "issue:45663", "right": "issue:45823", "accept": false, - "reason": "Same model family, but training FSDP2 KeyError and inference device-map mismatch are different bugs." + "reason": "Same model family, but training/FSDP2 shared_kv_states and device_map PLE mismatch are different code-path bugs." }, { "left": "issue:42915", "right": "issue:43957", "accept": false, - "reason": "Qwen3Moe FP8 failure and meta-device loading regression are different code-path problems." + "reason": "Different root causes: Qwen3Moe FP8 config failure vs meta-device loading breakage." }, { "left": "issue:43824", "right": "issue:43957", "accept": false, - "reason": "Qwen2.5-VL import error is unrelated to the generic meta-device loading bug." + "reason": "Different problems: missing Qwen2.5-VL import vs meta-device loading regression." }, { "left": "issue:43716", "right": "issue:44560", "accept": false, - "reason": "Mistral-3 dtype mismatch and Qwen3-vl video StopIteration are different failures." + "reason": "Different models and failures: image-preprocessor dtype mismatch vs Qwen3-vl video StopIteration." }, { "left": "issue:43950", "right": "issue:45834", "accept": false, - "reason": "Strict config validation for granite_speech and Kosmos2.5 OCR index error are unrelated." - }, - { - "left": "issue:42617", - "right": "issue:43366", - "accept": false, - "reason": "Not the same bug: running 3d_parallel.py vs GGUF gpt-oss architecture support." + "reason": "Unrelated: non-persistent buffer corruption on from_pretrained vs long-ocr index error." }, { "left": "issue:43645", "right": "issue:43646", "accept": true, - "reason": "Same underlying Transformers 5.0 custom-model initialization regression; the notebook wording is just a narrower symptom." + "reason": "Same underlying Transformers 5.0 custom model initialization regression; 43645 is just the notebook-specific manifestation." + }, + { + "left": "issue:42617", + "right": "issue:43366", + "accept": false, + "reason": "Not the same bug: 3d_parallel.py runtime failure vs GGUF architecture support." }, { "left": "issue:44560", "right": "issue:45685", "accept": false, - "reason": "Qwen3-vl video StopIteration and an MPS histogram-not-implemented error are unrelated." + "reason": "Different models and failures: Qwen3-vl StopIteration vs MPS histogram not implemented for Int." }, { "left": "issue:44910", "right": "issue:46858", "accept": false, - "reason": "Both involve cache/attention, but one is a flash-attention memory access bug and the other is a static-cache seq_length arithmetic issue." + "reason": "Both involve position/cache arithmetic, but they are distinct backend-specific bugs with different trigger paths." }, { "left": "issue:36010", "right": "issue:42915", "accept": false, - "reason": "ImportError for GenerationMixin and Qwen3Moe FP8 failure are unrelated." + "reason": "Different breakages: GenerationMixin import error vs Qwen3Moe FP8 config failure." }, { "left": "issue:44560", "right": "issue:44918", "accept": false, - "reason": "Different symptoms and code paths: video StopIteration vs TRL SFT unpacking failure." + "reason": "Both mention Qwen3.5/embeddings, but one is video embedding inference and the other is TRL SFT unpacking." }, { "left": "issue:43550", "right": "issue:44910", "accept": false, - "reason": "Bamba torch.compile+SDPA and Qwen3.5 flash-attention memory access are different model/runtime bugs." + "reason": "Different code paths: torch.compile with SDPA on Bamba vs Qwen3.5 flash-attention position_ids handling." }, { "left": "issue:44683", "right": "issue:46515", "accept": false, - "reason": "Compiled flex_attention on torch>=2.9 is not the same as a broad torch 2.4.1 incompatibility report." + "reason": "Both mention torch compatibility, but they are opposite-version, unrelated failures." }, { "left": "issue:45812", "right": "issue:46489", "accept": false, - "reason": "Both are tokenizer regressions, but they affect different model families and likely different tokenizer code paths." + "reason": "Both are tokenizer regressions, but they affect different models and likely different fixes." }, { "left": "issue:45823", "right": "issue:46515", "accept": false, - "reason": "Gemma4 device-map mismatch and a general torch version incompatibility are not the same issue." + "reason": "Unrelated: Gemma4 device-mapping issue vs generic torch incompatibility." }, { "left": "issue:44661", "right": "issue:45823", "accept": false, - "reason": "Tokenizer-mapping failure and Gemma4 device mismatch are unrelated." + "reason": "Different areas: tokenizer-mapping helper failure vs Gemma4 PLE device mismatch." }, { "left": "issue:44560", "right": "issue:44805", "accept": false, - "reason": "Qwen3-vl video StopIteration does not match the generic mask/tensor shape IndexError." + "reason": "Different symptoms and models; no evidence of the same underlying bug." }, { "left": "issue:38175", "right": "issue:43994", "accept": true, - "reason": "Same model and same symptom family: incorrect SigLIP2 inference outputs, with one phrased as zero probabilities and the other as nonsensical pipeline/AutoModel results." + "reason": "Same SigLIP2 model with the same broken output behavior; one report says zero probabilities, the other nonsensical pipeline results." }, { "left": "issue:44877", "right": "issue:45030", "accept": false, - "reason": "Different config-validation problems affecting different model types." + "reason": "Different config-validation problems on different models." }, { "left": "issue:43638", "right": "issue:44661", "accept": false, - "reason": "Bert/deepspeed zero3 index error and tokenizer-mapping changes are unrelated." + "reason": "Different bugs: ZeRO3/Bert IndexError versus tokenizer-mapping logic failure." }, { "left": "issue:43596", "right": "issue:44661", "accept": false, - "reason": "A zero3/Bert IndexError is not the same as the add-new-model-like tokenizer mapping bug." + "reason": "No shared underlying bug; one is DeepSpeed/Bert initialization, the other is add-new-model-like tokenizer mapping." }, { "left": "issue:45672", "right": "issue:46899", - "accept": false, - "reason": "Both are Gemma4 quantization-related, but they describe different dtype/weight-loading failures." + "accept": true, + "reason": "Same Gemma4 4-bit multimodal dtype-cast regression; 45672 is a specific audio-module manifestation of the broader audio/vision breakage." }, { "left": "issue:42491", "right": "issue:43720", "accept": false, - "reason": "LoRA/Qwen3_Moe HF4.x vs HF5.x incompatibility and BitNet packed-weight loading are different problems." + "reason": "Different model families and unrelated loading issues." } ] }, "evaluator_result": { "accept": true, - "feedback": "Grounded overall: the canonical issue choice is supported by the titles, and the soft-edge decisions stay conservative. The two accepted pairs are plausibly duplicate-like from the packet, while the rest are reasonably rejected as different model/code-path failures. No mergeability issue for PR pairs since none are present." + "feedback": "The summary is grounded in the packet, and the accepted duplicates are supported by the issue titles. The rejection calls are appropriately conservative overall, with no clear overstatement of evidence." }, "evaluator_used": true, "retried": false, @@ -2161,7 +2257,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-514", + "cluster_id": "cluster-10000-516", "nodes": [ "issue:38175", "issue:39692", @@ -2228,8 +2324,8 @@ "issue:45313|issue:45357", "issue:45507|issue:46468", "issue:43644|issue:43645", - "issue:43257|issue:43854", "issue:39692|issue:43994", + "issue:43257|issue:43854", "issue:44488|issue:44991", "issue:43856|issue:43873", "issue:42491|issue:45292", @@ -2244,112 +2340,112 @@ "issue:45488|issue:45812", "issue:45362|issue:45406" ], - "prepared_review_unit_hash": "6e4b0f4ad9cf603261136deb4743bffe64af41f4146ace0a5f9715010cab4d90", + "prepared_review_unit_hash": "bac01f2d2ffc785bacba81eff43cbf74177ca37630cb7dce4b51a75b0065572e", "component_budget": { - "node_count": 514, - "item_count": 514, - "soft_pair_count": 1891, - "serialized_chars": 980895, - "estimated_input_tokens": 245224, - "estimated_eval_tokens": 490704 + "node_count": 516, + "item_count": 516, + "soft_pair_count": 1900, + "serialized_chars": 985297, + "estimated_input_tokens": 246325, + "estimated_eval_tokens": 492906 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 36522, - "estimated_input_tokens": 9131, - "estimated_eval_tokens": 18518 + "serialized_chars": 36517, + "estimated_input_tokens": 9130, + "estimated_eval_tokens": 18516 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous; only one pair looks like a true duplicate. The clearest canonical issue is the generic Transformers v5 non-persistent-buffer regression.", - "confidence": 0.43, - "canonical_issue_reason": "issue:43644 is the broader, root-cause phrased report and exactly matches issue:44534\u2019s symptom; it is the better anchor than the more symptom-focused duplicate.", + "summary": "This cluster is mostly heterogeneous: many issues share broad themes like Transformers v5 regressions, loading failures, quantization/offloading, or model-specific bugs, but only one pair is a clear duplicate. The only strong merge candidate is the duplicated non-persistent-buffer regression.", + "confidence": 0.84, + "canonical_issue_reason": "issue:43644 is the original, broader report of the exact same 'non-persistent buffers with junk' regression; issue:44534 is a later duplicate with the same symptom.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43644 is the best representative issue because it describes the underlying v5 regression in a general way and already aligns with the only clear duplicate pair.", + "best_issue_reason": "issue:43644 is the best representative issue for the only confirmed duplicate pair: it is earlier, broader, and has slightly more discussion/inbound attention than issue:44534.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43632", "right": "issue:45834", "accept": false, - "reason": "Different failures in unrelated model paths; same version mention is not enough to treat them as one bug." + "reason": "Different failures: hf-initialization flag regression vs Kosmos2.5 OCR index error." }, { "left": "issue:44661", "right": "issue:44805", "accept": false, - "reason": "One is a tokenizer-mapping edge case, the other is a mask/tensor shape error; no shared concrete code path is evident." + "reason": "Unrelated symptoms: tokenizer mapping logic vs mask/tensor shape mismatch." }, { "left": "issue:43317", "right": "issue:44756", "accept": false, - "reason": "GPU/CPU offload loading failure vs mmap OOM on Strix Halo are different issues and fixes." + "reason": "Both involve loading/memory, but one is offload loading failure and the other is mmap OOM; not the same bug." }, { "left": "issue:38175", "right": "issue:39692", "accept": false, - "reason": "Both are about SigLIP2, but one is zero probabilities and the other is docs/quantization mistakes; not the same underlying bug." + "reason": "Both mention SigLIP2, but one is a model output/probability bug and the other is a docs/example mismatch plus quantization failure." }, { "left": "issue:43644", "right": "issue:44534", "accept": true, - "reason": "Same Transformers v5 non-persistent-buffer junk regression; the titles describe the same underlying bug." + "reason": "Same exact regression title and symptom: Transformers v5 fills non-persistent buffers with junk." }, { "left": "issue:41720", "right": "issue:42915", "accept": false, - "reason": "Both involve Qwen3/MoE, but one is device-mapping CUDA assert and the other is FineGrainedFP8 loading failure." + "reason": "Different Qwen3 failures: CUDA assert in auto device mapping vs FineGrainedFP8Config failure." }, { "left": "issue:42915", "right": "issue:44756", "accept": false, - "reason": "Qwen3Moe FP8 failure is unrelated to mmap/OOM behavior on Strix Halo." + "reason": "Different subsystems and symptoms: Qwen3Moe FP8 config vs Strix Halo mmap OOM." }, { "left": "issue:42491", "right": "issue:45276", "accept": false, - "reason": "LoRA loading on hf4.x vs resize_token_embeddings propagation in Gemma4 are unrelated bugs." + "reason": "Different models and bugs: Qwen3 MoE LoRA hf4.x/hf5.x incompatibility vs Gemma4 resize_token_embeddings propagation." }, { "left": "issue:44451", "right": "issue:44488", "accept": false, - "reason": "Both are model loading complaints, but they name different models and do not clearly point to the same code-path defect." + "reason": "Both are load failures for different BERT models, but the evidence is too model-specific to \u092a\u0941\u0937\u094d\u091f\u093f same underlying bug." }, { "left": "issue:44960", "right": "issue:44977", "accept": false, - "reason": "GLM5 and Qwen3.5 flash-attention failures are separate model-specific problems." + "reason": "Different models and different failure modes: GLM5 issue vs Qwen3.5 flash-attention generation bug." }, { "left": "issue:44863", "right": "issue:46846", "accept": false, - "reason": "NemotronH checkpoint loading vs Qwen3.5 tensor-parallel plan omissions are different issues." + "reason": "NemotronH checkpoint loading vs Qwen3.5 TP-plan missing entries are distinct code-path problems." }, { "left": "issue:46459", "right": "issue:46512", "accept": false, - "reason": "Both mention dtype, but one is composite checkpoint loading and the other is from_config bookkeeping; not the same bug." + "reason": "Related dtype theme, but one is ignored dtype on load and the other is stale config dtype after from_config; not the same bug." }, { "left": "issue:45313", "right": "issue:45357", "accept": false, - "reason": "DeepSpeed ZeRO-3 weight loading and incorrect save_pretrained visual keys are different failure modes." + "reason": "Different Qwen3.5 problems: ZeRO-3 weight loading vs incorrect visual-encoder save_pretrained keys." }, { "left": "issue:45507", @@ -2361,103 +2457,103 @@ "left": "issue:43644", "right": "issue:43645", "accept": false, - "reason": "Related Transformers v5 regressions, but one is junk in buffers and the other is notebook custom-model initialization; not the same concrete bug." + "reason": "Shared Transformers v5 context, but notebook custom-model initialization is a different failure from junk-filled non-persistent buffers." }, { - "left": "issue:43257", - "right": "issue:43854", + "left": "issue:39692", + "right": "issue:43994", "accept": false, - "reason": "Qwen3 MOE weight conversion with accelerate+deepspeed and GLM-4.7 Flash test loading are unrelated." + "reason": "Both involve SigLIP2, but one is a docs/example error and the other is a runtime output correctness issue." }, { - "left": "issue:39692", - "right": "issue:43994", + "left": "issue:43257", + "right": "issue:43854", "accept": false, - "reason": "Both involve SigLIP2, but one is a bad docs example while the other is a runtime wrong-output regression." + "reason": "Different models and issues: Qwen3 MoE weight conversion under accelerate/deepspeed vs GLM-4.7-Flash test load failure." }, { "left": "issue:44488", "right": "issue:44991", "accept": false, - "reason": "Tokenizer loading failures for different models are too vague to merge as one concrete bug." + "reason": "Both are tokenizer/model loading regressions, but they concern different model families and likely different root causes." }, { "left": "issue:43856", "right": "issue:43873", "accept": false, - "reason": "Training-memory inefficiency and quantized offloading behavior are distinct problems." + "reason": "Different quantization/memory complaints: MoE training memory usage vs offloading not working with quantization." }, { "left": "issue:42491", "right": "issue:45292", "accept": false, - "reason": "LoRA/model-version compatibility is unrelated to resize_token_embeddings not updating output embeddings." + "reason": "Different models and different resize_token_embeddings symptoms; no evidence of the same bug." }, { "left": "issue:43854", "right": "issue:43931", "accept": false, - "reason": "Different model load errors: unit-test load failure vs weight shape mismatch." + "reason": "GLM-4.7-Flash unit-test loading issue is unrelated to Qwen3-VL shape mismatch." }, { "left": "issue:42491", "right": "issue:45335", "accept": false, - "reason": "Different model families and different affected embedding surfaces; not one shared bug." + "reason": "Same broad resize_token_embeddings theme, but different model implementations and target submodules." }, { "left": "issue:43708", "right": "issue:44075", "accept": false, - "reason": "Trainer checkpoint-resume math and SGD args not being used are unrelated." + "reason": "Trainer checkpoint-resume max_steps bug is unrelated to optimizer argument handling." }, { "left": "issue:43856", "right": "issue:44387", "accept": false, - "reason": "Memory inefficiency during Qwen3 MoE training is not the same as int4 quantization reserved-memory OOM regression." + "reason": "Both mention memory pressure, but one is training memory usage and the other is reserved-memory growth under int4 quantization." }, { "left": "issue:44960", "right": "issue:46050", "accept": false, - "reason": "GLM5 and sinq save/load breakage are unrelated model lifecycle issues." + "reason": "Different model families and different save/load regression patterns." }, { "left": "issue:44164", "right": "issue:44291", "accept": false, - "reason": "Both concern save/load internals, but extra_state handling and unexpected _is_hf_initialized arguments are separate defects." + "reason": "Extra_state serialization and init_empty_weights/_is_hf_initialized are distinct issues." }, { "left": "issue:46897", "right": "issue:46901", "accept": false, - "reason": "Both mention a double-shift loss bug, but they are model-specific reports with no evidence of the same shared code path." + "reason": "Both are training-loss double-shift reports, but they are model-specific and not enough evidence shows the same code-path bug." }, { "left": "issue:45276", "right": "issue:45335", "accept": false, - "reason": "Both mention resize_token_embeddings, but they affect different model implementations and embedding targets; too weak to treat as one bug." + "reason": "Both are resize_token_embeddings propagation bugs, but for different architectures and submodules; likely separate fixes." }, { "left": "issue:45488", "right": "issue:45812", "accept": false, - "reason": "Tokenizer-pretokenizer override for DeepSeek models is not the same as wrong token IDs for Granite models." + "reason": "Different tokenizer regressions: LlamaTokenizer pre-tokenizer override vs wrong token IDs for Granite models." }, { "left": "issue:45362", "right": "issue:45406", "accept": false, - "reason": "Qwen3.5 chat crash and Gemma4Processor missing _tokenizer are different failures." + "reason": "Qwen3.5 chat crash and Gemma4Processor missing _tokenizer are unrelated failures." } ] }, "evaluator_result": { "accept": true, - "feedback": "Grounded overall and appropriately conservative. The single accepted pair (issue:43644 / issue:44534) is clearly duplicative from the packet, and the other rejections are generally well-justified by distinct titles/symptoms rather than superficial similarity. No evidence of overstatement in the canonical issue choice." + "feedback": "The summary is grounded in the packet: 43644/44534 is the only clearly duplicate-looking pair, and the rest of the soft-edge rejections stay conservative rather than overstating similarity. The canonical-choice rationale is also supported by the timestamps, discussion/inbound counts, and matching regression titles." }, "evaluator_used": true, "retried": false, @@ -2476,7 +2572,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-514", + "cluster_id": "cluster-10000-516", "nodes": [ "issue:36010", "issue:39404", @@ -2545,8 +2641,8 @@ "issue:36010|issue:39404", "issue:43957|issue:44756", "issue:44155|issue:45823", - "issue:44387|issue:44756", "issue:43335|issue:45663", + "issue:44387|issue:44756", "issue:44863|issue:46468", "issue:45276|issue:45292", "issue:44479|issue:44877", @@ -2556,237 +2652,237 @@ "issue:45588|issue:45663", "issue:45684|issue:45698", "issue:43854|issue:45216", - "issue:45292|issue:45335", "issue:43645|issue:44164", + "issue:45292|issue:45335", "issue:42175|issue:43957", "issue:44589|issue:44756" ], - "prepared_review_unit_hash": "8225e142a5660d84f6bc4b7818e878d32b97e7988271ae4943710ff94fcb32d6", + "prepared_review_unit_hash": "0709348369e9ff6a4bcf746d87c4c462d541c78f4f1eab373ea43c27734a1e70", "component_budget": { - "node_count": 514, - "item_count": 514, - "soft_pair_count": 1891, - "serialized_chars": 980895, - "estimated_input_tokens": 245224, - "estimated_eval_tokens": 490704 + "node_count": 516, + "item_count": 516, + "soft_pair_count": 1900, + "serialized_chars": 985297, + "estimated_input_tokens": 246325, + "estimated_eval_tokens": 492906 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 32, - "serialized_chars": 37385, - "estimated_input_tokens": 9347, - "estimated_eval_tokens": 18950 + "serialized_chars": 37384, + "estimated_input_tokens": 9346, + "estimated_eval_tokens": 18948 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a loose mix of unrelated bug reports. The only clear duplicate chain is the resize_token_embeddings regression across generic and model-specific reports; the rest are too model- or subsystem-specific to merge as the same underlying issue.", - "confidence": 0.79, - "canonical_issue_reason": "issue:45292 is the broadest, most model-agnostic description of the shared resize_token_embeddings regression, while issue:45276 and issue:45335 are specific manifestations of the same missing propagation to downstream embeddings.", + "summary": "This cluster is mostly a grab-bag of unrelated Transformers bugs; only one near-duplicate subgroup stands out around `resize_token_embeddings`/`output_embeddings`. Most soft edges should be rejected.", + "confidence": 0.69, + "canonical_issue_reason": "No single canonical issue fits the whole cluster because the items cover many unrelated regressions; within the one clear mini-cluster, issue 45292 is the broadest duplicate target for the `resize_token_embeddings` / `output_embeddings` problem.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45292 is the best umbrella issue because it states the core failure concisely and can absorb the more specific Gemma4 and t5gemma variants as duplicates.", + "best_issue_reason": "Issue 44910 is the strongest standalone issue in the set: it has a concrete crash, a clear affected model, and an explicit root-cause hypothesis around 3D `position_ids` handling.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43425", "right": "issue:43957", "accept": false, - "reason": "Both involve model loading/runtime failures, but one is a Torch 2.10 compatibility complaint and the other is a meta-device loading regression; different code paths and likely different fixes." + "reason": "Both are model-loading/version regressions, but they describe different failures (`torch` incompatibility vs `torch.device('meta')` loading breakage) and different code paths." }, { "left": "issue:44910", "right": "issue:45588", "accept": false, - "reason": "Both touch flash attention, but one is a Qwen3.5 packed-sequence/position_ids bug and the other is an s_aux=None crash in sink-less models; not the same underlying issue." + "reason": "Both involve attention/backends, but one is Qwen3.5 3D `position_ids` causing flash-attn crashes; the other is `s_aux=None` crashing sink-less flash-attention code. Different bugs." }, { "left": "issue:44402", "right": "issue:44488", "accept": false, - "reason": "Both mention model loading, but the titles point to different models and likely different tokenizer/vocab problems; too little evidence they share one bug." + "reason": "Both mention the same model family, but one is a tokenizer vocab-size mismatch and the other is a model-loading regression. Not the same underlying bug." }, { "left": "issue:39692", "right": "issue:44960", "accept": false, - "reason": "One is a SigLIP2 documentation/example error report and the other is a GLM5 issue; unrelated." + "reason": "Completely different topics: SigLIP2 docs/example errors vs a GLM5 model-loading issue." }, { "left": "issue:41720", "right": "issue:44155", "accept": false, - "reason": "Qwen3 device-mapping cudaErrorAssert and AudioFlamingo3 batched inference leakage are distinct failures in different models." + "reason": "Different failures: Qwen3 auto device mapping CUDA assert vs AudioFlamingo3 batched inference embedding/token leakage." }, { "left": "issue:44291", "right": "issue:44756", "accept": false, - "reason": "Unexpected _is_hf_initialized argument handling and Strix Halo mmap OOM are unrelated initialization vs memory-management problems." + "reason": "`init_empty_weights` argument handling and Strix Halo mmap OOM are unrelated." }, { "left": "issue:45663", "right": "issue:45759", "accept": false, - "reason": "Gemma4 FSDP2 shared_kv_states KeyError and Qwen 3.5/3.6 text_config unwrapping are different model/config code paths." + "reason": "Different multimodal/config issues: FSDP2 `shared_kv_states` bug vs `from_config` not unwrapping `text_config`." }, { "left": "issue:43404", "right": "issue:43454", "accept": false, - "reason": "Both are about lm_head tying, but they target different model families and different integration paths; not enough to treat as the same concrete bug." + "reason": "Both are about untied `lm_head`, but they affect different model classes and likely need separate fixes." }, { "left": "issue:42947", "right": "issue:45704", "accept": false, - "reason": "Gradient checkpointing/LoRA and apex.FusedRMSNorm memory leak are unrelated." + "reason": "Gradient checkpointing/LoRA behavior and a T5 RMSNorm memory leak are unrelated." }, { "left": "issue:43873", "right": "issue:44387", "accept": false, - "reason": "Both mention quantization/OOM, but one is offloading behavior and the other is increased reserved memory under int4; too broad to merge." + "reason": "Both concern quantization/memory, but one is offloading with quantization and the other is increased reserved memory under int4 quantization. Different root causes." }, { "left": "issue:44079", "right": "issue:46829", "accept": false, - "reason": "ModelOutput key assignment bug and VideoPrism output field mix-up are different manifestations with different affected classes." + "reason": "`ModelOutput` key assignment and VideoPrism output-field mapping are separate output-object bugs." }, { "left": "issue:45663", "right": "issue:45859", "accept": false, - "reason": "Different models and different failures: Gemma4 FSDP2 shared state vs Qwen3_5Moe CPU offload incompatibility." + "reason": "Different model-specific issues: Gemma4 FSDP2 `shared_kv_states` vs Qwen3_5Moe rotary embedding CPU offload." }, { "left": "issue:44292", "right": "issue:44912", "accept": false, - "reason": "Different quantization formats and symptoms: NVFP4 runtime error vs MXFP4 load fallback to bf16." + "reason": "Different quantized-model load failures (`Qwen-3-8B-NVFP4` vs `git-oss-20b` MXFP4 fallback)." }, { "left": "issue:42947", "right": "issue:43381", "accept": false, - "reason": "Both involve gradient checkpointing, but one is ineffective with PEFT LoRA and the other is an eval-mode restriction; not the same bug." + "reason": "Both mention gradient checkpointing, but one is ineffective with PEFT LoRA and the other is forbidden in eval mode. Not the same bug." }, { "left": "issue:36010", "right": "issue:39404", "accept": false, - "reason": "ImportError for GenerationMixin and Whisper return_language regression are unrelated." + "reason": "ImportError for `GenerationMixin` and Whisper `return_language` pipeline regression are unrelated." }, { "left": "issue:43957", "right": "issue:44756", "accept": false, - "reason": "Meta-device loading regressions and Strix Halo mmap OOM are different issues." + "reason": "`torch.device('meta')` model-loading breakage and disabling mmap for Strix Halo OOM are distinct issues." }, { "left": "issue:44155", "right": "issue:45823", "accept": false, - "reason": "AudioFlamingo3 batch leakage and Gemma4 device_map mismatch are different model-specific forward-path bugs." + "reason": "AudioFlamingo3 batched inference leakage and Gemma4 PLE device mismatch are unrelated." }, { - "left": "issue:44387", - "right": "issue:44756", + "left": "issue:43335", + "right": "issue:45663", "accept": false, - "reason": "Both are memory-related, but one is int4 reserved-memory growth and the other is a platform-specific mmap OOM workaround; not the same root cause." + "reason": "SwitchTransformers sparse-layer construction and Gemma4 FSDP2 shared-KV handling are different code paths." }, { - "left": "issue:43335", - "right": "issue:45663", + "left": "issue:44387", + "right": "issue:44756", "accept": false, - "reason": "SwitchTransformersConfig sparse-layer construction and Gemma4 FSDP2 shared_kv_states are unrelated." + "reason": "Both are memory-related, but int4 reserved-memory growth and Strix Halo mmap OOM are not the same bug." }, { "left": "issue:44863", "right": "issue:46468", "accept": false, - "reason": "NemotronH checkpoint loading and the official Nemotron example being broken are related in theme but not clearly the same underlying bug." + "reason": "NemotronH checkpoint loading and the official Nemotron example breaking are related by model family, but not the same concrete failure." }, { "left": "issue:45276", "right": "issue:45292", "accept": true, - "reason": "These describe the same resize_token_embeddings regression; 45276 is a model-specific instance and 45292 states the generic bug." + "reason": "Same `resize_token_embeddings`/`output_embeddings` regression; 45276 is a Gemma4-specific manifestation of the broader bug in 45292." }, { "left": "issue:44479", "right": "issue:44877", "accept": false, - "reason": "Video-input regression for Qwen VL models and strict granite_speech config loading are different problems." + "reason": "Qwen VL video-input regression and strict config blocking `granite_speech` loading are unrelated." }, { "left": "issue:43381", "right": "issue:44928", "accept": false, - "reason": "Eval-mode gradient checkpointing restriction and Qwen3.5 RLHF NaN/SDPA fallback are unrelated." + "reason": "Eval-mode gradient checkpointing restriction is not the same as Qwen3.5 3D `position_ids` causing SDPA math fallback and NaNs." }, { "left": "issue:44164", "right": "issue:44756", "accept": false, - "reason": "save/from_pretrained extra_state handling and Strix Halo mmap OOM are unrelated." + "reason": "Save/from_pretrained `extra_state` handling and Strix Halo mmap OOM are unrelated." }, { "left": "issue:42796", "right": "issue:46326", "accept": false, - "reason": "Tokenizer BPE marker handling and continue_final_message behavior are both mistral_common-adjacent but not the same concrete bug." + "reason": "Tokenizer BPE-marker handling and `continue_final_message` for `mistral_common` tokenizers are different tokenizer bugs." }, { "left": "issue:45588", "right": "issue:45663", "accept": false, - "reason": "Flash-attention s_aux=None crash and Gemma4 FSDP2 shared_kv_states KeyError are distinct implementation failures." + "reason": "Flash-attention `s_aux=None` crash and Gemma4 FSDP2 shared-KV rebuild are unrelated." }, { "left": "issue:45684", "right": "issue:45698", "accept": false, - "reason": "One is read-only permission propagation during save_pretrained; the other is loading the wrong custom module after save_pretrained. Related area, different bugs." + "reason": "Custom-model file permissions during save and wrong custom-module loading after save are different issues." }, { "left": "issue:43854", "right": "issue:45216", "accept": false, - "reason": "GLM-4.7-Flash test loading issue and Qwen3.5 save_pretrained regression are different model-specific problems." - }, - { - "left": "issue:45292", - "right": "issue:45335", - "accept": true, - "reason": "Both report the same resize_token_embeddings bug; 45335 is just the t5gemma-specific symptom of the generic failure described in 45292." + "reason": "Different model/version regressions: GLM-4.7-Flash test load issue vs Qwen3.5 checkpoint save corruption." }, { "left": "issue:43645", "right": "issue:44164", "accept": false, - "reason": "Jupyter custom-model initialization breakage and extra_state save/from_pretrained handling are different serialization/loading issues." + "reason": "Jupyter custom-model initialization breakage and `extra_state` save/load handling are separate regressions." + }, + { + "left": "issue:45292", + "right": "issue:45335", + "accept": false, + "reason": "Related theme, but not the same concrete bug: 45292 is about output embeddings, while 45335 is about `decoder.embed_tokens` in t5gemma." }, { "left": "issue:42175", "right": "issue:43957", "accept": false, - "reason": "Missing TensorFlow backend in a torch extra install and meta-device loading regressions are unrelated." + "reason": "Packaging/back-end dependency issue and meta-device loading failure are unrelated." }, { "left": "issue:44589", "right": "issue:44756", "accept": false, - "reason": "Float8 storage lookup failure and Strix Halo mmap OOM are different low-level/runtime problems." + "reason": "Missing `Float8_e4m3fnStorage` support and Strix Halo mmap OOM are not the same problem." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative on the soft-edge pairs. The resize_token_embeddings chain (45292 with 45276/45335) is well supported by the titles, and the other refusals avoid overclaiming shared root cause from only thematic similarity." + "feedback": "The assessment is grounded in the packet and stays conservative. The only accepted soft edge, issue:45276 vs issue:45292, is well-supported by the highly similar `resize_token_embeddings`/`output_embeddings` wording. The remaining pair rejections look appropriately cautious given the differing titles and problem descriptions. The cluster-level summary that this is mostly a grab-bag of unrelated bugs is also supported." }, "evaluator_used": true, "retried": false, @@ -2805,7 +2901,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-514", + "cluster_id": "cluster-10000-516", "nodes": [ "issue:36032", "issue:39404", @@ -2857,8 +2953,8 @@ "issue:46901" ], "soft_pairs": [ - "issue:44402|issue:44451", "issue:43646|issue:43708", + "issue:44402|issue:44451", "issue:46894|issue:46901", "issue:43425|issue:43828", "issue:46315|issue:46491", @@ -2890,235 +2986,232 @@ "issue:43856|issue:44756", "issue:43596|issue:44683" ], - "prepared_review_unit_hash": "6cfbee9f681fcec4e1bb7683f453e3fe026f8254bf75686f5125b12412ca7eb2", + "prepared_review_unit_hash": "92f61a4ce2320e887e48aec9e3eb299d2c505ffe94fd6a2808cd6f3b3cc9c337", "component_budget": { - "node_count": 514, - "item_count": 514, - "soft_pair_count": 1891, - "serialized_chars": 980895, - "estimated_input_tokens": 245224, - "estimated_eval_tokens": 490704 + "node_count": 516, + "item_count": 516, + "soft_pair_count": 1900, + "serialized_chars": 985297, + "estimated_input_tokens": 246325, + "estimated_eval_tokens": 492906 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 32, - "serialized_chars": 37541, - "estimated_input_tokens": 9386, - "estimated_eval_tokens": 19028 + "serialized_chars": 37545, + "estimated_input_tokens": 9387, + "estimated_eval_tokens": 19030 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is heterogeneous and I would reject all soft edges. The closest-looking pair, 44402/44451, still lacks evidence of the same underlying bug: 44402 reports a concrete tokenizer invariant violation (`pad`/`unk` outside `vocab_size`), while 44451 only reports that ScandiBERT cannot be loaded.", - "confidence": 0.94, - "canonical_issue_reason": "issue:44402 is the clearest standalone root-cause report because it identifies a specific tokenizer/vocab invariant violation rather than only a downstream loading symptom.", + "summary": "This cluster is heterogeneous: most items are distinct Transformers v5 regressions spanning tokenizer loading, custom model init, quantization, training, and docs. I did not find any soft pair that clearly refers to the same concrete bug/change.", + "confidence": 0.78, + "canonical_issue_reason": "No single true duplicate stands out; issue:43646 is the closest representative because it is the broadest generic v5 custom-model initialization regression in the set.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44402 is the most actionable issue in the set: it gives the concrete failure mode and is easiest to map to a fix.", + "best_issue_reason": "issue:43646 is the best cluster representative: it captures a broad, recurring v5 custom-model breakage theme, even though the cluster itself is not a single duplicate family.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44402", - "right": "issue:44451", + "left": "issue:43646", + "right": "issue:43708", "accept": false, - "reason": "Both are tokenizer/load failures, but the evidence is not enough to say they share the same underlying bug; 44402 is a specific vocab-size invariant violation, while 44451 only reports a ScandiBERT load failure." + "reason": "Custom model initialization breakage vs Trainer checkpoint resume step calculation; different code paths." }, { - "left": "issue:43646", - "right": "issue:43708", + "left": "issue:44402", + "right": "issue:44451", "accept": false, - "reason": "Different bugs: custom model initialization in notebooks versus Trainer resume/max_steps miscalculation." + "reason": "Tokenizer vocab-size mismatch for one model vs a separate model-loading failure; not the same bug." }, { "left": "issue:46894", "right": "issue:46901", "accept": false, - "reason": "Same broad double-shift pattern, but the reports point to different models and code paths; not enough evidence they are the same bug." + "reason": "Both mention double-shifted training loss, but they are different model families with no evidence of one shared failing implementation." }, { "left": "issue:43425", "right": "issue:43828", "accept": false, - "reason": "One is general Torch 2.10 incompatibility; the other is a specific autocast dtype mismatch on Phi-tiny-MoE. Not the same failure." + "reason": "Torch version incompatibility vs autocast dtype mismatch are unrelated failures." }, { "left": "issue:46315", "right": "issue:46491", "accept": false, - "reason": "Different tokenizer regressions: performance slowdown in `convert_tokens_to_ids` versus an encode/decode spacing regression." + "reason": "Performance regression in token conversion vs leading-space round-trip correctness regression." }, { "left": "issue:45812", "right": "issue:46315", "accept": false, - "reason": "Wrong token IDs for Granite models is a functional tokenizer correctness bug, not the same as `convert_tokens_to_ids` slowness." + "reason": "Wrong token IDs for Granite models vs slow `convert_tokens_to_ids`; different symptoms and fixes." }, { "left": "issue:44530", "right": "issue:45084", "accept": false, - "reason": "Different code paths and symptoms: Qwen3.5 PagedAttentionCache crash versus a template compilation error." + "reason": "PagedAttention/linear_attention crash vs template compilation error; different subsystems." }, { "left": "issue:39404", "right": "issue:45701", "accept": false, - "reason": "Whisper pipeline `return_language` behavior and a general tokenization-change report are unrelated." + "reason": "Whisper pipeline `return_language` regression vs docs/tokenization version behavior; not the same issue." }, { "left": "issue:43611", "right": "issue:43645", "accept": false, - "reason": "Both involve custom models, but one is about `base_model_prefix` loading and the other is notebook-defined model initialization." + "reason": "Base-model-prefix loading failure vs notebook-defined custom model initialization; related area but different bugs." }, { "left": "issue:43425", "right": "issue:46869", "accept": false, - "reason": "General Torch version incompatibility and YOLO multi-GPU device-map failure are different bugs." + "reason": "Torch compatibility issue vs YOLO multi-GPU `device_map=\"auto\"` failure." }, { "left": "issue:44683", "right": "issue:45823", "accept": false, - "reason": "Compiled flex_attention on newer torch and Gemma4 device-mismatch during forward are unrelated failures." + "reason": "`flex_attention` compile failure on newer torch vs Gemma4 PLE forward device mismatch." }, { "left": "issue:43425", "right": "issue:43716", "accept": false, - "reason": "Torch 2.10 incompatibility is not the same as a Mistral-3 image-preprocessor/model dtype mismatch." + "reason": "Torch version incompatibility vs multimodal dtype mismatch." }, { "left": "issue:39404", "right": "issue:46665", "accept": false, - "reason": "Whisper pipeline language-return regression and `from_pretrained` inside Python classes are different issues." + "reason": "Whisper pipeline behavior regression vs inconsistent `from_pretrained` behavior inside Python classes." }, { "left": "issue:43425", "right": "issue:45823", "accept": false, - "reason": "A broad Torch incompatibility report does not match the specific Gemma4 device-map bug." + "reason": "Torch compatibility vs device-map forward mismatch; different underlying problems." }, { "left": "issue:44589", "right": "issue:45084", "accept": false, - "reason": "Missing Float8 storage type and non-template-node compilation failure are unrelated." + "reason": "Float8 storage lookup failure vs template compilation error; no shared bug." }, { "left": "issue:44479", "right": "issue:44805", "accept": false, - "reason": "Video-input regression in Qwen models and a mask-shape IndexError are different bugs." + "reason": "Video-input regression in specific models vs mask/tensor shape mismatch; not the same code path." }, { "left": "issue:43901", "right": "issue:44509", "accept": false, - "reason": "Both are documentation-related, but they concern different deprecated pipeline tasks and not the same change." + "reason": "Separate documentation regressions about different removed/changed pipeline APIs." }, { "left": "issue:43994", "right": "issue:44079", "accept": false, - "reason": "Incorrect Siglip2 outputs and `ModelOutput` key assignment logic are different problems." + "reason": "Model output key assignment bug may affect outputs, but it is not clearly the same as nonsensical model/pipeline results." }, { "left": "issue:43906", "right": "issue:44530", "accept": false, - "reason": "An isolated reproduction of another issue is not the same as the Qwen3.5 PagedAttention crash itself." + "reason": "Isolated reproduction of another issue vs PagedAttention linear_attention crash; unrelated." }, { "left": "issue:44164", "right": "issue:45759", "accept": false, - "reason": "Serialization of `extra_state` and unwrapping `text_config` in multimodal configs are separate bugs." + "reason": "`extra_state` serialization bug vs `text_config` unwrapping for composite configs; different loading/saving paths." }, { "left": "issue:36032", "right": "issue:43452", "accept": false, - "reason": "T5 tokenizer method-name conflict and gguf loading breakage are unrelated tokenizer/model-loading issues." + "reason": "T5 tokenizer special-token method conflict vs gguf loading failure; distinct tokenizer/model-loading issues." }, { "left": "issue:44265", "right": "issue:44898", "accept": false, - "reason": "`torch.export` failure with `torch_compilable_check` is different from the Perceiver interpolation failure." + "reason": "`torch.export`/`torch_compilable_check` failure vs Perceiver interpolation at non-default resolution; different problems." }, { "left": "issue:46050", "right": "issue:46326", "accept": false, - "reason": "Quantized save/load breakage is unrelated to the `continue_final_message` bug on mistral_common tokenizers." + "reason": "Quantized save/load corruption vs mistral_common `continue_final_message` bug; unrelated behavior." }, { "left": "issue:43906", "right": "issue:46326", "accept": false, - "reason": "A reproduction issue and a tokenizer continuation bug are not the same underlying defect." + "reason": "Repro issue vs tokenizer `continue_final_message` regression; no shared bug." }, { "left": "issue:44991", "right": "issue:45081", "accept": false, - "reason": "Both are tokenizer-loading regressions, but they involve different tokenizers and distinct failure mechanisms." + "reason": "Tokenizer load regression for a specific model vs Mistral regex patch crash." }, { "left": "issue:39404", "right": "issue:44912", "accept": false, - "reason": "Whisper pipeline behavior and MXFP4 quantization fallback are unrelated." + "reason": "Whisper pipeline regression vs MXFP4 quantization fallback; unrelated." }, { "left": "issue:44671", "right": "issue:44991", "accept": false, - "reason": "CamemBERT masked-LM prediction regression and tokenizer load failure are different bugs." + "reason": "CamemBERT masked-LM predictions regression vs tokenizer loading failure for a different model." }, { "left": "issue:45823", "right": "issue:46899", "accept": false, - "reason": "Gemma4 device mismatch during forward is different from 4-bit multimodal dtype-cast breakage." + "reason": "Device-map forward mismatch vs 4-bit multimodal embedder dtype-cast bug; different code paths." }, { "left": "issue:45479", "right": "issue:46894", "accept": false, - "reason": "Sequence-classification zero-loss and ASR training-loss double shift are different failure modes." + "reason": "Degenerate sequence-classification zero loss vs ASR training-loss double-shift; not the same bug." }, { "left": "issue:44164", "right": "issue:46821", "accept": false, - "reason": "`extra_state` save/load handling and a TimesFM `window_size` attribute error are unrelated." + "reason": "Serialization/loading bug vs TimesFM `window_size` attribute error." }, { "left": "issue:43856", "right": "issue:44756", "accept": false, - "reason": "Qwen3 MoE memory inefficiency and Strix Halo mmap OOM are different memory/performance problems." + "reason": "MoE training memory inefficiency vs mmap OOM workaround; same broad area but not the same issue." }, { "left": "issue:43596", "right": "issue:44683", "accept": false, - "reason": "Deepspeed Zero3 BertModel indexing failure is unrelated to compiled flex_attention on torch >= 2.9." + "reason": "DeepSpeed/BertModel zero3 index error vs compiled flex_attention failure on newer torch." } ] }, - "evaluator_result": { - "accept": false, - "feedback": "The set is mostly conservative, but the 44402/44451 soft-edge is overstated. In the packet, 44402 is a specific tokenizer invariant violation (`pad`/`unk` outside `vocab_size`), while 44451 only says ScandiBERT cannot be loaded; that is not enough evidence to call them the same underlying bug from the provided material. The rest of the pairwise rejections look appropriately cautious." - }, - "evaluator_used": true, - "retried": true, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null @@ -3134,7 +3227,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-514", + "cluster_id": "cluster-10000-516", "nodes": [ "issue:32090", "issue:34567", @@ -3187,9 +3280,9 @@ ], "soft_pairs": [ "issue:43299|issue:43931", + "issue:43632|issue:47050", "issue:45479|issue:46897", "issue:44488|issue:44987", - "issue:43632|issue:47050", "issue:44488|issue:45081", "issue:43611|issue:43644", "issue:36032|issue:42915", @@ -3212,24 +3305,24 @@ "issue:43582|issue:43632", "issue:36032|issue:43645", "issue:44206|issue:44220", - "issue:43452|issue:43482", "issue:44811|issue:45584", + "issue:43452|issue:43482", "issue:44987|issue:44991" ], - "prepared_review_unit_hash": "06d8079f1636a34ba2cbd5db9588a2f6729967b8d35a9216e7f1583db1557d7a", + "prepared_review_unit_hash": "1589ebb40d3da38b57a4252d7fe43329495eaf45865b0abf8733b555c209b3d7", "component_budget": { - "node_count": 514, - "item_count": 514, - "soft_pair_count": 1891, - "serialized_chars": 980895, - "estimated_input_tokens": 245224, - "estimated_eval_tokens": 490704 + "node_count": 516, + "item_count": 516, + "soft_pair_count": 1900, + "serialized_chars": 985297, + "estimated_input_tokens": 246325, + "estimated_eval_tokens": 492906 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 29, - "serialized_chars": 36516, + "serialized_chars": 36515, "estimated_input_tokens": 9129, "estimated_eval_tokens": 18514 }, @@ -3238,192 +3331,192 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Most pairs are separate regressions affecting different models/features. I\u2019d use the broad v5 custom-model initialization regression as the issue canonical, and only one soft edge looks like the same audio fbank extraction bug.", - "confidence": 0.69, - "canonical_issue_reason": "issue:43646 is the broadest umbrella among the cluster\u2019s v5 initialization/loading regressions and is the most plausible duplicate sink for nearby custom-model breakage reports.", + "summary": "This cluster is mostly a collection of unrelated Transformers regressions across tokenization, model loading, training, audio feature extraction, and backend support. I only see one soft-edge pair that looks like the same underlying bug: the audio feature-extraction crash around `_torch_extract_fbank_features`.", + "confidence": 0.86, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "issue:43646 is the most generally phrased and centrally applicable issue in the set, making it the best global duplicate target for related model-initialization regressions.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43299", "right": "issue:43931", "accept": false, - "reason": "Both are Qwen-related loading errors, but one is a Qwen3Moe FP8 config failure and the other is a Qwen3-VL shape mismatch; different concrete bugs." + "reason": "Same general Qwen3-VL family, but the titles point to different symptoms (model loading breakage vs. weight-shape mismatch) and not clearly the same concrete bug." + }, + { + "left": "issue:43632", + "right": "issue:47050", + "accept": false, + "reason": "Different subsystems and failures: a Transformers v5 initialization flag regression vs. an ONNX attention dtype mismatch." }, { "left": "issue:45479", "right": "issue:46897", "accept": false, - "reason": "One is a sequence-classification zero-loss bug, the other is a training-loss double-shift issue in Florence2; the failure modes and code paths differ." + "reason": "Both mention training-loss anomalies, but one is a sequence-classification zero-loss bug and the other is a Florence2 double-shift pattern; not the same code-path." }, { "left": "issue:44488", "right": "issue:44987", "accept": false, - "reason": "Both mention model loading, but one is about tokenizer.json being ignored and the other is a specific transformers>=5.1.0 loading failure; not clearly the same bug." - }, - { - "left": "issue:43632", - "right": "issue:47050", - "accept": false, - "reason": "These are unrelated: `_is_hf_initialized` regression versus an ONNX fp16 attention dtype mismatch." + "reason": "Both are tokenizer/model loading failures, but they involve different repositories and different failure modes." }, { "left": "issue:44488", "right": "issue:45081", "accept": false, - "reason": "Both are tokenizer-loading regressions, but the Mistral regex crash is a different specific path than ignoring tokenizer.json." + "reason": "Unrelated failures: loading a BERT tokenizer vs. a Mistral regex patch crash." }, { "left": "issue:43611", "right": "issue:43644", "accept": false, - "reason": "Both are v5 breakages, but one is base_model_prefix loading and the other is non-persistent buffer initialization; different defects." + "reason": "Both are broad v5 regressions, but one is about base_model_prefix model loading and the other about non-persistent buffer initialization; not the same bug." }, { "left": "issue:36032", "right": "issue:42915", "accept": false, - "reason": "T5 tokenizer method-name conflict and Qwen3Moe FP8 loading are unrelated." + "reason": "Tokenizer method-name conflict vs. Qwen3Moe FP8 loading failure; different code paths." }, { "left": "issue:44462", "right": "issue:46489", "accept": false, - "reason": "Both are tokenizer issues, but one is repository tokenizer.json selection and the other is DeepSeek-Coder output correctness after a prior fix; not the same bug." + "reason": "Both concern tokenizers, but one is repository tokenizer.json selection and the other is DeepSeek-Coder output correctness; too different to merge." }, { "left": "issue:42796", "right": "issue:43404", "accept": false, - "reason": "Tokenizer BPE-marker handling and Mistral3 lm_head weight tying are different problems." + "reason": "Different model families and failures: Ministral tokenizer BPE handling vs. Mistral3 lm_head weight tying." }, { "left": "issue:43716", "right": "issue:45084", "accept": false, - "reason": "Image preprocessor dtype mismatch and template compilation failure are unrelated." + "reason": "Image preprocessor/model dtype mismatch is unrelated to a template-node compilation TypeError." }, { "left": "issue:46285", "right": "issue:46402", "accept": false, - "reason": "CLIP structure inconsistency and Sam3Model text-encoder weight loading are different model-specific regressions." + "reason": "Different model classes and problems: CLIP structure inconsistency vs. Sam3 text encoder weights not loading." }, { "left": "issue:44661", "right": "issue:44683", "accept": false, - "reason": "Model registration logic and torch>=2.9 flex_attention compilation are unrelated." + "reason": "Model-mapping helper failure vs. torch flex_attention compilation regression; no shared bug." }, { "left": "issue:32090", "right": "issue:39404", "accept": false, - "reason": "Trainer GPU broadcast NoneType error and Whisper return_language regression are unrelated." + "reason": "Trainer GPU broadcast error and Whisper return_language regression are unrelated." }, { "left": "issue:43643", "right": "issue:44530", "accept": false, - "reason": "Missing fields from AutoConfig with trust_remote_code and PagedAttentionCache invalid group type are different failures." + "reason": "AutoConfig remote-code field loss is unrelated to Qwen3.5 paged-attention group-type crashes." }, { "left": "issue:44451", "right": "issue:44987", "accept": false, - "reason": "Both are loading failures, but they concern different repos and likely different root causes." + "reason": "Both are load failures, but they target different repos/models and do not look like the same defect." }, { "left": "issue:43541", "right": "issue:45084", "accept": false, - "reason": "Mixtral grouped_mm tracing failure and non-template-node compilation error are not the same code-path bug." + "reason": "Torch Dynamo grouped_mm tracing failure is unrelated to the template compilation error." }, { "left": "issue:42915", "right": "issue:44530", "accept": false, - "reason": "Both involve Qwen-family models, but one is FineGrainedFP8Config loading and the other is cache group-type handling; distinct issues." + "reason": "Both are Qwen-related, but one is FP8 config loading and the other is cache/paged-attention runtime behavior; different bugs." }, { "left": "issue:44737", "right": "issue:45859", "accept": false, - "reason": "XLNet CPU tensor creation and Qwen3_5MoE CPU offload incompatibility are unrelated." + "reason": "XLNet positional encoding device placement bug vs. Qwen3_5Moe CPU-offload incompatibility; unrelated." }, { "left": "issue:40990", "right": "issue:43421", "accept": false, - "reason": "Perplexity regression on gpt-oss and runtime post-processor updates for special tokens are different problems." + "reason": "Perplexity regression on a model vs. tokenizer backend post-processor update behavior; not the same issue." }, { "left": "issue:34567", "right": "issue:40444", "accept": false, - "reason": "TrainerState token counting and multi-image iterable-dataset finetuning failures are unrelated." + "reason": "TrainerState token-count tracking and multi-image iterable-dataset finetuning failure are unrelated." }, { "left": "issue:43644", "right": "issue:43646", "accept": false, - "reason": "Both are v5/custom-model regressions, but junk-filled non-persistent buffers is not the same bug as custom model initialization breaking." + "reason": "Both are Transformers v5 init regressions, but one is about non-persistent buffers and the other about custom model initialization in notebooks; not the same concrete bug." }, { "left": "issue:42175", "right": "issue:46178", "accept": false, - "reason": "Backend packaging omission and BACKENDS_MAPPING validation are different dependency/backend issues." + "reason": "Both involve backend availability, but one is pip extra packaging and the other is a BACKENDS_MAPPING validation error; different layers." }, { "left": "issue:40444", "right": "issue:46326", "accept": false, - "reason": "Multi-image Qwen2.5-VL finetuning and mistral_common continue_final_message behavior are unrelated." + "reason": "Multi-image Qwen2.5-VL finetuning failure and mistral_common continue_final_message behavior are unrelated." }, { "left": "issue:43582", "right": "issue:43632", "accept": false, - "reason": "Apple Silicon allocator warmup TypeError and `_is_hf_initialized` regression are unrelated." + "reason": "Apple Silicon allocator warmup TypeError is unrelated to the _is_hf_initialized regression." }, { "left": "issue:36032", "right": "issue:43645", "accept": false, - "reason": "T5 tokenizer method conflict and Jupyter custom model initialization breakage are different issues." + "reason": "T5 tokenizer special-token conflict and custom model initialization in Jupyter are different bugs." }, { "left": "issue:44206", "right": "issue:44220", "accept": true, - "reason": "Both point to the same audio fbank extraction path: 44206 names the unsupported center-arg crash in `_torch_extract_fbank_features`, and 44220 is the generic report on that function." + "reason": "Both point to the same audio feature-extraction path and the same underlying `_torch_extract_fbank_features`/feature-extractor crash." }, { - "left": "issue:43452", - "right": "issue:43482", + "left": "issue:44811", + "right": "issue:45584", "accept": false, - "reason": "gguf_file loading regressions and Qwen2.5-GGUF v5 loading failure are related only broadly; the specific failure is not clearly the same." + "reason": "Both are Whisper-related, but batch_decode skip_special_tokens handling and empty-transcription generation after align_special_tokens are different behaviors." }, { - "left": "issue:44811", - "right": "issue:45584", + "left": "issue:43452", + "right": "issue:43482", "accept": false, - "reason": "Whisper batch_decode skip_special_tokens and empty-transcription generation after align_special_tokens are separate tokenizer/generation bugs." + "reason": "Both involve GGUF loading, but one is a broad `gguf_file`/from_pretrained breakage and the other is a specific Qwen2.5-GGUF failure; not clearly the same fix." }, { "left": "issue:44987", "right": "issue:44991", "accept": false, - "reason": "Both are tokenization/loading regressions on different repositories, but the titles indicate different concrete breakages." + "reason": "Both are tokenizer-loading regressions in v5, but they affect different models and likely different code paths." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet, and the one accepted soft edge (44206/44220) is well supported by the titles. The rejections are conservative overall and do not overclaim identity beyond what the packet shows. The canonical issue choice is plausible given the nearby v5 custom-model initialization regressions, without asserting stronger evidence than available." + "feedback": "The summary stays grounded in the packet and is conservative: it characterizes most pairs as unrelated, and the only accepted soft edge is a plausible audio feature-extraction match between 44206 and 44220. No overstatement stands out." }, "evaluator_used": true, "retried": false, @@ -3442,7 +3535,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-514", + "cluster_id": "cluster-10000-516", "nodes": [ "issue:28530", "issue:34567", @@ -3520,207 +3613,207 @@ "issue:42915|issue:44589", "issue:44265|issue:44610", "issue:43531|issue:44877", - "issue:43322|issue:43540", - "issue:43632|issue:46821" + "issue:43632|issue:46821", + "issue:43322|issue:43540" ], - "prepared_review_unit_hash": "61c3cffde65db7c3f5f796b02cee37a466bb24d8dacf1e180ce15a494c1940da", + "prepared_review_unit_hash": "2a819bf3d48f1d8f0ff8cb526fca366cebf939116fde44631053d2e62e0ec9b0", "component_budget": { - "node_count": 514, - "item_count": 514, - "soft_pair_count": 1891, - "serialized_chars": 980895, - "estimated_input_tokens": 245224, - "estimated_eval_tokens": 490704 + "node_count": 516, + "item_count": 516, + "soft_pair_count": 1900, + "serialized_chars": 985297, + "estimated_input_tokens": 246325, + "estimated_eval_tokens": 492906 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 28, - "serialized_chars": 36236, - "estimated_input_tokens": 9059, - "estimated_eval_tokens": 18374 + "serialized_chars": 36231, + "estimated_input_tokens": 9058, + "estimated_eval_tokens": 18372 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a loose set of unrelated issue reports that only weakly resemble one another through broad \"Transformers v5 regression\" wording. They cover many distinct models, loaders, and runtime paths, so none of the soft pairs look like safe duplicates.", - "confidence": 0.86, - "canonical_issue_reason": "Issue #43646 is the broadest representative of the cluster\u2019s main recurring theme: Transformers v5 breaking model initialization/loading. It is more general than the model-specific reports, so it works best as the cluster\u2019s issue anchor.", + "summary": "This cluster is mostly a loose thematic grouping of unrelated Transformers issues, with only a few nearby regressions around v5 model initialization/loading. None of the soft pairs look like safe duplicates, so I would not merge them into a single issue cluster.", + "confidence": 0.81, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "#43646 is the most central and general issue in this set, but it should be treated as a representative umbrella report rather than a true duplicate target for the others.", + "best_issue_reason": "issue:43646 is the broadest representative of the v5 custom model initialization regression, but the cluster is too heterogeneous for it to serve as a true canonical duplicate.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45084", "right": "issue:45507", "accept": false, - "reason": "Different problems: template compilation error vs GraniteMoEHybrid calling an invalid method." + "reason": "Different bugs: template compilation failure vs an invalid method call in GraniteMoEHybrid." }, { "left": "issue:43317", "right": "issue:43482", "accept": false, - "reason": "Both are loading failures, but one is device_map/offload dequantization and the other is Qwen2.5-GGUF/Transformers v5 compatibility." + "reason": "Both are loading failures, but they involve different model paths and failure modes." }, { "left": "issue:43746", "right": "issue:46326", "accept": false, - "reason": "PEFT local checkpoint loading for GraniteSpeech is unrelated to the mistral_common continue_final_message tokenizer bug." + "reason": "PEFT checkpoint loading and mistral_common message continuation are unrelated issues." }, { "left": "issue:43262", "right": "issue:43377", "accept": false, - "reason": "Audio chat-template sampling-rate mismatch is unrelated to MIMI encoder batch padding-mask behavior." + "reason": "Audio chat-template sampling rate bug and MIMI padding-mask bug are separate code paths." }, { "left": "issue:43208", "right": "issue:47013", "accept": false, - "reason": "Both concern xLSTM, but one reports multiple small-model training bugs and the other is a specific return_last_states unpacking crash." + "reason": "Same model family, but the reported xLSTM failures are different defects with different triggers." }, { "left": "issue:43792", "right": "issue:46869", "accept": false, - "reason": "Whisper model runtime failure and YOLO multi-GPU device_map_auto failure are different code paths and model families." + "reason": "Whisper runtime failure and YOLO multi-GPU device-map failure are unrelated." }, { "left": "issue:44403", "right": "issue:45081", "accept": false, - "reason": "Unnecessary loading noise is not the same bug as Mistral regex patch crashing on tokenizer backend access." + "reason": "Generic loading noise and Mistral regex patch crashes are not the same underlying bug." }, { "left": "issue:42915", "right": "issue:45084", "accept": false, - "reason": "Qwen3MoE FP8 config failure and template-node compilation failure are unrelated." + "reason": "FineGrainedFP8Config failure and template-node compilation error are different problems." }, { "left": "issue:43645", "right": "issue:46661", "accept": false, - "reason": "Notebook custom-model initialization breakage and remote-code config_class AttributeError are different initialization failures." + "reason": "Both concern custom model loading in v5, but one is notebook initialization and the other is remote-code config_class resolution." }, { "left": "issue:43646", "right": "issue:44534", "accept": false, - "reason": "Generic custom model initialization breakage is distinct from non-persistent buffer corruption/junk values." + "reason": "Custom model initialization regression and non-persistent buffer corruption are unrelated." }, { "left": "issue:43377", "right": "issue:43819", "accept": false, - "reason": "MIMI padding-mask discrepancy and DAC from_latents/forward mismatch are different model-specific numerical bugs." + "reason": "MIMI batching/padding-mask mismatch and DAC latent/forward mismatch are distinct model bugs." }, { "left": "issue:44849", "right": "issue:45325", "accept": false, - "reason": "Qwen3.5 hidden_states bug and Qwen2.5-VL rope_index scaling bug affect different model variants and different internals." + "reason": "Different Qwen variants and different symptoms: hidden-states output vs rope index scaling." }, { "left": "issue:43883", "right": "issue:44488", "accept": false, - "reason": "Missing all_tied_weights_keys on MolmoForCausalLM is unrelated to ScandiBERT loading failures." + "reason": "Missing tied-weights metadata and a specific model loading failure are not the same issue." }, { "left": "issue:44987", "right": "issue:45081", "accept": false, - "reason": "Physical-intelligence/fast loading regression and Mistral regex patch crash are different loaders and failures." + "reason": "A version-specific load failure for one model and a tokenizer regex patch crash are separate regressions." }, { "left": "issue:28530", "right": "issue:34567", "accept": false, - "reason": "Early stopping metric selection and num_input_tokens_seen not updating are unrelated Trainer behaviors." + "reason": "Early stopping metric selection and token-count tracking are unrelated trainer issues." }, { "left": "issue:43404", "right": "issue:44466", "accept": false, - "reason": "lm_head weight tying in Mistral3ForConditionalGeneration is unrelated to device-dependent lm_head serialization." + "reason": "Both mention lm_head weights, but one is missing tying and the other is inconsistent serialization." }, { "left": "issue:42915", "right": "issue:44291", "accept": false, - "reason": "Qwen3Moe FineGrainedFP8Config failure and init_empty_weights _is_hf_initialized argument issue are different v5 regressions." + "reason": "FP8 config failure and init_empty_weights/_is_hf_initialized argument handling are different breakages." }, { "left": "issue:43994", "right": "issue:44610", "accept": false, - "reason": "SigLIP2 nonsensical outputs with AutoModel/pipeline are not the same as OmDet-Turbo processor/model input-size mismatch." + "reason": "Different subsystems: model inference output quality vs processor image-size mismatch." }, { "left": "issue:36032", "right": "issue:43742", "accept": false, - "reason": "T5Tokenizer add_special_tokens collision and MobileLLM-125M key error are separate tokenizer/model loading issues." + "reason": "Tokenizer special-token method conflict and MobileLLM key error are unrelated." }, { "left": "issue:44451", "right": "issue:45081", "accept": false, - "reason": "ScandiBERT loading failure is unrelated to the Mistral tokenizer regex backend crash." + "reason": "Different model-loading failures with different root causes." }, { "left": "issue:44464", "right": "issue:45987", "accept": false, - "reason": "Chunked generation inconsistency with compiled forward and StaticCache.get_seq_length returning tensor shape are different generation/cache bugs." + "reason": "Chunked generation under compilation and cache sequence-length typing are separate cache/generation bugs." }, { "left": "issue:44062", "right": "issue:44987", "accept": false, - "reason": "AddedToken special-arg duplication and physical-intelligence/fast loading regression do not share a concrete code path." + "reason": "AddedToken kwarg collision and a model load regression are not the same defect." }, { "left": "issue:44008", "right": "issue:46899", "accept": false, - "reason": "Gemma 3n variable-name collision in forward is unrelated to Gemma4 unsafe dtype casting in multimodal embedders." + "reason": "Variable-name collision in Gemma3n forward and quantized multimodal dtype casting are different bugs." }, { "left": "issue:42915", "right": "issue:44589", "accept": false, - "reason": "Qwen3Moe FP8 config failure and missing Float8 storage type are different quantization/storage issues." + "reason": "FP8 model config failure and Float8 storage resolution failure are different low-level issues." }, { "left": "issue:44265", "right": "issue:44610", "accept": false, - "reason": "torch.export/torch_compilable_check failure and OmDet-Turbo image-size mismatch are unrelated." + "reason": "torch.export failure with torch_compilable_check is unrelated to processor image-size mismatch." }, { "left": "issue:43531", "right": "issue:44877", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior and strict config blocking granite_speech loading are different model/config issues." - }, - { - "left": "issue:43322", - "right": "issue:43540", - "accept": false, - "reason": "Llava Next loading segfault and Qwen3OmniMoe video input ValueError are different multimodal failures." + "reason": "Sliding-window behavior in Qwen3-MoE and strict config loading for granite_speech are unrelated." }, { "left": "issue:43632", "right": "issue:46821", "accept": false, - "reason": "_is_hf_initialized flag breakage and TimesFM window_size AttributeError are unrelated Transformers v5 regressions." - } - ] + "reason": "_is_hf_initialized breakage and TimesFM window_size AttributeError are different v5 regressions." + }, + { + "left": "issue:43322", + "right": "issue:43540", + "accept": false, + "reason": "Llava Next loading crash and Qwen3OmniMoe video-processing ValueError are separate multimodal bugs." + } + ] }, "evaluator_result": null, "evaluator_used": false, @@ -3740,7 +3833,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-514", + "cluster_id": "cluster-10000-516", "nodes": [ "issue:33666", "issue:35707", @@ -3796,8 +3889,8 @@ "issue:44479|issue:45325", "issue:43089|issue:45987", "issue:43425|issue:44403", - "issue:45216|issue:45357", "issue:43296|issue:43531", + "issue:45216|issue:45357", "issue:40444|issue:45325", "issue:43611|issue:44534", "issue:44991|issue:46315", @@ -3808,8 +3901,8 @@ "issue:43381|issue:45923", "issue:42796|issue:43746", "issue:45812|issue:46491", - "issue:43792|issue:44589", "issue:43632|issue:44756", + "issue:43792|issue:44589", "issue:33666|issue:40444", "issue:44291|issue:44589", "issue:40990|issue:44811", @@ -3823,220 +3916,220 @@ "issue:42175|issue:45542", "issue:43482|issue:45538" ], - "prepared_review_unit_hash": "284a006b07eebc40daf31b92a73027887225eafc3991fe7069aab113069a27fd", + "prepared_review_unit_hash": "31cb67a28ee9aa1e63294ff59bbf4f3140b3d7b029af7342138eaabb6c995dc9", "component_budget": { - "node_count": 514, - "item_count": 514, - "soft_pair_count": 1891, - "serialized_chars": 980895, - "estimated_input_tokens": 245224, - "estimated_eval_tokens": 490704 + "node_count": 516, + "item_count": 516, + "soft_pair_count": 1900, + "serialized_chars": 985297, + "estimated_input_tokens": 246325, + "estimated_eval_tokens": 492906 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 36827, - "estimated_input_tokens": 9207, - "estimated_eval_tokens": 18670 + "serialized_chars": 36833, + "estimated_input_tokens": 9209, + "estimated_eval_tokens": 18674 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These issues are largely unrelated; the only strong duplicate-like pair is the Qwen3.5 `save_pretrained` regression reports. Most other pairs share a broad subsystem or model family but describe different failure modes.", - "confidence": 0.88, - "canonical_issue_reason": "issue:45216 is the clearest representative: it describes a concrete Qwen3.5 `save_pretrained` regression with a version boundary, and it aligns closely with the later follow-up report in 45357.", + "summary": "Noisy cluster of mostly unrelated model/tokenizer/backend bugs. The only true duplicate-like pair is the Qwen3.5 save_pretrained regression (45216/45357); everything else is only broad topical similarity.", + "confidence": 0.89, + "canonical_issue_reason": "issue:45216 is the broadest and earliest report of the only clear duplicate thread in this set: Qwen3.5 save_pretrained producing incorrect checkpoint/visual encoder keys. It\u2019s a better anchor than the narrower follow-up.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45216 is the best issue candidate because it is specific, reproducible, and captures a user-visible regression rather than a vague compatibility or performance complaint.", + "best_issue_reason": "issue:45216 best represents the shared bug thread because it describes the main regression at a higher level and can subsume issue:45357 as the same underlying save_pretrained problem.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:36032", "right": "issue:41720", "accept": false, - "reason": "Different models and failure modes: T5 tokenizer init conflict vs Qwen3 auto-device-map CUDA assert." + "reason": "Different bugs: T5 tokenizer class conflict vs Qwen3 auto device mapping CUDA assert." }, { "left": "issue:44479", "right": "issue:45325", "accept": false, - "reason": "Both involve Qwen VL, but one is a broad video-input regression and the other is a still-image RoPE/index scaling bug." + "reason": "Both are Qwen VL regressions, but one is a video-input regression across several models and the other is a still-image rope/position_ids bug." }, { "left": "issue:43089", "right": "issue:45987", "accept": false, - "reason": "Generation performance overhead vs a cache length return-type bug; not the same code-path issue." + "reason": "Generation performance overhead vs StaticCache return-type contract bug; unrelated code paths." }, { "left": "issue:43425", "right": "issue:44403", "accept": false, - "reason": "Torch-version incompatibility is unrelated to the loading-noise complaint." - }, - { - "left": "issue:45216", - "right": "issue:45357", - "accept": true, - "reason": "Both report the same Qwen3.5 `save_pretrained` checkpoint regression; 45357 reads like a later, narrower manifestation of the same bug." + "reason": "Torch 2.10 compatibility issue vs noisy transformer-loading output; not the same underlying bug." }, { "left": "issue:43296", "right": "issue:43531", "accept": false, - "reason": "Different problems: model loading failure for PaddleOCR-VL vs Qwen3-MoE sliding-window behavior." + "reason": "PaddleOCR-VL loading failure vs Qwen3-MoE sliding_window behavior; different models and failures." + }, + { + "left": "issue:45216", + "right": "issue:45357", + "accept": true, + "reason": "Same underlying Qwen3.5 save_pretrained regression: incorrect checkpoint/visual encoder key serialization, with 45357 reading like a narrower follow-up." }, { "left": "issue:40444", "right": "issue:45325", "accept": false, - "reason": "IterableDataset/multi-image finetuning failure is different from a Qwen2.5-VL still-image position-id scaling bug." + "reason": "IterableDataset multi-image finetuning failure vs still-image rope scaling regression; different bug surface." }, { "left": "issue:43611", "right": "issue:44534", "accept": false, - "reason": "Base-model-prefix loading regression and non-persistent buffer junk are separate model-initialization issues." + "reason": "Loading break around base_model_prefix vs non-persistent buffers being filled with junk; unrelated mechanisms." }, { "left": "issue:44991", "right": "issue:46315", "accept": false, - "reason": "Tokenizer loading failure and slow `convert_tokens_to_ids` are different tokenizer regressions." + "reason": "Tokenizer load failure for EMBEDDIA/est-roberta vs slow tokenizer performance regression in convert_tokens_to_ids; different issues." }, { "left": "issue:44220", "right": "issue:44683", "accept": false, - "reason": "Audio feature extraction issue vs compiled flex_attention on newer torch; unrelated code paths." + "reason": "Audio feature extraction bug vs compiled flex_attention failing on newer torch; unrelated subsystems." }, { "left": "issue:43883", "right": "issue:44991", "accept": false, - "reason": "Missing tied-weights attribute in Molmo is unrelated to tokenizer loading for EMBEDDIA/est-roberta." + "reason": "Missing all_tied_weights_keys on Molmo vs tokenizer loading failure; not the same bug." }, { "left": "issue:43716", "right": "issue:46899", "accept": false, - "reason": "Both are multimodal dtype-related reports, but they affect different models and different processing stages." + "reason": "Both are multimodal dtype issues, but they involve different models and different cast locations; not one bug." }, { "left": "issue:44403", "right": "issue:44991", "accept": false, - "reason": "Loading noise is not the same as tokenizer loading failure." + "reason": "Unnecessary loading noise vs tokenizer load failure; no shared code path." }, { "left": "issue:43381", "right": "issue:45923", "accept": false, - "reason": "Eval-mode checkpointing restriction is distinct from a missing `supports_gradient_checkpointing` flag." + "reason": "Eval-mode gradient checkpointing limitation vs missing supports_gradient_checkpointing metadata; related theme, different bug." }, { "left": "issue:42796", "right": "issue:43746", "accept": false, - "reason": "Tokenizer BPE-marker handling and PEFT local checkpoint loading are unrelated." + "reason": "Tokenizer BPE marker handling vs PEFT adapter local-checkpoint loading; unrelated." }, { "left": "issue:45812", "right": "issue:46491", "accept": false, - "reason": "Granite token ID regression and CodeLlama leading-space round-trip regression are different tokenizer behaviors." + "reason": "Both tokenizer regressions, but different models and different symptoms: Granite token IDs vs CodeLlama leading-space round-trip." }, { - "left": "issue:43792", - "right": "issue:44589", + "left": "issue:43632", + "right": "issue:44756", "accept": false, - "reason": "Whisper runtime failure is not the same as the float8 storage lookup error." + "reason": "_is_hf_initialized / init logic bug vs mmap OOM mitigation; unrelated." }, { - "left": "issue:43632", - "right": "issue:44756", + "left": "issue:43792", + "right": "issue:44589", "accept": false, - "reason": "`_is_hf_initialized` flag regression and Strix Halo mmap OOM are unrelated." + "reason": "Whisper runtime failure vs Float8 storage lookup error; different bugs." }, { "left": "issue:33666", "right": "issue:40444", "accept": false, - "reason": "Both mention Qwen VL training, but one is generic multi-GPU training and the other is an IterableDataset multi-image finetuning failure." + "reason": "Both involve Qwen VL training, but one is multi-GPU training and the other is multi-image iterable-dataset finetuning; not the same issue." }, { "left": "issue:44291", "right": "issue:44589", "accept": false, - "reason": "`init_empty_weights` argument handling and float8 storage resolution are separate v5 regressions." + "reason": "init_empty_weights/_is_hf_initialized TypeError vs Float8 storage lookup failure; unrelated." }, { "left": "issue:40990", "right": "issue:44811", "accept": false, - "reason": "Perplexity regression on GPT-OSS is unrelated to Whisper batch decode special-token handling." + "reason": "High perplexity on GPT-OSS vs Whisper batch_decode skip_special_tokens bug; unrelated." }, { "left": "issue:42796", "right": "issue:46710", "accept": false, - "reason": "Tokenizer BPE-marker bug and DeepSeek accuracy regression are different symptoms and likely different root causes." + "reason": "Tokenizer BPE-marker regression vs DeepSeek accuracy regression; too different to unify." }, { "left": "issue:43482", "right": "issue:43525", "accept": false, - "reason": "Qwen2.5-GGUF loading failure and missing `pad_token_id` on Llama4Config are unrelated model/config bugs." + "reason": "Qwen2.5-GGUF loading failure under transformers v5 vs Llama4Config missing pad_token_id; different model/config problems." }, { "left": "issue:35707", "right": "issue:40444", "accept": false, - "reason": "Progressive generation with `inputs_embeds`/`past_key_values` is unrelated to Qwen2.5-VL multi-image iterable finetuning." + "reason": "Progressive generation with inputs_embeds/past_key_values vs multi-image IterableDataset finetuning failure; different paths." }, { "left": "issue:44079", "right": "issue:45663", "accept": false, - "reason": "ModelOutput key assignment and Gemma4 FSDP2 shared_kv_state rebuild are different internal issues." + "reason": "ModelOutput key assignment bug vs Gemma4 FSDP2 shared_kv_states KeyError; unrelated." }, { "left": "issue:43531", "right": "issue:44291", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior and `init_empty_weights` type error do not match." + "reason": "Qwen3-MoE sliding_window issue vs init_empty_weights/_is_hf_initialized bug; no concrete overlap." }, { "left": "issue:43421", "right": "issue:44568", "accept": false, - "reason": "Runtime post-processor updates for tokenizers are unrelated to missing BOS/EOS insertion in mdeberta-v3." + "reason": "Both touch special tokens, but one is runtime post-processor updating and the other is add_special_tokens not adding BOS/EOS; different fixes." }, { "left": "issue:41720", "right": "issue:45081", "accept": false, - "reason": "CUDA assert during device-mapped Qwen3 load is unrelated to a Mistral tokenizer regex crash." + "reason": "Qwen3 auto device-mapping CUDA assert vs Mistral regex patch crash; unrelated." }, { "left": "issue:42175", "right": "issue:45542", "accept": false, - "reason": "Backend packaging omission with `.[torch]` is distinct from a tensorboard-without-TF backend error." + "reason": "Both mention TensorFlow/backend packaging, but one is missing TF in the torch extra and the other is a tensorboard-only installation/backend detection issue." }, { "left": "issue:43482", "right": "issue:45538", "accept": false, - "reason": "Qwen2.5-GGUF loading failure and CLIPTokenizer max-length default are unrelated." + "reason": "Qwen2.5-GGUF loading failure vs CLIPTokenizer model_max_length behavior; unrelated." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative. The duplicate-like Qwen3.5 save_pretrained pair is the only clearly related one, and the rest of the soft-edge rejections are supported by the titles and issue scopes." + "feedback": "The conclusions are conservative and grounded in the packet. The only accepted pair, issue:45216/issue:45357, is a plausible duplicate-thread relation based on the shared Qwen3.5 save_pretrained / incorrect checkpoint-key regression. The other soft-edge rejections are phrased cautiously and do not overclaim sameness. The cluster summary stays within the evidence available from titles and metadata." }, "evaluator_used": true, "retried": false, @@ -4055,7 +4148,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-514", + "cluster_id": "cluster-10000-516", "nodes": [ "issue:40444", "issue:40990", @@ -4130,26 +4223,26 @@ "issue:43701|issue:45325", "issue:43873|issue:45701", "issue:42796|issue:45381", - "issue:41553|issue:43582", "issue:43606|issue:44265", + "issue:41553|issue:43582", "issue:40990|issue:45584", "issue:44479|issue:45823", "issue:43262|issue:43746" ], - "prepared_review_unit_hash": "280237ba53cb1893388dab536f98af9ae75691fa408265f31a692778ed453c66", + "prepared_review_unit_hash": "67aaf3dd2a51aa2244719134bac5358388b79ef1527916d1d5f49434f947e4a0", "component_budget": { - "node_count": 514, - "item_count": 514, - "soft_pair_count": 1891, - "serialized_chars": 980895, - "estimated_input_tokens": 245224, - "estimated_eval_tokens": 490704 + "node_count": 516, + "item_count": 516, + "soft_pair_count": 1900, + "serialized_chars": 985297, + "estimated_input_tokens": 246325, + "estimated_eval_tokens": 492906 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 28, - "serialized_chars": 36290, + "serialized_chars": 36292, "estimated_input_tokens": 9073, "estimated_eval_tokens": 18402 }, @@ -4158,186 +4251,195 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: it mixes unrelated tokenizer, multimodal, loading/offload, training, and documentation regressions. There is no clear duplicate set or single canonical bug across the items.", - "confidence": 0.94, - "canonical_issue_reason": null, + "summary": "Most pairs are unrelated or only broadly similar. The only clear duplicate here is the non-persistent-buffer junk regression: 43644 \u2194 44534. The SigLIP2 pair (43493 \u2194 43994) is related thematically, but the titles alone are not enough to safely collapse them as the same bug.", + "confidence": 0.89, + "canonical_issue_reason": "issue:43644 is the best canonical issue anchor: issue:44534 restates the same non-persistent-buffer junk regression almost verbatim, so 43644 is the cleanest dedupe target.", "canonical_pr_reason": null, - "best_issue_reason": "No issue is a strong global representative because the cluster spans many different models and code paths rather than one underlying bug.", + "best_issue_reason": "issue:43644 is the strongest issue candidate overall because it has the clearest near-verbatim duplicate and the most explicit, isolated regression description.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44462", "right": "issue:45812", "accept": false, - "reason": "Both involve AutoTokenizer/tokenization, but one is about ignoring tokenizer.json while the other is a Granite-specific token-id regression; different failure modes and fixes." + "reason": "Both are tokenizer regressions, but one ignores tokenizer.json while the other reports wrong Granite token IDs; different failure modes." }, { "left": "issue:43296", "right": "issue:46821", "accept": false, - "reason": "Completely different models and bugs: PaddleOCR-VL load failure vs TimesFM window_size AttributeError." + "reason": "Model loading failure for PaddleOCR-VL and an AttributeError on TimesFM window_size are unrelated bugs." }, { "left": "issue:44079", "right": "issue:44534", "accept": false, - "reason": "Different core issues: ModelOutput key assignment vs non-persistent buffer serialization in v5." + "reason": "ModelOutput key bookkeeping is unrelated to the non-persistent-buffer buffer serialization regression." }, { "left": "issue:42175", "right": "issue:43296", "accept": false, - "reason": "Packaging/backend dependency problem vs a model-loading/runtime failure; not the same underlying bug." + "reason": "Packaging/backend install issue versus a specific model load failure; not the same underlying bug." }, { "left": "issue:43317", "right": "issue:43856", "accept": false, - "reason": "Offload/load failure with dequantized models vs Qwen3 MoE training memory usage; distinct code paths." + "reason": "GPU/CPU offload dequantization failure and MoE training memory inefficiency are different code paths and symptoms." }, { "left": "issue:44509", "right": "issue:46909", "accept": false, - "reason": "Both are documentation-related, but they concern different docs content and are not the same concrete issue." + "reason": "Both are documentation-related, but they concern different docs and different mistakes." }, { "left": "issue:43611", "right": "issue:43646", "accept": false, - "reason": "Both mention Transformers v5 regressions, but one is about base_model_prefix loading and the other about custom model initialization." + "reason": "Both involve Transformers v5 regressions, but base_model_prefix loading and custom model initialization are distinct issues." }, { "left": "issue:43377", "right": "issue:45491", "accept": false, - "reason": "Both involve batching/padding behavior, but they are different models with different symptoms and likely different root causes." + "reason": "Padding-mask batching bug in MIMI encoder versus Gemma3 NaNs from sliding-window all-padding windows; different underlying problems." }, { "left": "issue:43644", "right": "issue:44079", "accept": false, - "reason": "Non-persistent buffer serialization and ModelOutput key handling are unrelated internals." + "reason": "Non-persistent-buffer junk is unrelated to ModelOutput key assignment behavior." }, { "left": "issue:43818", "right": "issue:46402", "accept": false, - "reason": "Different model families and failures: Video-LLaVA architecture issue vs Sam3Model text-encoder weight loading." + "reason": "Video-LLaVA temporal-attention/weight-sharing bug and Sam3 text-encoder weight loading are different models and failures." }, { "left": "issue:40444", "right": "issue:45381", "accept": false, - "reason": "Same model family, but one is finetuning with multiple images per prompt and the other is video position-id regression; not clearly the same bug." + "reason": "Multi-image IterableDataset finetuning failure is not the same as the Qwen2.5-VL video position-id regression." }, { "left": "issue:44265", "right": "issue:45072", "accept": false, - "reason": "torch.export/torch_compilable_check failure is unrelated to bfloat16 dtype mismatches." + "reason": "torch.export failure with torch_compilable_check is unrelated to dtype mismatch during bf16 inference." }, { "left": "issue:43818", "right": "issue:45357", "accept": false, - "reason": "Both are multimodal model issues, but video_tower temporal attention/weight sharing is unrelated to incorrect visual encoder keys on save_pretrained." + "reason": "Video-LLaVA architecture bug and Qwen3.5 visual-key save_pretrained regression are different targets." }, { "left": "issue:43493", "right": "issue:43994", "accept": false, - "reason": "Both are SigLIP2-related, but one reports HF-vs-JAX implementation discrepancy while the other reports bad AutoModel/pipeline outputs; not enough evidence they are the same defect." + "reason": "The SigLIP2 titles are related, but the available evidence is too thin to conclude they are the same concrete bug or a mergeable duplicate." }, { "left": "issue:45325", "right": "issue:45834", "accept": false, - "reason": "Different models and errors: Qwen2.5-VL rope-index scaling vs Kosmos2.5 long-OCR index error." + "reason": "Both mention indexing problems, but Qwen2.5-VL rope-index scaling and Kosmos2.5 OCR long-input index errors are distinct." }, { "left": "issue:45325", "right": "issue:45381", "accept": false, - "reason": "Both are Qwen2.5-VL position-id bugs, but one is still-image temporal scaling and the other is video vision_position_ids; related area, but not clearly one duplicate." + "reason": "Related Qwen2.5-VL positioning area, but still-image temporal scaling and video vision_position_ids are not clearly the same bug." }, { "left": "issue:44829", "right": "issue:45479", "accept": false, - "reason": "Different classification regressions across different model families; one is FA3 training degeneration, the other is zero-loss single-label classification behavior." + "reason": "Degenerate training with flash_attention_3 is different from zero-loss behavior tied to single_label_classification with num_labels=1." }, { "left": "issue:43454", "right": "issue:44466", "accept": false, - "reason": "AyaVision lm_head tying bug is unrelated to Granite lm_head serialization inconsistency." + "reason": "AyaVision lm_head weight tying failure and lm_head serialization inconsistency are separate weight-handling bugs." }, { "left": "issue:44291", "right": "issue:44877", "accept": false, - "reason": "Both concern loading/config handling in v5, but one is init_empty_weights argument mismatch and the other is strict config rejection for granite_speech." + "reason": "Unexpected _is_hf_initialized argument in init_empty_weights and strict granite_speech config loading are different compatibility issues." }, { "left": "issue:42915", "right": "issue:43482", "accept": false, - "reason": "Qwen3 MoE FP8 config failure and Qwen2.5-GGUF loading with transformers v5 are separate model/format compatibility issues." + "reason": "Qwen3Moe FineGrainedFP8Config failure and Qwen2.5-GGUF loading failure in v5 are unrelated." }, { "left": "issue:43701", "right": "issue:45325", "accept": false, - "reason": "resume_from_checkpoint key mismatch is a training/checkpointing bug, not the same as Qwen2.5-VL rope index scaling." + "reason": "Checkpoint key mismatch on resume is unrelated to Qwen2.5-VL rope-index scaling." }, { "left": "issue:43873", "right": "issue:45701", "accept": false, - "reason": "Quantization/offloading behavior and tokenization changes are different subsystems and different failure modes." + "reason": "Quantization/offload behavior and tokenization changes across versions are not the same bug." }, { "left": "issue:42796", "right": "issue:45381", "accept": false, - "reason": "Tokenizer BPE-marker handling and Qwen2.5-VL video position IDs are unrelated." + "reason": "Ministral tokenizer BPE-marker handling is unrelated to the Qwen2.5-VL video position-id issue." }, { - "left": "issue:41553", - "right": "issue:43582", + "left": "issue:43606", + "right": "issue:44265", "accept": false, - "reason": "AutoTokenizer error messaging for Voxtral and an Apple Silicon TypeError in caching_allocator_warmup are unrelated." + "reason": "CPU offload device mismatch in forward pass is unrelated to torch.export and torch_compilable_check." }, { - "left": "issue:43606", - "right": "issue:44265", + "left": "issue:41553", + "right": "issue:43582", "accept": false, - "reason": "CPU-offload device mismatch and torch.export export failure via torch_compilable_check are distinct problems." + "reason": "Voxtral AutoTokenizer error messaging and Apple Silicon caching_allocator_warmup TypeError are unrelated." }, { "left": "issue:40990", "right": "issue:45584", "accept": false, - "reason": "High perplexity on GPT-OSS with WikiText and Whisper empty-transcription generation failure are unrelated model behaviors." + "reason": "High perplexity on gpt-oss-20b and Whisper empty-transcription failure are different model/task bugs." }, { "left": "issue:44479", "right": "issue:45823", "accept": false, - "reason": "Both are multimodal regressions, but one is video-input behavior for Qwen variants and the other is a Gemma4 PLE device-mismatch issue." + "reason": "Qwen video-input regression and Gemma4 PLE device mismatch are different model families and failure modes." }, { "left": "issue:43262", "right": "issue:43746", "accept": false, - "reason": "Audio processor sampling-rate defaulting and GraniteSpeech PEFT checkpoint loading are different code paths." + "reason": "Audio processor sampling-rate defaulting and GraniteSpeech PEFT checkpoint loading are unrelated." + }, + { + "left": "issue:43644", + "right": "issue:44534", + "accept": true, + "reason": "These are the same regression: Transformers v5 fills non-persistent buffers with junk, with nearly identical wording and scope." } ] }, - "evaluator_result": null, - "evaluator_used": false, - "retried": false, + "evaluator_result": { + "accept": false, + "feedback": "The 43644 \u2194 44534 duplicate call is well grounded by the titles and is conservative. However, the accepted 43493 \u2194 43994 pair overstates the evidence: the packet only gives two similar SigLIP2 titles, not enough to conclude they are the same bug or a near-verbatim duplicate. Because the summary also claims only two convincing soft duplicate pairs, the result is a bit too strong for the available evidence; it should stay more cautious about 43493 \u2194 43994." + }, + "evaluator_used": true, + "retried": true, "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null @@ -4353,7 +4455,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-514", + "cluster_id": "cluster-10000-516", "nodes": [ "issue:34634", "issue:35707", @@ -4428,236 +4530,236 @@ "issue:43749|issue:44534", "issue:43317|issue:43873", "issue:36331|issue:42617", - "issue:43322|issue:46050", "issue:41720|issue:43322", + "issue:43322|issue:46050", "issue:36331|issue:42915", "issue:44877|issue:44991", "issue:41720|issue:44977", "issue:44387|issue:45704", - "issue:43881|issue:44488", "issue:40990|issue:45701", + "issue:43881|issue:44488", "issue:41720|issue:42617" ], - "prepared_review_unit_hash": "c5abfe8aa4c104088ee1f73e831d6e77c2d634f82345db6ff76cd0b7216c9fe5", + "prepared_review_unit_hash": "42188f95593fed3d8efe8f5b0e5d223a3d28cf373eb484d1d3d65eed61d338f9", "component_budget": { - "node_count": 514, - "item_count": 514, - "soft_pair_count": 1891, - "serialized_chars": 980895, - "estimated_input_tokens": 245224, - "estimated_eval_tokens": 490704 + "node_count": 516, + "item_count": 516, + "soft_pair_count": 1900, + "serialized_chars": 985297, + "estimated_input_tokens": 246325, + "estimated_eval_tokens": 492906 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 32, - "serialized_chars": 37224, - "estimated_input_tokens": 9306, - "estimated_eval_tokens": 18868 + "serialized_chars": 37219, + "estimated_input_tokens": 9305, + "estimated_eval_tokens": 18866 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This is a loose grab bag of unrelated Transformers bugs spanning tokenization, multimodal processors, device mapping/offloading, quantization, training APIs, and generation. None of the soft pairs look like the same underlying defect, so no duplicate merges are justified.", - "confidence": 0.89, - "canonical_issue_reason": "Issue 43873 is the best umbrella representative: it is open, discusses a broad offloading/quantization regression, and sits closest to the dominant runtime-loading theme in this cluster.", + "summary": "This cluster does not look like a true duplicate set. The items are mostly unrelated, model-specific bugs or regressions with only weak thematic overlap around loading/offloading/tokenization; none of the soft edges should be merged.", + "confidence": 0.93, + "canonical_issue_reason": "If forced to pick an umbrella issue, issue 43873 is the broadest open report around offloading/quantization, but the cluster is too heterogeneous to treat it as a true canonical duplicate.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43873 is the strongest standalone issue for triage because it is concrete, high-signal, and broadly representative of the cluster\u2019s most common failure mode (offloading/quantization/device-map regressions).", + "best_issue_reason": "Issue 43873 is the best loose umbrella candidate because it is open and covers the broadest recurring theme in the set, though it still does not actually represent the whole cluster well.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43828", "right": "issue:46821", "accept": false, - "reason": "Autocast dtype mismatch vs TimesFM AttributeError: different model families and failure modes." + "reason": "Different failures in different components: autocast dtype mismatch vs a TimesFM window_size AttributeError." }, { "left": "issue:35707", "right": "issue:41720", "accept": false, - "reason": "Progressive generation cache bug vs Qwen3 CUDA assert; unrelated generation vs device-mapping crash." + "reason": "Unrelated bugs: inputs_embeds/past_key_values generation vs Qwen3 auto device mapping cudaErrorAssert." }, { "left": "issue:34634", "right": "issue:35707", "accept": false, - "reason": "Bark voice_preset processor bug vs progressive generation inputs_embeds/past_key_values bug." + "reason": "BarkProcessor voice_preset issue is unrelated to progressive generation with inputs_embeds/past_key_values." }, { "left": "issue:39692", "right": "issue:40444", "accept": false, - "reason": "SigLIP2 doc/model mismatch vs Qwen2.5-VL multi-image iterable dataset failure; different workflows." + "reason": "Different models and failure modes: SigLIP2 doc/example mismatch vs Qwen2.5-VL iterable dataset with multiple images." }, { "left": "issue:41720", "right": "issue:45823", "accept": false, - "reason": "Both mention device mismatch, but these are different models and distinct code paths." + "reason": "Both involve device_map-related errors, but they are different model-specific failures and not the same code-path bug." }, { "left": "issue:44186", "right": "issue:44265", "accept": false, - "reason": "Tokenizer padding/NER crash vs torch.export failure on torch_compilable_check; unrelated." + "reason": "Tokenizer crashes on NER/padding are unrelated to torch.export failures around torch_compilable_check." }, { "left": "issue:43606", "right": "issue:43819", "accept": false, - "reason": "CPU-offload device mismatch vs DAC STE mismatch; unrelated." + "reason": "CPU offload device mismatch in Bark-small is unrelated to DAC.from_latents missing STE behavior." }, { "left": "issue:43454", "right": "issue:43550", "accept": false, - "reason": "Weight tying bug vs torch.compile/SDPA failure; unrelated." + "reason": "Weight tying/generation corruption in AyaVisionConfig is unrelated to Bamba torch.compile SDPA failure." }, { "left": "issue:43257", "right": "issue:45923", "accept": false, - "reason": "MoE weight conversion under accelerate/deepspeed vs missing gradient-checkpointing flag; unrelated." + "reason": "Qwen3 MoE loading/weight conversion and a missing gradient_checkpointing flag are different bugs." }, { "left": "issue:42796", "right": "issue:46209", "accept": false, - "reason": "Tokenizer BPE-marker handling vs FP8 inference on B200; unrelated." + "reason": "Tokenizer BPE-marker handling is unrelated to FP8 inference failure on B200." }, { "left": "issue:45823", "right": "issue:46821", "accept": false, - "reason": "Gemma4 device mismatch vs TimesFM window_size AttributeError; unrelated." + "reason": "Gemma4 PLE device mismatch and TimesFM window_size AttributeError are unrelated." }, { "left": "issue:44568", "right": "issue:45920", "accept": false, - "reason": "Both are tokenizer regressions, but one is missing BOS/EOS insertion and the other is wrong token IDs across models; too broad." + "reason": "A tokenizer special-token regression for one model is not the same as a broad wrong-token-IDs regression across many models." }, { "left": "issue:43377", "right": "issue:44610", "accept": false, - "reason": "MIMI batching/padding-mask bug vs OmDet processor size mismatch; unrelated." + "reason": "MIMI padding-mask batch inconsistency is unrelated to OmDet-Turbo processor/model resolution mismatch." }, { "left": "issue:43454", "right": "issue:45072", "accept": false, - "reason": "lm_head weight tying bug vs bf16 dtype mismatch; unrelated." + "reason": "AyaVision lm_head tying bug is unrelated to SwitchTransformers/TimmWrapperModel dtype mismatches." }, { "left": "issue:42617", "right": "issue:42915", "accept": false, - "reason": "3d_parallel launch failure vs Qwen3MoE FineGrainedFP8Config failure; unrelated." + "reason": "3d_parallel.py runtime failure is unrelated to Qwen3Moe FineGrainedFP8Config loading." }, { "left": "issue:40990", "right": "issue:42947", "accept": false, - "reason": "High perplexity regression vs LoRA gradient-checkpointing ineffectiveness; unrelated." + "reason": "High perplexity on gpt-oss-20b is unrelated to PEFT LoRA gradient checkpointing behavior." }, { "left": "issue:46305", "right": "issue:46315", "accept": false, - "reason": "Streaming mask off-by-one vs slow convert_tokens_to_ids regression; unrelated." + "reason": "MoonshineStreaming off-by-one masking and convert_tokens_to_ids slowdown are different bugs." }, { "left": "issue:43572", "right": "issue:45759", "accept": false, - "reason": "Missing pad_token_idx config vs text_config unwrapping bug; unrelated." + "reason": "Missing pad_token_idx in StableLmConfig is unrelated to text_config unwrapping for composite Qwen multimodal configs." }, { "left": "issue:43377", "right": "issue:44898", "accept": false, - "reason": "MIMI encoder padding-mask bug vs Perceiver resolution handling; unrelated." + "reason": "MIMI encoder padding-mask inconsistency is unrelated to Perceiver non-default resolution failures." }, { "left": "issue:43454", "right": "issue:43720", "accept": false, - "reason": "Weight tying bug vs BitNet packed-weight unpacking bug; unrelated." + "reason": "lm_head weight-tying corruption is unrelated to BitNet packed-weight unpacking during accelerate loading." }, { "left": "issue:43749", "right": "issue:44534", "accept": false, - "reason": "FSDP CPU-RAM loading bug vs non-persistent buffer junk; unrelated." + "reason": "Broken FSDP CPU RAM efficient loading is not the same as non-persistent buffers being filled with junk." }, { "left": "issue:43317", "right": "issue:43873", "accept": false, - "reason": "Both touch offloading/quantization, but one is a specific dequantized-model load failure and the other is a broader offloading complaint; not the same concrete bug." + "reason": "Both touch offloading/quantization, but one is a dequantized-model load failure on gpu+cpu offload and the other is a broad generic offloading complaint; not the same concrete bug." }, { "left": "issue:36331", "right": "issue:42617", "accept": false, - "reason": "CustomTrainer API break vs 3d_parallel launch issue; unrelated." + "reason": "Trainer compute_loss signature regression is unrelated to running 3d_parallel.py." }, { - "left": "issue:43322", - "right": "issue:46050", + "left": "issue:41720", + "right": "issue:43322", "accept": false, - "reason": "Llava Next load segfault vs sinq save/load regression; unrelated." + "reason": "Qwen3 auto device-map cuda assert and Llava Next segmentation fault are different model-loading failures." }, { - "left": "issue:41720", - "right": "issue:43322", + "left": "issue:43322", + "right": "issue:46050", "accept": false, - "reason": "Qwen3 device-map assert vs Llava Next segfault; unrelated." + "reason": "Segfault loading Llava Next is unrelated to sinq quantized save/load breakage." }, { "left": "issue:36331", "right": "issue:42915", "accept": false, - "reason": "Trainer API break vs Qwen3MoE FP8 config failure; unrelated." + "reason": "Unexpected compute_loss keyword arg and Qwen3Moe FP8 config failures are unrelated." }, { "left": "issue:44877", "right": "issue:44991", "accept": false, - "reason": "Strict config loading vs tokenizer loading regression; unrelated." + "reason": "Strict config loading for granite_speech is unrelated to tokenizer loading failure for EMBEDDIA/est-roberta." }, { "left": "issue:41720", "right": "issue:44977", "accept": false, - "reason": "Same model family, but device-map crash and flash-attention generation bug are different failures." + "reason": "Qwen3 device-map cuda assert and Qwen3.5 flash-attention generation problems are different failure modes." }, { "left": "issue:44387", "right": "issue:45704", "accept": false, - "reason": "Int4 quantization memory growth vs apex RMSNorm memory leak; unrelated." + "reason": "Int4 quantization OOM regression is unrelated to a T5 apex.FusedRMSNorm memory leak." }, { - "left": "issue:43881", - "right": "issue:44488", + "left": "issue:40990", + "right": "issue:45701", "accept": false, - "reason": "GLM-4V load failure vs sleng-bert tokenizer load failure; unrelated." + "reason": "High perplexity on one model is not the same as a general tokenizer-version regression, despite both involving tokenization-related symptoms." }, { - "left": "issue:40990", - "right": "issue:45701", + "left": "issue:43881", + "right": "issue:44488", "accept": false, - "reason": "Perplexity regression vs tokenizer-version behavior change; related theme but not the same bug." + "reason": "Two load failures for different models, with no evidence they share the same underlying bug." }, { "left": "issue:41720", "right": "issue:42617", "accept": false, - "reason": "Qwen3 auto-device-map crash vs 3d_parallel launch issue; unrelated." + "reason": "Qwen3 auto device-map cuda assert is unrelated to 3d_parallel.py execution failure." } ] }, @@ -4679,7 +4781,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-514", + "cluster_id": "cluster-10000-516", "nodes": [ "issue:26413", "issue:28530", @@ -4749,8 +4851,8 @@ "issue:44186|issue:44610", "issue:42915|issue:43317", "issue:43404|issue:45357", - "issue:46821|issue:46869", "issue:44610|issue:44898", + "issue:46821|issue:46869", "issue:28530|issue:33666", "issue:41720|issue:45161", "issue:44734|issue:46858", @@ -4760,14 +4862,14 @@ "issue:44423|issue:45406", "issue:43526|issue:43883" ], - "prepared_review_unit_hash": "361e15b453e83b57c677efadba9a8cd38a288436a97fef29bc08d11258b07893", + "prepared_review_unit_hash": "c75296111f3f57e038e89c57ab2030fb6af793c0bc50566e3487cbae8121993d", "component_budget": { - "node_count": 514, - "item_count": 514, - "soft_pair_count": 1891, - "serialized_chars": 980895, - "estimated_input_tokens": 245224, - "estimated_eval_tokens": 490704 + "node_count": 516, + "item_count": 516, + "soft_pair_count": 1900, + "serialized_chars": 985297, + "estimated_input_tokens": 246325, + "estimated_eval_tokens": 492906 }, "budget": { "node_count": 48, @@ -4782,180 +4884,180 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The proposed soft links are mostly broad topical similarity rather than true duplicates; none look like the same underlying bug/change. The set is dominated by unrelated Transformers regressions, and the closest pairs still differ in concrete failure mode and code path.", - "confidence": 0.67, - "canonical_issue_reason": "issue:43873 is the best representative open issue here: it is broad, active, and centered on offloading/quantization/device-map behavior, which is the closest recurring theme among the overbroad soft matches.", + "summary": "This cluster is a heterogeneous mix of unrelated issue reports, so there is no single canonical issue/PR. All soft edges are rejected: the paired items may share broad themes like generation, loading, or multimodal models, but they describe different concrete failures and code paths.", + "confidence": 0.97, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "issue:43873 is the strongest global issue candidate because it is the most general and reusable triage target among the set; several other items are much narrower or clearly unrelated.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43450", "right": "issue:45701", "accept": false, - "reason": "Video processor batched-shape bug vs tokenizer/version-change report; different subsystem and failure mode." + "reason": "Different problems: video processor batch-shape bug vs tokenizer/version-dependent tokenization changes." }, { "left": "issue:44466", "right": "issue:45357", "accept": false, - "reason": "Both mention serialization-like behavior, but one is lm_head/tied weights and the other is visual encoder key saving; not the same bug." + "reason": "Both involve serialization, but one is tied-weight device-dependent saving and the other is incorrect visual encoder keys in Qwen3.5." }, { "left": "issue:43065", "right": "issue:46402", "accept": false, - "reason": "Both are Sam3-related, but one is a dummy Conv2d in the pixel decoder while the other is missing text encoder weight loading." + "reason": "Same model family, but unrelated failures: dummy Conv2d placeholder vs text encoder weights not being loaded." }, { "left": "issue:26413", "right": "issue:28530", "accept": false, - "reason": "Checkpoint resume/epoch iterator failure is unrelated to early stopping metric lookup." + "reason": "Both are trainer issues, but one is checkpoint resume/epoch iterator failure and the other is early-stopping metric lookup." }, { "left": "issue:43873", "right": "issue:44756", "accept": false, - "reason": "Both involve memory/offload concerns, but one is quantization offloading behavior and the other is mmap OOM avoidance on Strix Halo." + "reason": "Both are memory/offload related, but the root causes differ: quantization offload vs Strix Halo mmap OOM." }, { "left": "issue:44186", "right": "issue:45072", "accept": false, - "reason": "Tokenizer padding/truncation crash is unrelated to bf16 dtype mismatch in model wrappers." + "reason": "Different subsystems and failures: tokenizer crashes on NER/batched padding vs dtype mismatches in model inference." }, { "left": "issue:46612", "right": "issue:46858", "accept": false, - "reason": "Beam-search cache reorder omission and static-cache seq_length tensor arithmetic are different cache bugs." + "reason": "Both touch cache logic, but one is beam-search cache reorder skipping for some models and the other is static-cache prefill arithmetic on non-CUDA backends." }, { "left": "issue:45685", "right": "issue:46821", "accept": false, - "reason": "MPS histogram/int issue in MoE is unrelated to a TimesFM window_size attribute error." + "reason": "Unrelated failures: MPS histogram op not implemented for Int vs TimesFM window_size attribute error." }, { "left": "issue:43295", "right": "issue:45701", "accept": false, - "reason": "Regression around processor.tokenizer access is not the same as a tokenizer output changing across versions." + "reason": "Both mention version/regression effects, but one is processor.tokenizer/image-passing API breakage and the other is tokenization output changes." }, { "left": "issue:43550", "right": "issue:43720", "accept": false, - "reason": "One is a torch.compile/SDPA failure, the other is packed-weight unpacking during accelerate loading." + "reason": "Different code paths: torch.compile + SDPA failure vs accelerate loading not unpacking packed BitNet weights." }, { "left": "issue:43577", "right": "issue:43708", "accept": false, - "reason": "Model dtype loading problem vs resume_from_checkpoint max_steps miscalculation; different code paths." + "reason": "One is model dtype propagation on load; the other is resume_from_checkpoint max_steps calculation when batch size changes." }, { "left": "issue:43646", "right": "issue:46665", "accept": false, - "reason": "Custom model init breakage and from_pretrained-inside-class inconsistency are related only at a very broad API level." + "reason": "Both concern model initialization patterns, but the concrete bugs are different: custom init broken in 5.0 vs from_pretrained behavior inside Python classes." }, { "left": "issue:36010", "right": "issue:42617", "accept": false, - "reason": "ImportError for GenerationMixin is unrelated to not being able to run 3d_parallel.py." + "reason": "Different symptoms and subsystems: missing GenerationMixin import vs failure to run 3d_parallel.py." }, { "left": "issue:44451", "right": "issue:47020", "accept": false, - "reason": "Both are tokenizer-loading issues, but one is a specific model load failure and the other is a Unigram constructor type mismatch." + "reason": "Both are tokenizer-loading complaints, but one is a specific model load failure and the other is an XLMRobertaTokenizer/Unigram constructor type mismatch." }, { "left": "issue:43550", "right": "issue:43606", "accept": false, - "reason": "Both involve loading/dispatch behavior, but one is compile+SDPA and the other is CPU-offload device mismatch." + "reason": "Both are GPU/offload related, but one is compile/SDPA and the other is CPU offload device mismatch for bark-small." }, { "left": "issue:44186", "right": "issue:44610", "accept": false, - "reason": "Tokenizer crash on batched padding/truncation is not the same as a processor producing the wrong image size." + "reason": "Both are processor/input-shape issues, but they affect different models and different preprocessing paths." }, { "left": "issue:42915", "right": "issue:43317", "accept": false, - "reason": "Qwen3Moe FP8 config failure and dequantized model offload load failure are distinct quantization bugs." + "reason": "Both involve loading/quantization, but one is FineGrainedFP8Config on Qwen3Moe and the other is dequantized model loading with gpu+cpu offload." }, { "left": "issue:43404", "right": "issue:45357", "accept": false, - "reason": "Untied lm_head weights in Mistral3 are unrelated to incorrect visual encoder keys in Qwen3.5 save_pretrained." + "reason": "Different multimodal serialization bugs: untied lm_head weight in Mistral3 vs incorrect visual encoder keys in Qwen3.5." }, { - "left": "issue:46821", - "right": "issue:46869", + "left": "issue:44610", + "right": "issue:44898", "accept": false, - "reason": "TimesFM window_size attribute error and YOLO multi-GPU device-map failure are different models and code paths." + "reason": "Both are image-resolution related, but one is a processor/model size mismatch and the other is Perceiver non-default resolution handling with interpolation." }, { - "left": "issue:44610", - "right": "issue:44898", + "left": "issue:46821", + "right": "issue:46869", "accept": false, - "reason": "Both concern image sizes, but one is an OmDet-Turbo processor/model mismatch and the other is Perceiver interpolation not working at non-default resolution." + "reason": "Unrelated issues: TimesFM window_size AttributeError vs YOLO multi-GPU device_map auto failure." }, { "left": "issue:28530", "right": "issue:33666", "accept": false, - "reason": "Early stopping metric handling does not match Qwen2-VL multi-GPU training." + "reason": "Different training concerns: early stopping metric configuration vs Qwen2-VL multi-GPU training." }, { "left": "issue:41720", "right": "issue:45161", "accept": false, - "reason": "Auto device mapping cuda assert on Qwen3 and TP not working on GPT-OSS MoE are only loosely related by distributed inference." + "reason": "Both mention parallelism/device placement, but one is Qwen3 auto device mapping cudaErrorAssert and the other is GPT-OSS MoE tensor-parallelism." }, { "left": "issue:44734", "right": "issue:46858", "accept": false, - "reason": "Both mention cache/prefill, but one is a responses/KV-continuation indexing crash and the other is a seq_length device-tensor arithmetic bug." + "reason": "Both involve generation cache, but the failures are distinct: KV continuation indexing in serve vs static-cache prefill arithmetic." }, { "left": "issue:43881", "right": "issue:44991", "accept": false, - "reason": "glm-4v-9b load failure and tokenizer load failure for est-roberta are unrelated." + "reason": "Different loading layers and artifacts: model loading failure for glm-4v-9b vs tokenizer loading failure for est-roberta." }, { "left": "issue:44008", "right": "issue:45823", "accept": false, - "reason": "Gemma3n variable-name collision and Gemma4 PLE device mismatch are different model bugs." + "reason": "Same Gemma-related area, but different bugs: variable name collision in forward vs device mismatch with device_map='auto'." }, { "left": "issue:43531", "right": "issue:43572", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior and missing pad_token_idx in StableLmConfig are unrelated regressions." + "reason": "Unrelated: Qwen3-MoE sliding_window issue vs missing pad_token_idx in StableLmConfig." }, { "left": "issue:44423", "right": "issue:45406", "accept": false, - "reason": "Both are serve/processor-related crashes, but the failing attribute and model families are different." + "reason": "Both are serve/multimodal processor crashes, but one is a 'str' .to() failure and the other is a missing _tokenizer attribute." }, { "left": "issue:43526", "right": "issue:43883", "accept": false, - "reason": "BeitImageProcessorFast reduce_labels and Molmo all_tied_weights_keys are unrelated issues in different components." + "reason": "Completely different: BeitImageProcessorFast label reduction bug vs Molmo tied-weights attribute error." } ] }, @@ -4977,7 +5079,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-514", + "cluster_id": "cluster-10000-516", "nodes": [ "issue:28530", "issue:29159", @@ -5047,206 +5149,220 @@ "issue:43540|issue:43782", "issue:43531|issue:45759", "issue:44492|issue:44509", - "issue:43452|issue:47020", - "issue:43550|issue:43653", "issue:44534|issue:46665", + "issue:43550|issue:43653", + "issue:43452|issue:47020", "issue:41720|issue:43746", "issue:43606|issue:43720", "issue:42490|issue:43329", "issue:34567|issue:35707", "issue:43531|issue:46821", - "issue:43388|issue:45059" + "issue:43388|issue:45059", + "issue:34634|issue:41720", + "issue:43606|issue:43653" ], - "prepared_review_unit_hash": "e36020859446628ec0d6c1c58e9e32085ec14d30a09ad6cb171eae0c896f3424", + "prepared_review_unit_hash": "ee3b287cf7cd082c6303523d8b571f7cc93e2c025ae14a69510c616429b91032", "component_budget": { - "node_count": 514, - "item_count": 514, - "soft_pair_count": 1891, - "serialized_chars": 980895, - "estimated_input_tokens": 245224, - "estimated_eval_tokens": 490704 + "node_count": 516, + "item_count": 516, + "soft_pair_count": 1900, + "serialized_chars": 985297, + "estimated_input_tokens": 246325, + "estimated_eval_tokens": 492906 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 27, - "serialized_chars": 35871, - "estimated_input_tokens": 8968, - "estimated_eval_tokens": 18192 + "soft_pair_count": 29, + "serialized_chars": 36473, + "estimated_input_tokens": 9119, + "estimated_eval_tokens": 18494 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a loose collection of unrelated Transformers issues with a few superficial topical similarities (tokenizers, config loading, multimodal models, generation, offloading). None of the soft pairs look like the same underlying bug/change, so no duplicate merges are justified.", - "confidence": 0.88, - "canonical_issue_reason": "issue:43531 is the best anchor among a heterogeneous set because it is one of the more central nodes in the similarity graph and is a concrete, code-path-specific bug report; however, the cluster as a whole is not a strong duplicate set.", + "summary": "This cluster is very heterogeneous: the soft pairs share only broad subsystem vocabulary and do not look like true duplicates or mergeable PRs. I would not accept any of the candidate edges.", + "confidence": 0.93, + "canonical_issue_reason": "issue:45701 is the broadest, most cross-cutting regression report in the set and has strong reference/discussion activity, so it is the best available anchor even though the cluster itself is not a true duplicate group.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43531 is the least-bad representative for the small Qwen/config-related subcluster, but it should not be treated as a global duplicate umbrella for the rest of the items.", + "best_issue_reason": "issue:45701 is the least specific, most general user-facing regression among the issues here, making it the most reasonable cluster representative.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:42915", "right": "issue:46291", "accept": false, - "reason": "Different failures: Qwen3Moe FP8/load behavior vs pipelines import requiring kernels version/revision. Same broad release window, not the same bug." + "reason": "Different problems: Qwen3Moe FP8 loading failure vs pipelines import-time kernels version/revision requirement." }, { "left": "issue:36331", "right": "issue:41720", "accept": false, - "reason": "Trainer custom compute_loss signature mismatch vs Qwen3 auto device-mapping CUDA assert. Different layers and root causes." + "reason": "Unrelated surfaces: Trainer.compute_loss API break vs Qwen3 auto device mapping CUDA assert." }, { "left": "issue:44464", "right": "issue:46858", "accept": false, - "reason": "Both involve generation/cache, but one is inconsistent chunked generation under compiled forward and the other is a device-tensor seq_length arithmetic bug in static cache prefill. Not the same code path." + "reason": "Both involve generation/cache behavior, but one is chunked generation with compiled forward and the other is static-cache seq_length arithmetic on non-CUDA backends; not the same bug." }, { "left": "issue:44671", "right": "issue:44743", "accept": false, - "reason": "CamemBERT masked LM prediction regression and Qwen recurrent-state reset are unrelated model-specific bugs." + "reason": "Different models and failure modes: CamemBERT masked LM predictions vs Qwen3 recurrent state reset in modular code." }, { "left": "issue:45632", "right": "issue:45684", "accept": false, - "reason": "One is cache-path collision for trust_remote_code; the other is read-only permissions propagation in save_pretrained/register_for_auto_class. Different filesystem issues." + "reason": "Both concern local model handling, but one is a trust_remote_code cache path collision and the other is save_pretrained permission propagation." }, { "left": "issue:44186", "right": "issue:44361", "accept": false, - "reason": "Both are tokenizer bugs, but one crashes on NER/batched padding and the other raises an AttributeError on tasks. Distinct failures and code paths." + "reason": "Both are tokenizer crashes, but they affect different tokenizers and different task paths; not the same underlying defect." }, { "left": "issue:43425", "right": "issue:46821", "accept": false, - "reason": "Torch 2.10 compatibility issue vs TimesFM window_size AttributeError. Different APIs and failure modes." + "reason": "Torch version compatibility vs a TimesFM window_size AttributeError are different issues with no concrete code-path overlap." }, { "left": "issue:28530", "right": "issue:30064", "accept": false, - "reason": "Early stopping metric selection vs image processor handling of void segmentation maps. No shared underlying bug." + "reason": "Early stopping metric selection is unrelated to image processor void segmentation map handling." }, { "left": "issue:43316", "right": "issue:44913", "accept": false, - "reason": "Gemma3TextConfig API discrepancy vs GPTNeoXConfig rotary_pct reload defaulting. Separate config serialization/deserialization bugs." + "reason": "API discrepancy in Gemma3TextConfig is not the same as GPTNeoXConfig rotary_pct persistence on reload." }, { "left": "issue:45701", "right": "issue:47145", "accept": false, - "reason": "Tokenizer behavior changes across versions vs FP8 compressed-tensors checkpoints missing weight_scale application. Different subsystems." + "reason": "Tokenization version drift is unrelated to FP8 compressed-tensors weight_scale omission during loading." }, { "left": "issue:42915", "right": "issue:43322", "accept": false, - "reason": "Qwen3Moe FineGrainedFP8Config failure vs Llava Next segmentation fault. Different models and failure mechanisms." + "reason": "Qwen3Moe FineGrainedFP8Config failure and Llava Next segmentation fault are different model-specific loading bugs." }, { "left": "issue:33357", "right": "issue:35707", "accept": false, - "reason": "MacOS CLIP bus error vs progressive generation with inputs_embeds/past_key_values. Unrelated runtime crash vs generation semantics." + "reason": "MacOS bus error in CLIP model loading is unrelated to progressive generation with inputs_embeds and past_key_values." }, { "left": "issue:29159", "right": "issue:36032", "accept": false, - "reason": "Slow/fast tokenizer inconsistency vs T5Tokenizer add_special_tokens name conflict. Both tokenizer-related, but not the same defect." + "reason": "Tokenizer slow/fast inconsistency is a different bug from T5 tokenizer construction failing on add_special_tokens name collision." }, { "left": "issue:30064", "right": "issue:34634", "accept": false, - "reason": "Void segmentation-map processing vs BarkProcessor voice_preset handling. Different processor code paths and symptoms." + "reason": "Void segmentation map processing and BarkProcessor voice_preset handling affect different processors and code paths." }, { "left": "issue:43873", "right": "issue:45704", "accept": false, - "reason": "Quantization offloading issue vs T5 apex FusedRMSNorm memory leak. Different components and root causes." + "reason": "Offloading/quantization behavior is not the same as T5 using apex.FusedRMSNorm memory leak." }, { "left": "issue:43540", "right": "issue:43782", "accept": false, - "reason": "Qwen3OmniMoe video input ValueError vs Qwen3VL weight_only load error. Same family, but different failing paths." + "reason": "Video input ValueError in Qwen3OmniMoe is unrelated to Qwen3VL weight_only loading error." }, { "left": "issue:43531", "right": "issue:45759", "accept": false, - "reason": "Both touch Qwen3 config handling, but one is a sliding_window bug and the other is from_config not unwrapping text_config for multimodal configs. Not the same bug." + "reason": "Sliding_window behavior in Qwen3-MoE and AutoModelForCausalLM.from_config text_config unwrapping are different configuration issues." }, { "left": "issue:44492", "right": "issue:44509", "accept": false, - "reason": "Both are docs-related, but they cover different removed/deprecated pipeline tasks. Not duplicates." + "reason": "A cache-strategy typo is not the same as stale docs mentioning removed pipeline tasks." }, { - "left": "issue:43452", - "right": "issue:47020", + "left": "issue:44534", + "right": "issue:46665", "accept": false, - "reason": "gguf_file loading issue vs XLMRobertaTokenizer passing a dict to Unigram. Different loading stacks and errors." + "reason": "Non-persistent buffer junk in v5 is unrelated to inconsistent from_pretrained behavior inside Python classes." }, { "left": "issue:43550", "right": "issue:43653", "accept": false, - "reason": "Bamba torch.compile/SDPA failure vs BigBirdTokenizer special-token registration bug. Unrelated model/runtime vs tokenizer issue." + "reason": "Both are CI/model loading issues, but one is SDPA/torch.compile on Bamba and the other is BigBirdTokenizer special-token registration." }, { - "left": "issue:44534", - "right": "issue:46665", + "left": "issue:43452", + "right": "issue:47020", "accept": false, - "reason": "Non-persistent buffers filled with junk in v5 vs inconsistent from_pretrained behavior inside Python classes. Different mechanisms." + "reason": "gguf_file from_pretrained breakage is different from XLMRobertaTokenizer passing a dict to Unigram." }, { "left": "issue:41720", "right": "issue:43746", "accept": false, - "reason": "Qwen3 auto device mapping CUDA assert vs GraniteSpeech PEFT local-checkpoint loading. Different model families and failure modes." + "reason": "Qwen3 auto device mapping cudaErrorAssert and GraniteSpeech PEFT adapter local-checkpoint loading are unrelated failures." }, { "left": "issue:43606", "right": "issue:43720", "accept": false, - "reason": "CPU offload device mismatch vs BitNet packed weights not unpacked during accelerate loading. Related loading context, but distinct bugs." + "reason": "CPU offload device mismatch for bark-small is not the same bug as BitNet packed weights not being unpacked during accelerate loading." }, { "left": "issue:42490", "right": "issue:43329", "accept": false, - "reason": "Trailing-slash local path import warning vs undefined video-branch helper names in multimodal token counting. Different concerns." + "reason": "Trailing-slash local model import warning and undefined video-branch multimodal token logic are different defects." }, { "left": "issue:34567", "right": "issue:35707", "accept": false, - "reason": "TrainerState token counter not updating vs generation with inputs_embeds and past_key_values. No shared underlying bug." + "reason": "TrainerState token counting not updating is unrelated to progressive generation with inputs_embeds/past_key_values." }, { "left": "issue:43531", "right": "issue:46821", "accept": false, - "reason": "Both mention window-related settings, but one is Qwen3-MoE sliding_window behavior and the other is TimesFM window_size AttributeError. Different models and APIs." + "reason": "Qwen3-MoE sliding_window configuration and TimesFM window_size AttributeError are separate model config bugs." }, { "left": "issue:43388", "right": "issue:45059", "accept": false, - "reason": "gather_for_metrics batch truncation bug vs SAM3 text+bounding-box odd behavior. Different evaluation and multimodal paths." + "reason": "gather_for_metrics tuple-label truncation and SAM3 PCS text/bbox behavior are different downstream failures." + }, + { + "left": "issue:34634", + "right": "issue:41720", + "accept": false, + "reason": "BarkProcessor voice_preset handling and Qwen3 device-mapping CUDA assert have no shared code path." + }, + { + "left": "issue:43606", + "right": "issue:43653", + "accept": false, + "reason": "Both touch loading/CI, but CPU offload device mismatch and BigBirdTokenizer special-token decode are unrelated." } ] }, @@ -5268,20 +5384,20 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-514", + "cluster_id": "cluster-10000-516", "nodes": [ - "issue:34634", + "issue:30064", + "issue:36010", "issue:39692", "issue:41720", "issue:42886", "issue:43381", "issue:43421", + "issue:43493", "issue:43526", "issue:43531", "issue:43540", - "issue:43606", "issue:43644", - "issue:43653", "issue:43746", "issue:43844", "issue:43873", @@ -5321,8 +5437,6 @@ ], "soft_pairs": [ "issue:45406|issue:45464", - "issue:34634|issue:41720", - "issue:43606|issue:43653", "issue:43531|issue:44589", "issue:45759|issue:45859", "issue:44451|issue:44991", @@ -5334,12 +5448,12 @@ "issue:43526|issue:43881", "issue:44062|issue:44451", "issue:44898|issue:45072", - "issue:43381|issue:43844", "issue:44625|issue:45479", + "issue:43381|issue:43844", "issue:39692|issue:44610", "issue:41720|issue:45704", - "issue:44368|issue:45357", "issue:43746|issue:46050", + "issue:44368|issue:45357", "issue:43381|issue:45704", "issue:44918|issue:44936", "issue:46655|issue:46693", @@ -5348,220 +5462,222 @@ "issue:45704|issue:45923", "issue:43746|issue:43873", "issue:42886|issue:44843", - "issue:44514|issue:44545" + "issue:44514|issue:44545", + "issue:30064|issue:36010", + "issue:39692|issue:43493" ], - "prepared_review_unit_hash": "fd654b47f520ad7c350704b7033611316dc6b87a012cfc57967f54a4e7eb8c5b", + "prepared_review_unit_hash": "65f2cf808b08b01de7b2f0c17ba7ec522c5ec9e6157c2f172b9234db51a998a1", "component_budget": { - "node_count": 514, - "item_count": 514, - "soft_pair_count": 1891, - "serialized_chars": 980895, - "estimated_input_tokens": 245224, - "estimated_eval_tokens": 490704 + "node_count": 516, + "item_count": 516, + "soft_pair_count": 1900, + "serialized_chars": 985297, + "estimated_input_tokens": 246325, + "estimated_eval_tokens": 492906 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 29, - "serialized_chars": 36606, - "estimated_input_tokens": 9152, - "estimated_eval_tokens": 18560 + "serialized_chars": 36597, + "estimated_input_tokens": 9150, + "estimated_eval_tokens": 18556 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly false-positive similarity edges across unrelated bugs. Two pairs look like true duplicates: the HF_HUB_OFFLINE tokenizer/cache regression (42886\u219444843) and the exact Qwen2_5_VLProcessor batched padding=False crash (44514\u219444545). Everything else is only broad subsystem/model overlap, not the same underlying issue.", - "confidence": 0.79, - "canonical_issue_reason": "No single canonical issue cleanly represents the whole set because the soft edges split into at least two separate duplicate pairs plus many unrelated false positives.", + "summary": "This set is heterogeneous, with mostly broad thematic overlap rather than grounded duplicates. I would treat the soft links as weak similarity signals, not as evidence of one duplicate cluster.", + "confidence": 0.39, + "canonical_issue_reason": "issue:44514 is the closest issue anchor in the set because it forms the only near-duplicate-looking pair (with 44545), but the evidence is still not strong enough to call the cluster a true duplicate set.", "canonical_pr_reason": null, - "best_issue_reason": "No global best issue across the full set; the items are heterogeneous, so any single representative would be misleading.", + "best_issue_reason": "issue:44514 is the most representative issue to anchor triage, since it is the strongest near-match in the packet and has the clearest concrete reproduction context among the issues.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45406", "right": "issue:45464", "accept": false, - "reason": "Different bugs: Gemma4Processor missing _tokenizer vs Qwen3.5 chat/streaming failure." - }, - { - "left": "issue:34634", - "right": "issue:41720", - "accept": false, - "reason": "Bark voice_preset behavior and Qwen3 auto device mapping cudaErrorAssert are unrelated." - }, - { - "left": "issue:43606", - "right": "issue:43653", - "accept": false, - "reason": "CPU offload device mismatch in Bark-small vs BigBirdTokenizer special-token decode issue." + "reason": "Different models and failure modes: Gemma4Processor attribute access vs Qwen3.5 streaming API crash." }, { "left": "issue:43531", "right": "issue:44589", "accept": false, - "reason": "Qwen3-MoE sliding_window bug and Float8 storage lookup error are different code paths." + "reason": "Sliding-window behavior and a Float8 storage lookup error are unrelated code paths." }, { "left": "issue:45759", "right": "issue:45859", "accept": false, - "reason": "Qwen multimodal config unwrapping vs Qwen3.5 rotary embedding CPU-offload incompatibility." + "reason": "Multimodal config unwrapping vs CPU-offload rotary embedding compatibility are different bugs." }, { "left": "issue:44451", "right": "issue:44991", "accept": false, - "reason": "Both are load failures, but for different models and different root causes." + "reason": "Both are tokenizer/load failures, but for different models and without evidence of the same root cause." }, { "left": "issue:43540", "right": "issue:46858", "accept": false, - "reason": "Qwen3OmniMoe video ValueError vs static-cache seq_length tensor arithmetic on non-CUDA backends." + "reason": "Video-input processing in Qwen3OmniMoe is unrelated to static-cache slice arithmetic under torch.compile." }, { "left": "issue:44077", "right": "issue:44625", "accept": false, - "reason": "PatchTSTMixer post_init policy and Qwen3.5 num_labels propagation are unrelated." + "reason": "A post-init restriction and a num_labels propagation bug do not share the same underlying code path." }, { "left": "issue:45357", "right": "issue:46402", "accept": false, - "reason": "Qwen3.5 visual encoder save_pretrained keys vs Sam3Model text-encoder loading failure." + "reason": "Both involve model persistence/loading, but the models and failure mechanisms differ." }, { "left": "issue:43644", "right": "issue:46665", "accept": false, - "reason": "Non-persistent buffer junk and from_pretrained-in-Python-class inconsistency are distinct issues." + "reason": "Non-persistent buffer junk values are unrelated to from_pretrained behavior inside Python classes." }, { "left": "issue:44987", "right": "issue:45042", "accept": false, - "reason": "Loading physical-intelligence/fast and PIL processors requiring torchvision are different bugs." + "reason": "Specific model loading failure vs image processors requiring torchvision are different regressions." }, { "left": "issue:43526", "right": "issue:43881", "accept": false, - "reason": "BeitImageProcessorFast reduce_labels bug vs glm-4v-9b loading failure." + "reason": "BeitImageProcessorFast label reduction and glm-4v-9b loading failure are not the same bug." }, { "left": "issue:44062", "right": "issue:44451", "accept": false, - "reason": "AddedToken special-kwarg TypeError is unrelated to ScandiBERT loading failure." + "reason": "Tokenizer AddedToken construction error is distinct from a model load failure for ScandiBERT." }, { "left": "issue:44898", "right": "issue:45072", "accept": false, - "reason": "Perceiver interpolation failure and SwitchTransformers/TimmWrapper dtype mismatch are not the same bug." + "reason": "Image resolution handling and dtype mismatch in bfloat16 inference are different problems." }, { - "left": "issue:43381", - "right": "issue:43844", + "left": "issue:44625", + "right": "issue:45479", "accept": false, - "reason": "Eval-mode gradient checkpointing restriction vs ZeRO-3 gradient blow-up are different problems." + "reason": "Both mention labels, but one is config propagation and the other is a loss-degeneration bug across models." }, { - "left": "issue:44625", - "right": "issue:45479", + "left": "issue:43381", + "right": "issue:43844", "accept": false, - "reason": "Qwen3.5 num_labels propagation and single-label zero-loss behavior are separate classification bugs." + "reason": "Gradient checkpointing in eval mode and ZeRO-3 gradient explosion are unrelated." }, { "left": "issue:39692", "right": "issue:44610", "accept": false, - "reason": "Documentation model/processor mismatch is different from OmDet-Turbo processor/model size mismatch." + "reason": "Both are multimodal-facing, but one is doc/example breakage and the other is a processor/model resolution mismatch." }, { "left": "issue:41720", "right": "issue:45704", "accept": false, - "reason": "Qwen3 CUDA assert and T5 apex RMSNorm memory leak are unrelated." + "reason": "Qwen3 auto device mapping CUDA assert and a T5 RMSNorm memory leak do not share a code path." }, { - "left": "issue:44368", - "right": "issue:45357", + "left": "issue:43746", + "right": "issue:46050", "accept": false, - "reason": "LoRA tie_word_embeddings warning is not the same as incorrect visual encoder keys on save." + "reason": "Local PEFT checkpoint loading and quantized-save/load breakage are different save/load bugs." }, { - "left": "issue:43746", - "right": "issue:46050", + "left": "issue:44368", + "right": "issue:45357", "accept": false, - "reason": "PEFT local-checkpoint loading and sinq save/load breakage are different checkpointing bugs." + "reason": "A configuration warning is not the same issue as incorrect visual encoder keys being saved." }, { "left": "issue:43381", "right": "issue:45704", "accept": false, - "reason": "Gradient checkpointing eval-mode issue vs T5 apex memory leak are unrelated." + "reason": "Training-mode checkpointing behavior and an apex memory leak are unrelated." }, { "left": "issue:44918", "right": "issue:44936", "accept": false, - "reason": "TRL SFT embedding unpacking and trainer.evaluate-after-train failure are different trainer bugs." + "reason": "Embedding unpacking in Qwen3.5 and post-train evaluate failure are different trainer issues." }, { "left": "issue:46655", "right": "issue:46693", "accept": false, - "reason": "Video padding calculation bug vs FA2 long-context performance regression." + "reason": "Video padding calculation and FA2 long-context performance regression are unrelated." }, { "left": "issue:43421", "right": "issue:43927", "accept": false, - "reason": "Runtime special-token post-processor updates and config token-ID persistence are separate tokenizer issues." + "reason": "Runtime post-processor updates and saved custom token IDs are different tokenizer persistence problems." }, { "left": "issue:45759", "right": "issue:45923", "accept": false, - "reason": "Config unwrapping for composite Qwen models vs missing supports_gradient_checkpointing flag." + "reason": "Config unwrapping for multimodal CausalLM creation is unrelated to a missing gradient-checkpointing flag." }, { "left": "issue:45704", "right": "issue:45923", "accept": false, - "reason": "Apex RMSNorm memory leak and missing gradient-checkpointing flag are unrelated." + "reason": "Apex memory leak and missing supports_gradient_checkpointing flag do not point to the same bug." }, { "left": "issue:43746", "right": "issue:43873", "accept": false, - "reason": "PEFT local checkpoint loading vs quantization/offloading behavior with quantization." + "reason": "PEFT local checkpoint loading is different from offloading/quantization behavior." }, { "left": "issue:42886", "right": "issue:44843", - "accept": true, - "reason": "Same HF_HUB_OFFLINE regression: tokenizer cache load fails because AutoTokenizer unconditionally hits model_info() in _patch_mistral_regex." + "accept": false, + "reason": "Both mention HF_HUB_OFFLINE tokenizer problems, but one is cache loading and the other is a Mistral regex/model_info offline regression; related, not proven duplicate." }, { "left": "issue:44514", "right": "issue:44545", - "accept": true, - "reason": "Verbatim duplicate of the same Qwen2_5_VLProcessor.apply_chat_template crash with padding=False." + "accept": false, + "reason": "The titles are very similar, but the packet does not ground a true same-bug duplicate claim beyond thematic overlap." + }, + { + "left": "issue:30064", + "right": "issue:36010", + "accept": false, + "reason": "Void segmentation map processing and a GenerationMixin import error are unrelated." + }, + { + "left": "issue:39692", + "right": "issue:43493", + "accept": false, + "reason": "Both involve SigLIP2, but one is docs/example breakage and the other is an implementation discrepancy against JAX." } ] }, "evaluator_result": { - "accept": true, - "feedback": "Grounded and conservative overall. The summary correctly treats the set as heterogeneous and only upgrades the two clearly duplicated pairs supported by the titles: 42886/44843 and 44514/44545. The remaining soft-edge rejections stay appropriately cautious and do not overstate evidence." + "accept": false, + "feedback": "The summary is mostly conservative, but the output overstates two soft edges. In the packet, both accepted pairs are only thematic similarities and are marked deterministic_accept=false: 42886\u219444843 is a related HF_HUB_OFFLINE tokenizer issue, but the packet does not ground a true duplicate claim; 44514\u219444545 also looks similar, but calling it an exact same bug/model is stronger than the packet supports. Because the accepted verdicts are not sufficiently grounded, reject the cluster-level summary." }, "evaluator_used": true, - "retried": false, - "accepted_nontrivial_soft_edge": true, + "retried": true, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, @@ -5576,16 +5692,14 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-514", + "cluster_id": "cluster-10000-516", "nodes": [ "issue:30064", - "issue:36010", "issue:36331", "issue:39692", "issue:41720", "issue:43295", "issue:43421", - "issue:43493", "issue:43531", "issue:43540", "issue:43550", @@ -5609,6 +5723,7 @@ "issue:44661", "issue:44671", "issue:44857", + "issue:44898", "issue:44991", "issue:44995", "issue:45081", @@ -5625,11 +5740,10 @@ "issue:46829", "issue:46832", "issue:46858", + "issue:47020", "issue:47050" ], "soft_pairs": [ - "issue:30064|issue:36010", - "issue:39692|issue:43493", "issue:43421|issue:43653", "issue:43994|issue:44671", "issue:44464|issue:47050", @@ -5646,9 +5760,9 @@ "issue:43295|issue:45834", "issue:43653|issue:43720", "issue:43550|issue:43927", - "issue:43596|issue:44220", "issue:46829|issue:46832", "issue:43550|issue:44361", + "issue:43596|issue:44220", "issue:43531|issue:43643", "issue:44625|issue:47050", "issue:44062|issue:44488", @@ -5658,229 +5772,248 @@ "issue:43611|issue:46665", "issue:30064|issue:36331", "issue:41720|issue:44991", - "issue:44220|issue:44661" + "issue:44220|issue:44661", + "issue:44186|issue:44898", + "issue:43653|issue:43819", + "issue:44488|issue:47020", + "issue:43550|issue:43819" ], - "prepared_review_unit_hash": "68fcff3788f1eede3b1a9c37eef128abf245bf7566349074708238ef6cb0c0c0", + "prepared_review_unit_hash": "74a73b0423b269b6ddad746d97ec871bfeccfeb65810202e64d7b9b61b1b3ef8", "component_budget": { - "node_count": 514, - "item_count": 514, - "soft_pair_count": 1891, - "serialized_chars": 980895, - "estimated_input_tokens": 245224, - "estimated_eval_tokens": 490704 + "node_count": 516, + "item_count": 516, + "soft_pair_count": 1900, + "serialized_chars": 985297, + "estimated_input_tokens": 246325, + "estimated_eval_tokens": 492906 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 31, - "serialized_chars": 37263, - "estimated_input_tokens": 9316, - "estimated_eval_tokens": 18888 + "soft_pair_count": 33, + "serialized_chars": 37894, + "estimated_input_tokens": 9474, + "estimated_eval_tokens": 19204 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These items are heterogeneous issues across unrelated code paths. The suggested soft edges mostly share broad keywords or subsystem names, but not the same underlying bug or fix.", - "confidence": 0.96, - "canonical_issue_reason": "No canonical issue: the set spans unrelated tokenizer, vision, training, quantization, cache, and loading regressions, so there is no single representative duplicate.", + "summary": "This set is mostly a collection of unrelated bug reports across tokenizers, model loading, generation, vision, and cache behavior. Only the Mistral/Kimi tokenizer regression pair looks like the same underlying fix_mistral_regex / codec-path issue; the rest should stay separate.", + "confidence": 0.9, + "canonical_issue_reason": "issue:45356 is the broader regression report for the shared tokenizer/fix_mistral_regex path, while issue:45081 is the narrower crash symptom on that same path.", "canonical_pr_reason": null, - "best_issue_reason": "No safe global best issue. Even the closest-looking pairs are only superficially related and would not be merged as the same bug.", + "best_issue_reason": "issue:45356 is the most representative duplicate target because it captures the versioned regression and the tokenizer-codec warning/crash family.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:30064", - "right": "issue:36010", - "accept": false, - "reason": "ImageProcessor segmentation-map handling and a GenerationMixin import error are unrelated subsystems and failure modes." - }, - { - "left": "issue:39692", - "right": "issue:43493", - "accept": false, - "reason": "Both mention SigLIP2, but one is a docs/example mismatch and quantization failure while the other is an implementation discrepancy vs JAX." - }, { "left": "issue:43421", "right": "issue:43653", "accept": false, - "reason": "Special-token post-processor updates at runtime and BigBirdTokenizer mask-token registration causing empty decode are different tokenizer bugs." + "reason": "Both are tokenizer special-token topics, but one is a runtime-update feature and the other is a BigBird-specific registration bug." }, { "left": "issue:43994", "right": "issue:44671", "accept": false, - "reason": "Different model families and symptoms: SigLIP2 nonsensical outputs vs CamemBERT masked-LM prediction regression." + "reason": "Different models and failure modes: SigLIP2 output quality vs CamemBERT masked-LM predictions." }, { "left": "issue:44464", "right": "issue:47050", "accept": false, - "reason": "Compiled forward generation inconsistency and fp16 ONNX attention dtype mismatch are different execution paths and root causes." + "reason": "Chunked generation/compiled forward inconsistency is unrelated to ONNX fp16 dtype mismatch." }, { "left": "issue:46032", "right": "issue:46463", "accept": false, - "reason": "Mamba2Mixer cache misuse with seq_len > 1 is unrelated to T5 decoder input validation error messaging." + "reason": "Cache/use_cache correctness is not the same bug as T5 decoder-input validation messaging." }, { "left": "issue:43782", "right": "issue:45381", "accept": false, - "reason": "Both are Qwen vision-language issues, but one is a weight_only loading failure and the other is a video vision_position_ids regression; not the same bug." + "reason": "Different Qwen variants and different bugs: weight_only load failure vs video position IDs." }, { "left": "issue:44857", "right": "issue:47050", "accept": false, - "reason": "AMP/CUDA crash in LwDetrImageLoss is unrelated to Canine ONNX export dtype mismatch in attention." + "reason": "AMP loss crash and ONNX attention dtype mismatch are separate code paths." }, { "left": "issue:45081", "right": "issue:45356", - "accept": false, - "reason": "Tokenizer backend attribute error in Mistral regex patching and Kimi tokenizer codec-handling regression are separate tokenizer issues." + "accept": true, + "reason": "Same tokenizer regression path around fix_mistral_regex / codec handling; one reports the crash, the other the broader regression symptom." }, { "left": "issue:43421", "right": "issue:44186", "accept": false, - "reason": "Runtime special-token post-processing and LayoutLMv2Tokenizer crashes on NER padding/truncation are different code paths and symptoms." + "reason": "General special-token update behavior is not the same as LayoutLMv2 NER/padding crashes." }, { "left": "issue:45356", "right": "issue:45907", "accept": false, - "reason": "A tokenizer regression is unrelated to list_repo_files not forwarding revision in CI." + "reason": "Tokenizer regression is unrelated to list_repo_files not forwarding revision." }, { "left": "issue:44995", "right": "issue:46858", "accept": false, - "reason": "Both involve cache length, but one is a stale indexer cache on second forward and the other is a device-tensor return breaking static-cache arithmetic under compile." + "reason": "Both mention cache, but one is stale indexer cache and the other is static-cache length tensor semantics." }, { "left": "issue:39692", "right": "issue:43873", "accept": false, - "reason": "SigLIP2 docs/quantization issues are not the same as generic offloading not working with quantization." + "reason": "SigLIP2 documentation errors are unrelated to quantization/offloading behavior." }, { "left": "issue:39692", "right": "issue:47050", "accept": false, - "reason": "A SigLIP2 documentation/quantization report is not the same as a Canine fp16 ONNX attention dtype mismatch." + "reason": "Documentation/model mismatch is unrelated to fp16 ONNX export dtype errors." }, { "left": "issue:43720", "right": "issue:43819", "accept": false, - "reason": "BitNet packed-weight unpacking during accelerate loading and DAC from_latents missing STE are different model internals and bugs." + "reason": "Packed-weight loading and DAC latent conversion are different model-specific bugs." }, { "left": "issue:43295", "right": "issue:45834", "accept": false, - "reason": "Processor/tokenizer regression in v4.57.5 and Kosmos2.5 long OCR index error are unrelated multimodal bugs." + "reason": "Processor/tokenizer regression is unrelated to Kosmos2.5 long-ocr index errors." }, { "left": "issue:43653", "right": "issue:43720", "accept": false, - "reason": "BigBirdTokenizer special-token registration and BitNet packed-weight loading are different domains and code paths." + "reason": "BigBird special-token registration and BitNet packed-weight unpacking are unrelated." }, { "left": "issue:43550", "right": "issue:43927", "accept": false, - "reason": "Bamba torch.compile SDPA failure and DiaConfig custom token IDs lost after save/load are unrelated failures." - }, - { - "left": "issue:43596", - "right": "issue:44220", - "accept": false, - "reason": "Deepspeed ZeRO-3/BertModel index error and _torch_extract_fbank_features() are different subsystems." + "reason": "torch.compile SDPA failure is unrelated to DiaConfig token-ID persistence." }, { "left": "issue:46829", "right": "issue:46832", "accept": false, - "reason": "VideoPrism output field misassignment and RT-DETR forward TypeError are distinct model bugs." + "reason": "VideoPrism output-field mixup and RT-DETR feature-level mismatch are different issues." }, { "left": "issue:43550", "right": "issue:44361", "accept": false, - "reason": "Bamba compile/SDPA and MLukeTokenizer AttributeError are unrelated issues." + "reason": "Bamba SDPA compile failure and MLuke tokenizer AttributeError do not share a root cause." + }, + { + "left": "issue:43596", + "right": "issue:44220", + "accept": false, + "reason": "DeepSpeed zero3/BertModel indexing and fbank feature extraction are unrelated." }, { "left": "issue:43531", "right": "issue:43643", "accept": false, - "reason": "Qwen3 sliding_window handling and AutoConfig trust_remote_code missing fields are different configuration/loading problems." + "reason": "Qwen3-MoE sliding-window handling is unrelated to AutoConfig trust_remote_code field loss." }, { "left": "issue:44625", "right": "issue:47050", "accept": false, - "reason": "Qwen3.5 num_labels propagation and Canine ONNX export dtype mismatch are unrelated bugs." + "reason": "num_labels propagation is unrelated to fp16 ONNX attention dtype mismatch." }, { "left": "issue:44062", "right": "issue:44488", "accept": false, - "reason": "AddedToken special-argument conflict and failure to load a specific tokenizer are different tokenizer-loading problems." + "reason": "AddedToken special-argument duplication is unrelated to loading cjvt/sleng-bert." }, { "left": "issue:43540", "right": "issue:46294", "accept": false, - "reason": "Both concern Qwen video inputs, but one is a processing ValueError in Qwen3OmniMoe and the other is chat-template feature/token mismatch in Qwen3.5-9B." + "reason": "Both are video-input bugs, but they affect different Qwen model families and show different failure modes." }, { "left": "issue:45381", "right": "issue:46693", "accept": false, - "reason": "Qwen2.5-VL video position IDs and FA2 long-context performance regression are unrelated issues." + "reason": "Qwen2.5-VL video position IDs are unrelated to the FA2 long-context performance regression." }, { "left": "issue:45987", "right": "issue:46829", "accept": false, - "reason": "StaticCache sequence-length return type and VideoPrism hidden_states output are not the same bug." + "reason": "StaticCache sequence-length type bug is unrelated to VideoPrism output packaging." }, { "left": "issue:43611", "right": "issue:46665", "accept": false, - "reason": "Base_model_prefix loading breakage and inconsistent from_pretrained usage inside Python classes are different loading semantics issues." + "reason": "base_model_prefix loading regression and from_pretrained-in-classes behavior are different model-loading issues." }, { "left": "issue:30064", "right": "issue:36331", "accept": false, - "reason": "Void segmentation-map processing and CustomTrainer.compute_loss signature mismatch are unrelated." + "reason": "Image-processor segmentation-map failure is unrelated to CustomTrainer compute_loss argument mismatch." }, { "left": "issue:41720", "right": "issue:44991", "accept": false, - "reason": "Qwen3 auto device-mapping CUDA assert and tokenizer loading for EMBEDDIA/est-roberta are unrelated failures." + "reason": "Qwen3 auto-device-map assert and tokenizer loading for EMBEDDIA/est-roberta are unrelated." }, { "left": "issue:44220", "right": "issue:44661", "accept": false, - "reason": "Audio feature extraction and add-new-model-like failing inside TOKENIZER_MAPPING_NAMES are different code paths." + "reason": "Audio feature extraction and add-new-model-like mapping logic are different code paths." + }, + { + "left": "issue:44186", + "right": "issue:44898", + "accept": false, + "reason": "LayoutLMv2 tokenizer crashes and Perceiver non-default-resolution failures are unrelated." + }, + { + "left": "issue:43653", + "right": "issue:43819", + "accept": false, + "reason": "BigBird mask-token registration is unrelated to DAC from_latents / STE behavior." + }, + { + "left": "issue:44488", + "right": "issue:47020", + "accept": false, + "reason": "Loading a specific tokenizer and Unigram sequence-vs-dict initialization are distinct tokenizer bugs." + }, + { + "left": "issue:43550", + "right": "issue:43819", + "accept": false, + "reason": "torch.compile SDPA issues are unrelated to DAC latent conversion mismatches." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet, and the only accepted soft pair (issue:45081 / issue:45356) is well-supported by the titles. The rejected pairs are conservative and do not overstate relatedness." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -5895,7 +6028,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-514", + "cluster_id": "cluster-10000-516", "nodes": [ "issue:34634", "issue:36010", @@ -5906,29 +6039,28 @@ "issue:43540", "issue:43550", "issue:43577", + "issue:43582", "issue:43606", "issue:43618", "issue:43643", "issue:43644", - "issue:43653", "issue:43697", "issue:43749", "issue:43756", + "issue:43782", "issue:43818", - "issue:43819", "issue:44008", "issue:44186", "issue:44442", "issue:44448", "issue:44479", - "issue:44488", "issue:44561", "issue:44671", "issue:44811", "issue:44821", "issue:44843", "issue:44877", - "issue:44898", + "issue:44977", "issue:44991", "issue:45020", "issue:45072", @@ -5941,24 +6073,21 @@ "issue:45834", "issue:45987", "issue:46291", + "issue:46512", "issue:46858", "issue:46932", "issue:47020" ], "soft_pairs": [ - "issue:44186|issue:44898", - "issue:43653|issue:43819", - "issue:44488|issue:47020", - "issue:43550|issue:43819", "issue:43335|issue:43756", - "issue:43618|issue:43697", "issue:43643|issue:44877", "issue:45987|issue:46932", + "issue:43618|issue:43697", "issue:44821|issue:45084", "issue:44008|issue:46858", "issue:34634|issue:36010", - "issue:44843|issue:45081", "issue:39692|issue:45834", + "issue:44843|issue:45081", "issue:43540|issue:44008", "issue:44186|issue:44442", "issue:44448|issue:44671", @@ -5968,219 +6097,206 @@ "issue:43322|issue:45685", "issue:44991|issue:46291", "issue:43644|issue:43749", - "issue:44561|issue:45020", "issue:43606|issue:45072", - "issue:43421|issue:44811", + "issue:44561|issue:45020", "issue:43550|issue:45072", + "issue:43421|issue:44811", "issue:43577|issue:43818", - "issue:44479|issue:45834" + "issue:44479|issue:45834", + "issue:43582|issue:46512", + "issue:43782|issue:44977" ], - "prepared_review_unit_hash": "6647d02ca62f5ce78c29802d8ee42cd6429c239b9658e3324c5a98c1a2ddaa72", + "prepared_review_unit_hash": "cc8fdbeace08b2ea3b808881973d135db5b25a989b2b0c402007fde81e5e52bc", "component_budget": { - "node_count": 514, - "item_count": 514, - "soft_pair_count": 1891, - "serialized_chars": 980895, - "estimated_input_tokens": 245224, - "estimated_eval_tokens": 490704 + "node_count": 516, + "item_count": 516, + "soft_pair_count": 1900, + "serialized_chars": 985297, + "estimated_input_tokens": 246325, + "estimated_eval_tokens": 492906 }, "budget": { "node_count": 47, "item_count": 47, - "soft_pair_count": 28, - "serialized_chars": 35859, - "estimated_input_tokens": 8965, - "estimated_eval_tokens": 18186 + "soft_pair_count": 26, + "serialized_chars": 35230, + "estimated_input_tokens": 8808, + "estimated_eval_tokens": 17872 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly heterogeneous Transformers bug reports spanning tokenizer/config loading, remote_code regressions, multimodal/video failures, and dtype/cache/offload issues. Only one soft pair looks like the same underlying bug; the rest are surface-level similarities across different code paths.", - "confidence": 0.71, - "canonical_issue_reason": "Issue 45020 is the broadest umbrella report here, covering recent remote_code regressions and serving as the closest cluster-level representative, though the set is otherwise mixed.", + "summary": "All soft-edge pairs look like different bugs or feature requests, not duplicate reports. The set is a grab bag of unrelated model, tokenizer, cache, dtype, and remote-code regressions, so none of the proposed links should be merged.", + "confidence": 0.91, + "canonical_issue_reason": "Issue 45020 is the broadest and most representative issue in the set: it describes a general class of recent-version regressions breaking remote_code models, which is the closest thing here to a cluster anchor.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45020 has the widest apparent blast radius and is the most representative high-level issue among these reports.", + "best_issue_reason": "Issue 45020 is the best standalone issue candidate because it is the most general, high-level regression report and can subsume multiple remote_code-related breakages better than the model-specific bugs.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:44186", - "right": "issue:44898", - "accept": false, - "reason": "Both are model/input handling bugs, but LayoutLMv2 tokenizer NER/padding crashes and Perceiver non-default-resolution failures are unrelated code paths." - }, - { - "left": "issue:43653", - "right": "issue:43819", - "accept": false, - "reason": "BigBirdTokenizer special-token registration and DAC from_latents/STE mismatch are different subsystems and failures." - }, - { - "left": "issue:44488", - "right": "issue:47020", - "accept": false, - "reason": "Both involve tokenizer loading, but one is a model-specific load failure and the other is an XLMRobertaTokenizer init bug with a different root cause." - }, - { - "left": "issue:43550", - "right": "issue:43819", - "accept": false, - "reason": "torch.compile/SDPA failure in Bamba is unrelated to DAC latent conversion mismatch." - }, { "left": "issue:43335", "right": "issue:43756", "accept": false, - "reason": "SwitchTransformers sparse-layer config and Smollm3 RoPE-layer dropout are separate architecture bugs." - }, - { - "left": "issue:43618", - "right": "issue:43697", - "accept": false, - "reason": "Missing CLIPOutput attentions and RTDetrV2 output drift in v5 are distinct model regressions." + "reason": "Different models and failure modes: SwitchTransformers sparse-layer config bug vs Smollm3 RoPE-layer dropping." }, { "left": "issue:43643", "right": "issue:44877", "accept": false, - "reason": "Both touch config/remote-code loading, but one is missing fields from trust_remote_code and the other is strict config blocking granite_speech; different failure modes." + "reason": "Both involve config loading, but one is missing fields from trust_remote_code AutoConfig and the other is strict config rejection for granite_speech; not the same bug." }, { "left": "issue:45987", "right": "issue:46932", "accept": false, - "reason": "StaticCache seq-length type/shape bug and Gemma4 quantized-embedder dtype casting are unrelated." + "reason": "StaticCache sequence-length return type is unrelated to Gemma4 quantized embedder dtype casting." + }, + { + "left": "issue:43618", + "right": "issue:43697", + "accept": false, + "reason": "CLIP attentions output regression and RTDetrV2 output drift are different code paths and symptoms." }, { "left": "issue:44821", "right": "issue:45084", "accept": false, - "reason": "AutoImageProcessor URL loading and template-node compile errors do not share the same underlying bug." + "reason": "ImageProcessor-from-URL loading failure is unrelated to a template compilation TypeError." }, { "left": "issue:44008", "right": "issue:46858", "accept": false, - "reason": "Gemma3n variable collision in forward() and cache.get_seq_length() returning a device tensor are different bugs." + "reason": "Gemma3n variable-name collision in forward() is unrelated to cache.get_seq_length() returning a device tensor." }, { "left": "issue:34634", "right": "issue:36010", "accept": false, - "reason": "BarkProcessor voice_preset behavior and GenerationMixin import failure are unrelated." + "reason": "BarkProcessor voice_preset bug and GenerationMixin import error are separate issues in different parts of transformers." }, { - "left": "issue:44843", - "right": "issue:45081", + "left": "issue:39692", + "right": "issue:45834", "accept": false, - "reason": "Both involve _patch_mistral_regex, but one is an offline model_info call and the other is a backend_tokenizer attribute crash; distinct defects." + "reason": "SigLIP2 documentation errors are unrelated to Kosmos2.5 OCR long-input index failures." }, { - "left": "issue:39692", - "right": "issue:45834", + "left": "issue:44843", + "right": "issue:45081", "accept": false, - "reason": "SigLIP2 doc-example errors and Kosmos2.5 long-OCR index errors are different models and code paths." + "reason": "Both touch _patch_mistral_regex, but one is an offline model_info() call and the other is a backend_tokenizer attribute crash; distinct root causes." }, { "left": "issue:43540", "right": "issue:44008", "accept": false, - "reason": "Qwen3OmniMoe video-input ValueError and Gemma3n audio_mel_mask collision are unrelated multimodal bugs." + "reason": "Qwen3OmniMoe video-input ValueError and Gemma3n audio-mask variable collision are unrelated model-specific bugs." }, { "left": "issue:44186", "right": "issue:44442", "accept": false, - "reason": "LayoutLMv2 tokenizer crashes and AutoTokenizer failing to load FastSpeech2ConformerTokenizer are different tokenizer regressions." + "reason": "Tokenizer crash on NER/batched padding is a processing bug, while FastSpeech2ConformerTokenizer failing to load is a different initialization problem." }, { "left": "issue:44448", "right": "issue:44671", "accept": false, - "reason": "Pegasus v4/v5 output changes and CamemBERT masked-LM prediction drift are separate model regressions." + "reason": "Different models and outputs: Pegasus v4/v5 divergence vs CamemBERT masked-LM prediction regression." }, { "left": "issue:45584", "right": "issue:45834", "accept": false, - "reason": "Whisper empty-transcription handling and Kosmos2.5 OCR length errors are unrelated." + "reason": "Whisper empty-transcription generation failure is unrelated to Kosmos2.5 OCR long-input indexing." }, { "left": "issue:45183", "right": "issue:45479", "accept": false, - "reason": "Input validation XOR messaging and single-label zero-loss classification are different layers of behavior." + "reason": "Input validation XOR messaging and single-label-classification zero-loss are different layers of the sequence-classification stack." }, { "left": "issue:44991", "right": "issue:47020", - "accept": true, - "reason": "These look like the same tokenizer-loading regression: the est-roberta load failure is a concrete manifestation of the XLMRobertaTokenizer Unigram-vocab bug." + "accept": false, + "reason": "Both are tokenizer-loading issues, but the affected tokenizer classes and failure mechanisms differ; not the same underlying bug." }, { "left": "issue:43322", "right": "issue:45685", "accept": false, - "reason": "Llava Next load-time segfault and moe MPS histogram failure are unrelated." + "reason": "Llava Next segfault and MPS histogram_mps Int error are unrelated platform/model failures." }, { "left": "issue:44991", "right": "issue:46291", "accept": false, - "reason": "Tokenizer loading failure for est-roberta and kernels package version/revision import failure are different issues." + "reason": "Tokenizer loading failure for a specific model is unrelated to importing transformers.pipelines with kernels v0.15 dependency constraints." }, { "left": "issue:43644", "right": "issue:43749", "accept": false, - "reason": "Non-persistent buffer junk in v5 and broken FSDP CPU RAM efficient loading are separate loading regressions." + "reason": "Non-persistent buffer junk initialization and FSDP CPU RAM efficient loading are different loading/runtime issues." + }, + { + "left": "issue:43606", + "right": "issue:45072", + "accept": false, + "reason": "CPU offload device mismatch for bark-small and bfloat16 dtype mismatch in SwitchTransformers/TimmWrapperModel are different bugs." }, { "left": "issue:44561", "right": "issue:45020", "accept": false, - "reason": "Both mention remote_code regressions, but 44561 is specifically the is_torch_fx_available removal while 45020 is a broader umbrella report; not clearly the same concrete bug." + "reason": "Issue 45020 is a broad umbrella, but 44561 is a specific regression caused by removing is_torch_fx_available; not the same concrete fix." }, { - "left": "issue:43606", + "left": "issue:43550", "right": "issue:45072", "accept": false, - "reason": "CPU offload device mismatch for bark-small and bfloat16 dtype mismatch in SwitchTransformers/TimmWrapperModel are different failure modes." + "reason": "torch.compile + SDPA failure in Bamba is unrelated to the reported dtype mismatches in inference." }, { "left": "issue:43421", "right": "issue:44811", "accept": false, - "reason": "Runtime post-processor updates for special tokens and Whisper batch_decode skip_special_tokens handling are unrelated tokenizer/processor behaviors." - }, - { - "left": "issue:43550", - "right": "issue:45072", - "accept": false, - "reason": "Bamba torch.compile SDPA failure and bfloat16 dtype mismatches in other models are not the same bug." + "reason": "Runtime special-token post-processor updates and Whisper batch_decode skip_special_tokens behavior are separate tokenizer/decoder concerns." }, { "left": "issue:43577", "right": "issue:43818", "accept": false, - "reason": "BLIP2 dtype propagation and Video-LLaVA temporal-attention/weight-sharing issues are unrelated." + "reason": "Blip2 dtype preservation and Video-LLaVA missing temporal attention/weight sharing are unrelated model-loading vs architecture bugs." }, { "left": "issue:44479", "right": "issue:45834", "accept": false, - "reason": "Qwen video-input regression and Kosmos2.5 long-OCR index error are different multimodal paths." + "reason": "Qwen VL video-input regression and Kosmos2.5 OCR index error are different multimodal models and failures." + }, + { + "left": "issue:43582", + "right": "issue:46512", + "accept": false, + "reason": "Apple Silicon caching_allocator_warmup TypeError is unrelated to from_config(dtype=...) leaving config.dtype stale." + }, + { + "left": "issue:43782", + "right": "issue:44977", + "accept": false, + "reason": "Qwen3VL weight_only loading error and Qwen3.5 flash-attention generation bug are different code paths and symptoms." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet: issue 45020 is the clearest umbrella report, and the cluster is indeed mostly heterogeneous across tokenizer/config loading, remote_code, multimodal, and dtype/cache/offload bugs. The soft-edge calls are conservative overall, and the single accepted pair (44991 \u2194 47020) is plausibly the same tokenizer-loading regression." - }, - "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 }, @@ -6195,7 +6311,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-514", + "cluster_id": "cluster-10000-516", "nodes": [ "issue:28218", "issue:29159", @@ -6220,14 +6336,15 @@ "issue:43994", "issue:44008", "issue:44291", + "issue:44589", "issue:44610", "issue:44671", "issue:44805", "issue:44857", "issue:44912", "issue:44936", - "issue:44977", "issue:45003", + "issue:45042", "issue:45072", "issue:45081", "issue:45325", @@ -6238,7 +6355,6 @@ "issue:46285", "issue:46294", "issue:46463", - "issue:46512", "issue:46665", "issue:46697", "issue:46728", @@ -6246,16 +6362,14 @@ "issue:46932" ], "soft_pairs": [ - "issue:43582|issue:46512", - "issue:43782|issue:44977", "issue:44805|issue:44936", "issue:43825|issue:43994", "issue:43388|issue:46032", "issue:46294|issue:46463", "issue:43716|issue:44008", "issue:43931|issue:46846", - "issue:43540|issue:45381", "issue:28218|issue:29159", + "issue:43540|issue:45381", "issue:44610|issue:45072", "issue:43749|issue:44291", "issue:43720|issue:45072", @@ -6265,198 +6379,187 @@ "issue:42175|issue:45081", "issue:44671|issue:45701", "issue:43577|issue:43582", - "issue:45003|issue:46285", "issue:46175|issue:46932", + "issue:45003|issue:46285", "issue:43782|issue:45325", "issue:46697|issue:46728", + "issue:43582|issue:44857", "issue:43262|issue:43819", "issue:43653|issue:44912", - "issue:43582|issue:44857" + "issue:44589|issue:45042" ], - "prepared_review_unit_hash": "14891676e0305ff7e3528f63512b3e1d480cf3b1ffc1588329350ab5fc10b015", + "prepared_review_unit_hash": "73b0f894a48ca25602156e824f9a0c79534bf4491768ee3c2a38174eafcb9adc", "component_budget": { - "node_count": 514, - "item_count": 514, - "soft_pair_count": 1891, - "serialized_chars": 980895, - "estimated_input_tokens": 245224, - "estimated_eval_tokens": 490704 + "node_count": 516, + "item_count": 516, + "soft_pair_count": 1900, + "serialized_chars": 985297, + "estimated_input_tokens": 246325, + "estimated_eval_tokens": 492906 }, "budget": { "node_count": 47, "item_count": 47, - "soft_pair_count": 26, - "serialized_chars": 35469, - "estimated_input_tokens": 8868, - "estimated_eval_tokens": 17992 + "soft_pair_count": 25, + "serialized_chars": 35138, + "estimated_input_tokens": 8785, + "estimated_eval_tokens": 17826 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is mostly heterogeneous: tokenizer, multimodal, training, loading, and backend issues are all mixed together. I don\u2019t see any soft pair that clearly describes the same underlying bug/change, so the cluster looks like false-positive similarity rather than true duplicates. #28218 is only the closest local representative for the tokenizer-related subset.", - "confidence": 0.72, - "canonical_issue_reason": "#28218 is the clearest, most concrete symptom report in the set and the oldest issue with some inbound references; if a single issue must represent the only loosely related tokenizer subset, this is the best fit.", + "summary": "Heterogeneous cluster spanning many unrelated bugs; all soft pairs look like false positives based on titles alone, with only broad subsystem overlap in a few cases.", + "confidence": 0.9, + "canonical_issue_reason": "No single canonical issue stands out: the items cover unrelated models, loaders, tokenizers, audio/video processors, and trainer paths, and none of the soft pairs are the same concrete bug.", "canonical_pr_reason": null, - "best_issue_reason": "No issue is a strong cluster-wide canonical because the items span unrelated subsystems; #28218 is merely the best representative for the narrow tokenizer-space symptom, not the whole cluster.", + "best_issue_reason": "issue:44936 is the best standalone representative because it describes a concrete, user-visible training/evaluation failure with a clear reproduction path.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:43582", - "right": "issue:46512", - "accept": false, - "reason": "Different dtype/state bugs: Apple Silicon warmup TypeError vs from_config leaving config.dtype stale." - }, - { - "left": "issue:43782", - "right": "issue:44977", - "accept": false, - "reason": "Unrelated failures: Qwen3VL from_pretrained weight_only error vs Qwen3.5 flash-attention generation issues." - }, { "left": "issue:44805", "right": "issue:44936", "accept": false, - "reason": "Mask/index shape mismatch bug is unrelated to trainer.evaluate() failing after trainer.train()." + "reason": "Both are training-related failures, but one is a mask/index shape mismatch and the other is an evaluate-after-train regression; different code paths and symptoms." }, { "left": "issue:43825", "right": "issue:43994", "accept": false, - "reason": "One is a pipeline v5 error-message issue; the other is a model output correctness issue for SigLIP2." + "reason": "Both mention pipeline(), but one is an error-message/docs regression and the other is a model output quality bug in SigLIP2; not the same bug." }, { "left": "issue:43388", "right": "issue:46032", "accept": false, - "reason": "Different code paths: gather_for_metrics dropping tuple labels vs Mamba2 use_cache correctness." + "reason": "Different subsystems entirely: distributed metric gathering vs Mamba cache behavior." }, { "left": "issue:46294", "right": "issue:46463", "accept": false, - "reason": "Both mention input validation, but Qwen3.5 video/chat-template mismatch is not the same bug as T5 decoder-input error messaging." + "reason": "Different models and failures: Qwen video chat-template mismatch vs T5 decoder-input validation message." }, { "left": "issue:43716", "right": "issue:44008", "accept": false, - "reason": "Both are multimodal dtype/forward-path bugs, but they affect different models and different concrete failures." + "reason": "Both are multimodal model issues, but one is a dtype mismatch and the other is a forward-pass variable collision." }, { "left": "issue:43931", "right": "issue:46846", "accept": false, - "reason": "Qwen3-VL weight-shape mismatch and Qwen3.5 tensor-parallel plan omissions are different loading/parallelism problems." + "reason": "Both are Qwen VL-related, but one is a weight-shape load error and the other is a tensor-parallel plan/OOM issue." }, { - "left": "issue:43540", - "right": "issue:45381", + "left": "issue:28218", + "right": "issue:29159", "accept": false, - "reason": "Video-input processing failure in Qwen3OmniMoe is not the same as Qwen2.5-VL rope/position-id scaling." + "reason": "Tokenizer-related, but one is added-token spacing and the other is a broad slow/fast tokenizer inconsistency report." }, { - "left": "issue:28218", - "right": "issue:29159", + "left": "issue:43540", + "right": "issue:45381", "accept": false, - "reason": "Tokenizer-space behavior and slow/fast tokenizer inconsistency may be related, but the evidence is too broad to conclude the same underlying bug." + "reason": "Both involve video inputs, but they affect different Qwen families and different position/input calculations." }, { "left": "issue:44610", "right": "issue:45072", "accept": false, - "reason": "Different models and failures: processor size mismatch vs bfloat16 dtype mismatch in inference wrappers." + "reason": "Completely different problems: image processor sizing vs bfloat16 dtype mismatch." }, { "left": "issue:43749", "right": "issue:44291", "accept": false, - "reason": "FSDP CPU RAM loading breakage is a different path from init_empty_weights rejecting an unexpected argument." + "reason": "Both are loading regressions, but the former is FSDP RAM-efficient loading and the latter is an init_empty_weights argument mismatch." }, { "left": "issue:43720", "right": "issue:45072", "accept": false, - "reason": "BitNet packed-weight loading and dtype mismatch inference issues are unrelated." + "reason": "Different failure modes: packed-weight unpacking during load vs inference dtype mismatch." }, { "left": "issue:43645", "right": "issue:46665", "accept": false, - "reason": "Both involve custom model initialization, but the notebook regression and from_pretrained-in-classes inconsistency are not the same concrete bug." + "reason": "Both concern model initialization, but one is a v5 notebook breakage and the other is from_pretrained inside custom Python classes." }, { "left": "issue:43825", "right": "issue:43827", "accept": false, - "reason": "Related to the same v5 pipeline removals, but one is an error message problem and the other is stale docs; not the same artifact change." + "reason": "One is a runtime error-message bug; the other is stale documentation after pipeline removals." }, { "left": "issue:34634", "right": "issue:36331", "accept": false, - "reason": "BarkProcessor voice_preset and CustomTrainer.compute_loss are unrelated bugs in different subsystems." + "reason": "Unrelated issues in different areas: BarkProcessor voice presets vs CustomTrainer compute_loss signature." }, { "left": "issue:42175", "right": "issue:45081", "accept": false, - "reason": "Backend dependency packaging and Mistral regex patch crashes are different problems." + "reason": "No underlying common bug; backend packaging and Mistral regex patching are unrelated." }, { "left": "issue:44671", "right": "issue:45701", "accept": false, - "reason": "CamemBERT masked-LM prediction regression and generic tokenization version changes are not the same issue." + "reason": "Both mention tokenization, but one is a CamemBERT masked-LM regression and the other is a version-wide tokenization change report." }, { "left": "issue:43577", "right": "issue:43582", "accept": false, - "reason": "BLIP2 dtype mismatch and Apple Silicon allocator warmup TypeError are unrelated." + "reason": "Different bugs: BLIP2 dtype propagation vs Apple Silicon warmup TypeError." }, { - "left": "issue:45003", - "right": "issue:46285", + "left": "issue:46175", + "right": "issue:46932", "accept": false, - "reason": "Unsafe sys.modules access is not the same bug as CLIP text-model structural inconsistency." + "reason": "Same model family, but one is a huge one-hot position-embedding inefficiency and the other is a dtype casting bug for quantized embedders." }, { - "left": "issue:46175", - "right": "issue:46932", + "left": "issue:45003", + "right": "issue:46285", "accept": false, - "reason": "Gemma4 one-hot memory blowup and Gemma4 quantized embedders dtype casting are different issues." + "reason": "Different areas: unsafe sys.modules access vs CLIP structure inconsistency." }, { "left": "issue:43782", "right": "issue:45325", "accept": false, - "reason": "Qwen3VL weight_only loading error and Qwen2.5-VL still-image rope scaling are different model/version bugs." + "reason": "Both are Qwen VL issues, but one is a from_pretrained load error and the other is a rope-index scaling bug." }, { "left": "issue:46697", "right": "issue:46728", "accept": false, - "reason": "Swin2SR over-padding and Aria patch-count miscalculation are both image-processing bugs, but not the same concrete failure." + "reason": "Both are image-preprocessing/resolution bugs, but they affect different models and different padding/count logic." + }, + { + "left": "issue:43582", + "right": "issue:44857", + "accept": false, + "reason": "Different environments and failures: Apple Silicon warmup TypeError vs CUDA AMP loss crash." }, { "left": "issue:43262", "right": "issue:43819", "accept": false, - "reason": "Audio apply_chat_template sampling-rate defaulting and DAC from_latents/STE mismatch are unrelated." + "reason": "Both are audio-related, but one is a sampling-rate default bug and the other is a DAC forward/from_latents mismatch." }, { "left": "issue:43653", "right": "issue:44912", "accept": false, - "reason": "BigBirdTokenizer special-token registration and MXFP4 quantization fallback are different bugs." - }, - { - "left": "issue:43582", - "right": "issue:44857", - "accept": false, - "reason": "Apple Silicon caching warmup TypeError is unrelated to LwDetrImageLoss float16 AMP/CUDA crashes." + "reason": "Tokenizer special-token registration and MXFP4 quantized loading are unrelated bugs." } ] }, @@ -6478,7 +6581,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-514", + "cluster_id": "cluster-10000-516", "nodes": [ "issue:36010", "issue:36331", @@ -6489,6 +6592,7 @@ "issue:43257", "issue:43262", "issue:43329", + "issue:43450", "issue:43452", "issue:43526", "issue:43531", @@ -6507,7 +6611,6 @@ "issue:44060", "issue:44368", "issue:44554", - "issue:44589", "issue:44610", "issue:44811", "issue:44912", @@ -6530,7 +6633,6 @@ "issue:47050" ], "soft_pairs": [ - "issue:44589|issue:45042", "issue:43742|issue:45020", "issue:45372|issue:46326", "issue:43550|issue:44912", @@ -6540,11 +6642,11 @@ "issue:43906|issue:46209", "issue:43531|issue:45042", "issue:43526|issue:43697", - "issue:43638|issue:44936", "issue:43452|issue:44991", + "issue:43638|issue:44936", "issue:42175|issue:46291", - "issue:45081|issue:45406", "issue:43819|issue:43927", + "issue:45081|issue:45406", "issue:44060|issue:44368", "issue:43329|issue:45600", "issue:45084|issue:45538", @@ -6557,204 +6659,205 @@ "issue:38175|issue:44610", "issue:39692|issue:44912", "issue:43262|issue:44811", - "issue:43257|issue:43696" + "issue:43257|issue:43696", + "issue:43329|issue:43450" ], - "prepared_review_unit_hash": "fd8eb8f2161879218a0ed25ca9e42fa5c0e1d183c3cd360a5050b8918261d47e", + "prepared_review_unit_hash": "58a4bf02143938ce1c8d2d74af9fe2fc325cc5f8f92ec9a0283068261a264bc4", "component_budget": { - "node_count": 514, - "item_count": 514, - "soft_pair_count": 1891, - "serialized_chars": 980895, - "estimated_input_tokens": 245224, - "estimated_eval_tokens": 490704 + "node_count": 516, + "item_count": 516, + "soft_pair_count": 1900, + "serialized_chars": 985297, + "estimated_input_tokens": 246325, + "estimated_eval_tokens": 492906 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 28, - "serialized_chars": 36518, - "estimated_input_tokens": 9130, - "estimated_eval_tokens": 18516 + "serialized_chars": 36530, + "estimated_input_tokens": 9133, + "estimated_eval_tokens": 18522 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is mostly a grab bag of unrelated Transformers bugs across loading, tokenizers, processors, training, quantization, and model-specific regressions. I did not find any soft pair that clearly shares the same underlying bug or fix path.", - "confidence": 0.91, - "canonical_issue_reason": "issue:45020 is the broadest regression-style report in the set and the closest thing to an umbrella issue, though the cluster is not a true duplicate group.", + "summary": "This cluster is mostly heterogeneous Transformers bug reports. The nearest common theme is recent-version regressions around remote/custom-code and model loading, but none of the soft pairs look like true duplicates of the same concrete bug.", + "confidence": 0.66, + "canonical_issue_reason": "issue:45020 is the broadest representative of the only coherent subtheme here: recent Transformers versions breaking remote/custom-code model loading.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45020 is the most general issue here for broad load-time regressions, but it is still too vague to serve as a strong canonical for the whole cluster.", + "best_issue_reason": "issue:45020 is the best issue to anchor the cluster because it states the widest user-facing regression and can subsume a few nearby loading/config complaints, even though the cluster is not truly uniform.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:44589", - "right": "issue:45042", - "accept": false, - "reason": "Different bugs: FP8 storage lookup vs PIL/torchvision backend requirement." - }, { "left": "issue:43742", "right": "issue:45020", "accept": false, - "reason": "Both are loading-related, but one is a specific MobileLLM key error and the other is a broad remote_code regression." + "reason": "Both are loading regressions, but one is a specific MobileLLM key error while the other is a broad remote_code breakage; not the same underlying bug." }, { "left": "issue:45372", "right": "issue:46326", "accept": false, - "reason": "Both mention mistral_common, but one is an import failure and the other is a tokenizer continue_final_message behavior bug." + "reason": "Different code paths: Gemma 4 processor loading fails on a missing import, while the other is a mistral_common continue_final_message behavior bug." }, { "left": "issue:43550", "right": "issue:44912", "accept": false, - "reason": "Unrelated: SDPA torch.compile failure for Bamba vs MXFP4 quantization fallback for git-oss." + "reason": "One is a Bamba torch.compile+SDPA failure, the other is an MXFP4 quantization fallback issue for git-oss; different concrete failures." }, { "left": "issue:36010", "right": "issue:43645", "accept": false, - "reason": "Different failure modes: GenerationMixin import path vs custom model init in Jupyter notebooks." + "reason": "GenerationMixin import breakage and custom model initialization in notebooks are distinct symptoms with different causes." }, { "left": "issue:36010", "right": "issue:36331", "accept": false, - "reason": "ImportError for GenerationMixin is unrelated to the CustomTrainer compute_loss signature change." + "reason": "ImportError for GenerationMixin is unrelated to CustomTrainer.compute_loss receiving an unexpected keyword argument." }, { "left": "issue:43257", "right": "issue:43329", "accept": false, - "reason": "Qwen3 MoE weight conversion/loading issue vs undefined video-token helper variables in multimodal token counting." + "reason": "Qwen3 MOE weight conversion under accelerate/deepspeed is unrelated to the undefined video-token helper variables in multimodal token counting." }, { "left": "issue:43906", "right": "issue:46209", "accept": false, - "reason": "Isolated reproduction of an older issue is not the same bug as FP8 inference failure on B200." + "reason": "A reproduction of a prior issue is not the same as the FP8/B200 inference problem; different model/runtime context." }, { "left": "issue:43531", "right": "issue:45042", "accept": false, - "reason": "Different subsystems: Qwen3-MoE sliding window vs PIL image processor torchvision dependency." + "reason": "Sliding-window behavior in Qwen3-MoE is not the same bug as PIL backend processors incorrectly requiring torchvision." }, { "left": "issue:43526", "right": "issue:43697", "accept": false, - "reason": "BEiT label reduction bug is unrelated to RTDetrV2 output differences." + "reason": "BeitImageProcessorFast label reduction and RTDetrV2 output differences are separate image-processing/model-output issues." }, { - "left": "issue:43638", - "right": "issue:44936", + "left": "issue:43452", + "right": "issue:44991", "accept": false, - "reason": "Different training problems: ZeRO-3/non-pretrained Bert IndexError vs trainer.evaluate() after train()." + "reason": "gguf_file loading failures and EMBEDDIA/est-roberta tokenizer loading failures are different from-pretrained problems." }, { - "left": "issue:43452", - "right": "issue:44991", + "left": "issue:43638", + "right": "issue:44936", "accept": false, - "reason": "Both involve model/tokenizer loading, but gguf_file handling and est-roberta tokenizer loading are distinct issues." + "reason": "A Zero3/non-pretrained BERT index error is not the same as trainer.evaluate failing after trainer.train()." }, { "left": "issue:42175", "right": "issue:46291", "accept": false, - "reason": "Packaging/backends issue vs kernels package version/revision import failure." + "reason": "Missing TensorFlow from a torch install extra and kernels v0.15 import failures are unrelated dependency issues." }, { - "left": "issue:45081", - "right": "issue:45406", + "left": "issue:43819", + "right": "issue:43927", "accept": false, - "reason": "Mistral regex patch crash and Gemma4Processor missing _tokenizer are different code paths and symptoms." + "reason": "DAC.from_latents/STE mismatch and DiaConfig losing token IDs during save-load are different model/config bugs." }, { - "left": "issue:43819", - "right": "issue:43927", + "left": "issue:45081", + "right": "issue:45406", "accept": false, - "reason": "DAC latent reconstruction mismatch is unrelated to DiaConfig losing custom token IDs." + "reason": "Tokenizer regex patching crash and Gemma4Processor missing _tokenizer are separate loading failures." }, { "left": "issue:44060", "right": "issue:44368", "accept": false, - "reason": "Both mention tied-weights warnings in Qwen3, but one is a wrong weight-tying warning and the other is a repeated fine-tuning warning; not the same concrete bug." + "reason": "They both mention tied-weights warnings, but one is an incorrect warning/tie bug and the other is a user-facing warning about tie_word_embeddings in fine-tuning." }, { "left": "issue:43329", "right": "issue:45600", "accept": false, - "reason": "Multimodal video token counting bug vs auto_mappings.py CI breakage from removed configs." + "reason": "Undefined video-branch helpers in multimodal token counting are unrelated to stale auto_mappings references causing CI breakage." }, { "left": "issue:45084", "right": "issue:45538", "accept": false, - "reason": "Template compilation error is unrelated to CLIPTokenizer model_max_length behavior." + "reason": "Template compilation TypeError and CLIPTokenizer model_max_length behavior are not the same issue." }, { "left": "issue:43526", "right": "issue:44554", "accept": false, - "reason": "BEiT fast processor label reduction and MPS attention correctness are different bugs." + "reason": "Beit label reduction and MPS attention correctness are different subsystems and failure modes." }, { "left": "issue:42490", "right": "issue:43257", "accept": false, - "reason": "Local-path import warning with trailing slash is unrelated to Qwen3 MoE weight conversion under accelerate+deepspeed." + "reason": "Trailing-slash local model import warnings are unrelated to Qwen3 MOE weight conversion under accelerate/deepspeed." }, { "left": "issue:43746", "right": "issue:44811", "accept": false, - "reason": "PEFT checkpoint loading for GraniteSpeech is unrelated to Whisper batch_decode skipping special tokens." + "reason": "PEFT adapter local checkpoint loading and Whisper batch_decode skip_special_tokens behavior are different processor/model-loading bugs." }, { "left": "issue:43643", "right": "issue:45759", "accept": false, - "reason": "Both involve config handling, but trust_remote_code missing fields and from_config text_config unwrapping are different failures." + "reason": "Both involve config loading, but missing fields from trust_remote_code and unwrapping text_config in composite Qwen configs are not the same concrete bug." }, { "left": "issue:43854", "right": "issue:44977", "accept": false, - "reason": "Model loading in unit tests for GLM-4.7-Flash is unrelated to Qwen3.5 flash-attention generation issues." + "reason": "GLM-4.7 loading in tests and Qwen3.5 flash-attention generation are unrelated model-specific problems." }, { "left": "issue:45859", "right": "issue:47050", "accept": false, - "reason": "CPU offload incompatibility in Qwen3_5MoeTextRotaryEmbedding is unrelated to Canine fp16 ONNX dtype mismatch." + "reason": "CPU offload incompatibility in Qwen3_5MoeTextRotaryEmbedding is unrelated to Canine fp16 ONNX export dtype mismatch." }, { "left": "issue:38175", "right": "issue:44610", "accept": false, - "reason": "SigLIP2 zero-probabilities and OmDet-Turbo processor/model size mismatch are separate vision bugs." + "reason": "Zero probabilities in SigLIP2 and OmDet-Turbo processor size mismatch are different model/processor bugs." }, { "left": "issue:39692", "right": "issue:44912", "accept": false, - "reason": "SigLIP2 docs/model-processor mismatch and git-oss MXFP4 quantization fallback are different issues." + "reason": "SigLIP2 documentation errors and git-oss MXFP4 loading fallback are not the same underlying defect." }, { "left": "issue:43262", "right": "issue:44811", "accept": false, - "reason": "Audio chat-template sample-rate defaulting and Whisper batch_decode skip_special_tokens are unrelated processor behaviors." + "reason": "Audio chat-template sampling-rate defaulting and Whisper batch_decode ignoring skip_special_tokens are distinct audio processor issues." }, { "left": "issue:43257", "right": "issue:43696", "accept": false, - "reason": "Qwen3 MoE loading/conversion bug is unrelated to GPT-oss CUDA OOM." + "reason": "Qwen3 MOE conversion failure and GPT-oss out-of-memory are not comparable duplicates." + }, + { + "left": "issue:43329", + "right": "issue:43450", + "accept": false, + "reason": "Both mention video processors, but one is a missing helper in token counting and the other is an incorrect batched output shape; not the same bug." } ] }, @@ -6776,7 +6879,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-514", + "cluster_id": "cluster-10000-516", "nodes": [ "issue:28282", "issue:29159", @@ -6791,7 +6894,6 @@ "issue:43257", "issue:43329", "issue:43425", - "issue:43450", "issue:43454", "issue:43525", "issue:43540", @@ -6811,12 +6913,13 @@ "issue:44617", "issue:44756", "issue:44821", - "issue:44857", "issue:44912", "issue:44987", "issue:45042", + "issue:45137", "issue:45356", "issue:45357", + "issue:45405", "issue:45459", "issue:45538", "issue:45803", @@ -6824,21 +6927,19 @@ "issue:46421", "issue:46424", "issue:46701", - "issue:46832", "issue:47145" ], "soft_pairs": [ - "issue:43329|issue:43450", "issue:43329|issue:44479", "issue:42915|issue:43742", "issue:43257|issue:43931", - "issue:44912|issue:47145", "issue:44291|issue:45042", + "issue:44912|issue:47145", "issue:34567|issue:40990", "issue:42915|issue:44821", "issue:44387|issue:44617", - "issue:45459|issue:45803", "issue:29159|issue:34567", + "issue:45459|issue:45803", "issue:43650|issue:43906", "issue:46421|issue:46424", "issue:43525|issue:46291", @@ -6853,209 +6954,194 @@ "issue:33357|issue:34567", "issue:39379|issue:44554", "issue:42175|issue:43824", - "issue:43697|issue:45357", - "issue:44857|issue:46832" + "issue:45137|issue:45405", + "issue:43697|issue:45357" ], - "prepared_review_unit_hash": "fc3552733b4f21e70dae1accb347fe8de82f9d3dcd65d83824f7f991060d3539", + "prepared_review_unit_hash": "f838851c3f02a68bc8fc796579e54df19442d6cdd96b32c9ba664135bc298d41", "component_budget": { - "node_count": 514, - "item_count": 514, - "soft_pair_count": 1891, - "serialized_chars": 980895, - "estimated_input_tokens": 245224, - "estimated_eval_tokens": 490704 + "node_count": 516, + "item_count": 516, + "soft_pair_count": 1900, + "serialized_chars": 985297, + "estimated_input_tokens": 246325, + "estimated_eval_tokens": 492906 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 27, - "serialized_chars": 35833, - "estimated_input_tokens": 8959, - "estimated_eval_tokens": 18174 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 26, + "serialized_chars": 34949, + "estimated_input_tokens": 8738, + "estimated_eval_tokens": 17732 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a collection of unrelated issue reports across loaders, tokenizers, multimodal/video, quantization, cache, and training utilities. Only one soft edge looks like a likely true duplicate around the Qwen video-input regression path.", - "confidence": 0.69, - "canonical_issue_reason": "issue:44479 is the best canonical issue here because it is the broader, user-facing regression report spanning multiple Qwen VL variants and a specific release window, and it likely subsumes the more specific video-token bug described in issue:43329.", + "summary": "This set is a loose collection of thematically similar but distinct issues (tokenizers, loading failures, quantization, video/VLM regressions, cache behavior, and training metrics). None of the soft pairs look like the same underlying bug/change, so I would not merge any of them as duplicates.", + "confidence": 0.93, + "canonical_issue_reason": "issue:42915 is the clearest anchor among the noisy set: it is a specific, well-scoped model-loading/config failure and sits in one of the few small soft-similarity groups. That said, the cluster does not contain a true duplicate-equivalent representative.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44479 is the strongest representative issue overall: it clearly states the affected models, regression scope, and concrete failure mode, making it the most useful anchor if the video regression cluster is deduplicated.", + "best_issue_reason": "issue:42915 is the best issue candidate overall because it is specific, concrete, and sufficiently self-contained to represent the closest subgroup of related loading/config problems. It is not a strong duplicate of the other soft-linked issues, just the most usable anchor.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:43329", - "right": "issue:43450", - "accept": false, - "reason": "Both involve video inputs, but one is a tokenizer/token-counting bug and the other is a batched processor shape issue; different code paths and symptoms." - }, { "left": "issue:43329", "right": "issue:44479", - "accept": true, - "reason": "Both point to the same Qwen VLM video-input regression; 43329 identifies the likely root cause in multimodal token counting, while 44479 reports the broader user-facing breakage." + "accept": false, + "reason": "Both are video-input bugs in multimodal models, but one is a specific undefined-variable issue in `_get_num_multimodal_tokens` while the other is a broader v5.3.0 regression across several Qwen variants. Related area, not the same bug." }, { "left": "issue:42915", "right": "issue:43742", "accept": false, - "reason": "Different models and failure modes: FP8 config handling vs a key error during MobileLLM loading." + "reason": "Both involve loading failures, but they affect different models and failure modes (FineGrainedFP8Config vs a key error on MobileLLM-125M). Too broad to be duplicates." }, { "left": "issue:43257", "right": "issue:43931", "accept": false, - "reason": "Both are Qwen loading problems, but one is accelerate/deepspeed MOE conversion and the other is a VL weight-shape mismatch; not the same bug." + "reason": "Both mention Qwen3 family loading issues, but one is about MOE weights not being converted with accelerate+deepspeed and the other is a shape mismatch for a VL model. Different underlying problems." }, { - "left": "issue:44912", - "right": "issue:47145", + "left": "issue:44291", + "right": "issue:45042", "accept": false, - "reason": "Both are quantization/loading correctness issues, but they involve different formats and code paths (MXFP4 fallback vs FP8 weight_scale application)." + "reason": "These are unrelated: unexpected `_is_hf_initialized` during `init_empty_weights` versus PIL image processors incorrectly requiring torchvision." }, { - "left": "issue:44291", - "right": "issue:45042", + "left": "issue:44912", + "right": "issue:47145", "accept": false, - "reason": "Unrelated subsystems: init_empty_weights loading failure vs an image processor torchvision dependency regression." + "reason": "Both are quantization/loading correctness bugs, but one is MXFP4 falling back to bf16 and the other is FP8 frozen checkpoints missing `weight_scale`. Different formats and code paths." }, { "left": "issue:34567", "right": "issue:40990", "accept": false, - "reason": "TrainerState token counting is unrelated to the GPT-OSS perplexity regression." + "reason": "Trainer token-count tracking and gpt-oss perplexity are unrelated symptoms; no shared code-path bug is evident." }, { "left": "issue:42915", "right": "issue:44821", "accept": false, - "reason": "No concrete overlap: Qwen3Moe FP8 config vs AutoImageProcessor URL loading." + "reason": "A Qwen3Moe FP8/config load failure and an AutoImageProcessor-from-URL import/load failure are different problems." }, { "left": "issue:44387", "right": "issue:44617", "accept": false, - "reason": "Both mention memory/quantization-like stress, but one is int4 reserved-memory growth and the other is a SAM video OOM report; different bugs." + "reason": "Both are memory-related, but one is CUDA reserved-memory growth under int4 quantization and the other is Sam3Video OOM. Not the same bug." }, { - "left": "issue:45459", - "right": "issue:45803", + "left": "issue:29159", + "right": "issue:34567", "accept": false, - "reason": "Both involve exception handling, but they are separate tokenizer/data conversion code paths with different triggers and fixes." + "reason": "Tokenizer slow/fast inconsistency is unrelated to TrainerState's `num_input_tokens_seen` not updating." }, { - "left": "issue:29159", - "right": "issue:34567", + "left": "issue:45459", + "right": "issue:45803", "accept": false, - "reason": "Tokenizer consistency and TrainerState token accounting are unrelated." + "reason": "Both criticize exception handling, but they are in different code paths and hide different classes of problems. Similar smell, not duplicate bug." }, { "left": "issue:43650", "right": "issue:43906", "accept": false, - "reason": "A vague request and an isolated reproduction are not the same bug." + "reason": "One is a nonspecific request, the other is an isolated reproduction of a separate referenced issue. No duplicate evidence." }, { "left": "issue:46421", "right": "issue:46424", "accept": false, - "reason": "Both are cache-related, but one is lazy init recompilation and the other is max_cache_length behavior for quantized cache only." + "reason": "Both mention cache behavior, but one is about lazy initialization causing recompilation and the other about `max_cache_length` being ignored except for quantized cache. Different defect." }, { "left": "issue:43525", "right": "issue:46291", "accept": false, - "reason": "Config attribute missing vs pipelines import failure due to kernels dependency metadata; unrelated." + "reason": "Missing `pad_token_id` on Llama4Config is unrelated to kernels v0.15 import failures in `transformers.pipelines`." }, { "left": "issue:28282", "right": "issue:29870", "accept": false, - "reason": "PyTorch missing ImportError vs Bart generate UnboundLocalError are unrelated." + "reason": "PyTorch import absence for AutoModel and a Bart `generate()` unbound-local error are different issues." }, { "left": "issue:43749", "right": "issue:44756", "accept": false, - "reason": "Both concern memory/loading, but one is FSDP CPU RAM-efficient loading and the other is mmap on Strix Halo; different fixes." + "reason": "Both involve memory/loading concerns, but one is FSDP CPU/RAM-efficient loading and the other is disabling mmap on Strix Halo to avoid OOM. Different root cause." }, { "left": "issue:44987", "right": "issue:45538", "accept": false, - "reason": "Loading a specific model under transformers>=5.1.0 is unrelated to CLIPTokenizer's max_length constant." + "reason": "A model-load failure on `transformers>=5.1.0` and CLIPTokenizer's absurd `model_max_length` are unrelated tokenizer/model issues." }, { "left": "issue:43425", "right": "issue:46291", "accept": false, - "reason": "Torch version incompatibility is not the same as kernels version/revision requirements for pipelines import." + "reason": "Torch 2.10 incompatibility is not the same as kernels v0.15 requiring version/revision for pipeline import." }, { "left": "issue:28282", "right": "issue:34689", "accept": false, - "reason": "Generic PyTorch missing-library error vs Llama 3.2 Vision loading regression are not the same issue." + "reason": "Both are loading failures, but one is a missing PyTorch dependency and the other is a version-specific model loading breakage for Llama 3.2 Vision. Not duplicates." }, { "left": "issue:43540", "right": "issue:46701", "accept": false, - "reason": "Different multimodal model families and different failure modes (video processing ValueError vs image-text pipeline output handling)." + "reason": "Video-input processing in Qwen3OmniMoe and an image-text-to-text pipeline failure in DiffusionGemma are different multimodal paths." }, { "left": "issue:43454", "right": "issue:43577", "accept": false, - "reason": "Weight tying/generation corruption in AyaVision is unrelated to Blip2 dtype propagation." + "reason": "Tying lm_head weights in AyaVisionConfig and dtype propagation in BLIP2 are separate correctness bugs." }, { "left": "issue:44568", "right": "issue:45356", "accept": false, - "reason": "Both are tokenizer regressions, but they affect different models and behaviors; not the same concrete bug." - }, - { - "left": "issue:33357", - "right": "issue:34567", - "accept": false, - "reason": "MacOS CLIP bus error is unrelated to TrainerState token tracking." + "reason": "Both are tokenizer regressions, but one is about special-token insertion in mdeberta and the other is codec handling / warning behavior in Kimi-K2.5. Different bugs." }, { "left": "issue:39379", "right": "issue:44554", "accept": false, - "reason": "mllama multimodal mask handling and MPS attention correctness are different bugs." + "reason": "An incorrect `full_text_row_masked_out_mask` handling bug in mllama is unrelated to an MPS attention correctness issue with mismatched value/query head dims." }, { "left": "issue:42175", "right": "issue:43824", "accept": false, - "reason": "Backend installation metadata issue vs missing exported model class; unrelated." + "reason": "Backend packaging for pip extras and an import error for Qwen2_5_VL are different issues." }, { - "left": "issue:43697", - "right": "issue:45357", + "left": "issue:45137", + "right": "issue:45405", "accept": false, - "reason": "RT-DETR output differences and Qwen3.5 save_pretrained key mapping are distinct issues." + "reason": "DeepSpeed ZeRO3 deque failure and a version bump for PEFT are unrelated." }, { - "left": "issue:44857", - "right": "issue:46832", + "left": "issue:43697", + "right": "issue:45357", "accept": false, - "reason": "Both touch RT-DETR-ish code, but one is an AMP/CUDA loss crash and the other is a forward shape/type error when feature levels exceed backbone outputs." + "reason": "RTDetrV2 output differences in v5 and Qwen3.5 save_pretrained key mismatch are separate model-specific regressions." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative. The only accepted soft edge, issue:43329 \u2194 issue:44479, is supported by the issue descriptions and the broader vs. specific video-regression framing is appropriately cautious. The remaining pairs are rejected with plausible distinctions rather than overclaiming duplication." - }, - "evaluator_used": true, + "evaluator_result": null, + "evaluator_used": false, "retried": false, - "accepted_nontrivial_soft_edge": true, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, @@ -7070,7 +7156,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-514", + "cluster_id": "cluster-10000-516", "nodes": [ "issue:24643", "issue:27957", @@ -7099,6 +7185,7 @@ "issue:44792", "issue:44821", "issue:44849", + "issue:44857", "issue:44898", "issue:44936", "issue:44964", @@ -7107,9 +7194,7 @@ "issue:45042", "issue:45081", "issue:45127", - "issue:45137", "issue:45381", - "issue:45405", "issue:45488", "issue:45538", "issue:45701", @@ -7117,11 +7202,12 @@ "issue:46512", "issue:46693", "issue:46821", + "issue:46832", "issue:46869", "issue:47020" ], "soft_pairs": [ - "issue:45137|issue:45405", + "issue:44857|issue:46832", "issue:43404|issue:45127", "issue:45081|issue:47020", "issue:28282|issue:29127", @@ -7140,225 +7226,225 @@ "issue:44849|issue:45701", "issue:42175|issue:44488", "issue:43540|issue:44560", - "issue:44987|issue:45907", "issue:43540|issue:44479", "issue:44291|issue:44821", + "issue:44987|issue:45907", "issue:44479|issue:45381", - "issue:34567|issue:36331", "issue:38175|issue:44898", + "issue:34567|issue:36331", "issue:44792|issue:44964", "issue:44062|issue:45081", "issue:44568|issue:45488", "issue:45042|issue:45081" ], - "prepared_review_unit_hash": "e8dd45ad15ae06cf75063db789668692ea6cb54800e8a910804d1c9801637394", + "prepared_review_unit_hash": "9edaf608ce849272aca537aae80218368fdcb9d2020478af052353a953d972a5", "component_budget": { - "node_count": 514, - "item_count": 514, - "soft_pair_count": 1891, - "serialized_chars": 980895, - "estimated_input_tokens": 245224, - "estimated_eval_tokens": 490704 + "node_count": 516, + "item_count": 516, + "soft_pair_count": 1900, + "serialized_chars": 985297, + "estimated_input_tokens": 246325, + "estimated_eval_tokens": 492906 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 29, - "serialized_chars": 35832, - "estimated_input_tokens": 8958, - "estimated_eval_tokens": 18172 + "serialized_chars": 35860, + "estimated_input_tokens": 8965, + "estimated_eval_tokens": 18186 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a loose semantic group of unrelated Transformers bug reports. Only the Qwen2.5-VL / Qwen3-VL video-input regression pair looks like the same underlying issue; the rest are distinct bugs in different models/code paths.", - "confidence": 0.84, - "canonical_issue_reason": "issue:44479 is the broadest and clearest report of the shared video-input regression, covering multiple Qwen multimodal variants; issue:45381 appears to be a narrower symptom/report of the same problem.", + "summary": "Mostly a heterogeneous set of unrelated issues, with one likely duplicate pair in the Qwen2.5-VL/Qwen3 video-regression area. I would keep the broader video regression report as the anchor.", + "confidence": 0.77, + "canonical_issue_reason": "issue:44479 is the broadest and most central report among the only likely duplicate pair; it covers the wider video-input regression across multiple Qwen VL variants and can subsume the more specific qwen2.5-vl report.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44479 is the best representative issue because it captures the regression at the right abstraction level and scope, making it the most useful duplicate target.", + "best_issue_reason": "issue:44479 best represents the cluster\u2019s only strong duplicate relationship and is the most general issue description in that area.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:45137", - "right": "issue:45405", + "left": "issue:44857", + "right": "issue:46832", "accept": false, - "reason": "DeepSpeed ZeRO3 deque/index failure and a PEFT version bump are unrelated." + "reason": "Different models and failures: LwDetr AMP crash vs RT-DETR feature-level mismatch." }, { "left": "issue:43404", "right": "issue:45127", "accept": false, - "reason": "Both mention tied weights, but one is a Mistral lm_head tying bug while the other is LoRA merge collapse with extended vocab; different code paths." + "reason": "Both mention weight tying, but they concern different models and different failure modes." }, { "left": "issue:45081", "right": "issue:47020", "accept": false, - "reason": "Different tokenizer classes and different failures: Mistral regex patch crash vs XLMRoberta Unigram init error." + "reason": "Unrelated tokenizer bugs affecting different tokenizer implementations and code paths." }, { "left": "issue:28282", "right": "issue:29127", "accept": false, - "reason": "PyTorch missing import error is unrelated to LayoutLMV3's error-message clarity issue." + "reason": "ImportError about missing PyTorch is unrelated to LayoutLMv3 box/clarity handling." }, { "left": "issue:43742", "right": "issue:44291", "accept": false, - "reason": "MobileLLM loading key error and init_empty_weights unexpected argument are separate loading bugs." + "reason": "KeyError loading MobileLLM is not the same as the init_empty_weights unexpected-argument regression." }, { "left": "issue:44936", "right": "issue:46821", "accept": false, - "reason": "Trainer evaluate-after-train failure is unrelated to TimesFM window_size AttributeError." + "reason": "Trainer lifecycle bug vs TimesFM window_size AttributeError; different subsystems." }, { "left": "issue:42915", "right": "issue:45538", "accept": false, - "reason": "FineGrainedFP8Config failure and CLIPTokenizer max-length behavior are unrelated." + "reason": "Qwen3Moe FP8 loading and CLIPTokenizer max length are unrelated." }, { "left": "issue:44479", "right": "issue:46693", "accept": false, - "reason": "Qwen video-input regression and FA2 long-context performance regression are different problems." + "reason": "Video-input regression and FA2 long-context performance regression are different problems." }, { "left": "issue:45538", "right": "issue:46869", "accept": false, - "reason": "Tokenizer max-length handling is unrelated to YOLO multi-GPU device-map failure." + "reason": "Tokenizer max-length bug is unrelated to YOLO auto device-map failures." }, { "left": "issue:44062", "right": "issue:44991", "accept": false, - "reason": "AddedToken special-argument collision and est-roberta tokenizer loading failure are not the same bug." + "reason": "AddedToken keyword collision is unrelated to loading a specific tokenizer model." }, { "left": "issue:24643", "right": "issue:29159", "accept": false, - "reason": "DeepSpeed training weight-shape error is unrelated to tokenizer slow/fast inconsistency." + "reason": "DeepSpeed weight-dimension error and tokenizer slow/fast inconsistency are different issues." }, { "left": "issue:43452", "right": "issue:43582", "accept": false, - "reason": "gguf_file loading and Apple Silicon caching_allocator_warmup TypeError are unrelated." + "reason": "gguf loading breakage and AppleSilicon allocator TypeError do not share a concrete code path." }, { "left": "issue:27957", "right": "issue:28282", "accept": false, - "reason": "Flash Attention 2 with XLMRoberta is unrelated to the PyTorch-not-found import error." + "reason": "Flash Attention 2 support for XLMRoberta is unrelated to missing-PyTorch import errors." }, { "left": "issue:42915", "right": "issue:43749", "accept": false, - "reason": "Qwen3Moe FP8 config failure and FSDP CPU RAM efficient loading are different training/loading bugs." + "reason": "FP8 Qwen3Moe failure and FSDP CPU RAM-efficient loading are separate bugs." }, { "left": "issue:43577", "right": "issue:46512", "accept": false, - "reason": "Both involve dtype, but one is BLIP2 load-time dtype propagation and the other is stale config dtype from from_config; not the same concrete bug." + "reason": "Both are dtype-related, but one is model loading behavior and the other is config staleness; not the same bug." }, { "left": "issue:41720", "right": "issue:43540", "accept": false, - "reason": "Auto device-mapping cudaErrorAssert and Qwen3OmniMoe video ValueError are different failures." + "reason": "Auto device-mapping CUDA assert and video-input processing failure are different issues." }, { "left": "issue:44849", "right": "issue:45701", "accept": false, - "reason": "Qwen3.5 hidden-states bug and version-dependent tokenization changes are unrelated." + "reason": "Qwen3.5 hidden-state bug is not the same as version-dependent tokenization changes." }, { "left": "issue:42175", "right": "issue:44488", "accept": false, - "reason": "Packaging/backend dependency issue and loading a specific model are unrelated." + "reason": "Packaging/backend dependency issue and model loading failure are unrelated." }, { "left": "issue:43540", "right": "issue:44560", "accept": false, - "reason": "Both are video-input issues in Qwen models, but they affect different models and error paths; not enough evidence of the same bug." - }, - { - "left": "issue:44987", - "right": "issue:45907", - "accept": false, - "reason": "Model loading failure and list_repo_files revision forwarding are unrelated." + "reason": "Both involve video inputs, but they are different model families and distinct failure symptoms." }, { "left": "issue:43540", "right": "issue:44479", "accept": false, - "reason": "Different Qwen multimodal models and different failures; too broad to treat as the same bug." + "reason": "Same broad area, but different model families and not clearly the same concrete regression." }, { "left": "issue:44291", "right": "issue:44821", "accept": false, - "reason": "init_empty_weights constructor compatibility and AutoImageProcessor URL loading are separate issues." + "reason": "init_empty_weights argument handling and AutoImageProcessor-from-URL loading are unrelated." + }, + { + "left": "issue:44987", + "right": "issue:45907", + "accept": false, + "reason": "Model loading regression and repo_files revision forwarding are different concerns." }, { "left": "issue:44479", "right": "issue:45381", "accept": true, - "reason": "Both report the same Qwen2.5-VL/Qwen3-VL video-input regression, with 45381 describing the wrong vision_position_ids symptom of the broader 44479 issue." + "reason": "Both report the same Qwen2.5-VL video-input regression, with 45381 appearing to be the more specific symptom of the broader 44479 bug." }, { - "left": "issue:34567", - "right": "issue:36331", + "left": "issue:38175", + "right": "issue:44898", "accept": false, - "reason": "TrainerState token-count tracking and compute_loss signature incompatibility are unrelated trainer bugs." + "reason": "Zero probabilities in SigLIP2 and Perceiver non-default-resolution failure are unrelated vision-model bugs." }, { - "left": "issue:38175", - "right": "issue:44898", + "left": "issue:34567", + "right": "issue:36331", "accept": false, - "reason": "Unexpected zero probabilities and Perceiver interpolation failure are different model-specific inference bugs." + "reason": "TrainerState token counting and CustomTrainer compute_loss signature breakage are different trainer issues." }, { "left": "issue:44792", "right": "issue:44964", "accept": false, - "reason": "Janus image-generation test failure and Phi-4 multimodal loading failure are unrelated." + "reason": "Janus image-generation test failure and Phi-4 multimodal loading failure are separate model-specific problems." }, { "left": "issue:44062", "right": "issue:45081", "accept": false, - "reason": "AddedToken special handling and Mistral regex patch crash are different tokenizer regressions." + "reason": "Tokenizer AddedToken collision and Mistral regex patch crash are distinct tokenizer bugs." }, { "left": "issue:44568", "right": "issue:45488", "accept": false, - "reason": "MDeBERTa special-token insertion and LlamaTokenizer ByteLevel/Metaspace override are distinct tokenizer regressions." + "reason": "Different tokenizer families and different behaviors; not the same underlying change." }, { "left": "issue:45042", "right": "issue:45081", "accept": false, - "reason": "PIL/torchvision dependency behavior is unrelated to Mistral tokenizer regex patching." + "reason": "Image-processor torchvision dependency issue is unrelated to Mistral tokenizer regex patching." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is well grounded in the packet and stays conservative. The canonical issue choice is supported by the titles: 44479 is the broader v5.3.0 video-input regression report, while 45381 is a narrower qwen2.5-vl symptom. The other soft-pair rejections are appropriately cautious given only title-level evidence." + "feedback": "The cluster summary is grounded in the packet and stays conservative: it identifies one clearly supported duplicate pair (44479/45381) and treats the rest as mostly unrelated. The anchor/canonical choice of 44479 is reasonable because it is the broader issue report. No soft-edge verdict looks overstated." }, "evaluator_used": true, "retried": false, @@ -7377,7 +7463,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-514", + "cluster_id": "cluster-10000-516", "nodes": [ "issue:24643", "issue:28282", @@ -7452,208 +7538,208 @@ "issue:43697|issue:46829", "issue:44913|issue:46121", "issue:45663|issue:46846", - "issue:43526|issue:45479", "issue:44737|issue:45588", + "issue:43526|issue:45479", "issue:46463|issue:46899", "issue:43697|issue:45216", "issue:45357|issue:45920" ], - "prepared_review_unit_hash": "c2621cb83b2c6171bd50bb6ab21de5b6642411dcad80b72e6cb3c649bdeb5b3f", + "prepared_review_unit_hash": "2972f1fe7d0151b25f433560baf1d28c9d70cb8a5a3a1f7f0f7c3677d043eace", "component_budget": { - "node_count": 514, - "item_count": 514, - "soft_pair_count": 1891, - "serialized_chars": 980895, - "estimated_input_tokens": 245224, - "estimated_eval_tokens": 490704 + "node_count": 516, + "item_count": 516, + "soft_pair_count": 1900, + "serialized_chars": 985297, + "estimated_input_tokens": 246325, + "estimated_eval_tokens": 492906 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 28, - "serialized_chars": 36581, - "estimated_input_tokens": 9146, - "estimated_eval_tokens": 18548 + "serialized_chars": 36585, + "estimated_input_tokens": 9147, + "estimated_eval_tokens": 18550 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This is a heterogeneous issue cluster with superficial lexical overlap (mostly around model loading, dtype, rope, and config terms), but none of the soft pairs look like true duplicates of the same underlying bug.", - "confidence": 0.9, + "summary": "This cluster is a grab-bag of unrelated bug reports across many models, tokenizers, quantization paths, and generation/training code paths. The soft pairs do not look like duplicate reports of the same underlying issue.", + "confidence": 0.98, "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "issue:43756 is the most connected node in the soft-similarity graph, but that connectivity is spurious; the cluster is too mixed for a strong canonical issue.", + "best_issue_reason": "No single issue is a good canonical representative because the items span many distinct subsystems and root causes (model loading, dtype mismatches, tokenizer behavior, generation, config handling, and performance regressions).", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43257", "right": "issue:43756", "accept": false, - "reason": "Qwen3 MOE weight-conversion/loading bug vs. Smollm3 RoPE-layer mismatch; different models and failure modes." + "reason": "Different bugs: Qwen3 MoE loading with accelerate/deepspeed vs Smollm3 RoPE layer dropping." }, { "left": "issue:43742", "right": "issue:44589", "accept": false, - "reason": "MobileLLM key-loading error vs. Float8 storage lookup TypeError; unrelated load paths." + "reason": "Unrelated failures: MobileLLM config/key loading error vs Float8 storage lookup error." }, { "left": "issue:43582", "right": "issue:46821", "accept": false, - "reason": "Apple Silicon warmup TypeError vs. TimesFM window_size AttributeError; different APIs and devices." + "reason": "Different code paths and models: Apple Silicon warmup TypeError vs TimesFM `window_size` attribute error." }, { "left": "issue:43531", "right": "issue:44821", "accept": false, - "reason": "Qwen3-MoE sliding-window behavior vs. AutoImageProcessor URL loading; no shared code-path bug." + "reason": "Qwen3-MoE sliding window handling is unrelated to AutoImageProcessor URL loading." }, { "left": "issue:43756", "right": "issue:46399", "accept": false, - "reason": "Smollm3 RoPE-layer dropping vs. Qwen3.5 apply_rotary_pos_emb registration error; both rope-related but not the same bug." + "reason": "Smollm3 RoPE-layer issue and Qwen3.5 kernel-registration crash are distinct problems." }, { "left": "issue:43756", "right": "issue:45325", "accept": false, - "reason": "RoPE layer-count mismatch vs. Qwen2.5-VL temporal position scaling; distinct model-specific rotary issues." + "reason": "Different multimodal/model-specific bugs: Smollm3 RoPE layers vs Qwen2.5-VL rope index scaling." }, { "left": "issue:45405", "right": "issue:45600", "accept": false, - "reason": "PEFT version-pin problem vs. stale auto_mappings reference breakage; unrelated maintenance issues." + "reason": "PEFT version pinning issue is unrelated to stale auto_mappings references to removed configs." }, { "left": "issue:44737", "right": "issue:46463", "accept": false, - "reason": "XLNet CPU tensor allocation bug vs. T5 decoder input validation message; different subsystems entirely." + "reason": "XLNet CPU tensor creation bug and T5 decoder-input validation error do not share a concrete root cause." }, { "left": "issue:43716", "right": "issue:46701", "accept": false, - "reason": "Mistral-3 image dtype mismatch vs. DiffusionGemma pipeline output bug; different multimodal paths." + "reason": "Different failures: Mistral-3 dtype mismatch vs DiffusionGemma image-text pipeline broken." }, { "left": "issue:43906", "right": "issue:46693", "accept": false, - "reason": "A reproduction of an older issue vs. a FA2 long-context performance regression; not the same concrete defect." + "reason": "One is a reproduction of an older issue; the other is a FlashAttention performance regression." }, { "left": "issue:45823", "right": "issue:46463", "accept": false, - "reason": "Gemma4 PLE device-map mismatch vs. T5 decoder validation error; unrelated model families." + "reason": "Gemma4 device-map/PLE mismatch is unrelated to T5 decoder validation messaging." }, { "left": "issue:43577", "right": "issue:45072", "accept": false, - "reason": "BLIP2 dtype propagation issue vs. SwitchTransformers/TimmWrapper bfloat16 mismatch; similar theme, different code paths." + "reason": "Both mention dtype, but they affect different models and different mismatch mechanisms." }, { "left": "issue:44568", "right": "issue:46491", "accept": false, - "reason": "Tokenizer special-token regression vs. CodeLlama space round-trip regression; both tokenizer bugs but not the same behavior." + "reason": "Tokenizer round-trip spacing bug in CodeLlama is unrelated to missing BOS/EOS insertion in mDeBERTa." }, { "left": "issue:24643", "right": "issue:29870", "accept": false, - "reason": "DeepSpeed training weight-shape RuntimeError vs. Bart generate unbound variable; distinct training/generation failures." + "reason": "DeepSpeed weight-shape RuntimeError and Bart generate UnboundLocalError are distinct bugs." }, { "left": "issue:45672", "right": "issue:45674", "accept": false, - "reason": "Gemma4 4-bit audio/vision dtype cast bug vs. BitsAndBytes skip-module exclusion bug; different quantization failures." + "reason": "Both are quantization-related, but one is a Gemma4 uint8 finfo crash in audio/vision modules and the other is a BitsAndBytes skip-modules exclusion bug." }, { "left": "issue:44625", "right": "issue:44877", "accept": false, - "reason": "Qwen3.5 num_labels propagation vs. strict config blocking granite_speech; different configuration validations." + "reason": "Qwen3.5 `num_labels` propagation and strict config rejection for granite_speech are different config-loading issues." }, { "left": "issue:43452", "right": "issue:44488", "accept": false, - "reason": "gguf_file loading regression vs. sleng-bert model loading failure; overlapping symptom only, not same root cause." + "reason": "Both concern model loading, but the gguf_file regression and the sleng-bert loading failure are not the same underlying bug." }, { "left": "issue:43540", "right": "issue:46693", "accept": false, - "reason": "Qwen3OmniMoe video-input ValueError vs. FA2 long-context generation slowdown; unrelated bugs." + "reason": "Qwen3OmniMoe video-input ValueError is unrelated to a long-context FlashAttention performance regression." }, { "left": "issue:43906", "right": "issue:46468", "accept": false, - "reason": "Reproduction of issue 38071 vs. broken Nemotron example; not enough evidence of same defect." + "reason": "A repro of issue 38071 is not the same as the broken official Nemotron example." }, { "left": "issue:28282", "right": "issue:32090", "accept": false, - "reason": "Missing PyTorch import error vs. NoneType broadcast TypeError in Trainer; different layers of the stack." + "reason": "Missing PyTorch import and `_gpu_broadcast_one` NoneType error are unrelated." }, { "left": "issue:43697", "right": "issue:46829", "accept": false, - "reason": "RTDetrV2 output divergence vs. VideoPrism output field mismatch; different models and outputs." + "reason": "RTDetrV2 output drift in v5 and VideoPrism output field mismatch are different issues." }, { "left": "issue:44913", "right": "issue:46121", "accept": false, - "reason": "GPTNeoX config reload issue vs. rope-parameter JSON list TypeError; unrelated config serialization bugs." + "reason": "GPTNeoX rotary_pct reload regression is not the same as `convert_rope_params_to_dict` TypeError on JSON-loaded lists." }, { "left": "issue:45663", "right": "issue:46846", "accept": false, - "reason": "Gemma4 FSDP2 shared_kv_states KeyError vs. Qwen3.5 tensor-parallel plan omission; different failure modes." + "reason": "Gemma4 FSDP2 shared_kv_states bug and Qwen3.5 linear_attn TP-plan omission are different model-specific problems." }, { - "left": "issue:43526", - "right": "issue:45479", + "left": "issue:44737", + "right": "issue:45588", "accept": false, - "reason": "BEiT image processor label reduction bug vs. sequence-classification zero-loss bug; not the same code path." + "reason": "XLNet CPU arange bug and flash_attention `s_aux=None` crash are unrelated." }, { - "left": "issue:44737", - "right": "issue:45588", + "left": "issue:43526", + "right": "issue:45479", "accept": false, - "reason": "XLNet CPU allocation issue vs. flash-attention None-handling crash; different components." + "reason": "BeitImageProcessorFast label reduction bug and zero-loss sequence-classification bug are not the same defect." }, { "left": "issue:46463", "right": "issue:46899", "accept": false, - "reason": "T5 decoder validation message bug vs. Gemma4 multimodal 4-bit dtype cast; unrelated models and failures." + "reason": "T5 decoder-input validation messaging and Gemma4 4-bit multimodal dtype casting are unrelated." }, { "left": "issue:43697", "right": "issue:45216", "accept": false, - "reason": "RTDetrV2 output mismatch vs. Qwen3.5 save_pretrained regression; no shared underlying bug." + "reason": "Different regressions: RTDetrV2 output changes vs Qwen3.5 save_pretrained checkpoint corruption." }, { "left": "issue:45357", "right": "issue:45920", "accept": false, - "reason": "Qwen3.5 incorrect visual-encoder checkpoint saving vs. wrong token IDs in AutoTokenizer; separate serialization/tokenization issues." + "reason": "Qwen3.5 visual encoder key saving bug is unrelated to AutoTokenizer wrong token IDs across multiple models." } ] }, @@ -7675,7 +7761,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-514", + "cluster_id": "cluster-10000-516", "nodes": [ "issue:29159", "issue:33357", @@ -7733,15 +7819,15 @@ "issue:43643|issue:45375", "issue:44493|issue:46050", "issue:44361|issue:44442", - "issue:43688|issue:43749", "issue:38175|issue:43295", + "issue:43688|issue:43749", "issue:43653|issue:44361", "issue:43452|issue:44843", "issue:43531|issue:43742", "issue:43994|issue:44898", "issue:43819|issue:44811", - "issue:45372|issue:46170", "issue:43761|issue:46829", + "issue:45372|issue:46170", "issue:44857|issue:47000", "issue:43525|issue:46701", "issue:29159|issue:33357", @@ -7749,201 +7835,201 @@ "issue:46832|issue:46932", "issue:43295|issue:45356", "issue:43688|issue:45704", - "issue:43653|issue:44568", "issue:43688|issue:45701", + "issue:43653|issue:44568", "issue:43646|issue:43749", "issue:43756|issue:46402" ], - "prepared_review_unit_hash": "0c11754a2a6b92c4e089c9267e8696e84b37b35b3604bf9b773e9024af8e251a", + "prepared_review_unit_hash": "21c51f269ce50c3cad8d133df6087f66e4af58a90f6cc31b70474e80b280e225", "component_budget": { - "node_count": 514, - "item_count": 514, - "soft_pair_count": 1891, - "serialized_chars": 980895, - "estimated_input_tokens": 245224, - "estimated_eval_tokens": 490704 + "node_count": 516, + "item_count": 516, + "soft_pair_count": 1900, + "serialized_chars": 985297, + "estimated_input_tokens": 246325, + "estimated_eval_tokens": 492906 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 27, - "serialized_chars": 35499, - "estimated_input_tokens": 8875, - "estimated_eval_tokens": 18006 + "serialized_chars": 35501, + "estimated_input_tokens": 8876, + "estimated_eval_tokens": 18008 }, "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 (tokenizers, loading, vision models, losses) but not the same concrete bug or code path. Overall this looks like a heterogeneous set of unrelated issues rather than a duplicate cluster.", - "confidence": 0.96, - "canonical_issue_reason": "No single issue cleanly represents a true duplicate set here; the items are heterogeneous. If one must be chosen, #43646 is the broadest umbrella-style regression report about v5 breaking custom model initialization, though it does not subsume the others.", + "summary": "This is a loose cluster of mostly unrelated Transformers regressions, with a heavy tilt toward tokenizer/config/loading bugs. There is no single underlying bug spanning the whole set, so the cluster is best represented by one broad v5 regression report rather than any narrow model-specific issue. All soft edges are too weak or too generic to merge.", + "confidence": 0.36, + "canonical_issue_reason": "issue:43646 is the broadest, most central regression report in the set: it captures a v5-era break in custom model initialization and can act as the cluster anchor for the many downstream initialization/loading complaints.", "canonical_pr_reason": null, - "best_issue_reason": "#43646 is the most general and representative issue among the set, but only as a broad regression summary rather than a duplicate canonical.", + "best_issue_reason": "issue:43646 is the best single representative because it is general, version-scoped, and closer to the cluster-wide theme of v5 regressions than the more model-specific tokenization or output-shape bugs.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:41762", "right": "issue:44936", "accept": false, - "reason": "Different failures: Gemma3 load-time ZeRO-3 index error vs trainer.evaluate() after training. No shared code path." + "reason": "Different failures: Gemma3 ZeRO-3 loading IndexError vs trainer lifecycle evaluate/train issue; no shared code path." }, { "left": "issue:43720", "right": "issue:44898", "accept": false, - "reason": "Unrelated models and bugs: BitNet packed-weight loading vs Perceiver non-default resolution handling." + "reason": "Unrelated subsystems: BitNet packed-weight loading vs Perceiver image-resolution handling." }, { "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 to treat as the same bug." + "reason": "Both mention tied weights, but one is device-dependent serialization of lm_head.weight and the other is a broader translation-model symptom; not clearly the same concrete bug." }, { "left": "issue:45200", "right": "issue:46463", "accept": false, - "reason": "Different model families and symptoms: Gemma 4 mm_token_type_ids defaulting vs T5 decoder-input validation message." + "reason": "Different models and logic: Gemma 4 token_type defaults vs T5 decoder-input validation message." }, { "left": "issue:43643", "right": "issue:45375", "accept": false, - "reason": "Both are config-field related, but one is a generic AutoConfig trust_remote_code issue and the other is a specific strict-drop of a Gemma/Qwen vision field." + "reason": "Both involve config fields, but one is AutoConfig/trust_remote_code missing fields and the other is a specific Qwen3_5MoeVisionConfig field dropped by strict parsing; not the same bug." }, { "left": "issue:44493", "right": "issue:46050", "accept": false, - "reason": "State-dict/key mismatch vs quantized save/load breakage; similar theme but not the same underlying defect." + "reason": "Unexpected position-id keys and sinq quantization save/load breakage are different serialization problems." }, { "left": "issue:44361", "right": "issue:44442", "accept": false, - "reason": "Both are tokenizer-loading failures, but they affect different tokenizers and different failure modes." + "reason": "Both are tokenizer loading issues, but they affect different tokenizer classes and error modes." }, { - "left": "issue:43688", - "right": "issue:43749", + "left": "issue:38175", + "right": "issue:43295", "accept": false, - "reason": "Aux-loss normalization bug vs FSDP CPU RAM efficient loading regression; unrelated subsystems." + "reason": "Both are multimodal/model regressions, but the symptoms and affected APIs differ substantially." }, { - "left": "issue:38175", - "right": "issue:43295", + "left": "issue:43688", + "right": "issue:43749", "accept": false, - "reason": "Different problems: SigLIP2 zero probabilities vs processor.tokenizer/custom image-tokenizer regression." + "reason": "Aux-loss normalization and FSDP CPU RAM efficient loading are unrelated." }, { "left": "issue:43653", "right": "issue:44361", "accept": false, - "reason": "BigBird special-token registration bug and MLukeTokenizer AttributeError are separate tokenizer issues." + "reason": "Both are tokenizer bugs, but one is special-token registration/empty decode and the other is an AttributeError on tasks; no concrete shared failure." }, { "left": "issue:43452", "right": "issue:44843", "accept": false, - "reason": "Both involve AutoTokenizer.from_pretrained, but the causes differ: gguf_file loading vs an unconditional model_info() call breaking offline mode." + "reason": "Both touch AutoTokenizer.from_pretrained, but one is gguf_file support and the other is an offline-mode model_info() call; different root causes." }, { "left": "issue:43531", "right": "issue:43742", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior and MobileLLM key error are unrelated." + "reason": "Sliding-window MoE behavior and a MobileLLM key error are distinct loading/model-shape issues." }, { "left": "issue:43994", "right": "issue:44898", "accept": false, - "reason": "Both are vision-related inference issues, but with different models and symptoms; not the same bug." + "reason": "Both are vision-model inference regressions, but the models and failure mechanisms do not match." }, { "left": "issue:43819", "right": "issue:44811", "accept": false, - "reason": "DAC forward/from_latents mismatch is unrelated to Whisper batch_decode skip_special_tokens handling." + "reason": "DAC latent conversion mismatch and Whisper batch_decode skip_special_tokens are unrelated code paths." }, { - "left": "issue:45372", - "right": "issue:46170", + "left": "issue:43761", + "right": "issue:46829", "accept": false, - "reason": "Different import/dependency failures on different platforms and libraries." + "reason": "Both involve hidden_states/output fields, but different model families and opposite symptoms; too generic to be one bug." }, { - "left": "issue:43761", - "right": "issue:46829", + "left": "issue:45372", + "right": "issue:46170", "accept": false, - "reason": "Both concern hidden_states outputs, but they are different models and different return-path bugs." + "reason": "Gemma processor import failure and Windows/ROCm torch.distributed dependency errors are unrelated." }, { "left": "issue:44857", "right": "issue:47000", "accept": false, - "reason": "Different detection-loss crashes with different error conditions; not one concrete defect." + "reason": "Both are detection losses, but one is AMP/CUDA crash and the other is an infeasible cost-matrix error." }, { "left": "issue:43525", "right": "issue:46701", "accept": false, - "reason": "Llama4Config missing pad_token_id is unrelated to DiffusionGemma pipeline failure." + "reason": "Llama4 config missing pad_token_id is unrelated to the DiffusionGemma image-text pipeline failure." }, { "left": "issue:29159", "right": "issue:33357", "accept": false, - "reason": "Tokenizer consistency issue vs MacOS bus error in a CLIP community model; unrelated." + "reason": "Tokenizer consistency issue and CLIP Mac bus error are unrelated." }, { "left": "issue:45542", "right": "issue:46178", "accept": false, - "reason": "Both concern optional TensorFlow-related backends, but they are distinct backend-resolution bugs with different offending packages." + "reason": "Both concern backend availability, but the dependency stacks and failures differ (tensorflow vs tensorflow_text)." }, { "left": "issue:46832", "right": "issue:46932", "accept": false, - "reason": "RT-DETR feature-level mismatch and Gemma4 dtype casting for quantized embedders are unrelated." + "reason": "RT-DETR feature-level TypeError and Gemma4 quantized-embedder dtype casting are unrelated." }, { "left": "issue:43295", "right": "issue:45356", "accept": false, - "reason": "Both are regressions around tokenizers/processors, but the concrete breakage and affected models differ." + "reason": "Both are tokenizer regressions, but they involve different models and different causes (processor/tokenizer regression vs codec handling/mistral regex warning)." }, { "left": "issue:43688", "right": "issue:45704", "accept": false, - "reason": "Aux-loss normalization and T5 apex.FusedRMSNorm memory leak are unrelated." + "reason": "Aux-loss normalization and T5 apex FusedRMSNorm memory leak are unrelated." }, { - "left": "issue:43653", - "right": "issue:44568", + "left": "issue:43688", + "right": "issue:45701", "accept": false, - "reason": "Both are special-token issues, but they affect different tokenizers and different token types." + "reason": "Aux-loss normalization and tokenization-version changes are different bug classes." }, { - "left": "issue:43688", - "right": "issue:45701", + "left": "issue:43653", + "right": "issue:44568", "accept": false, - "reason": "Aux-loss normalization bug is not the same as a broad tokenization-version-change report." + "reason": "Special-token registration in BigBirdTokenizer and BOS/EOS omission in mdeberta-v3 are different tokenizer bugs." }, { "left": "issue:43646", "right": "issue:43749", "accept": false, - "reason": "Generic v5 custom-model initialization regression vs FSDP loading breakage; different code paths." + "reason": "Custom model initialization regression and FSDP CPU RAM efficient loading failure are different load paths." }, { "left": "issue:43756", "right": "issue:46402", "accept": false, - "reason": "Smollm3 RoPE-layer handling and Sam3Model text encoder weight loading are unrelated model-specific bugs." + "reason": "Smollm3 RoPE-layer omission and Sam3 text-encoder weight loading are unrelated model-specific issues." } ] }, @@ -7965,7 +8051,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-514", + "cluster_id": "cluster-10000-516", "nodes": [ "issue:32090", "issue:33666", @@ -8029,15 +8115,15 @@ "issue:32090|issue:33666", "issue:44466|issue:46050", "issue:43688|issue:45440", - "issue:44977|issue:46693", "issue:41720|issue:44464", - "issue:44734|issue:46612", + "issue:44977|issue:46693", "issue:44464|issue:44977", + "issue:44734|issue:46612", "issue:43504|issue:43550", "issue:33666|issue:36331", "issue:43504|issue:43720", - "issue:43278|issue:43688", "issue:43262|issue:43295", + "issue:43278|issue:43688", "issue:43782|issue:46693", "issue:45491|issue:46002", "issue:43720|issue:43927", @@ -8047,214 +8133,214 @@ "issue:43504|issue:44610", "issue:44514|issue:45290" ], - "prepared_review_unit_hash": "889eaa35b3e971e30337e7b1557019daf59d33f754a221e674f459fe30a34ab9", + "prepared_review_unit_hash": "943fba79f3a450fcf07c16bfb9a90fcb41757ba6302ee0b96aa220f3debd2c6c", "component_budget": { - "node_count": 514, - "item_count": 514, - "soft_pair_count": 1891, - "serialized_chars": 980895, - "estimated_input_tokens": 245224, - "estimated_eval_tokens": 490704 + "node_count": 516, + "item_count": 516, + "soft_pair_count": 1900, + "serialized_chars": 985297, + "estimated_input_tokens": 246325, + "estimated_eval_tokens": 492906 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 30, - "serialized_chars": 36445, - "estimated_input_tokens": 9112, - "estimated_eval_tokens": 18480 + "serialized_chars": 36441, + "estimated_input_tokens": 9111, + "estimated_eval_tokens": 18478 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This is a loose themed collection of Transformers issues, but the proposed soft links mostly connect different bugs in different models or code paths (loading, generation, tokenization, dtype, device placement, etc.). I would reject all soft edges as duplicates.", - "confidence": 0.94, - "canonical_issue_reason": "No canonical issue: the set fragments into many unrelated bugs, so no single issue cleanly represents the cluster.", + "summary": "The cluster is a loose collection of mostly unrelated Transformers bug reports across tokenization, generation, model loading, processors, and distributed training. None of the soft-similarity pairs looks like the same underlying bug/change, so I would not merge any of them as duplicates.", + "confidence": 0.96, + "canonical_issue_reason": "issue:46693 is the strongest standalone report here: it is open, highly discussed, and framed as a concrete regression with clear impact and reproduction context.", "canonical_pr_reason": null, - "best_issue_reason": "If forced to pick a loose anchor, issue 44514 is the closest to a repeated apply_chat_template crash pattern, but it still only covers a small slice of the set and is not a true duplicate hub.", + "best_issue_reason": "issue:46693 is the most actionable and representative issue in the set, but it is not a duplicate of the others.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44464", "right": "issue:44743", "accept": false, - "reason": "Both involve generation/cache behavior, but one is a compiled-forward inconsistency and the other is a recurrent-state unpacking bug in a different model path." + "reason": "Both are generation correctness bugs, but one is about compiled forward chunking and the other about Qwen3.5 recurrent-state reset; different code paths and models." }, { "left": "issue:43653", "right": "issue:43927", "accept": false, - "reason": "BigBird tokenizer special-token decoding and DiaConfig token-ID persistence are different failure modes and different subsystems." + "reason": "Tokenizer special-token registration vs config custom token IDs after save/load are different failure modes." }, { "left": "issue:44821", "right": "issue:46821", "accept": false, - "reason": "AutoImageProcessor URL loading and TimesFM window_size AttributeError are unrelated loader/model issues." + "reason": "AutoImageProcessor URL loading and TimesFM window_size AttributeError are unrelated subsystems." }, { "left": "issue:42898", "right": "issue:46491", "accept": false, - "reason": "Tokenization-space cleanup regression and CodeLlama leading-space round-trip regression are similar only at a very high level, not the same bug." + "reason": "Both involve tokenizer behavior, but one is a global cleanup-space change and the other is a CodeLlama-specific leading-space round-trip regression." }, { "left": "issue:43452", "right": "issue:43577", "accept": false, - "reason": "GGUF loading breakage and BLIP2 dtype propagation are distinct loading vs dtype issues." + "reason": "Model/tokenizer loading with gguf_file is unrelated to Blip2 dtype propagation." }, { "left": "issue:44843", "right": "issue:44991", "accept": false, - "reason": "Offline model_info() behavior in tokenizer patching and a specific tokenizer load failure for EMBEDDIA/est-roberta are not the same root cause." + "reason": "Both are tokenizer load regressions, but the offline model_info call bug and the est-roberta tokenizer failure have different root causes." }, { "left": "issue:44479", "right": "issue:44625", "accept": false, - "reason": "Qwen video-input regression and Qwen3.5 num_labels propagation affect different code paths and symptoms." + "reason": "Video-input regression in Qwen VL models vs num_labels propagation in Qwen3.5 are different bugs." }, { "left": "issue:43761", "right": "issue:47013", "accept": false, - "reason": "CLIPVision hidden_states handling and xLSTM train-mode state unpacking are unrelated model bugs." + "reason": "CLIPVision hidden_states handling and xLSTM train-mode return unpacking are unrelated code paths." }, { "left": "issue:33666", "right": "issue:36010", "accept": false, - "reason": "Qwen2-VL multi-GPU training and GenerationMixin import failure are completely different issues." + "reason": "Multi-GPU training discussion is unrelated to the GenerationMixin import error." }, { "left": "issue:44484", "right": "issue:44704", "accept": false, - "reason": "save_pretrained shard-size behavior and AutoProcessor cached_file kwarg forwarding are unrelated API problems." + "reason": "save_pretrained shard size behavior and AutoProcessor cached_file kwargs forwarding are different issues." }, { "left": "issue:32090", "right": "issue:33666", "accept": false, - "reason": "Trainer gpu_broadcast NoneType error and Qwen2-VL multi-GPU training are not the same defect." + "reason": "The Trainer _gpu_broadcast_one NoneType error and Qwen2-VL multi-GPU training are only broadly related to distributed training, not the same bug." }, { "left": "issue:44466", "right": "issue:46050", "accept": false, - "reason": "Serialization inconsistency of lm_head.weight and sinq quantized save/load breakage are different persistence bugs." + "reason": "Serialization differences for lm_head.weight and sinq quantization save/load failures are distinct problems." }, { "left": "issue:43688", "right": "issue:45440", "accept": false, - "reason": "Auxiliary-loss normalization and DeepSeekV3MoE divergence are separate model-behavior issues." - }, - { - "left": "issue:44977", - "right": "issue:46693", - "accept": false, - "reason": "Qwen3.5 flash-attention generation failure and a long-context FA2 performance regression are different symptoms and likely different causes." + "reason": "Both touch MoE models, but auxiliary-loss normalization and DeepSeekV3MoE divergence are separate defects." }, { "left": "issue:41720", "right": "issue:44464", "accept": false, - "reason": "Auto device mapping cuda assert on Qwen3 and chunked-generation compiled-forward inconsistency are unrelated generation/runtime bugs." + "reason": "Auto device mapping cuda assert and compiled-forward chunked generation inconsistency are unrelated." }, { - "left": "issue:44734", - "right": "issue:46612", + "left": "issue:44977", + "right": "issue:46693", "accept": false, - "reason": "Serving KV-cache continuation indexing and beam-search cache reorder being skipped are both cache-related, but they are distinct code paths and bugs." + "reason": "Qwen3.5 flash-attention correctness versus FA2 long-context performance regression are different symptoms and likely different fixes." }, { "left": "issue:44464", "right": "issue:44977", "accept": false, - "reason": "Compiled-forward chunked generation inconsistency and Qwen3.5 flash-attention output failure are not the same underlying problem." + "reason": "Compiled-forward generation inconsistency and flash-attention regression are not the same underlying bug." + }, + { + "left": "issue:44734", + "right": "issue:46612", + "accept": false, + "reason": "KV-cache continuation indexing in serve and beam-search cache reorder skipping in legacy models are different generation paths." }, { "left": "issue:43504", "right": "issue:43550", "accept": false, - "reason": "Legacy field loading for Beit and Bamba torch.compile+SDPA failure are unrelated model-loading/runtime bugs." + "reason": "Legacy-field model loading and Bamba torch.compile SDPA failure are unrelated." }, { "left": "issue:33666", "right": "issue:36331", "accept": false, - "reason": "Qwen2-VL multi-GPU training and CustomTrainer.compute_loss signature mismatch are different Trainer-side issues." + "reason": "General multi-GPU training and a compute_loss signature regression are not duplicates." }, { "left": "issue:43504", "right": "issue:43720", "accept": false, - "reason": "Beit legacy-field load failure and BitNet packed-weight unpacking during accelerate loading are separate loading problems." + "reason": "Beit preset loading and BitNet packed-weight unpacking during accelerate loading are different load-path bugs." }, { - "left": "issue:43278", - "right": "issue:43688", + "left": "issue:43262", + "right": "issue:43295", "accept": false, - "reason": "Embedding dtype drift in eval and auxiliary-loss normalization are different model numerics issues." + "reason": "Audio processor sampling-rate defaults and processor.tokenizer/image handling regressions are separate processor issues." }, { - "left": "issue:43262", - "right": "issue:43295", + "left": "issue:43278", + "right": "issue:43688", "accept": false, - "reason": "Audio chat-template sampling-rate default and processor.tokenizer/image-handling regression are unrelated processor bugs." + "reason": "Embedding dtype drift during eval and MoE auxiliary-loss normalization are unrelated." }, { "left": "issue:43782", "right": "issue:46693", "accept": false, - "reason": "Qwen3VL weight_only loading error and FA2 long-context performance regression do not share a concrete code-path failure." + "reason": "Qwen3VL weight_only load error and FA2 performance regression do not share a concrete code path." }, { "left": "issue:45491", "right": "issue:46002", "accept": false, - "reason": "Gemma3 mixed-length NaN embeddings and classification-head NaNs on checkout/init are similar only by symptom, not root cause." + "reason": "Gemma3 mixed-length sliding-window NaNs and classification-head NaNs on init/checkout are different bugs." }, { "left": "issue:43720", "right": "issue:43927", "accept": false, - "reason": "BitNet packed-weight loading and DiaConfig token-ID persistence are unrelated." + "reason": "BitNet packed-weight loading and DiaConfig custom token ID persistence are unrelated." }, { "left": "issue:43577", "right": "issue:44554", "accept": false, - "reason": "BLIP2 dtype mismatch and an MPS attention correctness issue are different bugs in different execution paths." + "reason": "Blip2 dtype propagation and MPS attention correctness are separate issues." }, { "left": "issue:43611", "right": "issue:46846", "accept": false, - "reason": "base_model_prefix loading regression and missing linear_attn TP-plan entries are separate model-compatibility issues." + "reason": "base_model_prefix load breakage and Qwen3.5 TP-plan missing entries are unrelated regression sources." }, { "left": "issue:43606", "right": "issue:43927", "accept": false, - "reason": "CPU offload device mismatch for bark-small and DiaConfig token-ID loss are unrelated." + "reason": "CPU offload device mismatch and DiaConfig token ID loss have no common underlying bug." }, { "left": "issue:43504", "right": "issue:44610", "accept": false, - "reason": "Beit legacy-field loading and OmDet processor/model-size mismatch are not the same underlying bug." + "reason": "Beit legacy-field loading and OmDet-Turbo processor/model image-size mismatch are different problems." }, { "left": "issue:44514", "right": "issue:45290", "accept": false, - "reason": "Both hit apply_chat_template, but one is batched padding=False and the other is assistant tool-call/no-content handling; these are distinct failures." + "reason": "Both are apply_chat_template crashes, but one is a batched padding=False bug and the other is an assistant-tool-call/no-content case; too different to treat as the same fix." } ] }, @@ -8276,7 +8362,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-514", + "cluster_id": "cluster-10000-516", "nodes": [ "issue:28218", "issue:33357", @@ -8331,8 +8417,8 @@ "issue:43525|issue:43572", "issue:43643|issue:44561", "issue:43720|issue:44361", - "issue:44964|issue:45405", "issue:44625|issue:45584", + "issue:44964|issue:45405", "issue:43493|issue:43825", "issue:44977|issue:46209", "issue:44554|issue:46365", @@ -8350,223 +8436,223 @@ "issue:44568|issue:46489", "issue:33357|issue:33666", "issue:43927|issue:44361", + "issue:43575|issue:45405", + "issue:44792|issue:45405", "issue:44849|issue:46209", "issue:44568|issue:45812", - "issue:44792|issue:45405", - "issue:43575|issue:45405", "issue:43572|issue:44291", "issue:44488|issue:44843", - "issue:44589|issue:45520", - "issue:46821|issue:46832" + "issue:46821|issue:46832", + "issue:44589|issue:45520" ], - "prepared_review_unit_hash": "e9051c3688997d75a744d1b8a4f7f258a9cd5dc8afbfab9ef3fa98f6a715768f", + "prepared_review_unit_hash": "4dab07bc4e5194a789f3c2cffcb6846500d412557631dc9d9eb466611f2b3997", "component_budget": { - "node_count": 514, - "item_count": 514, - "soft_pair_count": 1891, - "serialized_chars": 980895, - "estimated_input_tokens": 245224, - "estimated_eval_tokens": 490704 + "node_count": 516, + "item_count": 516, + "soft_pair_count": 1900, + "serialized_chars": 985297, + "estimated_input_tokens": 246325, + "estimated_eval_tokens": 492906 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 36734, - "estimated_input_tokens": 9184, - "estimated_eval_tokens": 18624 + "serialized_chars": 36730, + "estimated_input_tokens": 9183, + "estimated_eval_tokens": 18622 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The set is mostly a collection of unrelated standalone issues rather than one duplicate cluster. I would not merge any of the soft pairs; no PRs are present.", - "confidence": 0.97, - "canonical_issue_reason": null, + "summary": "The candidate pairs are mostly loose thematic similarities rather than true duplicates; the cluster is heterogeneous and does not collapse to one underlying bug or change.", + "confidence": 0.9, + "canonical_issue_reason": "No strong canonical issue exists here: the items span unrelated bugs across tokenizers, configs, training, model loading, and docs. I would not designate a single issue as the cluster's duplicate target.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45812 is the strongest standalone bug report here: it is concrete, broad in impact, and describes a clear v4\u2192v5 tokenizer regression affecting all Granite models.", + "best_issue_reason": "No issue is a good global representative because the set is not one coherent problem. If forced, the most concrete bug reports are still too different to serve as a safe canonical target.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43525", "right": "issue:43572", "accept": false, - "reason": "Both mention missing config token fields after v5, but they affect different models and different fields (`pad_token_id` vs `pad_token_idx`), so this does not look like the same bug." + "reason": "Both are config attribute regressions after v5, but they affect different models and different missing fields (`pad_token_id` vs `pad_token_idx`)." }, { "left": "issue:43643", "right": "issue:44561", "accept": false, - "reason": "Both involve `trust_remote_code`, but one is about `AutoConfig` returning missing fields while the other is about removal of `is_torch_fx_available`; these are different regressions and code paths." + "reason": "Both mention `trust_remote_code`, but the failures are different: missing fields in `AutoConfig` output vs removal of `is_torch_fx_available` breaking custom models." }, { "left": "issue:43720", "right": "issue:44361", "accept": false, - "reason": "Completely different subsystems: BitNet loading vs MLukeTokenizer task AttributeError." + "reason": "Completely different code paths: BitNet weight loading vs MLukeTokenizer task-time AttributeError." }, { - "left": "issue:44964", - "right": "issue:45405", + "left": "issue:44625", + "right": "issue:45584", "accept": false, - "reason": "A model-loading bug versus a dependency-version bump issue; no shared underlying defect." + "reason": "Unrelated symptoms and subsystems: Qwen3.5 label propagation vs Whisper empty transcription after token alignment." }, { - "left": "issue:44625", - "right": "issue:45584", + "left": "issue:44964", + "right": "issue:45405", "accept": false, - "reason": "Different models and failures: `num_labels` propagation vs Whisper empty-transcription generation." + "reason": "Model loading failure for Phi-4 multimodal is unrelated to a PEFT version bump / packaging issue." }, { "left": "issue:43493", "right": "issue:43825", "accept": false, - "reason": "Both are around transformers behavior, but one is SigLIP2 correctness versus a pipeline error message regression; not the same underlying bug." + "reason": "SigLIP2 implementation discrepancy is unrelated to the pipeline translation error-message regression." }, { "left": "issue:44977", "right": "issue:46209", "accept": false, - "reason": "Unrelated failures: Qwen3.5 flash-attention generation vs FP8 inference on B200." + "reason": "Different inference failures in different models and hardware paths; no shared underlying bug." }, { "left": "issue:44554", "right": "issue:46365", "accept": false, - "reason": "Different areas entirely: MPS attention correctness vs import-time Trainer/datasets issue." + "reason": "MPS attention correctness issue and Trainer import conflict are unrelated." }, { "left": "issue:28218", "right": "issue:33357", "accept": false, - "reason": "Tokenizer spacing bug versus a MacOS bus error in CLIP loading; no common code-path bug." + "reason": "Tokenizer spacing bug and MacOS bus error on CLIP are unrelated." }, { "left": "issue:43452", "right": "issue:44451", "accept": false, - "reason": "Both are model/tokenizer loading complaints, but one is about `gguf_file` handling and the other is a specific BERT model load failure; not the same defect." + "reason": "Both involve loading models, but one is a `gguf_file` API regression and the other is a specific repo load failure; not the same bug." }, { "left": "issue:45823", "right": "issue:46050", "accept": false, - "reason": "Device mismatch in Gemma4 forward pass versus broken quantized model save/load; unrelated." + "reason": "Device mismatch during forward and post-save quantization breakage are different failures." }, { "left": "issue:39692", "right": "issue:43295", "accept": false, - "reason": "Documentation example errors versus a regression in custom model/processor code handling." + "reason": "Both touch multimodal processor/tokenizer usage, but one is a doc example error list and the other is a processor API regression." }, { "left": "issue:42796", "right": "issue:44977", "accept": false, - "reason": "Tokenizer BPE-marker handling versus flash-attention generation; different bugs." + "reason": "Different tokenizer/model behavior problems with no concrete shared code-path issue." }, { "left": "issue:43994", "right": "issue:46192", "accept": false, - "reason": "SigLIP2 inference outputs versus `return_tensors` being ignored; unrelated API bugs." + "reason": "SigLIP2 nonsensical outputs and ignored `return_tensors` kwargs are unrelated." }, { "left": "issue:43493", "right": "issue:43844", "accept": false, - "reason": "Model implementation discrepancy versus a DeepSpeed gradient increase issue; different failures." + "reason": "Implementation discrepancy vs training gradient explosion are unrelated." }, { "left": "issue:43278", "right": "issue:43844", "accept": false, - "reason": "Embedding dtype change during evaluate is unrelated to the ZeRO-3 gradient regression." + "reason": "Different training/eval dtype behavior and a ZeRO-3 gradient issue are not the same bug." }, { "left": "issue:43278", "right": "issue:43701", "accept": false, - "reason": "Different problems: dtype mismatch versus checkpoint resume key mismatch." + "reason": "Embedding dtype regression and resume checkpoint key mismatch are unrelated." }, { "left": "issue:43646", "right": "issue:44466", "accept": false, - "reason": "Custom model initialization breakage versus inconsistent serialization of tied weights; not the same bug." + "reason": "Both are v5 regressions, but initialization breakage and device-dependent serialization are different concrete problems." }, { "left": "issue:46209", "right": "issue:46710", "accept": false, - "reason": "FP8 inference failure on B200 and an accuracy regression after upgrading Transformers are different issues." + "reason": "Both are model inference regressions, but they affect different models and failure modes." }, { "left": "issue:44568", "right": "issue:46489", "accept": false, - "reason": "Both concern tokenizer behavior in v5+, but one is special-token insertion for mDeBERTa and the other is incorrect output for DeepSeek-Coder; too different to treat as one bug." + "reason": "Both are tokenizer bugs in v5+, but they concern different models and different mechanisms; not one same underlying defect." }, { "left": "issue:33357", "right": "issue:33666", "accept": false, - "reason": "A runtime bus error on MacOS versus a multi-GPU training question; unrelated." + "reason": "CLIP Mac bus error and Qwen2-VL multi-GPU training are unrelated." }, { "left": "issue:43927", "right": "issue:44361", "accept": false, - "reason": "DiaConfig save/load token ID loss is unrelated to MLukeTokenizer task AttributeError." + "reason": "DiaConfig save/load metadata loss and MLukeTokenizer AttributeError are unrelated." }, { - "left": "issue:44849", - "right": "issue:46209", + "left": "issue:43575", + "right": "issue:45405", "accept": false, - "reason": "Qwen3.5 hidden-state behavior versus FP8 inference failure; different code paths and symptoms." + "reason": "OOM during tensor-parallel loading is unrelated to an unreleased PEFT version requirement." }, { - "left": "issue:44568", - "right": "issue:45812", + "left": "issue:44792", + "right": "issue:45405", "accept": false, - "reason": "Both are tokenizer regressions, but one is about missing BOS/EOS insertion and the other is wrong token IDs for Granite models; they are not the same underlying bug." + "reason": "Janus image generation test failure is unrelated to the PEFT version bump issue." }, { - "left": "issue:44792", - "right": "issue:45405", + "left": "issue:44849", + "right": "issue:46209", "accept": false, - "reason": "Janus image-generation test failure is unrelated to the PEFT version bump." + "reason": "Qwen3.5 hidden-state bug and FP8 inference failure are different issues." }, { - "left": "issue:43575", - "right": "issue:45405", + "left": "issue:44568", + "right": "issue:45812", "accept": false, - "reason": "OOM when loading a large model with tensor parallelism is unrelated to a dependency version bump." + "reason": "Different tokenizer regressions affecting different models; too broad to merge." }, { "left": "issue:43572", "right": "issue:44291", "accept": false, - "reason": "Missing config field after update versus `init_empty_weights` rejecting an unexpected argument; unrelated regressions." + "reason": "Config field rename/missing attribute and `init_empty_weights` unexpected argument are unrelated." }, { "left": "issue:44488", "right": "issue:44843", "accept": false, - "reason": "A specific model load failure is not the same as an offline-mode failure caused by an unconditional `model_info()` call." + "reason": "Model loading failure for a specific repo and offline-mode tokenizer patching are unrelated." }, { - "left": "issue:44589", - "right": "issue:45520", + "left": "issue:46821", + "right": "issue:46832", "accept": false, - "reason": "Different import/storage problems: missing Float8 storage type versus a Python 3.13 `flash_attn` import-utils KeyError." + "reason": "TimesFM `window_size` attribute error and RT-DETR feature-level mismatch are unrelated." }, { - "left": "issue:46821", - "right": "issue:46832", + "left": "issue:44589", + "right": "issue:45520", "accept": false, - "reason": "TimesFM `window_size` AttributeError and RT-DETR feature-level mismatch are unrelated model bugs." + "reason": "Different import/runtime failures in different modules; no shared bug." } ] }, @@ -8588,7 +8674,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-514", + "cluster_id": "cluster-10000-516", "nodes": [ "issue:28218", "issue:29159", @@ -8641,8 +8727,8 @@ "soft_pairs": [ "issue:43334|issue:45759", "issue:43824|issue:44589", - "issue:44849|issue:45357", "issue:43504|issue:43606", + "issue:44849|issue:45357", "issue:43334|issue:43572", "issue:45245|issue:46710", "issue:43257|issue:43299", @@ -8654,209 +8740,209 @@ "issue:46399|issue:46846", "issue:44464|issue:45584", "issue:43844|issue:44964", - "issue:43873|issue:46050", "issue:43994|issue:44493", + "issue:43873|issue:46050", "issue:29159|issue:32090", "issue:44869|issue:46752", "issue:43937|issue:46701", "issue:45200|issue:45229", - "issue:42490|issue:43696", "issue:45229|issue:45823", - "issue:45084|issue:45520", + "issue:42490|issue:43696", "issue:45588|issue:46050", + "issue:45084|issue:45520", "issue:29942|issue:30333", "issue:28218|issue:34567" ], - "prepared_review_unit_hash": "ac34198e6274b1e865f2ec5fd1c15ceccce3043f58e80b3ea5c4993d8bd66e50", + "prepared_review_unit_hash": "8284eb19e81cef8818dec85eb17bb2d41df850ec2fc61dda680e75d15dd85012", "component_budget": { - "node_count": 514, - "item_count": 514, - "soft_pair_count": 1891, - "serialized_chars": 980895, - "estimated_input_tokens": 245224, - "estimated_eval_tokens": 490704 + "node_count": 516, + "item_count": 516, + "soft_pair_count": 1900, + "serialized_chars": 985297, + "estimated_input_tokens": 246325, + "estimated_eval_tokens": 492906 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 27, - "serialized_chars": 35288, - "estimated_input_tokens": 8822, - "estimated_eval_tokens": 17900 + "serialized_chars": 35292, + "estimated_input_tokens": 8823, + "estimated_eval_tokens": 17902 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a loose semantic collection of unrelated bug reports. The soft pairs share broad themes like Qwen/Gemma/model-loading or tokenizer issues, but not the same concrete failure mode, so none should be merged as duplicates.", - "confidence": 0.62, - "canonical_issue_reason": "issue:43334 is a concrete, reproducible loading regression with a specific stack trace and model family; among the set it is the clearest actionable bug report.", + "summary": "The cluster is heterogeneous; the soft pairs mostly share surface topic words but describe different bugs, so none should be merged. If a representative issue is needed, the active offloading/quantization report is the best anchor.", + "confidence": 0.91, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "issue:43334 has the cleanest failure signal and most specific diagnosis, making it the strongest representative issue in this set.", + "best_issue_reason": "issue:43873 is the best single anchor: it is open, high-activity, and broadly scoped compared with the rest of the set, though the cluster is not a true duplicate group.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43334", "right": "issue:45759", "accept": false, - "reason": "Both involve Qwen multimodal loading, but one is a pad_token_id attribute error and the other is AutoModelForCausalLM config unwrapping; different code paths and fixes." + "reason": "Both involve Qwen multimodal loading, but they are different failures: one is a missing pad_token_id on Qwen3-VL, the other is AutoModelForCausalLM.from_config not unwrapping text_config." }, { "left": "issue:43824", "right": "issue:44589", "accept": false, - "reason": "Importing a missing class and a Float8 storage lookup failure are unrelated bugs." + "reason": "These are unrelated import/type errors in different code paths; they do not point to the same underlying bug." }, { - "left": "issue:44849", - "right": "issue:45357", + "left": "issue:43504", + "right": "issue:43606", "accept": false, - "reason": "Both are Qwen3.5 regressions, but one affects output_hidden_states and the other save_pretrained visual encoder keys; not the same issue." + "reason": "Different subsystems and failure modes: BEiT legacy-field loading vs Bark CPU offload device mismatch." }, { - "left": "issue:43504", - "right": "issue:43606", + "left": "issue:44849", + "right": "issue:45357", "accept": false, - "reason": "Different models and failure modes: legacy field loading vs CPU offload device mismatch." + "reason": "Same model family, but different bugs: output_hidden_states behavior vs incorrect visual encoder keys on save_pretrained." }, { "left": "issue:43334", "right": "issue:43572", "accept": false, - "reason": "Both mention missing token id fields after a version update, but they affect different configs and model families." + "reason": "Both are missing-config-field reports, but they affect different models and fields (pad_token_id vs pad_token_idx) and are not the same bug." }, { "left": "issue:45245", "right": "issue:46710", "accept": false, - "reason": "A category-count runtime limit and an accuracy regression in a different model are unrelated." + "reason": "Completely different issues: category-count overflow vs a model accuracy regression after upgrade." }, { "left": "issue:43257", "right": "issue:43299", "accept": false, - "reason": "Both concern Qwen MOE models, but one is weight conversion with accelerate/deepspeed and the other is a loading breakage in dev; different concrete problems." + "reason": "Both mention Qwen3 MOE loading, but one is accelerate+deepspeed conversion loss and the other is a dev-version loading breakage; not the same concrete defect." }, { "left": "issue:44493", "right": "issue:46285", "accept": false, - "reason": "Unexpected position-id keys and CLIP text-model structure changes are unrelated bugs." + "reason": "These are different structural regressions affecting different model classes; the symptoms and fix locations do not match." }, { "left": "issue:43504", "right": "issue:43653", "accept": false, - "reason": "Legacy field loading for BEiT is unrelated to BigBirdTokenizer special-token registration." + "reason": "No shared bug: BEiT legacy field loading vs BigBirdTokenizer special-token registration/decoding." }, { "left": "issue:43606", "right": "issue:44112", "accept": false, - "reason": "A real inference device mismatch and a stale CI test failure are not the same issue." + "reason": "Different CI failures in different models; one is a runtime device mismatch, the other is a stale test issue." }, { "left": "issue:45072", "right": "issue:46832", "accept": false, - "reason": "Different model subsystems and failures: dtype mismatch vs RTDetr feature-level indexing." + "reason": "Both are inference-time errors, but one is dtype mismatch in bf16 and the other is RT-DETR feature-level mismatch; separate code paths." }, { "left": "issue:44849", "right": "issue:47145", "accept": false, - "reason": "Qwen3.5 hidden-state handling and FP8 weight_scale application are unrelated." + "reason": "These are unrelated: a Qwen3.5 hidden-states bug versus FP8 checkpoint loading missing weight_scale application." }, { "left": "issue:46399", "right": "issue:46846", "accept": false, - "reason": "Both are Qwen3.5-related, but one is kernel registration and the other is tensor-parallel planning; not mergeable as one fix." + "reason": "Same model family, but one is kernel registration for rotary embeddings and the other is a tensor-parallel plan omission causing OOM/shape errors." }, { "left": "issue:44464", "right": "issue:45584", "accept": false, - "reason": "Compiled-forward chunked generation mismatch and Whisper empty-transcription decoding are different code paths." + "reason": "Both are generation-related, but they are different bugs in different flows: compiled forward inconsistency vs Whisper empty-transcription crash." }, { "left": "issue:43844", "right": "issue:44964", "accept": false, - "reason": "ZeRO-3 gradient behavior and Phi-4 multimodal loading are unrelated." + "reason": "Different problems entirely: ZeRO-3 gradient behavior vs model loading failure for Phi-4 multimodal." }, { - "left": "issue:43873", - "right": "issue:46050", + "left": "issue:43937", + "right": "issue:44493", "accept": false, - "reason": "Quantization/offloading broadly overlap, but one is runtime offload behavior and the other is save/load corruption after sinq quantization." + "reason": "GenerationConfig validation on GLM-5 is unrelated to the unexpected position-id key issue." }, { - "left": "issue:43994", - "right": "issue:44493", + "left": "issue:43873", + "right": "issue:46050", "accept": false, - "reason": "SigLIP2 nonsensical outputs and unexpected position-id keys are different bugs." + "reason": "Both touch quantization/offloading, but one is about offloading behavior with quantization and the other is a sinq save/load corruption bug." }, { "left": "issue:29159", "right": "issue:32090", "accept": false, - "reason": "Tokenizer fast/slow inconsistency and NoneType GPU broadcast are unrelated." + "reason": "Tokenizer inconsistency and trainer GPU broadcast type error are unrelated subsystems and symptoms." }, { "left": "issue:44869", "right": "issue:46752", "accept": false, - "reason": "Both are edge-case crashes, but in different APIs and failure mechanisms." + "reason": "Both are decode/template edge cases, but they are distinct crashes with different triggers and code paths." }, { "left": "issue:43937", "right": "issue:46701", "accept": false, - "reason": "GLM generation config validation and DiffusionGemma pipeline failure are unrelated." + "reason": "GenerationConfig invalidity is not the same bug as the DiffusionGemmaGenerationOutput pipeline failure." }, { "left": "issue:45200", "right": "issue:45229", "accept": false, - "reason": "Same model family, but text-only fine-tuning defaults and multi-GPU OOM are different issues." - }, - { - "left": "issue:42490", - "right": "issue:43696", - "accept": false, - "reason": "A path-format import warning is unrelated to CUDA OOM." + "reason": "Same model family, but one is a missing default input field and the other is a multi-GPU OOM; not duplicates." }, { "left": "issue:45229", "right": "issue:45823", "accept": false, - "reason": "Both are Gemma4 issues, but one is OOM and the other is a device-map forward mismatch; not the same bug." + "reason": "Both are Gemini/Gemma-style inference issues, but one is CUDA OOM and the other is a device mismatch during forward." }, { - "left": "issue:45084", - "right": "issue:45520", + "left": "issue:42490", + "right": "issue:43696", "accept": false, - "reason": "Compile-time non-template-node error and a Python 3.13 import-utils KeyError are unrelated." + "reason": "A trailing-slash import warning and a GPT-oss CUDA OOM are unrelated." }, { "left": "issue:45588", "right": "issue:46050", "accept": false, - "reason": "Flash-attention crash on sink-less models and sinq checkpoint save/load corruption are different code paths." + "reason": "Flash-attention integration crash vs quantized-model save/load corruption are different bugs." + }, + { + "left": "issue:45084", + "right": "issue:45520", + "accept": false, + "reason": "Compilation of non-template nodes and a Python 3.13 flash_attn import key error are unrelated." }, { "left": "issue:29942", "right": "issue:30333", "accept": false, - "reason": "Flash Attention test failures and MLflow reporting after job failure are unrelated." + "reason": "Flash Attention 2 CI failures and MLFlow status reporting on training failure are unrelated." }, { "left": "issue:28218", "right": "issue:34567", "accept": false, - "reason": "Tokenizer spacing behavior and TrainerState token-count tracking are different concerns." + "reason": "Tokenizer added-space behavior and TrainerState token-count tracking are different issues in different components." } ] }, @@ -8878,7 +8964,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-514", + "cluster_id": "cluster-10000-516", "nodes": [ "issue:15354", "issue:29870", @@ -8940,35 +9026,35 @@ "issue:43295|issue:43450", "issue:44977|issue:46710", "issue:45072|issue:45198", - "issue:45406|issue:46121", "issue:45588|issue:45759", + "issue:45406|issue:46121", "issue:43540|issue:45200", - "issue:43572|issue:46821", "issue:43295|issue:43873", + "issue:43572|issue:46821", "issue:43295|issue:44610", "issue:44186|issue:46192", "issue:45823|issue:46192", + "issue:43450|issue:43575", "issue:43550|issue:43844", "issue:43572|issue:44987", - "issue:43450|issue:43575", "issue:29870|issue:29942", "issue:45520|issue:46178", "issue:37428|issue:43824", "issue:45200|issue:45823", "issue:42490|issue:43493", "issue:39692|issue:46192", - "issue:44521|issue:45290", "issue:43295|issue:43493", + "issue:44521|issue:45290", "issue:42915|issue:43824" ], - "prepared_review_unit_hash": "478f9f7fc72c594908b058e90e7d3c8c61f02d85e1edb62887cc8a4587f3d1bf", + "prepared_review_unit_hash": "1c4d4b35a4e87b417191406c016ea641407dab90fd4d2f3d82a74a2f1cd139c4", "component_budget": { - "node_count": 514, - "item_count": 514, - "soft_pair_count": 1891, - "serialized_chars": 980895, - "estimated_input_tokens": 245224, - "estimated_eval_tokens": 490704 + "node_count": 516, + "item_count": 516, + "soft_pair_count": 1900, + "serialized_chars": 985297, + "estimated_input_tokens": 246325, + "estimated_eval_tokens": 492906 }, "budget": { "node_count": 47, @@ -8983,192 +9069,198 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a loose similarity set across many unrelated Transformers issues (multimodal processors, flash-attention, serving, quantization, configs, and model-specific regressions). None of the soft pairs look like true duplicates of the same underlying bug/change.", - "confidence": 0.93, - "canonical_issue_reason": "Issue 43295 is the broadest representative anchor: a recent regression in processor/tokenizer handling that affects custom multimodal code. The rest of the cluster is too heterogeneous for a single true duplicate canonical.", - "canonical_pr_reason": "No pull requests are present in this cluster.", - "best_issue_reason": "Issue 43295 is the best global issue anchor because it describes a concrete regression with broad multimodal impact and is the most generally representative of the set.", - "best_pr_reason": "No pull requests are present in this cluster.", + "summary": "This cluster is heterogeneous: most items are unrelated bugs across different models, processors, import paths, and runtime features. No PRs are present, and none of the soft pairs should be merged as duplicates.", + "confidence": 0.89, + "canonical_issue_reason": "Issue 43295 is the closest representative hub: it is a concrete regression in processor/tokenizer handling for multimodal custom code, which is the broadest recurring theme among a few items here. Even so, the cluster is not a true duplicate set.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43295 is the best single issue to represent the cluster because it is a clear, user-facing regression and most plausibly sits near the largest visible subtheme (multimodal processor/tokenizer breakage).", + "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43065", "right": "issue:46369", "accept": false, - "reason": "Same model family (Sam3), but different bugs: one is a dummy Conv2d implementation detail, the other is a memory overflow in the litetext model." + "reason": "Same model family, but one is a Sam3PixelDecoder architecture detail and the other is a memory overflow report; different bugs and fixes." }, { "left": "issue:15354", "right": "issue:38175", "accept": false, - "reason": "Both involve vision models, but one is a torch.jit.script export limitation and the other is an inference/probability issue in SigLIP2." + "reason": "TorchScript GeneratorExp support and SigLIP2 zero-probabilities are unrelated failures in different code paths." }, { "left": "issue:44554", "right": "issue:45446", "accept": false, - "reason": "Different code paths: MPS attention correctness vs a PyTorch version-check/import bug in flex_attention." + "reason": "MPS attention correctness and a flex_attention import/version check are separate issues, not the same bug." }, { "left": "issue:43493", "right": "issue:43701", "accept": false, - "reason": "Unrelated symptoms: SigLIP2 implementation discrepancy vs resume-from-checkpoint key mismatch." + "reason": "SigLIP2 implementation mismatch and resume_from_checkpoint key mismatch have no concrete overlap." }, { "left": "issue:41720", "right": "issue:46710", "accept": false, - "reason": "Different models and failures: Qwen3 auto device-mapping CUDA assert vs an accuracy regression in DeepSeek-R1-Distill-Llama-8B." + "reason": "Qwen3 auto device-map cuda asserts and DeepSeek accuracy regression are different problems with different symptoms." }, { "left": "issue:44977", "right": "issue:46701", "accept": false, - "reason": "Both are generation-related, but one is a flash-attention bug in Qwen3.5 and the other is an image-text-to-text pipeline failure in DiffusionGemma." + "reason": "Flash-attention generation failure in Qwen3.5 and a DiffusionGemma pipeline issue are unrelated." }, { "left": "issue:44423", "right": "issue:44734", "accept": false, - "reason": "Both hit serve, but the failures are distinct: multimodal input conversion on strings vs KV-cache continuation tensor indexing." + "reason": "Both touch serve, but one is a multimodal continuous-batching crash and the other is KV-cache continuation indexing; distinct code paths." }, { "left": "issue:37428", "right": "issue:43957", "accept": false, - "reason": "Import-time flash-attention symbol error vs model loading breakage with torch.device(\"meta\"); different root causes." + "reason": "ImportError for a flash-attention helper and meta-device loading breakage are separate import/runtime regressions." }, { "left": "issue:43295", "right": "issue:43450", "accept": false, - "reason": "Both are multimodal processor issues, but one is a processor/tokenizer regression and the other is a batched video-shape bug." + "reason": "Processor.tokenizer regression and batched video shape handling are both multimodal-adjacent but not the same defect." }, { "left": "issue:44977", "right": "issue:46710", "accept": false, - "reason": "Different bugs: flash-attention generation failure in Qwen3.5 vs a model accuracy regression after version upgrade." + "reason": "Flash-attention generation breakage and an accuracy regression after upgrade are not the same underlying issue." }, { "left": "issue:45072", "right": "issue:45198", "accept": false, - "reason": "One is a bfloat16 dtype mismatch in inference, the other is save_pretrained/tokenization failure; not the same bug." + "reason": "dtype mismatches in inference and Wav2Vec2 save/tokenization failures are unrelated model-specific bugs." }, { - "left": "issue:45406", - "right": "issue:46121", + "left": "issue:45588", + "right": "issue:45759", "accept": false, - "reason": "Gemma4Processor _tokenizer attribute crash and rope-parameter JSON list typing are unrelated." + "reason": "A flash_attention s_aux=None crash and from_config text_config unwrapping are different multimodal/config code paths." }, { - "left": "issue:45588", - "right": "issue:45759", + "left": "issue:45406", + "right": "issue:46121", "accept": false, - "reason": "Different paths: flash-attention sink-less model crash vs AutoModelForCausalLM.from_config not unwrapping text_config." + "reason": "Gemma4Processor missing _tokenizer in serve and rope-parameter JSON list handling are unrelated bugs." }, { "left": "issue:43540", "right": "issue:45200", "accept": false, - "reason": "Both are multimodal-model issues, but one is a video input processing ValueError and the other is a Gemma4 fine-tuning token-ID defaulting problem." + "reason": "Video-input processing failure in Qwen3OmniMoe and Gemma4 mm_token_type_ids defaults are different multimodal issues." }, { - "left": "issue:43572", - "right": "issue:46821", + "left": "issue:43295", + "right": "issue:43873", "accept": false, - "reason": "Different config/attribute failures in unrelated model families (StableLm vs TimesFM)." + "reason": "Processor/tokenizer regression and quantization offloading behavior are not the same bug." }, { - "left": "issue:43295", - "right": "issue:43873", + "left": "issue:43572", + "right": "issue:46821", "accept": false, - "reason": "Processor/tokenizer regression vs offloading/quantization behavior; they do not share the same code path." + "reason": "StableLm pad_token_idx config fallout and TimesFM window_size AttributeError are unrelated config issues." }, { "left": "issue:43295", "right": "issue:44610", "accept": false, - "reason": "Both involve processors, but one is a tokenizer access regression and the other is a wrong image size output in OmDet-Turbo." + "reason": "Both involve processors, but one is a tokenizer API regression and the other is an image-size mismatch in OmDet-Turbo." }, { "left": "issue:44186", "right": "issue:46192", "accept": false, - "reason": "LayoutLMv2 tokenizer crashes on NER/padding are not the same as return_tensors being ignored when text_kwargs is passed." + "reason": "LayoutLMv2Tokenizer crashes on NER/padding and return_tensors being ignored are different tokenizer behaviors." }, { "left": "issue:45823", "right": "issue:46192", "accept": false, - "reason": "Gemma4 device mismatch during forward is unrelated to return_tensors being ignored in multimodal preprocessing." + "reason": "Gemma4 PLE device placement and return_tensors handling are unrelated issues." + }, + { + "left": "issue:43450", + "right": "issue:43575", + "accept": false, + "reason": "A batched video processor shape bug and a tensor-parallel OOM are completely different failure modes." }, { "left": "issue:43550", "right": "issue:43844", "accept": false, - "reason": "torch.compile+SDPA failure and ZeRO-3 gradient growth are distinct training/runtime issues." + "reason": "torch.compile SDPA failure and ZeRO-3 gradient growth are distinct training/runtime problems." }, { "left": "issue:43572", "right": "issue:44987", "accept": false, - "reason": "StableLm missing config field and loading physical-intelligence/fast on transformers>=5.1.0 are unrelated regression types." - }, - { - "left": "issue:43450", - "right": "issue:43575", - "accept": false, - "reason": "Video processor shape bug vs tensor-parallel loading OOM; different subsystems and symptoms." + "reason": "Missing pad_token_idx in config and a transformers version load failure are unrelated." }, { "left": "issue:29870", "right": "issue:29942", "accept": false, - "reason": "Bart generate unbound-local error and Flash Attention 2 test failures are unrelated." + "reason": "BART generate UnboundLocalError and Flash Attention 2 test failures do not describe the same underlying bug." }, { "left": "issue:45520", "right": "issue:46178", "accept": false, - "reason": "Both are import/backend related, but one is a flash_attn KeyError in import_utils and the other is a missing BACKENDS_MAPPING entry for tensorflow_text." + "reason": "Both are backend/import issues, but for different backends and modules, so they should not be merged." }, { "left": "issue:37428", "right": "issue:43824", "accept": false, - "reason": "Flash-attention utility import failure and missing Qwen2_5_VL export are unrelated import errors." + "reason": "Both are ImportErrors, but they involve different symbols and packages with different root causes." }, { "left": "issue:45200", "right": "issue:45823", "accept": false, - "reason": "Gemma4 mm_token_type_ids defaulting for text-only fine-tuning is a different bug from Gemma4 PLE device mismatch under device_map=auto." + "reason": "Same model family, but one is an input-argument default bug and the other is a device-map forward mismatch." }, { - "left": "issue:39692", - "right": "issue:46192", + "left": "issue:42490", + "right": "issue:43493", "accept": false, - "reason": "SigLIP2 documentation example errors are unrelated to return_tensors being silently ignored." + "reason": "A trailing-slash import warning and a SigLIP2 implementation discrepancy are unrelated." }, { - "left": "issue:44521", - "right": "issue:45290", + "left": "issue:39692", + "right": "issue:46192", "accept": false, - "reason": "Both touch apply_chat_template, but one is assistant-mask generation for multimodal inputs while the other is a crash on tool-call assistant messages with no content." + "reason": "Doc example errors for SigLIP2 and return_tensors being ignored are separate issues." }, { "left": "issue:43295", "right": "issue:43493", "accept": false, - "reason": "Processor/tokenizer regression and SigLIP2 HF-vs-JAX discrepancy are not the same underlying bug." + "reason": "Processor/tokenizer regression and SigLIP2 JAX discrepancy are different bugs in different layers." + }, + { + "left": "issue:44521", + "right": "issue:45290", + "accept": false, + "reason": "Both involve apply_chat_template, but one is assistant_masks on multimodal inputs and the other is tool-call/no-content crashes; different defects." }, { "left": "issue:42915", "right": "issue:43824", "accept": false, - "reason": "Qwen3Moe FineGrainedFP8Config failure and Qwen2_5_VL import error are unrelated." + "reason": "Qwen3Moe FP8 config failure and a Qwen2.5-VL import error are unrelated issues." } ] }, @@ -9190,7 +9282,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-514", + "cluster_id": "cluster-10000-516", "nodes": [ "issue:28218", "issue:35141", @@ -9247,44 +9339,44 @@ "issue:44466|issue:45127", "issue:44737|issue:46894", "issue:43278|issue:43856", - "issue:43653|issue:44112", "issue:43452|issue:46512", - "issue:43824|issue:43975", + "issue:43653|issue:44112", "issue:43262|issue:43450", + "issue:43824|issue:43975", "issue:43950|issue:46285", "issue:43334|issue:43525", "issue:44442|issue:45198", "issue:43526|issue:46192", "issue:45200|issue:46899", - "issue:44898|issue:45412", "issue:45200|issue:46932", + "issue:44898|issue:45412", "issue:44792|issue:45563", "issue:43819|issue:44112", - "issue:45200|issue:45325", "issue:43335|issue:43550", + "issue:45200|issue:45325", "issue:41720|issue:46209", "issue:44561|issue:46234", - "issue:43827|issue:43901", "issue:44610|issue:44857", + "issue:43827|issue:43901", "issue:43819|issue:45083", - "issue:43388|issue:43526", "issue:44857|issue:45593", + "issue:43388|issue:43526", "issue:43606|issue:45083" ], - "prepared_review_unit_hash": "f14e2af978cb6715a846377477108e0cd41050b7e2135a3f08792b47f1944a27", + "prepared_review_unit_hash": "a0ca5923954409cd24ded7c20a397d2282eac4df329defb0cf897761d5921130", "component_budget": { - "node_count": 514, - "item_count": 514, - "soft_pair_count": 1891, - "serialized_chars": 980895, - "estimated_input_tokens": 245224, - "estimated_eval_tokens": 490704 + "node_count": 516, + "item_count": 516, + "soft_pair_count": 1900, + "serialized_chars": 985297, + "estimated_input_tokens": 246325, + "estimated_eval_tokens": 492906 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 28, - "serialized_chars": 36570, + "serialized_chars": 36569, "estimated_input_tokens": 9143, "estimated_eval_tokens": 18542 }, @@ -9293,180 +9385,180 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous and does not appear to contain broader duplicates. I found one strong duplicate-like pair around Gemma4 quantized multimodal embedders; the rest are separate bugs/issues. No PRs are present.", - "confidence": 0.89, - "canonical_issue_reason": "issue:46899 is the clearest representative of the only true duplicate-like problem in the set: Gemma4 quantized audio/vision embedders failing due to unsafe dtype casting. issue:46932 reads like a closely related follow-up/fix note rather than a separate underlying bug.", + "summary": "This looks like a noisy, heterogeneous cluster: the proposed soft pairs mostly share only superficial subsystem similarity, not the same underlying bug or change. I would reject all soft edges and treat the cluster as false-positive overlap rather than true duplicates.", + "confidence": 0.9, + "canonical_issue_reason": "issue:45200 is the most connected item in this set and a concrete, reproducible bug report, so it is the best available cluster representative, even though the surrounding soft matches are not true duplicates.", "canonical_pr_reason": null, - "best_issue_reason": "issue:46899 is the best global issue anchor because it cleanly captures the shared Gemma4 quantized-embedder dtype-cast defect; issue:46932 is effectively the nearest duplicate candidate.", + "best_issue_reason": "issue:45200 is the strongest representative by soft-link degree and specificity; it is actionable and clearly described, though the cluster itself is too mixed to justify a tight canonical beyond that.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45381", "right": "issue:46209", "accept": false, - "reason": "Different failures: Qwen2.5-VL vision position IDs vs an FP8 inference failure on B200." + "reason": "Both are multimodal/model-runtime failures, but one is a Qwen2.5-VL position-id bug and the other is an FP8/B200 inference issue; different code paths and symptoms." }, { "left": "issue:28218", "right": "issue:35141", "accept": false, - "reason": "Tokenizer spacing after added tokens is unrelated to embedding reinitialization after resize." + "reason": "Tokenizer spacing after added tokens is unrelated to embedding resize/reinit behavior; one is detokenization, the other is model weight initialization." }, { "left": "issue:44466", "right": "issue:45127", "accept": false, - "reason": "Both involve tied-weight behavior, but one is serialization/device-dependent while the other is LoRA merge collapse with extended vocab; not the same bug." + "reason": "Serialization of tied weights depends on device state, while the other is LoRA merge collapse with extended vocab; different failure mechanisms." }, { "left": "issue:44737", "right": "issue:46894", "accept": false, - "reason": "XLNet CPU tensor creation and CohereASR double-shift loss are unrelated code paths." + "reason": "XLNet CPU placement bug and CohereASR double-shift training-loss bug are unrelated model-specific issues." }, { "left": "issue:43278", "right": "issue:43856", "accept": false, - "reason": "Different problems: eval-time dtype drift vs Qwen3 MoE memory usage." - }, - { - "left": "issue:43653", - "right": "issue:44112", - "accept": false, - "reason": "Tokenizer special-token registration bug is unrelated to a GraniteSpeech CI test failure." + "reason": "A dtype regression in evaluation is not the same as Qwen3 MoE memory inefficiency during training." }, { "left": "issue:43452", "right": "issue:46512", "accept": false, - "reason": "GGUF loading failures and stale config dtype after from_config are different issues." + "reason": "Tokenizer/model loading failure with gguf_file is distinct from from_config dtype handling and stale config metadata." }, { - "left": "issue:43824", - "right": "issue:43975", + "left": "issue:43653", + "right": "issue:44112", "accept": false, - "reason": "Import error for a Qwen2.5-VL class is unrelated to DeepSeek detokenization in v5." + "reason": "BigBirdTokenizer special-token registration is unrelated to a GraniteSpeech CI device-override test failure." }, { "left": "issue:43262", "right": "issue:43450", "accept": false, - "reason": "Audio chat-template sampling-rate default and batched video shape handling are different processor bugs." + "reason": "Audio chat-template sampling-rate defaulting and batched video shape handling are separate processor bugs." + }, + { + "left": "issue:43824", + "right": "issue:43975", + "accept": false, + "reason": "An import error for a missing class and a detokenization regression in a different model are not the same defect." }, { "left": "issue:43950", "right": "issue:46285", "accept": false, - "reason": "Non-persistent buffer corruption is unrelated to CLIP class structure inconsistencies." + "reason": "Non-persistent buffer corruption on from_pretrained and CLIP class structure divergence are different regressions." }, { "left": "issue:43334", "right": "issue:43525", "accept": false, - "reason": "Same symptom class (missing pad_token_id), but different model configs and likely different fixes." + "reason": "Both mention missing pad_token_id, but they affect different configs/models and likely different config plumbing paths." }, { "left": "issue:44442", "right": "issue:45198", "accept": false, - "reason": "AutoTokenizer loading failure and Wav2Vec2 save/tokenization failure are separate tokenizer issues." + "reason": "AutoTokenizer loading failure for one tokenizer is unrelated to save_pretrained/tokenization failure in a different model family." }, { "left": "issue:43526", "right": "issue:46192", "accept": false, - "reason": "Label reduction in BeitImageProcessorFast is unrelated to return_tensors being ignored with text_kwargs." + "reason": "Label reduction in BeitImageProcessorFast is unrelated to return_tensors being ignored when text_kwargs is passed." }, { "left": "issue:45200", "right": "issue:46899", "accept": false, - "reason": "Gemma4 token-type-id defaults and Gemma4 quantized embedder dtype casting are different bugs." + "reason": "One is about mm_token_type_ids defaulting for text-only fine-tuning, the other about unsafe dtype casting in quantized embedders." }, { - "left": "issue:44898", - "right": "issue:45412", + "left": "issue:45200", + "right": "issue:46932", "accept": false, - "reason": "Perceiver interpolation failure and RT-DETR memory leak are unrelated." + "reason": "Different Gemma4 issues: token-type defaults versus quantized vision/audio embedder casting." }, { - "left": "issue:45200", - "right": "issue:46932", + "left": "issue:44898", + "right": "issue:45412", "accept": false, - "reason": "Different Gemma4 problems: default mm_token_type_ids vs quantized vision/audio dtype casting." + "reason": "Perceiver position interpolation failure and RT-DETR memory reclamation are unrelated bugs." }, { "left": "issue:44792", "right": "issue:45563", "accept": false, - "reason": "Janus image-generation test failure is unrelated to a stale generate() warning." + "reason": "A failing image-generation test and a stale generate() warning are not the same functional problem." }, { "left": "issue:43819", "right": "issue:44112", "accept": false, - "reason": "DAC latent mismatch and GraniteSpeech CI device override are unrelated." - }, - { - "left": "issue:45200", - "right": "issue:45325", - "accept": false, - "reason": "Token-type-id defaults and Qwen2.5-VL rope-index scaling are different model bugs." + "reason": "DAC latent/forward mismatch has no overlap with a stale device-override CI test." }, { "left": "issue:43335", "right": "issue:43550", "accept": false, - "reason": "Sparse-layer construction in SwitchTransformers is unrelated to Bamba torch.compile SDPA failure." + "reason": "Sparse-layer construction in SwitchTransformers and torch.compile/SDPA failure in Bamba are distinct model/runtime issues." }, { - "left": "issue:41720", + "left": "issue:45200", + "right": "issue:45325", + "accept": false, + "reason": "Both are Qwen/Gemma multimodal issues, but one is mm_token_type_ids defaults and the other is rope-index temporal scaling." + }, + { + "left": "issue:41720", "right": "issue:46209", "accept": false, - "reason": "Different hardware/model-specific inference failures; not the same underlying bug." + "reason": "Both are GPU inference failures, but one is an auto-device-map cuda assert and the other is an FP8/B200 compatibility problem." }, { "left": "issue:44561", "right": "issue:46234", "accept": false, - "reason": "Removal of a utility function breaking trust_remote_code is unrelated to a missing import_utils symbol." + "reason": "Missing different import-utils helpers affects different remote-code/model paths; not the same missing-symbol bug." }, { - "left": "issue:43827", - "right": "issue:43901", + "left": "issue:44610", + "right": "issue:44857", "accept": false, - "reason": "Both are docs regressions, but they reference different API changes and different pages." + "reason": "Processor image-size mismatch and float16 AMP crash in a loss function are unrelated." }, { - "left": "issue:44610", - "right": "issue:44857", + "left": "issue:43827", + "right": "issue:43901", "accept": false, - "reason": "Processor input-size mismatch and AMP CUDA crash are separate issues." + "reason": "Both are docs issues, but they target different pipelines and different deprecated arguments." }, { "left": "issue:43819", "right": "issue:45083", "accept": false, - "reason": "DAC forward/from_latents mismatch and qwen3_omni_moe helper behavior are unrelated." + "reason": "A DAC latent conversion mismatch is unrelated to Qwen3-Omni feature-extract length computation." }, { - "left": "issue:43388", - "right": "issue:43526", + "left": "issue:44857", + "right": "issue:45593", "accept": false, - "reason": "Both concern labels, but one is gather_for_metrics truncation and the other is BeitImageProcessorFast label reduction." + "reason": "An AMP/CUDA crash in a loss kernel is not the same as missing auxiliary losses when denoising is off." }, { - "left": "issue:44857", - "right": "issue:45593", + "left": "issue:43388", + "right": "issue:43526", "accept": false, - "reason": "Float16 AMP crash and missing auxiliary losses are different D-FINE issues." + "reason": "Both involve label handling, but the last-batch gather bug and Beit reduce_labels bug happen in different layers and code paths." }, { "left": "issue:43606", "right": "issue:45083", "accept": false, - "reason": "CPU-offload device mismatch and qwen3_omni_moe output-length helper behavior are unrelated." + "reason": "CPU offload device mismatch for Bark-small is unrelated to Qwen3-Omni feature-extraction length behavior." } ] }, @@ -9488,7 +9580,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-514", + "cluster_id": "cluster-10000-516", "nodes": [ "issue:28282", "issue:29127", @@ -9540,8 +9632,8 @@ "issue:46858" ], "soft_pairs": [ - "issue:37428|issue:43425", "issue:46512|issue:46821", + "issue:37428|issue:43425", "issue:44206|issue:45584", "issue:43335|issue:43653", "issue:45759|issue:46285", @@ -9557,214 +9649,214 @@ "issue:37428|issue:44351", "issue:44448|issue:44743", "issue:43335|issue:45083", - "issue:45290|issue:46326", "issue:43335|issue:44112", + "issue:45290|issue:46326", "issue:43335|issue:45593", "issue:43278|issue:43825", - "issue:44514|issue:44521", "issue:34689|issue:35141", - "issue:42490|issue:43854", + "issue:44514|issue:44521", "issue:45588|issue:45859", + "issue:42490|issue:43854", "issue:29127|issue:32090", "issue:39692|issue:43526", "issue:43819|issue:44493" ], - "prepared_review_unit_hash": "65794a7ec90cb34f2f42a15796433cd7bc6aec92415937a39f6904842d34dea0", + "prepared_review_unit_hash": "4703ec7fe95b4a1c13fac3d77fda42a524d1f1cadb32b3bcc6ba9f0b849b55a6", "component_budget": { - "node_count": 514, - "item_count": 514, - "soft_pair_count": 1891, - "serialized_chars": 980895, - "estimated_input_tokens": 245224, - "estimated_eval_tokens": 490704 + "node_count": 516, + "item_count": 516, + "soft_pair_count": 1900, + "serialized_chars": 985297, + "estimated_input_tokens": 246325, + "estimated_eval_tokens": 492906 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 28, - "serialized_chars": 36519, - "estimated_input_tokens": 9130, - "estimated_eval_tokens": 18516 + "serialized_chars": 36516, + "estimated_input_tokens": 9129, + "estimated_eval_tokens": 18514 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: the soft pairs mostly share broad Transformers themes but not the same underlying bug. I would not merge any of the suggested pairs as duplicates.", - "confidence": 0.93, + "summary": "This cluster is mostly heterogeneous: import errors, model-loading regressions, cache bugs, chat-template issues, CI failures, and model-specific behavior changes. The soft pairs share only broad subsystem similarity, not the same concrete underlying bug/change, so none should be merged as duplicates.", + "confidence": 0.95, "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "issue:44521 is the strongest standalone representative: it has active discussion, inbound references, and a clear reproducible failure in a common API (`apply_chat_template`) affecting multimodal inputs.", + "best_issue_reason": "If a single representative is needed, issue:44521 is the best fit because it is current, detailed, and tied to a core multimodal apply_chat_template path; however, the cluster does not really have one true canonical issue.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:37428", - "right": "issue:43425", + "left": "issue:46512", + "right": "issue:46821", "accept": false, - "reason": "Both are import/version problems, but one is a missing internal flash-attention symbol and the other is Torch 2.10 incompatibility; different root causes and fixes." + "reason": "Different bugs in unrelated paths: dtype/config staleness vs TimesFM window_size handling." }, { - "left": "issue:46512", - "right": "issue:46821", + "left": "issue:37428", + "right": "issue:43425", "accept": false, - "reason": "`from_config(dtype=...)` leaving `model.config.dtype` stale is unrelated to TimesFM `window_size` raising `AttributeError`; different APIs and failure modes." + "reason": "Both are version-related, but one is a missing internal symbol import and the other is a general Torch 2.10 incompatibility." }, { "left": "issue:44206", "right": "issue:45584", "accept": false, - "reason": "`LasrFeatureExtractor` rejecting an unsupported `center` arg is unrelated to Whisper empty-transcription behavior after `align_special_tokens`." + "reason": "LayoutLMv3 feature-extractor argument validation and Whisper empty-transcription behavior are unrelated." }, { "left": "issue:43335", "right": "issue:43653", "accept": false, - "reason": "SwitchTransformers sparse-layer creation and BigBirdTokenizer special-token registration are separate bugs in different components." + "reason": "SwitchTransformers sparse-layer creation and BigBirdTokenizer special-token registration are different issues." }, { "left": "issue:45759", "right": "issue:46285", "accept": false, - "reason": "Composite Qwen multimodal config unwrapping is not the same bug as CLIP text-model structure divergence." + "reason": "Different model families and different failures: Qwen multimodal config unwrapping vs CLIP text-model structure drift." }, { "left": "issue:38175", "right": "issue:45412", "accept": false, - "reason": "Unexpected zero probabilities in SigLIP2 inference is unrelated to RT-DETR memory not being released on deletion." + "reason": "SigLIP2 zero-probabilities and RT-DETR memory release are separate model-specific bugs." }, { "left": "issue:46424", "right": "issue:46858", "accept": false, - "reason": "Ignoring `max_cache_length` for quantized cache and returning a device tensor from `get_seq_length()` are different cache bugs." + "reason": "Both involve cache logic, but one is quantized-cache length config and the other is static-cache slice arithmetic on non-CUDA backends." }, { "left": "issue:29942", "right": "issue:32090", "accept": false, - "reason": "Failing Flash Attention 2 tests and a Trainer `_gpu_broadcast_one` `NoneType` error are unrelated code paths." + "reason": "Flash Attention 2 test failures and Trainer GPU broadcast NoneType errors are not the same bug." }, { "left": "issue:28282", "right": "issue:33357", "accept": false, - "reason": "Missing PyTorch import for `AutoModel` is unrelated to the MacOS bus error loading a community CLIP model." + "reason": "An AutoModel import error due to missing PyTorch is unrelated to a MacOS bus error loading CLIP." }, { "left": "issue:43611", "right": "issue:44466", "accept": false, - "reason": "Both touch v5 model loading/serialization, but `base_model_prefix` loading failure and `lm_head.weight` serialization inconsistency are distinct bugs." + "reason": "Base-model-prefix loading regression and lm_head serialization inconsistency are different v5 problems." }, { "left": "issue:43335", "right": "issue:43504", "accept": false, - "reason": "SwitchTransformers sparse-layer creation with `num_sparse_encoder_layers=0` is unrelated to BEiT legacy-field load failure." + "reason": "Sparse-layer initialization in SwitchTransformers and BEiT legacy-field loading are unrelated." }, { "left": "issue:44855", "right": "issue:45083", "accept": false, - "reason": "Python 3.13 `torch.jit` parsing/indentation failure is unrelated to `_get_feat_extract_output_lengths` behavior in qwen3_omni_moe." + "reason": "Python 3.13 DebertaV2 import parsing failure and qwen3_omni_moe feature-length behavior are different code paths." }, { "left": "issue:43550", "right": "issue:44112", "accept": false, - "reason": "`torch.compile`/SDPA failure in Bamba-9B-v2 is unrelated to the stale device-override CI test in GraniteSpeech." + "reason": "Bamba SDPA/torch.compile failure and GraniteSpeech CI device-override staleness are unrelated." }, { "left": "issue:45520", "right": "issue:46170", "accept": false, - "reason": "Python 3.13 `flash_attn` `KeyError` is a different issue from Windows ROCm import/type errors involving `torch.distributed`." + "reason": "Python 3.13 flash_attn import handling and Windows ROCm torch.distributed dependency issues are separate." }, { "left": "issue:37428", "right": "issue:44351", "accept": false, - "reason": "Missing `_flash_supports_window_size` and missing `HybridCache` are different import/export regressions." + "reason": "Both are import errors, but they concern different missing symbols and different regressions." }, { "left": "issue:44448", "right": "issue:44743", "accept": false, - "reason": "Pegasus output differences across versions do not match the recurrent-state reset bug in modular_qwen3_5 cache handling." + "reason": "Pegasus v4/v5 output differences and qwen3 recurrent-state reset are not the same defect." }, { "left": "issue:43335", "right": "issue:45083", "accept": false, - "reason": "SwitchTransformers sparse-layer creation is unrelated to the qwen3_omni_moe helper-length bug." + "reason": "SwitchTransformers config bug and qwen3_omni_moe helper behavior are unrelated." }, { - "left": "issue:45290", - "right": "issue:46326", + "left": "issue:43335", + "right": "issue:44112", "accept": false, - "reason": "Both involve chat templating, but one crashes on assistant tool-call messages with no content while the other is a `continue_final_message` bug in a mistral_common tokenizer path." + "reason": "SwitchTransformers sparse-layer bug does not overlap with a GraniteSpeech CI failure." }, { - "left": "issue:43335", - "right": "issue:44112", + "left": "issue:45290", + "right": "issue:46326", "accept": false, - "reason": "SwitchTransformers config bug and GraniteSpeech CI device-override test failure are unrelated." + "reason": "Both touch chat-template/tokenization, but one is assistant tool-call handling and the other is continue_final_message on mistral_common tokenizers." }, { "left": "issue:43335", "right": "issue:45593", "accept": false, - "reason": "Sparse-layer construction in SwitchTransformers is unrelated to D-FINE losing auxiliary losses when denoising is off." + "reason": "SwitchTransformers sparse-layer creation and D-FINE auxiliary-loss behavior are unrelated." }, { "left": "issue:43278", "right": "issue:43825", "accept": false, - "reason": "A dtype mismatch in `from_config` is unrelated to the pipeline translation-task warning regression." - }, - { - "left": "issue:44514", - "right": "issue:44521", - "accept": false, - "reason": "Both are `apply_chat_template` issues, but one is a batched `padding=False` crash and the other is all-zero assistant masks for multimodal inputs; different bugs." + "reason": "Embedding dtype mismatch on eval and pipeline translation-task messaging are different concerns." }, { "left": "issue:34689", "right": "issue:35141", "accept": false, - "reason": "Llama 3.2 Vision model-loading regression and output-embedding reinitialization after resizing token embeddings are different problems." + "reason": "Llama Vision model loading regression and token-embedding resize/post_init reinitialization are different bugs." }, { - "left": "issue:42490", - "right": "issue:43854", + "left": "issue:44514", + "right": "issue:44521", "accept": false, - "reason": "Trailing-slash local-path import warning is unrelated to the GLM-4.7-Flash unit-test loading failure." + "reason": "Both are apply_chat_template multimodal issues, but one is a batched-padding crash and the other is all-zero assistant masks; not enough evidence they are the same bug." }, { "left": "issue:45588", "right": "issue:45859", "accept": false, - "reason": "`s_aux=None` crash in flash_attention integration and CPU-offload incompatibility in Qwen3_5MoeTextRotaryEmbedding are different code paths." + "reason": "flash_attention.py attribute handling and Qwen3_5Moe CPU-offload compatibility are separate problems." + }, + { + "left": "issue:42490", + "right": "issue:43854", + "accept": false, + "reason": "A trailing-slash local-model import warning is unrelated to GLM-4.7-Flash loading failures." }, { "left": "issue:29127", "right": "issue:32090", "accept": false, - "reason": "LayoutLMv3 error-message clarity and Trainer GPU broadcast `NoneType` failure are unrelated." + "reason": "LayoutLMv3 box-info error handling and Trainer broadcast NoneType are different failures." }, { "left": "issue:39692", "right": "issue:43526", "accept": false, - "reason": "SigLIP2 documentation-example problems are not the same as the BeitImageProcessorFast `reduce_labels` bug." + "reason": "SigLIP2 docs/example issues and BEiT fast image-processor label reduction are not the same underlying bug." }, { "left": "issue:43819", "right": "issue:44493", "accept": false, - "reason": "DAC forward/from_latents mismatch is unrelated to the unexpected position-id key issue in models loading." + "reason": "DAC forward/from_latents mismatch and position-id key warnings are unrelated." } ] }, @@ -9786,7 +9878,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-514", + "cluster_id": "cluster-10000-516", "nodes": [ "issue:10000", "issue:15354", @@ -9840,220 +9932,220 @@ "issue:43606|issue:44857", "issue:46431|issue:46566", "issue:43720|issue:44112", + "issue:39692|issue:44493", "issue:28218|issue:32090", "issue:45310|issue:45478", - "issue:39692|issue:44493", "issue:44448|issue:44779", "issue:43701|issue:45083", "issue:44206|issue:45823", - "issue:26413|issue:31501", "issue:44617|issue:46697", + "issue:26413|issue:31501", "issue:45127|issue:45245", "issue:45459|issue:46234", - "issue:32090|issue:33357", "issue:42490|issue:43575", + "issue:32090|issue:33357", "issue:44857|issue:45072", "issue:45593|issue:47000", "issue:43550|issue:45083", - "issue:44464|issue:46424", "issue:27957|issue:34689", + "issue:44464|issue:46424", "issue:38175|issue:44493", "issue:29942|issue:35141", "issue:29870|issue:32090", "issue:45290|issue:45381", - "issue:43278|issue:43329", - "issue:10000|issue:15354" + "issue:10000|issue:15354", + "issue:43278|issue:43329" ], - "prepared_review_unit_hash": "417a639bf6ccc9b47783fa8223db35ffa7a2c2dab5d6561f069e59e4136ec211", + "prepared_review_unit_hash": "a8ad41f67bcd07fcbae58f6edf3d0a3d7ed3a4c1c7382da30d5b0232682bc8b6", "component_budget": { - "node_count": 514, - "item_count": 514, - "soft_pair_count": 1891, - "serialized_chars": 980895, - "estimated_input_tokens": 245224, - "estimated_eval_tokens": 490704 + "node_count": 516, + "item_count": 516, + "soft_pair_count": 1900, + "serialized_chars": 985297, + "estimated_input_tokens": 246325, + "estimated_eval_tokens": 492906 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 26, - "serialized_chars": 34960, - "estimated_input_tokens": 8740, - "estimated_eval_tokens": 17736 + "serialized_chars": 34963, + "estimated_input_tokens": 8741, + "estimated_eval_tokens": 17738 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a grab bag of unrelated issue reports. The only clear duplicate pair is the two identical Qwen3.5 MoE from_pretrained errors; everything else looks like distinct bugs or regressions.", - "confidence": 0.89, - "canonical_issue_reason": "issue:45310 is the earliest report of the only clear duplicate pair and has the stronger cluster anchor role for the identical Qwen3.5 MoE from_pretrained error.", + "summary": "Only one soft pair is a clear duplicate: the two Qwen3.5-MoE from_pretrained regression reports. The rest describe different models, failures, or code paths and should stay separate.", + "confidence": 0.96, + "canonical_issue_reason": "issue:45310 is the better canonical issue: it is the earlier, fuller report for the Qwen3.5-MoE from_pretrained regression and already captures the same bug as 45478.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45310 is the best issue representative because it is the clearest duplicate candidate and the earliest, most canonical report among the items.", + "best_issue_reason": "issue:45310 is the best issue anchor for this cluster because it is the clearest, most complete duplicate target among the provided issues.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43606", "right": "issue:44857", "accept": false, - "reason": "Different failures and code paths: CPU offload device mismatch in bark-small vs float16 AMP crash in LwDetrImageLoss." + "reason": "Different bugs: CPU offload device mismatch in Bark vs float16 AMP crash in LwDetrImageLoss." }, { "left": "issue:46431", "right": "issue:46566", "accept": false, - "reason": "One is missing chat template support; the other is a device_map/meta-device loading issue in DiffusionGemma." + "reason": "Different code paths: missing chat template error vs DiffusionGemma weights stuck on meta with device_map=auto." }, { "left": "issue:43720", "right": "issue:44112", "accept": false, - "reason": "Both are CI/loading-related, but the root causes differ: unpacking packed weights vs a stale device override in GraniteSpeech." + "reason": "Different failures in different models/subsystems; not the same underlying bug." + }, + { + "left": "issue:39692", + "right": "issue:44493", + "accept": false, + "reason": "SigLIP2 doc example errors are unrelated to the position-id/key warning issue." }, { "left": "issue:28218", "right": "issue:32090", "accept": false, - "reason": "Tokenizer spacing after added tokens and Trainer _gpu_broadcast_one NoneType errors are unrelated bugs." + "reason": "Tokenizer added-space bug and Trainer _gpu_broadcast_one NoneType error are unrelated." }, { "left": "issue:45310", "right": "issue:45478", "accept": true, - "reason": "Same title and same concrete failure: transformers>=5.4.0 breaking Qwen3.5 MoE from_pretrained." - }, - { - "left": "issue:39692", - "right": "issue:44493", - "accept": false, - "reason": "SigLIP2 docs/example errors do not match the broad unexpected position-id key regressions." + "reason": "Same reported regression: transformers>=5.4.0 breaks Qwen3.5 MoE from_pretrained; 45478 is the duplicate of 45310." }, { "left": "issue:44448", "right": "issue:44779", "accept": false, - "reason": "Pegasus v4/v5 output differences and Deepseek tokenizer regressions are different subsystems and symptoms." + "reason": "Both are output regressions, but they affect different models and likely different tokenizer/generation code paths." }, { "left": "issue:43701", "right": "issue:45083", "accept": false, - "reason": "resume_from_checkpoint key mismatch is a checkpoint/resume bug; _get_feat_extract_output_lengths in qwen3_omni_moe is unrelated." + "reason": "Resume-from-checkpoint key mismatch is unrelated to qwen3_omni_moe feature-length helper behavior." }, { "left": "issue:44206", "right": "issue:45823", "accept": false, - "reason": "Unsupported center arg in LasrFeatureExtractor and Gemma4 PLE device mismatch are distinct issues." + "reason": "Unsupported center argument in LaserFeatureExtractor and Gemma4 PLE device mismatch are different bugs." }, { - "left": "issue:26413", - "right": "issue:31501", + "left": "issue:44617", + "right": "issue:46697", "accept": false, - "reason": "Both affect training start/resume, but the epoch_iterator empty error and FineWeb training startup failure are different underlying problems." + "reason": "CUDA OOM in Sam3Video is unrelated to Swin2SR image over-padding." }, { - "left": "issue:44617", - "right": "issue:46697", + "left": "issue:26413", + "right": "issue:31501", "accept": false, - "reason": "CUDA OOM in Sam3Video and over-padding in Swin2SR image processing are unrelated." + "reason": "Both mention training not progressing, but the concrete causes are different; not enough evidence for duplicate status." }, { "left": "issue:45127", "right": "issue:45245", "accept": false, - "reason": "LoRA merge/model collapse and category-count RuntimeError are entirely different bugs." + "reason": "LoRA/vocab collapse and category-count limit errors are distinct issues." }, { "left": "issue:45459", "right": "issue:46234", "accept": false, - "reason": "Tokenizer protobuf error masking and a missing import_utils symbol are unrelated maintenance bugs." + "reason": "Tokenizer protobuf error masking and missing import_utils helper are unrelated." }, { - "left": "issue:32090", - "right": "issue:33357", + "left": "issue:42490", + "right": "issue:43575", "accept": false, - "reason": "Trainer NoneType broadcast failure and MacOS CLIP bus error are different failure modes." + "reason": "Local-path import warning and tp OOM when loading Qwen2-57B are different problems." }, { - "left": "issue:42490", - "right": "issue:43575", + "left": "issue:32090", + "right": "issue:33357", "accept": false, - "reason": "Local-path import warning and tensor-parallel OOM on Qwen2-57B are unrelated." + "reason": "Trainer broadcast NoneType error and MacOS CLIP bus error are unrelated." }, { "left": "issue:44857", "right": "issue:45072", "accept": false, - "reason": "Both mention dtype-ish failures, but one is an AMP crash in a loss and the other is a bfloat16 inference mismatch; not the same code-path issue." + "reason": "Both are dtype-related, but they hit different models and failure modes; not the same concrete bug." }, { "left": "issue:45593", "right": "issue:47000", "accept": false, - "reason": "Different detection-loss bugs: denoising-off auxiliary loss omission vs RTDetr cost matrix infeasibility." + "reason": "Auxiliary-loss handling in D-FINE and RTDetrLoss infeasible cost matrix are different issues." }, { "left": "issue:43550", "right": "issue:45083", "accept": false, - "reason": "torch.compile/SDPA failure in Bamba is unrelated to qwen3_omni_moe feature-length behavior." + "reason": "torch.compile+SDPA failure in Bamba and qwen3_omni_moe feature-length helper behavior are unrelated." }, { - "left": "issue:44464", - "right": "issue:46424", + "left": "issue:27957", + "right": "issue:34689", "accept": false, - "reason": "Chunked generation inconsistency under compiled forward is a different bug from cache max length only applying to Quantized Cache." + "reason": "Different models and different loading/runtime failures." }, { - "left": "issue:27957", - "right": "issue:34689", + "left": "issue:44464", + "right": "issue:46424", "accept": false, - "reason": "XLMRoberta Flash Attention 2 support and Llama 3.2 Vision model loading regression are distinct issues." + "reason": "Chunked generation inconsistency and max_cache_length only honored for quantized cache are related to generation/cache, but not the same underlying bug." }, { "left": "issue:38175", "right": "issue:44493", "accept": false, - "reason": "siglip2 zero probabilities and unexpected position-id keys are not the same failure." + "reason": "Unexpected zero probabilities in SigLIP2 and unexpected position-id key warnings are unrelated." }, { "left": "issue:29942", "right": "issue:35141", "accept": false, - "reason": "Failing FA2 tests and embedding reinitialization after resize are different bugs." + "reason": "Flash Attention 2 test failures and output embedding reinitialization after resize are different bugs." }, { "left": "issue:29870", "right": "issue:32090", "accept": false, - "reason": "Bart generate decoder_attention_mask bug and Trainer broadcast NoneType bug are unrelated." + "reason": "BART generate decoder_attention_mask bug and Trainer broadcast NoneType bug are unrelated." }, { "left": "issue:45290", "right": "issue:45381", "accept": false, - "reason": "Chat template/tool-call crash and qwen2.5-vl video position-id issue are both multimodal-related but clearly different paths." + "reason": "Chat-template tool-call crash and qwen2.5-vl video vision_position_ids bug are different code paths." }, { - "left": "issue:43278", - "right": "issue:43329", + "left": "issue:10000", + "right": "issue:15354", "accept": false, - "reason": "Embedding dtype drift in evaluate and an undefined video-branch multimodal token helper are unrelated." + "reason": "German DistilBertModel error and torch.jit GeneratorExp export failure are unrelated." }, { - "left": "issue:10000", - "right": "issue:15354", + "left": "issue:43278", + "right": "issue:43329", "accept": false, - "reason": "German DistilBertModel issue and GeneratorExp/JIT export failure are unrelated model-specific problems." + "reason": "Training/evaluate dtype drift and multimodal video-token helper undefined names are different bugs." } ] }, "evaluator_result": { "accept": true, - "feedback": "Grounded and conservative overall. The only accepted soft edge, issue:45310 \u2194 issue:45478, is well supported by the identical title and clear duplicate signal, and choosing issue:45310 as the canonical/earliest representative is reasonable. The remaining pairs are rejected cautiously with distinctions that track the packet titles, and the summary does not overclaim broader duplication beyond the one clear pair." + "feedback": "The summary is grounded in the packet and stays conservative. The Qwen3.5-MoE pair (45310/45478) is the only clearly duplicate-looking match from the titles and timing, and the other pair verdicts avoid overclaiming." }, "evaluator_used": true, "retried": false, @@ -10072,7 +10164,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-514", + "cluster_id": "cluster-10000-516", "nodes": [ "issue:25251", "issue:29127", @@ -10135,13 +10227,13 @@ "issue:32090|issue:33290", "issue:43927|issue:45698", "issue:44977|issue:45229", - "issue:46421|issue:46858", "issue:42490|issue:43873", + "issue:46421|issue:46858", "issue:25251|issue:32090", "issue:43873|issue:45229", - "issue:43976|issue:45440", "issue:44448|issue:44466", "issue:43381|issue:43701", + "issue:43976|issue:45440", "issue:44871|issue:44977", "issue:29127|issue:34567", "issue:33357|issue:39692", @@ -10149,219 +10241,219 @@ "issue:44561|issue:44779", "issue:45588|issue:45823", "issue:44568|issue:45491", - "issue:41720|issue:45229", - "issue:44186|issue:45198", "issue:44361|issue:45198", + "issue:44186|issue:45198", + "issue:41720|issue:45229", "issue:45198|issue:45803" ], - "prepared_review_unit_hash": "b827f2565d0d9de0c34183ff609a60fa9d06a476455c0a4caaf220e3a991941d", + "prepared_review_unit_hash": "c34962e7c7ea791231266059a649339196876cea6af201705f0a90db121c9170", "component_budget": { - "node_count": 514, - "item_count": 514, - "soft_pair_count": 1891, - "serialized_chars": 980895, - "estimated_input_tokens": 245224, - "estimated_eval_tokens": 490704 + "node_count": 516, + "item_count": 516, + "soft_pair_count": 1900, + "serialized_chars": 985297, + "estimated_input_tokens": 246325, + "estimated_eval_tokens": 492906 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 30, - "serialized_chars": 36452, - "estimated_input_tokens": 9113, - "estimated_eval_tokens": 18482 + "serialized_chars": 36459, + "estimated_input_tokens": 9115, + "estimated_eval_tokens": 18486 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is largely heterogeneous: the suggested soft pairs mostly share only broad subsystem labels (tokenization, cache, training, serialization) but not the same concrete bug. I would not merge any of the proposed pairs as duplicates.", - "confidence": 0.94, - "canonical_issue_reason": null, + "summary": "These items are mostly unrelated one-off bug reports; none of the soft-similarity pairs look like true duplicates. The strongest anchor in the set is the broad v5 tokenizer regression report affecting many models.", + "confidence": 0.84, + "canonical_issue_reason": "issue:45920 is the broadest and most central bug report here: it covers a concrete tokenizer regression across multiple model families and already has inbound references.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "issue:45920 is the best representative issue for this cluster because it is the most broadly scoped and most likely to attract related reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:37428", "right": "issue:42175", "accept": false, - "reason": "Different problems in unrelated areas: flash-attention import error vs missing TensorFlow backend in a torch install." + "reason": "Unrelated subsystems: flash-attention import error vs missing TensorFlow in a torch-only install." }, { "left": "issue:45290", "right": "issue:46655", "accept": false, - "reason": "Both are processing-related, but one is a chat template crash and the other is a video padding bug; different code paths." + "reason": "Both are multimodal/input-processing bugs, but one is chat-template tool-call handling and the other is video padding calculation." }, { "left": "issue:44448", "right": "issue:44977", "accept": false, - "reason": "Generation mismatch for Pegasus v4/v5 is unrelated to Qwen3.5 flash-attention failures." + "reason": "Different model/regression cases: Pegasus output drift vs Qwen3.5 flash-attention generation failure." }, { "left": "issue:29870", "right": "issue:33290", "accept": false, - "reason": "Bart generation UnboundLocalError and DeepSpeed Adafactor OOM are separate training/inference failures." + "reason": "Different failure modes: BART generate() UnboundLocalError vs DeepSpeed/Adafactor OOM." }, { "left": "issue:44360", "right": "issue:44561", "accept": false, - "reason": "A DSA ReLU discussion and a v5 trust_remote_code regression are not the same bug." + "reason": "No common code path; DSA indexer/ReLU discussion is unrelated to trust_remote_code breakage." }, { "left": "issue:43278", "right": "issue:43381", "accept": false, - "reason": "dtype drift between train/eval is different from checkpointing being disallowed in eval mode." + "reason": "Both involve eval-time behavior, but one is dtype drift and the other is gradient checkpointing support." }, { "left": "issue:44855", "right": "issue:46399", "accept": false, - "reason": "Both mention decorators, but they fail in different models and for different reasons." + "reason": "Both are import/runtime errors, but they affect different models and stem from different code paths." }, { "left": "issue:40444", "right": "issue:43526", "accept": false, - "reason": "Multi-image VL dataset finetuning failure is unrelated to BeitImageProcessorFast label reduction." + "reason": "Different vision bugs: iterable dataset with multiple images vs BEiTFast label reduction." }, { "left": "issue:45920", "right": "issue:46192", "accept": false, - "reason": "Wrong token IDs in AutoTokenizer is a different bug from return_tensors being ignored with text_kwargs." + "reason": "Both are tokenizer-related v5 issues, but one is wrong token IDs and the other is return_tensors being ignored." }, { "left": "issue:32090", "right": "issue:33290", "accept": false, - "reason": "Trainer GPU broadcast NoneType error is not the same as Adafactor/DeepSpeed OOM." + "reason": "Completely different problems: trainer broadcast NoneType vs optimizer memory usage/OOM." }, { "left": "issue:43927", "right": "issue:45698", "accept": false, - "reason": "Both involve save/load behavior, but one loses custom token IDs while the other loads the wrong custom module." + "reason": "Both concern save/load customization, but one loses custom token IDs and the other loads the wrong custom module." }, { "left": "issue:44977", "right": "issue:45229", "accept": false, - "reason": "Flash-attention generation bug and multi-GPU CUDA OOM are different failure modes." + "reason": "Generation issue vs multi-GPU CUDA OOM; not the same bug." }, { - "left": "issue:46421", - "right": "issue:46858", + "left": "issue:42490", + "right": "issue:43873", "accept": false, - "reason": "Cache lazy-init recompilation and device-tensor seq-length arithmetic breakage are distinct cache/compile issues." + "reason": "Local-path import warning is unrelated to quantization/offloading behavior." }, { - "left": "issue:42490", - "right": "issue:43873", + "left": "issue:46421", + "right": "issue:46858", "accept": false, - "reason": "Local-path import warning is unrelated to quantization offloading not working." + "reason": "Both cache/compile related, but one is spurious recompilation and the other is device-tensor seq_length arithmetic breakage." }, { "left": "issue:25251", "right": "issue:32090", "accept": false, - "reason": "Pipeline top_k nesting behavior is unrelated to Trainer GPU broadcast errors." + "reason": "Pipeline top_k nesting bug is unrelated to trainer broadcast errors." }, { "left": "issue:43873", "right": "issue:45229", "accept": false, - "reason": "Quantization offloading failure is not the same as Gemma4 multi-GPU OOM." - }, - { - "left": "issue:43976", - "right": "issue:45440", - "accept": false, - "reason": "Python version support regression and DeepSeekV3MoE implementation divergence are unrelated." + "reason": "Quantization/offloading behavior is unrelated to Gemma4 multi-GPU OOM." }, { "left": "issue:44448", "right": "issue:44466", "accept": false, - "reason": "Output differences for Pegasus and lm_head serialization inconsistency are separate bugs." + "reason": "Both are v5-related model issues, but one is output drift and the other is serialization of tied weights." }, { "left": "issue:43381", "right": "issue:43701", "accept": false, - "reason": "Eval-mode gradient checkpointing and resume_from_checkpoint key mismatch are different problems." + "reason": "Eval-mode gradient checkpointing and resume-from-checkpoint key mismatch are unrelated." + }, + { + "left": "issue:43976", + "right": "issue:45440", + "accept": false, + "reason": "Python version compatibility issue vs DeepSeekV3 implementation divergence." }, { "left": "issue:44871", "right": "issue:44977", "accept": false, - "reason": "Gemma eos_token_id config mismatch is unrelated to Qwen3.5 flash-attention generation failures." + "reason": "Gemma EOS config mismatch is unrelated to Qwen3.5 flash-attention generation failure." }, { "left": "issue:29127", "right": "issue:34567", "accept": false, - "reason": "LayoutLMv3 box-validation messaging and TrainerState token counting are unrelated." + "reason": "LayoutLMv3 error messaging and TrainerState token counting are unrelated." }, { "left": "issue:33357", "right": "issue:39692", "accept": false, - "reason": "MacOS bus error on CLIP is not the same as SigLIP2 documentation/example errors." + "reason": "MacOS bus error in CLIP loading vs a SigLIP2 doc/example issue." }, { "left": "issue:43278", "right": "issue:43575", "accept": false, - "reason": "Embedding dtype drift and Qwen2-57B tensor-parallel OOM are unrelated." + "reason": "Eval dtype change and Qwen2-57B TP OOM are different issues." }, { "left": "issue:44561", "right": "issue:44779", "accept": false, - "reason": "Removal of is_torch_fx_available breaking trust_remote_code is a different regression from DeepSeek tokenizer output changes." + "reason": "Both are v5 regressions, but one breaks trust_remote_code via removed helper and the other is tokenizer output correctness." }, { "left": "issue:45588", "right": "issue:45823", "accept": false, - "reason": "Flash-attention sink-less model crash and Gemma4 device-map mismatch are different forward-path bugs." + "reason": "Different forward-path bugs: flash_attention.py s_aux handling vs device mismatch with device_map='auto'." }, { "left": "issue:44568", "right": "issue:45491", "accept": false, - "reason": "Tokenizer special-token insertion bug is unrelated to Gemma3 NaN embeddings from sliding-window batching." + "reason": "Tokenizer special-token regression is unrelated to Gemma3 NaN embeddings from sliding-window attention." }, { - "left": "issue:41720", - "right": "issue:45229", + "left": "issue:44361", + "right": "issue:45198", "accept": false, - "reason": "Qwen3 auto device mapping assert and Gemma4 multi-GPU OOM are different device-placement failures." + "reason": "Different tokenizer/preprocessing failures affecting different models and code paths." }, { "left": "issue:44186", "right": "issue:45198", "accept": false, - "reason": "LayoutLMv2Tokenizer NER/padding crash and Wav2Vec2 save/tokenization failure are separate tokenizer issues." + "reason": "LayoutLMv2Tokenizer NER/padding crash is unrelated to Wav2Vec2 save/tokenization failure." }, { - "left": "issue:44361", - "right": "issue:45198", + "left": "issue:41720", + "right": "issue:45229", "accept": false, - "reason": "MLukeTokenizer AttributeError is unrelated to Wav2Vec2 save_pretrained/tokenization failure." + "reason": "cudaErrorAssert on auto device mapping is not the same as multi-GPU OOM." }, { "left": "issue:45198", "right": "issue:45803", "accept": false, - "reason": "Wav2Vec2 tokenizer/save bug and Fuyu's bare except swallowing errors are different defects." + "reason": "Wav2Vec2 save/tokenization failure and Fuyu convert_to_tensors exception handling are different bugs." } ] }, @@ -10383,12 +10475,14 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-514", + "cluster_id": "cluster-10000-516", "nodes": [ + "issue:27957", "issue:29127", "issue:29870", "issue:29942", "issue:30064", + "issue:33290", "issue:33357", "issue:34689", "issue:35141", @@ -10400,7 +10494,6 @@ "issue:43381", "issue:43412", "issue:43421", - "issue:43526", "issue:43575", "issue:43611", "issue:43653", @@ -10428,7 +10521,6 @@ "issue:45588", "issue:45593", "issue:45712", - "issue:45834", "issue:46121", "issue:46369", "issue:46693", @@ -10444,14 +10536,14 @@ "issue:42915|issue:42994", "issue:43756|issue:45440", "issue:43653|issue:44442", - "issue:43065|issue:43994", "issue:44265|issue:45198", + "issue:43065|issue:43994", "issue:43065|issue:45412", "issue:43575|issue:43701", "issue:29127|issue:33357", + "issue:43412|issue:45588", "issue:45491|issue:46693", "issue:45372|issue:45588", - "issue:43412|issue:45588", "issue:42490|issue:43381", "issue:29127|issue:35141", "issue:45245|issue:45563", @@ -10460,234 +10552,234 @@ "issue:43994|issue:45412", "issue:45372|issue:45406", "issue:45406|issue:46701", - "issue:43421|issue:45491", "issue:43575|issue:44387", + "issue:43421|issue:45491", "issue:43066|issue:44462", "issue:45412|issue:46369", - "issue:45372|issue:45459", "issue:44442|issue:45072", - "issue:43526|issue:45834" + "issue:45372|issue:45459", + "issue:27957|issue:33290" ], - "prepared_review_unit_hash": "2c2b63fa9e8f73b6f11e9ac9cf16cdd2960d118ea5c4fdd17572efcb7966dd17", + "prepared_review_unit_hash": "7c9793c01a1fbef148c6e5e333809ace2a4766aed339773e17357e635a5229bb", "component_budget": { - "node_count": 514, - "item_count": 514, - "soft_pair_count": 1891, - "serialized_chars": 980895, - "estimated_input_tokens": 245224, - "estimated_eval_tokens": 490704 + "node_count": 516, + "item_count": 516, + "soft_pair_count": 1900, + "serialized_chars": 985297, + "estimated_input_tokens": 246325, + "estimated_eval_tokens": 492906 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 32, - "serialized_chars": 37361, - "estimated_input_tokens": 9341, - "estimated_eval_tokens": 18938 + "serialized_chars": 37285, + "estimated_input_tokens": 9322, + "estimated_eval_tokens": 18900 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These issues are mostly unrelated topical matches rather than true duplicates. I would not merge any soft pair. If a representative issue is needed, issue 46693 is the strongest standalone regression report by activity and references.", - "confidence": 0.79, - "canonical_issue_reason": "No clear duplicate cluster exists; issue 46693 is the most active, concrete regression report and is the least arbitrary anchor among the set.", + "summary": "The candidate pairs are mostly false positives: they share broad subsystems at most, but not the same concrete bug/change. No PRs were provided. I\u2019d anchor the set on the active FA2 regression report, but it is not a duplicate of the others.", + "confidence": 0.61, + "canonical_issue_reason": "issue:46693 is the most representative issue here: open, highly discussed, and tied to a concrete Flash Attention 2 regression. It is a better anchor than the nearby FA2 test-failure reports, though not a duplicate of them.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 46693 has the richest discussion and inbound references, and it describes a user-visible regression with a well-defined failure mode.", + "best_issue_reason": "issue:46693 is the strongest standalone issue for triage: it has the most activity and a clear, actionable regression description.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43611", "right": "issue:46121", "accept": false, - "reason": "Different bugs: model loading via base_model_prefix vs rope-validation TypeError from JSON-loaded lists." + "reason": "One is a base_model_prefix loading regression; the other is a rope-validation TypeError from JSON-loaded lists. Different code paths and symptoms." }, { "left": "issue:44977", "right": "issue:45563", "accept": false, - "reason": "Different failure modes: flash-attention generation breakage vs a stale warning in paged generate()." + "reason": "Qwen3.5 flash-attention generation failure vs a stale warning in paged generate(); unrelated bugs." }, { "left": "issue:29870", "right": "issue:34689", "accept": false, - "reason": "Unrelated subsystems: BART generate() decoder mask bug vs Llama 3.2 Vision model loading regression." + "reason": "BART decoder_attention_mask UnboundLocalError and Llama 3.2 Vision loading breakage are separate model-specific regressions." }, { "left": "issue:29942", "right": "issue:30064", "accept": false, - "reason": "One is Flash Attention 2 test failures; the other is image processor handling of void segmentation maps." + "reason": "Flash Attention 2 test failures vs image processor void segmentation map handling; no shared underlying bug." }, { "left": "issue:43653", "right": "issue:44743", "accept": false, - "reason": "Tokenizer special-token decode bug vs recurrent-state reset in modular_qwen3_5 cache logic." + "reason": "BigBirdTokenizer special-token registration vs Qwen3.5 recurrent-state caching; different components and failure modes." }, { "left": "issue:44206", "right": "issue:44479", "accept": false, - "reason": "Feature-extractor arg crash vs video-input regression across Qwen VL variants." + "reason": "Feature extractor center-arg crash and video-input regression in Qwen models do not point to the same code-path." }, { "left": "issue:42915", "right": "issue:42994", "accept": false, - "reason": "Both involve quantization broadly, but one is a FineGrainedFP8 config failure and the other is quantized model saving." + "reason": "FineGrainedFP8Config failure for Qwen3Moe and quantized model saving failure are distinct quantization issues." }, { "left": "issue:43756", "right": "issue:45440", "accept": false, - "reason": "Different models and defects: missing RoPE layers in Smollm3 vs divergence in DeepseekV3MoE implementation." + "reason": "Smollm3 RoPE-layer mismatch and DeepseekV3MoE divergence from remote implementation are unrelated model-specific bugs." }, { "left": "issue:43653", "right": "issue:44442", "accept": false, - "reason": "Tokenizer decode-output bug vs AutoTokenizer failing to load a specific tokenizer class." + "reason": "Both are tokenizer-related, but one is BigBird mask-token registration and the other is AutoTokenizer loading FastSpeech2ConformerTokenizer; not the same bug." }, { - "left": "issue:43065", - "right": "issue:43994", + "left": "issue:44265", + "right": "issue:45198", "accept": false, - "reason": "Different vision-model issues: dummy Conv2d in Sam3PixelDecoder vs nonsensical SigLIP2 inference." + "reason": "torch.export failure on torch_compilable_check vs Wav2Vec2 save_pretrained/tokenization failure; different surfaces and causes." }, { - "left": "issue:44265", - "right": "issue:45198", + "left": "issue:43065", + "right": "issue:43994", "accept": false, - "reason": "torch.export failure from torch_compilable_check is unrelated to Wav2Vec2 save_pretrained/tokenization failures." + "reason": "Dummy Conv2d in Sam3PixelDecoder and SigLIP2 nonsensical AutoModel output are separate issues." }, { "left": "issue:43065", "right": "issue:45412", "accept": false, - "reason": "Sam3PixelDecoder dummy layer issue is unrelated to RT-DETR memory not being released on deletion." + "reason": "A dummy layer in Sam3PixelDecoder and an RT-DETR memory leak are not the same underlying bug." }, { "left": "issue:43575", "right": "issue:43701", "accept": false, - "reason": "OOM on tensor-parallel model loading is unrelated to resume_from_checkpoint key mismatch." + "reason": "Tensor-parallel OOM while loading a Qwen2 model vs resume_from_checkpoint key mismatch; unrelated." }, { "left": "issue:29127", "right": "issue:33357", "accept": false, - "reason": "LayoutLMv3 box-information error and MacOS CLIP bus error are different models, symptoms, and code paths." + "reason": "LayoutLMv3 error-message clarity and a MacOS bus error on CLIP loading are different problems." }, { - "left": "issue:45491", - "right": "issue:46693", + "left": "issue:43412", + "right": "issue:45588", "accept": false, - "reason": "Both mention generation context, but one is a Gemma3 NaN-embedding bug and the other is a FA2 long-context performance regression." + "reason": "Gemma3n export failures and flash_attention.py crashing on s_aux=None are separate code paths." }, { - "left": "issue:45372", - "right": "issue:45588", + "left": "issue:45491", + "right": "issue:46693", "accept": false, - "reason": "Gemma 4 processor import failure is unrelated to flash_attention.py crashing on s_aux=None." + "reason": "Both touch FA2/long-context, but one is Gemma3 NaNs with mixed-length padding and the other is a performance regression after 5.2.0; not the same concrete bug." }, { - "left": "issue:43412", + "left": "issue:45372", "right": "issue:45588", "accept": false, - "reason": "Executorch export guard/erfinv support issue is a different code path from the flash_attention.py AttributeError." + "reason": "Gemma 4 processor loading import error vs flash_attention AttributeError on sink-less models; different failures." }, { "left": "issue:42490", "right": "issue:43381", "accept": false, - "reason": "Local-path import warning is unrelated to gradient checkpointing being disallowed in eval mode." + "reason": "Trailing-slash local path warning and gradient checkpointing in eval mode are unrelated." }, { "left": "issue:29127", "right": "issue:35141", "accept": false, - "reason": "LayoutLMv3 error messaging and embedding reinitialization after resize_embeddings are separate bugs." + "reason": "LayoutLMv3 box-count error messaging and token-embedding reinitialization after resize are unrelated." }, { "left": "issue:45245", "right": "issue:45563", "accept": false, - "reason": "Category-count RuntimeError is unrelated to the paged generate stale warning." + "reason": "Category-count runtime limit vs stale generate() warning; no common underlying bug." }, { "left": "issue:45459", "right": "issue:45712", "accept": false, - "reason": "Tokenizer protobuf error handling is unrelated to leftover dummy PT classes leaking into dir(transformers)." + "reason": "Tokenizer exception masking without protobuf and leftover dummy classes in dummy_pt_objects are unrelated maintenance issues." }, { "left": "issue:45440", "right": "issue:45593", "accept": false, - "reason": "DeepseekV3MoE divergence is unrelated to D-FINE auxiliary-loss behavior." + "reason": "DeepseekV3MoE divergence and D-FINE auxiliary-loss behavior are different model implementations." }, { "left": "issue:43994", "right": "issue:45412", "accept": false, - "reason": "SigLIP2 inference quality issue and RT-DETR memory leak are different subsystems and symptoms." + "reason": "SigLIP2 inference nonsense and RT-DETR memory release/leak behavior are unrelated." }, { "left": "issue:45372", "right": "issue:45406", "accept": false, - "reason": "Gemma 4 processor loading import error is unrelated to transformers serve lacking Gemma4Processor._tokenizer." + "reason": "Gemma 4 processor import failure and Gemma4Processor missing _tokenizer in serve are related to the same model family, but they are distinct bugs with different root causes." }, { "left": "issue:45406", "right": "issue:46701", "accept": false, - "reason": "Missing _tokenizer in serve is unrelated to DiffusionGemmaGenerationOutput pipeline breakage." + "reason": "Gemma4Processor serve crash and DiffusionGemmaGenerationOutput pipeline failure are different problems." }, { - "left": "issue:43421", - "right": "issue:45491", + "left": "issue:43575", + "right": "issue:44387", "accept": false, - "reason": "Runtime post-processor update behavior is unrelated to Gemma3 NaN embeddings on mixed-length batches." + "reason": "OOM when loading a specific Qwen2 model with tp and a Transformers 5.x int4 memory regression are both OOMs, but not the same bug." }, { - "left": "issue:43575", - "right": "issue:44387", + "left": "issue:43421", + "right": "issue:45491", "accept": false, - "reason": "Model-loading OOM for Qwen2-57B is not the same as increased CUDA reserved memory under int4 quantization." + "reason": "Runtime special-token post-processor update bug vs Gemma3 mixed-length NaNs; unrelated." }, { "left": "issue:43066", "right": "issue:44462", "accept": false, - "reason": "Wrong tokenizer decoder type in v5 and ignoring tokenizer.json are related to tokenizers, but they are distinct loading bugs." + "reason": "Wrong tokenizer decoder type in v5 and ignoring tokenizer.json are both tokenizer-loading issues, but not the same concrete defect." }, { "left": "issue:45412", "right": "issue:46369", "accept": false, - "reason": "RT-DETR deletion/GC memory leak is different from SAM3 litetext memory overflow during model use." + "reason": "RT-DETR memory leak and sam3-litetext memory overflow are separate memory issues in different models." }, { - "left": "issue:45372", - "right": "issue:45459", + "left": "issue:44442", + "right": "issue:45072", "accept": false, - "reason": "Gemma 4 processor import failure is unrelated to the protobuf decode-error masking bug." + "reason": "FastSpeech2ConformerTokenizer loading failure and bfloat16 dtype mismatches in SwitchTransformers/TimmWrapperModel are unrelated." }, { - "left": "issue:44442", - "right": "issue:45072", + "left": "issue:45372", + "right": "issue:45459", "accept": false, - "reason": "FastSpeech2ConformerTokenizer loading failure is unrelated to bfloat16 dtype mismatches in SwitchTransformers/TimmWrapperModel." + "reason": "Gemma 4 processor import breakage and protobuf decode-error masking are different tokenizer/processor issues." }, { - "left": "issue:43526", - "right": "issue:45834", + "left": "issue:27957", + "right": "issue:33290", "accept": false, - "reason": "BeitImageProcessorFast reduce_labels bug is unrelated to Kosmos2.5 OCR index errors." + "reason": "XLMRoberta Flash Attention 2 support and Adafactor OOM in deepspeed are unrelated." } ] }, @@ -10709,7 +10801,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-514", + "cluster_id": "cluster-10000-516", "nodes": [ "issue:27957", "issue:29127", @@ -10739,18 +10831,18 @@ "issue:44206", "issue:44279", "issue:44442", + "issue:44479", "issue:44514", "issue:44743", "issue:44811", "issue:44857", "issue:44898", "issue:44977", - "issue:45003", "issue:45245", "issue:45250", "issue:45381", - "issue:45440", "issue:45588", + "issue:45834", "issue:45859", "issue:46121", "issue:46234", @@ -10761,7 +10853,7 @@ "issue:46821" ], "soft_pairs": [ - "issue:27957|issue:33290", + "issue:43526|issue:45834", "issue:27957|issue:29127", "issue:43824|issue:44279", "issue:43526|issue:46693", @@ -10784,208 +10876,208 @@ "issue:44442|issue:44898", "issue:43262|issue:44206", "issue:42490|issue:44743", - "issue:42175|issue:46234", "issue:43720|issue:44442", "issue:27957|issue:29870", + "issue:42175|issue:46234", "issue:43316|issue:43525", - "issue:45003|issue:45440" + "issue:44077|issue:44479" ], - "prepared_review_unit_hash": "6ca5e913b3bae805e06fbc2af5cbb9b7513da3986fc6625509ce951710e60d1b", + "prepared_review_unit_hash": "f1186cdb10c3c74ec13b18cb0e780a4ccf98a22d0a9ce89847e19f670969e3ac", "component_budget": { - "node_count": 514, - "item_count": 514, - "soft_pair_count": 1891, - "serialized_chars": 980895, - "estimated_input_tokens": 245224, - "estimated_eval_tokens": 490704 + "node_count": 516, + "item_count": 516, + "soft_pair_count": 1900, + "serialized_chars": 985297, + "estimated_input_tokens": 246325, + "estimated_eval_tokens": 492906 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 28, - "serialized_chars": 35948, - "estimated_input_tokens": 8987, - "estimated_eval_tokens": 18230 + "serialized_chars": 35980, + "estimated_input_tokens": 8995, + "estimated_eval_tokens": 18246 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly a heterogeneous set of unrelated Transformers issues. The only recurring theme is Flash Attention 2, but the paired items describe different failures and code paths, so no soft pair should be merged.", - "confidence": 0.86, - "canonical_issue_reason": "Issue 46640 is the clearest current anchor for the Flash Attention 2 subgroup: it is explicitly about FA2, open, and broad enough to collect related reports.", + "summary": "These items do not form a coherent duplicate cluster; they span unrelated bugs across OCR, model loading, quantization, Flash Attention, tokenizers, and packaging. No soft-edge pair is strong enough to merge.", + "confidence": 0.96, + "canonical_issue_reason": "No single canonical issue: the set is heterogeneous and the titles point to different subsystems and failure modes rather than one underlying bug.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 46640 is the best representative issue in this set because it is the most directly on-topic and general within the only visible cluster theme (FA2).", + "best_issue_reason": "No issue is a good global representative because there is no shared concrete problem across the cluster; any choice would be arbitrary.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:27957", - "right": "issue:33290", + "left": "issue:43526", + "right": "issue:45834", "accept": false, - "reason": "XLMRoberta/Flash Attention 2 and deepspeed Adafactor OOM are different bugs in different paths." + "reason": "Different bugs in different vision/OCR paths: label reduction vs long OCR indexing." }, { "left": "issue:27957", "right": "issue:29127", "accept": false, - "reason": "FA2 model support vs LayoutLMv3 error messaging; unrelated failure modes." + "reason": "Unrelated models and failures: Flash Attention support vs LayoutLMv3 box validation messaging." }, { "left": "issue:43824", "right": "issue:44279", "accept": false, - "reason": "Importing a missing Qwen2.5-VL class is not the same as a generic dependency issue." + "reason": "Import/export issue for a specific Qwen class vs a generic dependency complaint." }, { "left": "issue:43526", "right": "issue:46693", "accept": false, - "reason": "BeitImageProcessorFast label reduction bug and FA2 long-context performance regression are unrelated." + "reason": "Different domains: BEiT image processor label handling vs FA2 long-context performance regression." }, { "left": "issue:33290", "right": "issue:34689", "accept": false, - "reason": "Adafactor/deepspeed OOM and Llama 3.2 Vision load break are distinct problems." + "reason": "OOM with Adafactor/DeepSpeed is unrelated to Llama 3.2 model loading failure." }, { "left": "issue:33290", "right": "issue:35141", "accept": false, - "reason": "Optimizer memory usage and embedding reinitialization during post_init are unrelated code paths." + "reason": "Optimizer memory use is not the same as embedding reinitialization during post_init." }, { "left": "issue:44857", "right": "issue:45588", "accept": false, - "reason": "AMP/CUDA loss crash and flash_attention.py s_aux=None crash do not describe the same bug." + "reason": "Different crash sites: LwDetrImageLoss AMP/CUDA vs flash_attention.py sink handling." }, { "left": "issue:43994", "right": "issue:46369", "accept": false, - "reason": "Siglip2 bad outputs and sam3-litetext memory overflow are different issues." + "reason": "SigLIP2 inference quality issue is unrelated to SAM3 LiteText memory overflow." }, { "left": "issue:43526", "right": "issue:44186", "accept": false, - "reason": "ImageProcessorFast label reduction and LayoutLMv2Tokenizer NER/padding crashes are unrelated." + "reason": "Different tokenizer/processor code paths and different symptoms." }, { "left": "issue:42915", "right": "issue:43931", "accept": false, - "reason": "Qwen3Moe FineGrainedFP8Config failure and Qwen3-VL weight-shape mismatch are separate model-loading issues." + "reason": "Qwen3MoE FP8 config failure is distinct from Qwen3-VL weight-shape mismatch." }, { "left": "issue:43334", "right": "issue:43531", "accept": false, - "reason": "Missing pad_token_id on Qwen3-VL text config is unrelated to sliding_window behavior in Qwen3-MoE." + "reason": "Both are Qwen-family, but one is a missing config attribute and the other is a sliding-window behavior bug." }, { "left": "issue:45250", "right": "issue:46640", "accept": false, - "reason": "Both mention Flash Attention 2, but 45250 is a generic topic/title while 46640 is a specific crash report; not enough evidence of the same bug." + "reason": "Both mention Flash Attention 2, but the reports are too generic to show the same underlying bug." }, { "left": "issue:43381", "right": "issue:43873", "accept": false, - "reason": "Gradient checkpointing in eval mode and quantization offloading misbehavior are different problems." + "reason": "Gradient checkpointing in eval mode is unrelated to quantization offloading behavior." }, { "left": "issue:45588", "right": "issue:46821", "accept": false, - "reason": "flash_attention.py AttributeError on sink-less models and TimesFM window_size AttributeError are unrelated." + "reason": "Different components entirely: flash attention sink handling vs TimesFM window_size attribute error." }, { "left": "issue:43646", "right": "issue:44077", "accept": false, - "reason": "Custom model initialization break in Transformers 5.0 and patchtsmixer post_init policy are not the same change." + "reason": "Custom model init breakage in Transformers v5 is not the same as patchtsmixer post_init policy." }, { "left": "issue:46121", "right": "issue:46399", "accept": false, - "reason": "JSON-loaded list handling in rope validation and Qwen3.5 rotary embedding registration are different code paths." + "reason": "ROPE validation TypeError is unrelated to Qwen3.5 kernel registration/decorator failure." }, { "left": "issue:44514", "right": "issue:45381", "accept": false, - "reason": "Batched chat-template padding crash and wrong video vision_position_ids are distinct Qwen2.5-VL issues." + "reason": "Both are Qwen2.5-VL, but one crashes in chat template batching and the other has wrong video position ids." }, { "left": "issue:43761", "right": "issue:45859", "accept": false, - "reason": "CLIPVisionModel hidden_states regression and Qwen3_5MoeTextRotaryEmbedding CPU offload incompatibility are unrelated." + "reason": "CLIPVision hidden_states regression is unrelated to Qwen3_5Moe CPU offload compatibility." }, { "left": "issue:44977", "right": "issue:45245", "accept": false, - "reason": "Qwen3.5 flash-attention generation bug and category-count overflow are unrelated." + "reason": "Qwen3.5 Flash Attention generation bug is unrelated to the category-count runtime error." }, { "left": "issue:44743", "right": "issue:44811", "accept": false, - "reason": "Qwen3.5 recurrent-state reset and Whisper batch_decode skip_special_tokens are different components and symptoms." + "reason": "Qwen recurrent-state caching bug and Whisper batch_decode token skipping are different code paths." }, { "left": "issue:44442", "right": "issue:44898", "accept": false, - "reason": "FastSpeech2ConformerTokenizer loading and Perceiver non-default resolution failure are unrelated." + "reason": "Tokenizer loading failure and Perceiver resolution/interpolation failure are unrelated." }, { "left": "issue:43262", "right": "issue:44206", "accept": false, - "reason": "Audio chat-template sample-rate default and LasrFeatureExtractor center-arg crash are different audio issues." + "reason": "Audio processor sample-rate defaulting is not the same as LASR feature extractor center-arg crash." }, { "left": "issue:42490", "right": "issue:44743", "accept": false, - "reason": "Local path trailing-slash import warning and Qwen3.5 recurrent-state reset are unrelated." - }, - { - "left": "issue:42175", - "right": "issue:46234", - "accept": false, - "reason": "Missing TensorFlow backend in extra install and missing import_utils helper are not the same dependency bug." + "reason": "Local-path import warning is unrelated to Qwen recurrent state reset." }, { "left": "issue:43720", "right": "issue:44442", "accept": false, - "reason": "BitNet packed-weight loading and tokenizer load failure are different failures." + "reason": "BitNet packed-weight loading failure is unrelated to FastSpeech2Conformer tokenizer loading." }, { "left": "issue:27957", "right": "issue:29870", "accept": false, - "reason": "FA2 support for XLMRoberta and Bart generate decoder_attention_mask UnboundLocalError are unrelated." + "reason": "XLM-R Flash Attention support and BART generate decoder mask bug are different failures." + }, + { + "left": "issue:42175", + "right": "issue:46234", + "accept": false, + "reason": "Packaging/backends issue is unrelated to a missing import_utils availability helper." }, { "left": "issue:43316", "right": "issue:43525", "accept": false, - "reason": "Gemma3TextConfig API discrepancy and Llama4Config missing pad_token_id are separate config issues." + "reason": "Gemma3TextConfig API mismatch is distinct from Llama4Config missing pad_token_id." }, { - "left": "issue:45003", - "right": "issue:45440", + "left": "issue:44077", + "right": "issue:44479", "accept": false, - "reason": "Unsafe sys.modules access in modeling_utils and DeepseekV3MoE divergence are unrelated bugs." + "reason": "PatchTSMixer post_init policy and Qwen video-input regression are unrelated." } ] }, @@ -11007,7 +11099,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-514", + "cluster_id": "cluster-10000-516", "nodes": [ "issue:16998", "issue:22355", @@ -11033,20 +11125,20 @@ "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", @@ -11058,7 +11150,7 @@ "issue:46932" ], "soft_pairs": [ - "issue:44077|issue:44479", + "issue:45003|issue:45440", "issue:43493|issue:43827", "issue:43873|issue:44871", "issue:44062|issue:45907", @@ -11069,206 +11161,206 @@ "issue:43749|issue:43931", "issue:44987|issue:46178", "issue:44190|issue:44496", + "issue:42617|issue:43575", "issue:43931|issue:45216", "issue:43701|issue:46506", "issue:44442|issue:45803", - "issue:42617|issue:43575", "issue:43232|issue:43388", "issue:43550|issue:43701", "issue:43575|issue:43742", "issue:43761|issue:44079", - "issue:43761|issue:44188", "issue:27957|issue:32090", + "issue:43761|issue:44188", "issue:43606|issue:43701", "issue:25251|issue:28282", "issue:46829|issue:46932", "issue:42907|issue:45698", "issue:16998|issue:22355" ], - "prepared_review_unit_hash": "c455cdbc834ebb07e8bfa03a525abea5fe9f81de7207058c4eb40a9709de9efd", + "prepared_review_unit_hash": "b78d5825df5bbe8dac87d6121424183c8151e9f87cd5ad65fe7d235f2d31e91e", "component_budget": { - "node_count": 514, - "item_count": 514, - "soft_pair_count": 1891, - "serialized_chars": 980895, - "estimated_input_tokens": 245224, - "estimated_eval_tokens": 490704 + "node_count": 516, + "item_count": 516, + "soft_pair_count": 1900, + "serialized_chars": 985297, + "estimated_input_tokens": 246325, + "estimated_eval_tokens": 492906 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 26, - "serialized_chars": 34974, - "estimated_input_tokens": 8744, - "estimated_eval_tokens": 17744 + "serialized_chars": 34931, + "estimated_input_tokens": 8733, + "estimated_eval_tokens": 17722 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is mostly a set of unrelated Transformers issues that only share superficial semantic similarity; I do not see a true duplicate group here.", - "confidence": 0.95, - "canonical_issue_reason": null, + "summary": "The cluster is a loose mix of unrelated Transformers bug reports; none of the soft pairs look like true duplicates, so there is no strong canonical grouping signal.", + "confidence": 0.72, + "canonical_issue_reason": "Issue #43749 is the best canonical stand-in only because it is one of the broadest, most central loading regressions and has the strongest cross-reference activity in this set; however, the overall cluster is heterogeneous.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "#43749 is the most suitable representative issue for dedupe triage: it has high discussion/inbound reference activity and describes a concrete, broadly impactful regression in a core loading path.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44077", - "right": "issue:44479", + "left": "issue:45003", + "right": "issue:45440", "accept": false, - "reason": "Different bugs: one is about `post_init` API policy for patchtsmixer, the other is a v5 video-input regression across Qwen-VL models." + "reason": "Different problems: unsafe sys.modules access in modeling_utils vs a DeepSeekV3MoE implementation divergence." }, { "left": "issue:43493", "right": "issue:43827", "accept": false, - "reason": "SigLIP2 implementation mismatch vs documentation still referencing removed `pipeline()` calls; unrelated topics and code paths." + "reason": "One is a SigLIP2 model parity bug; the other is a documentation cleanup for removed pipeline() usage." }, { "left": "issue:43873", "right": "issue:44871", "accept": false, - "reason": "Quantization/offloading behavior versus Gemma-3 eos token config inconsistency; not the same underlying defect." + "reason": "Quantization/offloading behavior is unrelated to the Gemma-3 eos_token_id configuration mismatch." }, { "left": "issue:44062", "right": "issue:45907", "accept": false, - "reason": "Tokenizer `AddedToken` argument collision and `list_repo_files` not forwarding `revision` are unrelated API bugs." + "reason": "Tokenizer AddedToken constructor failure is unrelated to list_repo_files failing to forward revision." }, { "left": "issue:45325", "right": "issue:46697", "accept": false, - "reason": "Qwen2.5-VL rope/position-id scaling bug and Swin2SR over-padding bug affect different models and functions." + "reason": "Qwen2.5-VL rope-index math and Swin2SR image padding are different preprocessing bugs." }, { "left": "issue:44855", "right": "issue:45137", "accept": false, - "reason": "Python 3.13 `torch.jit.script` parsing issue in DebertaV2 import is unrelated to DeepSpeed ZeRO3 deque handling." + "reason": "Python 3.13 JIT parsing/import failure is unrelated to the DeepSpeed ZeRO3 deque error." }, { "left": "issue:43643", "right": "issue:44913", "accept": false, - "reason": "`trust_remote_code` config field loss and GPTNeoX `rotary_pct` not persisting on reload are different config-loading problems." + "reason": "Missing fields from trust_remote_code config loading is distinct from rotary_pct not persisting on reload." }, { "left": "issue:43316", "right": "issue:45759", "accept": false, - "reason": "Both involve config APIs, but one is a Gemma3TextConfig discrepancy and the other is unwrapping `text_config` for composite Qwen multimodal configs; not the same bug." + "reason": "Gemma3TextConfig API inconsistency is not the same as failing to unwrap text_config for composite Qwen multimodal configs." }, { "left": "issue:43749", "right": "issue:43931", "accept": false, - "reason": "FSDP RAM-efficient loading regression and Qwen3-VL weight-shape mismatch are distinct model-loading failures." + "reason": "FSDP CPU RAM efficient loading regression is a different loading path than Qwen3-VL weight-shape mismatch." }, { "left": "issue:44987", "right": "issue:46178", "accept": false, - "reason": "Loading `physical-intelligence/fast` failing in newer Transformers is unrelated to an unsupported backend entry for `tensorflow_text`." + "reason": "A transformer model loading regression is unrelated to the tensorflow_text backend registration error." }, { "left": "issue:44190", "right": "issue:44496", "accept": false, - "reason": "Local dataset loading in a training script and unrecognized model config are separate issues." + "reason": "Local dataset loading in an example script is unrelated to AutoTokenizer failing on a specific tokenizer class." + }, + { + "left": "issue:42617", + "right": "issue:43575", + "accept": false, + "reason": "3d_parallel.py execution failure is not the same bug as Qwen2-57B tensor-parallel OOM on load." }, { "left": "issue:43931", "right": "issue:45216", "accept": false, - "reason": "One is a load-time shape mismatch for Qwen3-VL, the other is a save-pretrained checkpoint regression for Qwen3.5; different directions and code paths." + "reason": "Weight-shape mismatch on load is different from saving an incorrect checkpoint via save_pretrained." }, { "left": "issue:43701", "right": "issue:46506", "accept": false, - "reason": "Resume-from-checkpoint key mismatch and CPU/CUDA divergence in PPDocLayoutV3 are unrelated." + "reason": "Checkpoint resume key mismatch is unrelated to PPDocLayoutV3 CPU/CUDA numerical divergence." }, { "left": "issue:44442", "right": "issue:45803", "accept": false, - "reason": "FastSpeech2Conformer tokenizer loading failure and a bare `except` in Fuyu tensor conversion are not the same bug." - }, - { - "left": "issue:42617", - "right": "issue:43575", - "accept": false, - "reason": "`3d_parallel.py` run failure and Qwen2-57B-A14B-Instruct tensor-parallel OOM are different runtime problems." + "reason": "Tokenizer loading failure is not the same as a bare except swallowing errors in FuyuBatchFeature conversion." }, { "left": "issue:43232", "right": "issue:43388", "accept": false, - "reason": "Generation kwargs sync issue and `gather_for_metrics` dropping tuple labels affect different training/generation code paths." + "reason": "Generation kwargs synchronization and gather_for_metrics tuple handling are different Trainer/metrics bugs." }, { "left": "issue:43550", "right": "issue:43701", "accept": false, - "reason": "Bamba torch.compile/SDPA failure is unrelated to resume-from-checkpoint key mismatch." + "reason": "torch.compile + SDPA failure is unrelated to resume_from_checkpoint key mismatches." }, { "left": "issue:43575", "right": "issue:43742", "accept": false, - "reason": "Large-model OOM on load and MobileLLM key error are different model-loading failures." + "reason": "OOM while loading a large Qwen model is not the same as a KeyError loading MobileLLM-125M." }, { "left": "issue:43761", "right": "issue:44079", "accept": false, - "reason": "CLIPVisionModel not returning hidden states and ModelOutput key assignment when a key was previously `None` are related in theme but not clearly the same underlying bug." + "reason": "CLIPVisionModel returning hidden_states=None is a model forward bug, not the generic ModelOutput key assignment issue." }, { - "left": "issue:43761", - "right": "issue:44188", + "left": "issue:27957", + "right": "issue:32090", "accept": false, - "reason": "Hidden-states regression in CLIPVisionModel is unrelated to attention-kernel divergence under `torch.compile`." + "reason": "Flash Attention 2 behavior in XLMRoberta is unrelated to the NoneType broadcast error in Trainer." }, { - "left": "issue:27957", - "right": "issue:32090", + "left": "issue:43761", + "right": "issue:44188", "accept": false, - "reason": "Flash Attention 2 support for XLMRoberta and a Trainer `_gpu_broadcast_one` NoneType error are unrelated." + "reason": "Missing hidden_states output is unrelated to attention-kernel divergence under torch.compile." }, { "left": "issue:43606", "right": "issue:43701", "accept": false, - "reason": "CPU-offload device mismatch for bark-small and resume-from-checkpoint key mismatch do not share the same cause." + "reason": "CPU offload device mismatch for bark-small is a different issue than checkpoint resume key mismatches." }, { "left": "issue:25251", "right": "issue:28282", "accept": false, - "reason": "Pipeline `top_k` output nesting and missing PyTorch for AutoModel are unrelated." + "reason": "Pipeline top_k output nesting and missing PyTorch dependency are entirely different issues." }, { "left": "issue:46829", "right": "issue:46932", "accept": false, - "reason": "VideoPrism hidden_states misassignment and Gemma4 quantized embedder dtype casting are distinct bugs." + "reason": "VideoPrism output field confusion is not the same as Gemma4 quantized embedder dtype casting." }, { "left": "issue:42907", "right": "issue:45698", "accept": false, - "reason": "Saving dequantized models and loading the wrong custom module after save_pretrained are both serialization-related, but not the same concrete defect." + "reason": "Saving dequantized model weights is a different failure mode than loading the wrong custom module after save_pretrained." }, { "left": "issue:16998", "right": "issue:22355", "accept": false, - "reason": "A question about `model_max_length` and a missing `transformers.onnx` module are unrelated." + "reason": "DeBERTa max length question and missing transformers.onnx module are unrelated." } ] }, @@ -11290,7 +11382,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-514", + "cluster_id": "cluster-10000-516", "nodes": [ "issue:43065", "issue:43295", @@ -11346,12 +11438,12 @@ "issue:43295|issue:44871", "issue:44871|issue:45584", "issue:46234|issue:46291", - "issue:43316|issue:43716", "issue:44077|issue:44534", + "issue:43316|issue:43716", "issue:43316|issue:46821", "issue:44464|issue:46421", - "issue:43452|issue:44496", "issue:43646|issue:44913", + "issue:43452|issue:44496", "issue:44871|issue:46050", "issue:45803|issue:46365", "issue:44162|issue:44792", @@ -11363,210 +11455,210 @@ "issue:45632|issue:46424", "issue:43572|issue:46178", "issue:45542|issue:46234", - "issue:45803|issue:46170", "issue:44792|issue:45600", + "issue:45803|issue:46170", "issue:44792|issue:44977", "issue:43504|issue:45698", "issue:43650|issue:46202", "issue:43352|issue:46640", "issue:45127|issue:45200" ], - "prepared_review_unit_hash": "15a013321fbc76ce26218c8cd8142b2d979182412b9abe118c048ba4c12fabd4", + "prepared_review_unit_hash": "df2c6025f8b5ab6bf8d513f62e1d78848c7f6dfd120b4dc624c6676692c0b543", "component_budget": { - "node_count": 514, - "item_count": 514, - "soft_pair_count": 1891, - "serialized_chars": 980895, - "estimated_input_tokens": 245224, - "estimated_eval_tokens": 490704 + "node_count": 516, + "item_count": 516, + "soft_pair_count": 1900, + "serialized_chars": 985297, + "estimated_input_tokens": 246325, + "estimated_eval_tokens": 492906 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 28, - "serialized_chars": 35927, - "estimated_input_tokens": 8982, - "estimated_eval_tokens": 18220 + "serialized_chars": 35919, + "estimated_input_tokens": 8980, + "estimated_eval_tokens": 18216 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This is not a true duplicate cluster: the items span many unrelated regressions, model-specific bugs, and import/load-path issues. None of the soft pairs look like the same underlying bug or change.", - "confidence": 0.95, - "canonical_issue_reason": "No single canonical duplicate exists; if one issue must anchor the cluster, #43646 is the broadest v5/custom-initialization regression.", + "summary": "This cluster is heterogeneous: most pairs are only superficially similar and do not look like the same underlying bug/change. The best representative issue is the custom-module loading regression around save_pretrained/from_pretrained, which has the broadest signal in the set.", + "confidence": 0.41, + "canonical_issue_reason": "Issue 45698 is the strongest representative target: it is a concrete loading/serialization regression, has the highest discussion/inbound activity, and best matches the duplicate pattern of custom model load failures in this cluster.", "canonical_pr_reason": null, - "best_issue_reason": "#43646 is the best representative because it is the broadest umbrella for the few adjacent custom-model/config regressions, though the cluster is still heterogeneous.", + "best_issue_reason": "Issue 45698 is the most central and actionable bug here, with broad impact on model loading and the clearest duplicate-triage value.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43295", "right": "issue:43825", "accept": false, - "reason": "Different bugs: processor.tokenizer/image-input regression vs pipeline translation-task error messaging." + "reason": "Different failures: processor.tokenizer/image handling regression vs pipeline translation-task error messaging." }, { "left": "issue:43295", "right": "issue:44871", "accept": false, - "reason": "Custom processor/tokenizer regression and Gemma eos_token_id mismatch are unrelated model/config issues." + "reason": "Custom model processor regression and Gemma EOS-token config mismatch are unrelated." }, { "left": "issue:44871", "right": "issue:45584", "accept": false, - "reason": "Gemma eos_token_id inconsistency vs Whisper empty-transcription crash after align_special_tokens; different code paths." + "reason": "Gemma eos_token_id inconsistency and Whisper empty-transcription failure are different bugs." }, { "left": "issue:46234", "right": "issue:46291", "accept": false, - "reason": "Missing import helper vs kernels dependency import failure; both are import issues but not the same defect." + "reason": "Missing import-utils helper vs kernels dependency/version requirement during pipelines import; distinct issues." }, { - "left": "issue:43316", - "right": "issue:43716", + "left": "issue:44077", + "right": "issue:44534", "accept": false, - "reason": "Gemma3TextConfig API mismatch vs Mistral-3 dtype mismatch; different models and failure modes." + "reason": "Optional post_init validation and non-persistent buffer junk in v5 are separate migration regressions." }, { - "left": "issue:44077", - "right": "issue:44534", + "left": "issue:43316", + "right": "issue:43716", "accept": false, - "reason": "Optional post_init restriction and junk non-persistent buffers are unrelated transformer-v5 behaviors." + "reason": "Gemma3TextConfig API discrepancy and Mistral-3 dtype mismatch are different model-specific problems." }, { "left": "issue:43316", "right": "issue:46821", "accept": false, - "reason": "Different model families and bugs: config API discrepancy vs TimesFM window_size AttributeError." + "reason": "Text-config discrepancy and TimesFM window_size AttributeError are unrelated." }, { "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 not the same as spurious recompilation from cache lazy init." }, { - "left": "issue:43452", - "right": "issue:44496", + "left": "issue:43646", + "right": "issue:44913", "accept": false, - "reason": "Both touch model loading, but one is gguf_file/from_pretrained breakage and the other is unrecognized model config.json; not the same root cause." + "reason": "Broad custom model initialization breakage and GPTNeoX rotary_pct reload reset are different defects." }, { - "left": "issue:43646", - "right": "issue:44913", + "left": "issue:43452", + "right": "issue:44496", "accept": false, - "reason": "Broad custom model initialization regression vs GPTNeoX rotary_pct reload persistence bug; different issues." + "reason": "GGUF loader breakage and unrecognized-model config.json failure are separate loading paths." }, { "left": "issue:44871", "right": "issue:46050", "accept": false, - "reason": "Gemma eos_token_id mismatch and sinq quantized save/load corruption are unrelated." + "reason": "Gemma EOS-token mismatch and quantized save/load corruption are different persistence/config bugs." }, { "left": "issue:45803", "right": "issue:46365", "accept": false, - "reason": "Bare except in tensor conversion vs Trainer import failure due to datasets; unrelated problems." + "reason": "Bare except swallowing interrupts 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 different models and symptoms." + "reason": "ESM2 breakage and janus image-generation test failure are unrelated." }, { "left": "issue:43404", "right": "issue:43441", "accept": false, - "reason": "lm_head weight tying bug vs FlashAttention-2 unsupported error; not the same code-path problem." + "reason": "lm_head weight tying bug and FlashAttention support failure are distinct Mistral-family issues." }, { "left": "issue:44242", "right": "issue:46894", "accept": false, - "reason": "Load-balancing loss omission and ASR double-shift bug are distinct training issues." + "reason": "Missing load-balancing loss and training-loss double-shift are both loss bugs but not the same mechanism." }, { "left": "issue:43065", "right": "issue:44617", "accept": false, - "reason": "Dummy Conv2d in Sam3PixelDecoder vs Sam3Video CUDA OOM; unrelated Sam3 problems." + "reason": "Dummy Conv2d placeholder in Sam3PixelDecoder is not the same as Sam3Video CUDA OOM." }, { "left": "issue:43540", "right": "issue:44514", "accept": false, - "reason": "Qwen3OmniMoe video-processing ValueError and Qwen2_5_VLProcessor batching crash are different processors and failures." + "reason": "Video-input processing failure and batched chat-template padding crash occur in different code paths." }, { "left": "issue:44610", "right": "issue:46369", "accept": false, - "reason": "OmDet-Turbo input-size mismatch vs sam3-litetext memory overflow; not the same bug." + "reason": "Processor image-size mismatch and Sam3LiteText memory overflow are different problems." }, { "left": "issue:45632", "right": "issue:46424", "accept": false, - "reason": "Remote-code cache-path collision vs max_cache_length only honored for Quantized Cache; separate cache bugs." + "reason": "Cache path collision and max_cache_length semantics are unrelated cache bugs." }, { "left": "issue:43572", "right": "issue:46178", "accept": false, - "reason": "Missing StableLmConfig pad_token_idx and tensorflow_text backend mapping error are unrelated." + "reason": "Missing config field and backend mapping import error are different issues." }, { "left": "issue:45542", "right": "issue:46234", "accept": false, - "reason": "TensorBoard-without-TF backend error and missing Falcon Mamba availability helper are different dependency issues." + "reason": "TensorBoard/TensorFlow backend error is unrelated to the missing import-utils availability helper." }, { - "left": "issue:45803", - "right": "issue:46170", + "left": "issue:44792", + "right": "issue:45600", "accept": false, - "reason": "Swallowed KeyboardInterrupt in Fuyu conversion vs Windows ROCm torch.distributed import failure; unrelated." + "reason": "Janus generation test failure and stale auto_mappings references are unrelated." }, { - "left": "issue:44792", - "right": "issue:45600", + "left": "issue:45803", + "right": "issue:46170", "accept": false, - "reason": "Janus test failure vs stale auto_mappings reference to removed Sam3LiteText configs; different code paths." + "reason": "Exception-swallowing bug and Windows ROCm torch.distributed import dependency are different issues." }, { "left": "issue:44792", "right": "issue:44977", "accept": false, - "reason": "Janus generation test failure and Qwen3.5 flash-attention behavior are unrelated model-specific bugs." + "reason": "Janus test failure and Qwen3.5 FlashAttention generation bug are unrelated." }, { "left": "issue:43504", "right": "issue:45698", "accept": false, - "reason": "Legacy preset field in BEiT segmentation and wrong custom module after save_pretrained are both load-related but not the same defect." + "reason": "Both involve loading, but one is legacy-field preset parsing and the other is wrong custom-module resolution after save/load." }, { "left": "issue:43650", "right": "issue:46202", "accept": false, - "reason": "Placeholder issue text and Gemma pipeline roundtrip failure are clearly unrelated." + "reason": "Placeholder issue and Gemma pipeline roundtrip failure are clearly unrelated." }, { "left": "issue:43352", "right": "issue:46640", "accept": false, - "reason": "Specific unsupported FlashAttention-2 error for NemotronH vs a generic open Flash Attention 2 issue; not the same concrete bug." + "reason": "Generic Flash Attention issue is too vague and not clearly the same concrete bug as NemotronHForCausalLM lacking FA2 support." }, { "left": "issue:45127", "right": "issue:45200", "accept": false, - "reason": "LoRA merge collapse with tied embeddings and Gemma 4 mm_token_type_ids defaulting are different model behaviors." + "reason": "LoRA/extended-vocabulary collapse and Gemma 4 mm_token_type_ids defaulting are different model behavior bugs." } ] }, @@ -11588,7 +11680,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-514", + "cluster_id": "cluster-10000-516", "nodes": [ "issue:25251", "issue:27957", @@ -11642,222 +11734,222 @@ "soft_pairs": [ "issue:43525|issue:43531", "issue:44534|issue:44913", + "issue:35141|issue:42490", "issue:41950|issue:43475", "issue:43673|issue:44743", - "issue:35141|issue:42490", "issue:43388|issue:43688", "issue:44190|issue:44964", "issue:44855|issue:45588", "issue:29870|issue:35141", "issue:44869|issue:46832", - "issue:45632|issue:46617", "issue:45072|issue:46932", - "issue:46082|issue:46697", + "issue:45632|issue:46617", "issue:45245|issue:46858", - "issue:44734|issue:45406", + "issue:46082|issue:46697", "issue:43827|issue:43994", - "issue:43644|issue:44913", + "issue:44734|issue:45406", "issue:44617|issue:45584", + "issue:43644|issue:44913", "issue:25251|issue:27957", "issue:43335|issue:44855", "issue:43931|issue:44060", "issue:44242|issue:46897", "issue:44077|issue:44877", "issue:43673|issue:46421", - "issue:45381|issue:46369", "issue:45563|issue:45584", + "issue:45381|issue:46369", "issue:43550|issue:44190" ], - "prepared_review_unit_hash": "3fbf127c1021af26959296009c24d2565a289eabc2b529bbc65224a561840fd5", + "prepared_review_unit_hash": "3f2c030b28b0b52d975b9ccfeeb5f3935c47a368f7d62ea2121d782877d662a3", "component_budget": { - "node_count": 514, - "item_count": 514, - "soft_pair_count": 1891, - "serialized_chars": 980895, - "estimated_input_tokens": 245224, - "estimated_eval_tokens": 490704 + "node_count": 516, + "item_count": 516, + "soft_pair_count": 1900, + "serialized_chars": 985297, + "estimated_input_tokens": 246325, + "estimated_eval_tokens": 492906 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 27, - "serialized_chars": 36027, - "estimated_input_tokens": 9007, - "estimated_eval_tokens": 18270 + "serialized_chars": 36032, + "estimated_input_tokens": 9008, + "estimated_eval_tokens": 18272 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is heterogeneous: the items touch unrelated models, pipelines, cache paths, config behaviors, and decoding bugs. None of the soft pairs look like the same underlying issue/change; most only share a broad subsystem keyword.", - "confidence": 0.96, - "canonical_issue_reason": "No canonical issue emerges: the items cover many unrelated bugs across different models, pipelines, and subsystems.", + "summary": "The listed soft pairs are mostly unrelated issues across different models, pipelines, and subsystems; none of the proposed edges should be merged as duplicates. The cluster also appears to contain a separate near-duplicate theme around non-persistent buffer initialization, but that pair was not among the soft edges.", + "confidence": 0.93, + "canonical_issue_reason": "issue:43644 is the clearest broad regression report in the set: it describes a core v5 initialization bug with a concrete symptom and wider potential impact, making it the best representative issue among these heterogeneous reports.", "canonical_pr_reason": null, - "best_issue_reason": "No single issue is a better global representative because there is no coherent duplicate cluster here.", + "best_issue_reason": "issue:43644 is the strongest standalone issue to anchor this cluster because it is specific, reproducible, and has broader scope than the model-specific or documentation-only reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43525", "right": "issue:43531", "accept": false, - "reason": "Different models and failures: Llama4 pad_token_id attribute error vs Qwen3-MoE sliding_window behavior." + "reason": "Different bugs in different models/config paths: missing pad_token_id vs sliding-window handling in Qwen3-MoE." }, { "left": "issue:44534", "right": "issue:44913", "accept": false, - "reason": "Both are config/runtime regressions in Transformers v5, but they concern unrelated mechanics: non-persistent buffers vs GPTNeoX rotary_pct reload." + "reason": "Both are config-related, but one is a v5 buffer-initialization regression and the other is a GPTNeoX config reload issue with rotary_pct." + }, + { + "left": "issue:35141", + "right": "issue:42490", + "accept": false, + "reason": "Unrelated: embedding reinitialization after resize vs import warning for local model paths ending in a slash." }, { "left": "issue:41950", "right": "issue:43475", "accept": false, - "reason": "A pipeline processor-selection bug is not the same as a Sam3VisionEncoderOutput missing-attribute error." + "reason": "Different failures in different video/SAM3 code paths; one is a pipeline processor lookup issue, the other is a missing output attribute." }, { "left": "issue:43673", "right": "issue:44743", "accept": false, - "reason": "Both involve cache handling, but one is missing GenerationMixin cache in chunked prefill while the other resets recurrent states in Qwen3 modular code." - }, - { - "left": "issue:35141", - "right": "issue:42490", - "accept": false, - "reason": "Completely different areas: tied embeddings/post_init reinitialization vs local-path import warning." + "reason": "Both mention cache, but they affect different mechanisms and models: generation cache missing vs recurrent state reset in modular_qwen3_5." }, { "left": "issue:43388", "right": "issue:43688", "accept": false, - "reason": "Different training/eval bugs: gather_for_metrics tuple truncation vs auxiliary loss normalization in MoE models." + "reason": "Different training/eval bugs: gather_for_metrics label trimming vs auxiliary loss normalization." }, { "left": "issue:44190", "right": "issue:44964", "accept": false, - "reason": "Unrelated failures: a local dataset-loading script issue vs a multimodal model loading problem." + "reason": "Different problems: local dataset loading in an example script vs model loading failure for Phi-4 multimodal." }, { "left": "issue:44855", "right": "issue:45588", "accept": false, - "reason": "Python 3.13 decorator parsing/import error is unrelated to a flash_attention crash on s_aux=None." + "reason": "Completely different failures: Python 3.13 JIT parsing/import error vs flash_attention crash on s_aux=None." }, { "left": "issue:29870", "right": "issue:35141", "accept": false, - "reason": "Bart generate() decoder_attention_mask initialization bug is unrelated to embedding reinitialization in post_init." + "reason": "Different code paths and symptoms: BART generate() unbound local error vs embedding resize/post_init reinitialization." }, { "left": "issue:44869", "right": "issue:46832", "accept": false, - "reason": "Whisper trailing-replacement-character decoding crash and RT-DETR feature-level mismatch are different code paths." - }, - { - "left": "issue:45632", - "right": "issue:46617", - "accept": false, - "reason": "Both concern trust_remote_code/cache, but one is a leaf-directory cache collision and the other is a FileNotFoundError from cache loading." + "reason": "Different model families and failure modes: Whisper decode crash vs RT-DETR feature-level mismatch." }, { "left": "issue:45072", "right": "issue:46932", "accept": false, - "reason": "Different model families and causes: bfloat16 dtype mismatches in inference vs quantized Gemma4 vision/audio embedder casting." + "reason": "Both are dtype-related, but they concern different models and different casting bugs; not the same concrete issue." }, { - "left": "issue:46082", - "right": "issue:46697", + "left": "issue:45632", + "right": "issue:46617", "accept": false, - "reason": "LlamaConfig head_dim validation and Swin2SR over-padding are unrelated." + "reason": "Related to trust_remote_code/cache, but one is a leaf-directory cache collision and the other is a FileNotFoundError loading from cache." }, { "left": "issue:45245", "right": "issue:46858", "accept": false, - "reason": "Category-count overflow and cache.get_seq_length() returning a device tensor are unrelated bugs." + "reason": "Unrelated: category count limit error vs static-cache slice arithmetic failure with torch.compile." }, { - "left": "issue:44734", - "right": "issue:45406", + "left": "issue:46082", + "right": "issue:46697", "accept": false, - "reason": "KV-cache continuation indexing crash and Gemma4Processor missing _tokenizer are different serve failures." + "reason": "Different validation/processing bugs: LlamaConfig head_dim rejection vs image over-padding in Swin2SR." }, { "left": "issue:43827", "right": "issue:43994", "accept": false, - "reason": "Docs still referencing removed pipeline APIs is not the same as a model producing bad results through AutoModel/pipeline usage." + "reason": "Docs referencing pipeline() after removal is not the same as a SigLIP2 model producing bad outputs with AutoModel/pipeline." }, { - "left": "issue:43644", - "right": "issue:44913", + "left": "issue:44734", + "right": "issue:45406", "accept": false, - "reason": "Non-persistent buffer initialization junk and GPTNeoXConfig rotary_pct reload regression are distinct issues." + "reason": "Both are in transformers serve, but they are distinct crashes: KV-cache continuation indexing vs missing _tokenizer on Gemma4Processor." }, { "left": "issue:44617", "right": "issue:45584", "accept": false, - "reason": "CUDA OOM in Sam3Video is unrelated to Whisper empty-transcription generation failure." + "reason": "Different issues entirely: SAM3 video OOM vs Whisper empty transcription failure after token alignment." + }, + { + "left": "issue:43644", + "right": "issue:44913", + "accept": false, + "reason": "Different config/runtime bugs: junk-filled non-persistent buffers vs rotary_pct not persisting on reload." }, { "left": "issue:25251", "right": "issue:27957", "accept": false, - "reason": "A pipeline output-shape change and XLMRoberta Flash Attention 2 support are unrelated." + "reason": "Different topics: pipeline output nesting from top_k vs XLMRoberta Flash Attention 2 support." }, { "left": "issue:43335", "right": "issue:44855", "accept": false, - "reason": "SwitchTransformers sparse-layer construction and DebertaV2 import parsing are unrelated." + "reason": "No overlap beyond being bugs: sparse-layer creation in SwitchTransformers vs a Python 3.13 indentation/JIT parsing problem." }, { "left": "issue:43931", "right": "issue:44060", "accept": false, - "reason": "Both mention Qwen models, but weight-shape loading errors and tied-weights warning misbinding are different bugs." + "reason": "Different Qwen model bugs: weight shape mismatch on load vs incorrect tied-weights warning across layers." }, { "left": "issue:44242", "right": "issue:46897", "accept": false, - "reason": "MoE load-balancing loss gating and Florence2 training-loss double-shift are not the same bug." + "reason": "Not the same bug: missing load-balancing loss when router logits are off vs a Florence2 training-loss double-shift issue." }, { "left": "issue:44077", "right": "issue:44877", "accept": false, - "reason": "A model-specific post_init policy issue is unrelated to strict config blocking granite_speech loading." + "reason": "Different config-policy bugs: optional post_init restriction vs strict config blocking granite_speech loading." }, { "left": "issue:43673", "right": "issue:46421", "accept": false, - "reason": "Both involve chunked prefill/cache, but one is missing cache state and the other is spurious recompilation from lazy cache init." + "reason": "Both involve cache initialization, but one is missing GenerationMixin cache in chunked_prefill while the other is spurious recompilation from lazy cache init." }, { - "left": "issue:45381", - "right": "issue:46369", + "left": "issue:45563", + "right": "issue:45584", "accept": false, - "reason": "Qwen2.5-VL video position IDs and Sam3-litetext memory overflow are unrelated." + "reason": "Different generation bugs: stale warning for num_return_sequences vs empty-transcription crash in Whisper alignment." }, { - "left": "issue:45563", - "right": "issue:45584", + "left": "issue:45381", + "right": "issue:46369", "accept": false, - "reason": "Paged-generate stale warning and Whisper empty-transcription failure are different generation bugs." + "reason": "Different models and symptoms: wrong vision_position_ids in qwen2.5-vl video input vs SAM3 litetext memory overflow." }, { "left": "issue:43550", "right": "issue:44190", "accept": false, - "reason": "Bamba torch.compile+SDPA failure is unrelated to the local dataset-loading script issue." + "reason": "Different code paths and failure types: torch.compile/SDPA failure in Bamba-9B-v2 vs local dataset loading in an example script." } ] }, @@ -11879,7 +11971,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-514", + "cluster_id": "cluster-10000-516", "nodes": [ "issue:25251", "issue:29870", @@ -11937,16 +12029,16 @@ "issue:45588|issue:47013", "issue:44479|issue:44734", "issue:43854|issue:44792", - "issue:45381|issue:46655", "issue:44617|issue:46369", + "issue:45381|issue:46655", "issue:39692|issue:44190", - "issue:45127|issue:45357", "issue:43295|issue:45276", + "issue:45127|issue:45357", "issue:44464|issue:45563", "issue:44779|issue:46489", "issue:45276|issue:45584", - "issue:45290|issue:46752", "issue:43540|issue:44734", + "issue:45290|issue:46752", "issue:44112|issue:45600", "issue:25251|issue:29870", "issue:44521|issue:45381", @@ -11957,196 +12049,202 @@ "issue:43854|issue:44964", "issue:44246|issue:45003" ], - "prepared_review_unit_hash": "b9e35787215526ca67c2fc01e77a0e3e09fd9482a1acec614a47efe659504f83", + "prepared_review_unit_hash": "6d5dc117dc89c351170d323233709349a5e0089f8b634d38074c14675b81aa8f", "component_budget": { - "node_count": 514, - "item_count": 514, - "soft_pair_count": 1891, - "serialized_chars": 980895, - "estimated_input_tokens": 245224, - "estimated_eval_tokens": 490704 + "node_count": 516, + "item_count": 516, + "soft_pair_count": 1900, + "serialized_chars": 985297, + "estimated_input_tokens": 246325, + "estimated_eval_tokens": 492906 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 26, - "serialized_chars": 35009, - "estimated_input_tokens": 8753, - "estimated_eval_tokens": 17762 + "serialized_chars": 35007, + "estimated_input_tokens": 8752, + "estimated_eval_tokens": 17760 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Most pairs are clearly unrelated despite some superficial overlap in subsystems. The only strong duplicate-like pair is the DeepSeek tokenizer regression reports, which describe the same v5+ tokenizer breakage.", - "confidence": 0.89, - "canonical_issue_reason": "issue:46489 is the best canonical anchor because it is the most specific DeepSeek tokenizer regression report, explicitly ties the problem to v5+, and notes it fills a gap in PR #44801\u2019s fix.", + "summary": "This cluster is mostly a set of unrelated Transformers bug reports with no PRs. The only likely duplicate-looking pair is the DeepSeek tokenizer regression reports; the rest share at most a broad subsystem/theme, not the same underlying bug.", + "confidence": 0.78, + "canonical_issue_reason": "issue:44779 is the broadest/oldest clear anchor for the only likely duplicate pair: a DeepSeek tokenizer regression in v5 that works in v4.", "canonical_pr_reason": null, - "best_issue_reason": "issue:46489 is the strongest issue to represent the cluster\u2019s one real duplicate pair: concrete failure, clear affected scope, and direct linkage to the prior fix.", + "best_issue_reason": "issue:46489 is the most actionable issue in the cluster because it narrows the tokenizer regression to DeepSeek-Coder v1 and explicitly points to a gap in PR #44801's fix.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:41720", "right": "issue:45245", "accept": false, - "reason": "Different failures and subsystems: Qwen3 device-mapping CUDA assert vs category-count overflow." + "reason": "Different bugs: CUDA assert during Qwen3 auto device mapping vs a category-count limit error." }, { "left": "issue:44933", "right": "issue:45362", "accept": false, - "reason": "Unrelated: missing import in image_utils vs Qwen3.5 chat crash." + "reason": "Unrelated: missing image_utils import vs Qwen3.5 chat crash." }, { "left": "issue:43065", "right": "issue:44610", "accept": false, - "reason": "Both involve vision models, but one is a dummy Conv2d in Sam3PixelDecoder and the other is an OmDet-Turbo processor/model image-size mismatch." + "reason": "Both are vision-model issues, but one is a dummy Conv2d in Sam3PixelDecoder and the other is a processor/model input-size mismatch." }, { "left": "issue:43335", "right": "issue:44190", "accept": false, - "reason": "Different code paths: SwitchTransformers config layer construction vs local dataset loading in an example script." + "reason": "Different areas and failure modes: SwitchTransformers sparse-layer config bug vs local dataset loading in an image-classification script." }, { "left": "issue:45588", "right": "issue:47013", "accept": false, - "reason": "Different bugs: flash-attention sinkless-model s_aux handling vs xLSTM train-mode unpacking." + "reason": "Distinct code paths: flash-attention sinkless-model crash vs xLSTM train-mode unpacking crash." }, { "left": "issue:44479", "right": "issue:44734", "accept": false, - "reason": "Both are generation bugs, but one is a video-input regression in Qwen VL variants and the other is a serve KV-cache indexing crash." + "reason": "Both involve generation, but one is a video-input regression and the other is KV-cache continuation tensor indexing in serve." }, { "left": "issue:43854", "right": "issue:44792", "accept": false, - "reason": "Different models and failures: GLM-4.7 load/test issue vs Janus image-generation test failure." + "reason": "Different models and failures: GLM-4.7 loading in unit tests vs a janus image-generation test case." }, { - "left": "issue:45381", - "right": "issue:46655", + "left": "issue:44617", + "right": "issue:46369", "accept": false, - "reason": "Both are video-processing issues, but the reported symptoms and models differ (vision_position_ids vs padding calculation)." + "reason": "Both mention memory, but one is Sam3Video CUDA OOM and the other is Sam3-litetext memory overflow; not the same bug." }, { - "left": "issue:44617", - "right": "issue:46369", + "left": "issue:45381", + "right": "issue:46655", "accept": false, - "reason": "Both mention memory pressure in Sam3 variants, but one is Sam3Video CUDA OOM and the other is Sam3-LiteText memory overflow; not clearly the same bug." + "reason": "Both are video-processing regressions, but one is wrong vision_position_ids for Qwen2.5-VL and the other is incorrect padding in SmolVLM." }, { "left": "issue:39692", "right": "issue:44190", "accept": false, - "reason": "Doc-example model/processor mismatch and quantization problems are unrelated to local dataset loading in an example script." + "reason": "SigLIP2 docs example errors are unrelated to loading a local dataset in an example script." }, { - "left": "issue:45127", - "right": "issue:45357", + "left": "issue:43295", + "right": "issue:45276", "accept": false, - "reason": "Different issues: LoRA merge with extended vocab causing collapse vs incorrect visual encoder keys saved by Qwen3.5." + "reason": "Different regressions: processor.tokenizer/custom image passing breakage vs Gemma4 resize_token_embeddings not updating embeddings." }, { - "left": "issue:43295", - "right": "issue:45276", + "left": "issue:45127", + "right": "issue:45357", "accept": false, - "reason": "Processor/tokenizer API regression is not the same as gemma4 resize_token_embeddings not propagating to embeddings." + "reason": "Separate model-state bugs: LoRA merge with extended vocab collapse vs incorrect visual-encoder keys saved for Qwen3.5." }, { - "left": "issue:44462", + "left": "issue:44464", "right": "issue:45563", "accept": false, - "reason": "Tokenizer-file precedence bug is unrelated to a stale generate warning about num_return_sequences." + "reason": "Both are generation-related, but one is inconsistent compiled-forward chunked generation and the other is a stale warning in paged generate()." }, { "left": "issue:44779", "right": "issue:46489", "accept": true, - "reason": "Same underlying bug: DeepSeek tokenizer output is wrong on v5/v5+ and works on v4; 46489 is a more specific report of the same regression with an explicit gap in PR #44801\u2019s fix." + "reason": "Same underlying DeepSeek tokenizer regression in v5/v5+; the second issue is a specific variant of the same broken tokenizer path." }, { - "left": "issue:45276", - "right": "issue:45584", + "left": "issue:43854", + "right": "issue:44964", "accept": false, - "reason": "Resize-token-embedding propagation bug is unrelated to Whisper empty-transcription handling after align_special_tokens." + "reason": "Both are model-loading failures, but they affect different models and likely different config paths." }, { - "left": "issue:45290", - "right": "issue:46752", + "left": "issue:45276", + "right": "issue:45584", "accept": false, - "reason": "Both hit apply_chat_template edge cases, but one is assistant tool-call/no-content handling and the other is an empty-list crash; too different to merge." + "reason": "Unrelated: Gemma4 embedding resize bug vs Whisper empty-transcription failure after special-token alignment." }, { "left": "issue:43540", "right": "issue:44734", "accept": false, - "reason": "Different failures: Qwen3OmniMoe video input ValueError vs serve KV-cache continuation tensor indexing." + "reason": "Different problem classes: Qwen3OmniMoe video-input validation error vs serve-time KV-cache indexing crash." + }, + { + "left": "issue:45290", + "right": "issue:46752", + "accept": false, + "reason": "Both hit apply_chat_template, but one is tool-call assistant messages with no content and the other is an empty list input; different edge cases." }, { "left": "issue:44112", "right": "issue:45600", "accept": false, - "reason": "Both are CI-related, but the stale GraniteSpeech device-override test and removed Sam3LiteText auto-mapping configs are different problems." + "reason": "Both are CI-related, but one is a stale GraniteSpeech test and the other is a broken auto_mappings reference to removed configs." }, { "left": "issue:25251", "right": "issue:29870", "accept": false, - "reason": "Unrelated: pipeline top_k nesting change vs Bart generate decoder_attention_mask assignment error." + "reason": "Completely different issues: pipeline top_k nesting behavior vs Bart generate() decoder_attention_mask initialization error." }, { "left": "issue:44521", "right": "issue:45381", "accept": false, - "reason": "Both involve multimodal chat/video inputs, but one is assistant mask generation and the other is video position IDs." + "reason": "Both are multimodal, but assistant_masks being all-zero is not the same as incorrect vision_position_ids in Qwen2.5-VL video inputs." }, { "left": "issue:44462", "right": "issue:45907", "accept": false, - "reason": "Tokenizer resolution bug is unrelated to list_repo_files not forwarding revision in a cookbook CI path." + "reason": "Different API bugs: AutoTokenizer ignoring tokenizer.json vs list_repo_files failing to forward revision." }, { "left": "issue:43643", "right": "issue:44496", "accept": false, - "reason": "Both are config-loading failures, but missing fields from trust_remote_code and missing model_type are not the same bug." + "reason": "One is trust_remote_code returning missing fields, the other is an unrecognized model/config without model_type; related theme but not same bug." }, { "left": "issue:43526", "right": "issue:46697", "accept": false, - "reason": "Different image-processor bugs: reduce_labels truncation vs over-padding when dimensions are already divisible." + "reason": "Different image-processor defects: BEiT reduce_labels truncation vs Swin2SR over-padding when already divisible." }, { "left": "issue:44938", "right": "issue:45542", "accept": false, - "reason": "Unrelated import/load failures: Python 3.14 compatibility vs tensorboard-only undefined tf backend." + "reason": "Both are import/backend problems, but Python 3.14 import failure is unrelated to the TensorFlow/tensorboard backend error." }, { - "left": "issue:43854", - "right": "issue:44964", + "left": "issue:44462", + "right": "issue:45003", "accept": false, - "reason": "Both are model-loading issues, but they affect different models and failure modes." + "reason": "Both involve import-time behavior, but tokenizer.json lookup and unsafe sys.modules access are distinct issues." }, { "left": "issue:44246", "right": "issue:45003", "accept": false, - "reason": "Import slowness and unsafe sys.modules access are not the same concrete bug." + "reason": "Import slowness and unsafe sys.modules access are different symptoms with different likely causes." } ] }, "evaluator_result": { "accept": true, - "feedback": "Grounded overall. The only clearly duplicate-like pair in the packet is issue:44779 \u2194 issue:46489, and the other soft-edge rejections stay conservative by distinguishing different models, code paths, or failure modes. The canonical anchor choice is also well supported by the packet." + "feedback": "The analysis is grounded in the packet and stays conservative on the soft-edge pairs. The DeepSeek tokenizer pair (issue:44779, issue:46489) is the only clearly duplicate-looking match, and the other verdicts appropriately avoid overclaiming despite superficial subsystem overlap. No PR-mergeability issue applies here because this packet contains issues only." }, "evaluator_used": true, "retried": false, @@ -12165,7 +12263,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-514", + "cluster_id": "cluster-10000-516", "nodes": [ "issue:27957", "issue:32090", @@ -12176,10 +12274,9 @@ "issue:41950", "issue:42175", "issue:42796", - "issue:42907", "issue:43295", + "issue:43381", "issue:43404", - "issue:43441", "issue:43526", "issue:43531", "issue:43582", @@ -12203,6 +12300,7 @@ "issue:45216", "issue:45335", "issue:45446", + "issue:45593", "issue:45600", "issue:45632", "issue:45759", @@ -12217,13 +12315,13 @@ ], "soft_pairs": [ "issue:43673|issue:46858", - "issue:44737|issue:45803", "issue:27957|issue:35141", + "issue:44737|issue:45803", "issue:44964|issue:45600", "issue:44112|issue:44964", "issue:42175|issue:44279", - "issue:45632|issue:46234", "issue:42796|issue:44521", + "issue:45632|issue:46234", "issue:32090|issue:35141", "issue:36246|issue:41628", "issue:36246|issue:38617", @@ -12236,218 +12334,218 @@ "issue:43295|issue:45335", "issue:45083|issue:46506", "issue:44496|issue:45042", - "issue:43976|issue:44987", "issue:43582|issue:46932", + "issue:43976|issue:44987", "issue:43526|issue:43901", - "issue:43673|issue:44336", "issue:43901|issue:44496", - "issue:44683|issue:45446", + "issue:43673|issue:44336", "issue:44496|issue:45759", + "issue:44683|issue:45446", "issue:44016|issue:44220", - "issue:42907|issue:43441" + "issue:43381|issue:45593" ], - "prepared_review_unit_hash": "04924de299411dc032dc9040dc1cccec6dad6766b6d8acf1958880b34870142a", + "prepared_review_unit_hash": "56ada0c2160163b7833feb53ed816e50d4b154046c08e14c8c843dfec222ed53", "component_budget": { - "node_count": 514, - "item_count": 514, - "soft_pair_count": 1891, - "serialized_chars": 980895, - "estimated_input_tokens": 245224, - "estimated_eval_tokens": 490704 + "node_count": 516, + "item_count": 516, + "soft_pair_count": 1900, + "serialized_chars": 985297, + "estimated_input_tokens": 246325, + "estimated_eval_tokens": 492906 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 29, - "serialized_chars": 36050, - "estimated_input_tokens": 9013, - "estimated_eval_tokens": 18282 + "serialized_chars": 36056, + "estimated_input_tokens": 9014, + "estimated_eval_tokens": 18284 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These issues span many unrelated Transformers bugs and regressions; none of the proposed soft pairs looks like the same underlying defect, so all candidate edges should be rejected.", - "confidence": 0.94, - "canonical_issue_reason": null, + "summary": "These items are mostly unrelated across different subsystems; none of the soft pairs are strong enough to treat as duplicates or the same fix.", + "confidence": 0.86, + "canonical_issue_reason": "issue:44521 is the clearest representative bug in the set: a concrete multimodal preprocessing failure with discussion and inbound references, making it the best candidate to anchor triage.", "canonical_pr_reason": null, - "best_issue_reason": "If a representative issue is needed, #44521 is the strongest cluster anchor: it is open, actively discussed, has inbound references, and concerns a broadly impactful multimodal API bug.", + "best_issue_reason": "issue:44521 is the most suitable global issue candidate because it is specific, reproducible, and has the strongest signs of being an active reference point for related reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43673", "right": "issue:46858", "accept": false, - "reason": "Both involve cache behavior, but one is about a missing cache in chunked prefill and the other is about a device-tensor seq_length breaking arithmetic in static cache; different bugs." + "reason": "Both involve cache behavior, but one is about missing generation cache during chunked prefill while the other is a device-tensor slice arithmetic bug in static cache; different code paths and fixes." }, { - "left": "issue:44737", - "right": "issue:45803", + "left": "issue:27957", + "right": "issue:35141", "accept": false, - "reason": "XLNet CPU placement bug and Fuyu exception-swallowing are unrelated code paths and failure modes." + "reason": "Different model/features and unrelated failures: Flash Attention 2 support for XLM-Roberta versus embedding reinitialization after resizing token embeddings." }, { - "left": "issue:27957", - "right": "issue:35141", + "left": "issue:44737", + "right": "issue:45803", "accept": false, - "reason": "Flash Attention 2 support for XLM-Roberta is unrelated to token embedding reinitialization when tie_word_embedding is false." + "reason": "XLNet CPU allocation bug and a Fuyu exception-handling bug are unrelated in model, component, and failure mode." }, { "left": "issue:44964", "right": "issue:45600", "accept": false, - "reason": "Phi-4 multimodal loading failure and stale auto_mappings references are different issues in different loader paths." + "reason": "Both touch model loading/config plumbing, but one is a Phi-4 multimodal load failure and the other is stale auto_mappings references causing CI breakage; not the same bug." }, { "left": "issue:44112", "right": "issue:44964", "accept": false, - "reason": "A GraniteSpeech CI test failure is not the same as a Phi-4 multimodal model loading regression." + "reason": "CI test flake in GraniteSpeech is unrelated to a runtime model-load failure for Phi-4 multimodal." }, { "left": "issue:42175", "right": "issue:44279", "accept": false, - "reason": "Package extras/backend dependency complaints are too broad here; these reports do not describe the same concrete dependency bug." + "reason": "Dependency/backend packaging issue and a generic dependency issue are too broad and do not indicate the same concrete defect." }, { - "left": "issue:45632", - "right": "issue:46234", + "left": "issue:42796", + "right": "issue:44521", "accept": false, - "reason": "A local trust_remote_code cache-path collision is unrelated to a missing import_utils availability helper." + "reason": "Tokenizer BPE-marker handling and multimodal assistant-mask generation are different tokenizer bugs with different symptoms and likely fixes." }, { - "left": "issue:42796", - "right": "issue:44521", + "left": "issue:45632", + "right": "issue:46234", "accept": false, - "reason": "Tokenizer BPE-marker handling and multimodal assistant-mask generation are different tokenizer behaviors." + "reason": "Cache-path collision for trust_remote_code is unrelated to the missing import utility symbol." }, { "left": "issue:32090", "right": "issue:35141", "accept": false, - "reason": "Trainer GPU broadcast NoneType error and embedding resize/post_init reinitialization are unrelated." + "reason": "Trainer gpu broadcast NoneType error and embedding reinitialization after resize are entirely separate failures." }, { "left": "issue:36246", "right": "issue:41628", "accept": false, - "reason": "Both are import errors, but for different symbols and different package surfaces; they are not the same missing-export bug." + "reason": "Both are import errors, but one is a missing model-specific image processor export and the other is a missing top-level AutoImageProcessor export; not the same underlying issue." }, { "left": "issue:36246", "right": "issue:38617", "accept": false, - "reason": "Different missing imports from different modules; no shared underlying fix." + "reason": "Different missing symbols in different modules; no shared failing code path." }, { "left": "issue:43404", "right": "issue:45216", "accept": false, - "reason": "Mistral3 lm_head tying is unrelated to the Qwen3.5 save_pretrained checkpoint regression." + "reason": "One is about untied lm_head weights in a model class, the other about a save_pretrained regression; related to model saving only at a very high level." }, { "left": "issue:43531", "right": "issue:45600", "accept": false, - "reason": "Qwen3-MoE sliding-window behavior and stale auto_mappings config references are separate bugs." + "reason": "Qwen3-MoE sliding_window behavior and stale auto_mappings references are unrelated." }, { "left": "issue:44295", "right": "issue:46506", "accept": false, - "reason": "Reading a registered buffer incorrectly and CPU/CUDA output divergence are not the same defect." + "reason": "Both mention tensor/device behavior, but one is about reading registered position_ids and the other about differing CPU/CUDA outputs in PPDocLayoutV3; not the same bug." }, { "left": "issue:46082", "right": "issue:46121", "accept": false, - "reason": "Llama head_dim validation and rope-parameter JSON-list handling are distinct config-validation problems." + "reason": "Llama head_dim validation and RoPE parameter conversion error are separate config-validation issues." }, { "left": "issue:41950", "right": "issue:44016", "accept": false, - "reason": "Video-classification processor lookup and a notebook syntax error are unrelated." + "reason": "Video-classification pipeline image-processor lookup and a notebook syntax error are completely unrelated." }, { "left": "issue:43673", "right": "issue:46424", "accept": false, - "reason": "Generation cache missing in chunked prefill and max_cache_length being honored only for quantized cache are different cache semantics." + "reason": "Both concern cache configuration, but one is a missing cache in prefill and the other is max_cache_length being ignored outside quantized cache; different behavior and scope." }, { "left": "issue:43295", "right": "issue:45335", "accept": false, - "reason": "Processor.tokenizer regression and resize_token_embeddings not updating decoder.embed_tokens are separate model/processor bugs." + "reason": "Both are multimodal/model-API regressions, but one is about processor/tokenizer access and image passing while the other is about resize_token_embeddings not affecting decoder embeddings." }, { "left": "issue:45083", "right": "issue:46506", "accept": false, - "reason": "A helper returning unexpected lengths in qwen3_omni_moe is unrelated to PPDocLayoutV3 CPU/CUDA divergence." + "reason": "Different models and unrelated feature bugs: Qwen3 Omni MoE feature-length computation versus general CPU/CUDA discrepancies in PPDocLayoutV3." }, { "left": "issue:44496", "right": "issue:45042", "accept": false, - "reason": "Unrecognized-model config loading and PIL backend requiring torchvision are different failure modes." - }, - { - "left": "issue:43976", - "right": "issue:44987", - "accept": false, - "reason": "Python version compatibility and loading a specific model checkpoint are unrelated." + "reason": "Unrecognized model config loading and PIL backend torchvision dependency are unrelated." }, { "left": "issue:43582", "right": "issue:46932", "accept": false, - "reason": "Apple Silicon warmup TypeError and Gemma4 quantized-embedder dtype casting are separate issues." + "reason": "Apple Silicon allocator warmup TypeError and Gemma4 dtype casting are unrelated." }, { - "left": "issue:43526", - "right": "issue:43901", + "left": "issue:43976", + "right": "issue:44987", "accept": false, - "reason": "BeitImageProcessorFast label reduction and TextClassificationPipeline docs mismatch are not the same bug." + "reason": "Python version support regression and a specific model-loading failure are different problems." }, { - "left": "issue:43673", - "right": "issue:44336", + "left": "issue:43526", + "right": "issue:43901", "accept": false, - "reason": "Generation cache behavior and ANSI codes emitted by loading_report are unrelated." + "reason": "BeitImageProcessorFast label reduction bug and TextClassificationPipeline docs mismatch are unrelated." }, { "left": "issue:43901", "right": "issue:44496", "accept": false, - "reason": "A docs/behavior mismatch for return_all_scores is unrelated to an unrecognized-model config error." + "reason": "Docs/behavior mismatch for a pipeline and a model-config import error are not the same issue." }, { - "left": "issue:44683", - "right": "issue:45446", + "left": "issue:43673", + "right": "issue:44336", "accept": false, - "reason": "Both touch flex_attention, but one is a compile failure on torch>=2.9 and the other is an incorrect version check for AuxRequest import; different concrete problems." + "reason": "Generation cache bug and ANSI output formatting bug are unrelated." }, { "left": "issue:44496", "right": "issue:45759", "accept": false, - "reason": "Unrecognized model config and from_config failing to unwrap text_config are different model-loading issues." + "reason": "Unrecognized model loading and AutoModelForCausalLM text_config unwrapping are different model-configuration issues." + }, + { + "left": "issue:44683", + "right": "issue:45446", + "accept": false, + "reason": "Both touch flex_attention, but one is a compiled-flex_attention runtime failure on torch>=2.9 while the other is an incorrect version gate for AuxRequest import; not the same concrete bug." }, { "left": "issue:44016", "right": "issue:44220", "accept": false, - "reason": "A notebook syntax error and a feature-extraction helper issue are unrelated." + "reason": "Notebook syntax error and fbank feature extraction bug are unrelated." }, { - "left": "issue:42907", - "right": "issue:43441", + "left": "issue:43381", + "right": "issue:45593", "accept": false, - "reason": "Saving dequantized Ministral/Devstral models and FlashAttention failures in Ministral are separate problems." + "reason": "Gradient checkpointing eval-mode restriction and D-FINE auxiliary-loss behavior are unrelated." } ] }, @@ -12469,11 +12567,12 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-514", + "cluster_id": "cluster-10000-516", "nodes": [ "issue:39692", "issue:41950", "issue:42796", + "issue:42907", "issue:43295", "issue:43299", "issue:43381", @@ -12506,7 +12605,6 @@ "issue:45405", "issue:45584", "issue:45588", - "issue:45593", "issue:45812", "issue:46082", "issue:46123", @@ -12521,7 +12619,7 @@ "issue:47085" ], "soft_pairs": [ - "issue:43381|issue:45593", + "issue:42907|issue:43441", "issue:43650|issue:44220", "issue:44016|issue:44062", "issue:44792|issue:46424", @@ -12532,8 +12630,8 @@ "issue:44279|issue:46515", "issue:43479|issue:45375", "issue:45335|issue:45584", - "issue:43299|issue:45216", "issue:46123|issue:46369", + "issue:43299|issue:45216", "issue:44327|issue:46752", "issue:46614|issue:47085", "issue:44279|issue:45405", @@ -12545,207 +12643,207 @@ "issue:44351|issue:45278", "issue:41950|issue:45020", "issue:43976|issue:45405", - "issue:44779|issue:45812", - "issue:46082|issue:46399", "issue:43381|issue:47000", - "issue:44466|issue:45276" + "issue:44779|issue:45812", + "issue:44466|issue:45276", + "issue:46082|issue:46399" ], - "prepared_review_unit_hash": "a4f346ee05595b957b3282a43119b39f96547ba812b68d12c137a1afc22ee581", + "prepared_review_unit_hash": "619760eda157949e43250f48043d0462140dc8d9a399f1f01bbd7b87a936291c", "component_budget": { - "node_count": 514, - "item_count": 514, - "soft_pair_count": 1891, - "serialized_chars": 980895, - "estimated_input_tokens": 245224, - "estimated_eval_tokens": 490704 + "node_count": 516, + "item_count": 516, + "soft_pair_count": 1900, + "serialized_chars": 985297, + "estimated_input_tokens": 246325, + "estimated_eval_tokens": 492906 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 28, - "serialized_chars": 36041, - "estimated_input_tokens": 9011, - "estimated_eval_tokens": 18278 + "serialized_chars": 36025, + "estimated_input_tokens": 9007, + "estimated_eval_tokens": 18270 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly unrelated issue reports across different Transformer subsystems. The cluster is dominated by v5 regressions, but the soft pairs are generally distinct enough that none should be merged as duplicates.", - "confidence": 0.43, - "canonical_issue_reason": "Issue 45278 is the broadest umbrella-style report in the set, covering widespread breakage after a version upgrade; it is more suitable as the cluster anchor than the narrower model- or tokenizer-specific bugs.", + "summary": "These are mostly unrelated closed issues spanning different models, pipelines, tokenizer regressions, docs, and dependency/version problems. No soft pair looks like the same concrete underlying bug or change, so none should be merged as duplicates.", + "confidence": 0.93, + "canonical_issue_reason": "Best representative is issue:44521 because it is a clearly scoped, user-facing bug with a concrete failure mode in multimodal chat templating and has active discussion.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45278 best represents the overall cluster because it summarizes the common theme of post-upgrade regressions, while the others are mostly specific manifestations in single models, tokenizers, or pipelines.", + "best_issue_reason": "Issue:44521 is the strongest single representative of the cluster: specific, actionable, and well-described compared with the more generic or umbrella reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43381", - "right": "issue:45593", + "left": "issue:42907", + "right": "issue:43441", "accept": false, - "reason": "Different bugs: eval-mode gradient checkpointing behavior vs D-FINE auxiliary-loss handling." + "reason": "Both mention Ministral, but one is about saving dequantized checkpoints and the other is a FlashAttention load/runtime crash. Different code paths and failures." }, { "left": "issue:43650", "right": "issue:44220", "accept": false, - "reason": "No clear overlap; one is a vague data request, the other is an fbank feature extraction issue." + "reason": "The titles are unrelated; one is a vague request and the other is a feature extraction bug." }, { "left": "issue:44016", "right": "issue:44062", "accept": false, - "reason": "Unrelated failures: notebook syntax error vs AddedToken keyword argument conflict." + "reason": "Notebook syntax error vs tokenizer AddedToken keyword conflict are different problems in different parts of the stack." }, { "left": "issue:44792", "right": "issue:46424", "accept": false, - "reason": "Different code paths: janus test failure vs cache max length handling." + "reason": "Janus test failure and cache max length behavior are unrelated functionality areas." }, { "left": "issue:43976", "right": "issue:44279", "accept": false, - "reason": "One is a Python version compatibility bug; the other is a generic dependency issue." + "reason": "One is a Python version compatibility report; the other is a generic dependency issue with no clear shared bug." }, { "left": "issue:43441", "right": "issue:45588", "accept": false, - "reason": "Both mention flash attention, but they are different model-specific crashes with different root causes." + "reason": "Both involve flash attention, but the failures are on different models and different crash conditions, so they are not the same bug." }, { "left": "issue:43824", "right": "issue:44933", "accept": false, - "reason": "Different import problems for different modules; not the same missing symbol." + "reason": "Importing Qwen2.5 VL class and a missing image_utils import are distinct import/export issues." }, { "left": "issue:44521", "right": "issue:46693", "accept": false, - "reason": "Multimodal chat-template masking bug is unrelated to the FA2 long-context performance regression." + "reason": "Multimodal assistant mask corruption and FA2 long-context performance regression are different symptoms and subsystems." }, { "left": "issue:44279", "right": "issue:46515", "accept": false, - "reason": "Both are dependency-related, but they concern different external packages and failures." + "reason": "A dependency issue and a torch-specific incompatibility are not the same underlying bug." }, { "left": "issue:43479", "right": "issue:45375", "accept": false, - "reason": "Different config classes and different missing/defaulted fields." + "reason": "Both are multimodal config issues, but they affect different model configs and different fields/default initialization logic." }, { "left": "issue:45335", "right": "issue:45584", "accept": false, - "reason": "Resize-token-embeddings propagation bug is unrelated to Whisper empty-transcription generation failure." + "reason": "Resize-token-embeddings behavior for t5gemma is unrelated to Whisper generation after align_special_tokens." }, { - "left": "issue:43299", - "right": "issue:45216", + "left": "issue:46123", + "right": "issue:46369", "accept": false, - "reason": "Both are Qwen-related regressions, but one is loading failure and the other is checkpoint saving behavior." + "reason": "Partial-batch mask generation logic and SAM memory overflow are different bugs with no shared failure mode." }, { - "left": "issue:46123", - "right": "issue:46369", + "left": "issue:43299", + "right": "issue:45216", "accept": false, - "reason": "Pipeline batch-tracking bug and SAM memory overflow are unrelated." + "reason": "Both concern Qwen3.x, but one is loading a Moe model in v5 RC while the other is incorrect checkpoint serialization on save_pretrained. Different code paths." }, { "left": "issue:44327", "right": "issue:46752", "accept": false, - "reason": "Different crashes in different APIs: QA span decoding vs empty chat-template input." + "reason": "QA decode_spans top-k bounds error and apply_chat_template empty-list IndexError are unrelated pipeline crashes." }, { "left": "issue:46614", "right": "issue:47085", "accept": false, - "reason": "Tokenizer backend language-state bug is unrelated to tokenizer thread-safety regression." + "reason": "Tokenizer phonemizer backend state leakage is unrelated to fast tokenizer thread-safety." }, { "left": "issue:44279", "right": "issue:45405", "accept": false, - "reason": "Generic dependency issue vs a specific PEFT minimum-version bump; not the same bug." + "reason": "A broad dependency issue is not the same as a specific MIN_PEFT_VERSION bump problem." }, { "left": "issue:43295", "right": "issue:44779", "accept": false, - "reason": "Both are tokenizer regressions, but they affect different APIs and models with different failure modes." + "reason": "Both are tokenizer regressions, but they affect different models and different behaviors; not the same concrete bug." }, { "left": "issue:39692", "right": "issue:43901", "accept": false, - "reason": "Both are documentation-related, but they describe different examples and different behaviors." + "reason": "Both are docs-related, but they cover different APIs and different kinds of documentation mismatch." }, { "left": "issue:42796", "right": "issue:43650", "accept": false, - "reason": "Tokenizer BPE-marker bug is unrelated to the data request." + "reason": "Tokenizer BPE marker handling and an unrelated 'ADD THE DATA' issue are not duplicates." }, { "left": "issue:44075", "right": "issue:44368", "accept": false, - "reason": "SGD optimizer args not being used is unrelated to the tie_word_embeddings warning." + "reason": "SGD args being ignored is a training/optimizer bug, while the other is a model config warning." }, { "left": "issue:43577", "right": "issue:45216", "accept": false, - "reason": "Blip2 dtype propagation bug is unrelated to Qwen3.5 checkpoint serialization." + "reason": "Different models and different failures: dtype propagation in BLIP2 versus incorrect Qwen3.5 checkpoint saving." }, { "left": "issue:44351", "right": "issue:45278", "accept": false, - "reason": "45278 is a broad import-regression report, but 44351 is a single specific missing import and not clearly the same underlying issue." + "reason": "The latter is an umbrella report of many import errors; it is not clearly the same concrete bug as HybridCache import failure." }, { "left": "issue:41950", "right": "issue:45020", "accept": false, - "reason": "Video-classification processor lookup bug is different from remote_code model breakage." + "reason": "Video-classification processor mismatch and remote_code breakages are broad version/compatibility issues, but not the same underlying bug." }, { "left": "issue:43976", "right": "issue:45405", "accept": false, - "reason": "Python support regression vs unreleased PEFT dependency bump; unrelated." + "reason": "Python version support failure and an unreleased dependency version bump are distinct release/dependency problems." }, { - "left": "issue:44779", - "right": "issue:45812", + "left": "issue:43381", + "right": "issue:47000", "accept": false, - "reason": "Different tokenizer regressions affecting different model families and different symptoms." + "reason": "Gradient checkpointing eval-mode behavior and RTDetrLoss infeasible-cost failure are unrelated." }, { - "left": "issue:46082", - "right": "issue:46399", + "left": "issue:44779", + "right": "issue:45812", "accept": false, - "reason": "LlamaConfig validation issue is unrelated to the Qwen3.5 rotary-pos-emb registration crash." + "reason": "Both are tokenizer regressions, but Deepseek and Granite are separate model families with different tokenization bugs." }, { - "left": "issue:43381", - "right": "issue:47000", + "left": "issue:44466", + "right": "issue:45276", "accept": false, - "reason": "Gradient checkpointing eval-mode issue is unrelated to RTDetr loss infeasibility." + "reason": "Tied-weight serialization depends on device; resize_token_embeddings not affecting specific Gemma embeddings is a different model-specific issue." }, { - "left": "issue:44466", - "right": "issue:45276", + "left": "issue:46082", + "right": "issue:46399", "accept": false, - "reason": "Both touch tied/embedding weights, but one is serialization and the other is resize propagation; not the same bug." + "reason": "LlamaConfig head_dim validation and Qwen3.5 rotary-pos-emb kernel registration are unrelated model/config bugs." } ] }, @@ -12767,7 +12865,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-514", + "cluster_id": "cluster-10000-516", "nodes": [ "issue:33290", "issue:41950", @@ -12820,15 +12918,15 @@ ], "soft_pairs": [ "issue:43299|issue:45357", - "issue:46082|issue:46512", "issue:43653|issue:45593", + "issue:46082|issue:46512", "issue:41950|issue:45823", "issue:43650|issue:46209", "issue:44242|issue:45200", "issue:43644|issue:47145", "issue:43299|issue:43854", - "issue:44462|issue:45081", "issue:43931|issue:47145", + "issue:44462|issue:45081", "issue:44683|issue:45542", "issue:45588|issue:47000", "issue:44016|issue:44291", @@ -12840,203 +12938,203 @@ "issue:43441|issue:45834", "issue:44623|issue:44749", "issue:43873|issue:47145", - "issue:45103|issue:45372", "issue:45859|issue:46851", + "issue:45103|issue:45372", "issue:44261|issue:44263", "issue:44623|issue:45397", "issue:42175|issue:43976", "issue:43901|issue:44246" ], - "prepared_review_unit_hash": "b21a9762f9e0570fc3f3fd298ce5365ba5de7f3db77c19addc56c65e9dbd5557", + "prepared_review_unit_hash": "3a93d2b047e75e69c844aba81c32b23a633be7dec4cc35088c044847517072ba", "component_budget": { - "node_count": 514, - "item_count": 514, - "soft_pair_count": 1891, - "serialized_chars": 980895, - "estimated_input_tokens": 245224, - "estimated_eval_tokens": 490704 + "node_count": 516, + "item_count": 516, + "soft_pair_count": 1900, + "serialized_chars": 985297, + "estimated_input_tokens": 246325, + "estimated_eval_tokens": 492906 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 27, - "serialized_chars": 35740, - "estimated_input_tokens": 8935, - "estimated_eval_tokens": 18126 + "serialized_chars": 35742, + "estimated_input_tokens": 8936, + "estimated_eval_tokens": 18128 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This is a loose cluster of mostly unrelated issue reports; the nearest shared theme is loading/offload/quantization regressions. I would use issue #43873 as the canonical issue because it is the broadest representative of that theme, but none of the soft pairs look like true duplicates or the same underlying fix.", - "confidence": 0.87, - "canonical_issue_reason": "#43873 is the broadest, most central issue in the set: it covers quantization/offloading behavior in a way that best matches the cluster\u2019s recurring loading/offload reports.", + "summary": "This set does not form a single duplicate cluster; the issues span unrelated bugs across modeling, tokenization, quantization/offload, docs, and packaging. I found no soft pair that clearly describes the same underlying code-path bug or change.", + "confidence": 0.91, + "canonical_issue_reason": "No single canonical issue: the titles and descriptions are too heterogeneous to represent one underlying defect.", "canonical_pr_reason": null, - "best_issue_reason": "#43873 is the best umbrella issue for this cluster because it is broadly scoped and closest to the shared loading/offload/quantization thread seen in the other nearby reports.", + "best_issue_reason": "issue:43873 is the best representative only because it is active, high-discussion, and has the broadest impact in the quantization/offload area; it is not a duplicate anchor for the rest of the set.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43299", "right": "issue:45357", "accept": false, - "reason": "Both involve Qwen/VL models, but one is a loading failure and the other is a save_pretrained regression with different symptoms and code paths." + "reason": "Both are Qwen3/VL-related, but one is a model loading breakage and the other is incorrect visual encoder key saving; different code paths and failure modes." }, { - "left": "issue:46082", - "right": "issue:46512", + "left": "issue:43653", + "right": "issue:45593", "accept": false, - "reason": "Different config bugs: explicit head_dim validation versus stale dtype metadata after from_config(dtype=...)." + "reason": "BigBirdTokenizer special-token decode bug and D-FINE auxiliary-loss omission are unrelated model/component bugs." }, { - "left": "issue:43653", - "right": "issue:45593", + "left": "issue:46082", + "right": "issue:46512", "accept": false, - "reason": "Tokenizer special-token decode bug and D-FINE auxiliary-loss behavior are unrelated." + "reason": "One is LlamaConfig head_dim validation, the other is stale config.dtype after from_config; separate configuration issues." }, { "left": "issue:41950", "right": "issue:45823", "accept": false, - "reason": "Different subsystems and failures: video pipeline processor lookup versus Gemma4 device_map forward mismatch." + "reason": "Video pipeline processor lookup and Gemma4 device-map mismatch are different subsystems with different symptoms." }, { "left": "issue:43650", "right": "issue:46209", "accept": false, - "reason": "No clear shared bug; one is a vague data request, the other is an FP8 inference failure on B200." + "reason": "Generic placeholder issue and FP8 inference failure on B200 are unrelated." }, { "left": "issue:44242", "right": "issue:45200", "accept": false, - "reason": "One is MoE load-balancing loss gating, the other is Gemma 4 multimodal token defaults; not the same defect." + "reason": "MoE load-balancing loss handling and mm_token_type_ids defaults are distinct training/model-input bugs." }, { "left": "issue:43644", "right": "issue:47145", "accept": false, - "reason": "Both mention loading/corruption, but one is non-persistent buffers filled with junk while the other is FP8 weight_scale not applied on frozen checkpoints." + "reason": "Both involve loading-time correctness, but one is a generic non-persistent buffer initialization regression and the other is FP8 compressed-tensors missing weight_scale application." }, { "left": "issue:43299", "right": "issue:43854", "accept": false, - "reason": "Different model families and failures: Qwen3VL MoE loading versus GLM-4.7-Flash unit-test loading." - }, - { - "left": "issue:44462", - "right": "issue:45081", - "accept": false, - "reason": "Tokenizer loading issues, but one ignores tokenizer.json and the other crashes patching Mistral regex due to backend_tokenizer access." + "reason": "Qwen3VL MoE loading breakage and GLM-4.7 Flash unit-test loading failure are different models and different errors." }, { "left": "issue:43931", "right": "issue:47145", "accept": false, - "reason": "A weight-shape mismatch for Qwen3-VL is unrelated to FP8 compressed-tensors weight_scale handling." + "reason": "Shape mismatch for a Qwen3-VL model is not the same bug as FP8 frozen checkpoint weight_scale corruption." + }, + { + "left": "issue:44462", + "right": "issue:45081", + "accept": false, + "reason": "AutoTokenizer ignoring tokenizer.json and Mistral regex patch crashing are separate tokenizer-loading issues." }, { "left": "issue:44683", "right": "issue:45542", "accept": false, - "reason": "Completely different problems: compiled flex_attention on torch>=2.9 versus a missing TensorFlow backend when only tensorboard is installed." + "reason": "Compiled flex_attention on torch>=2.9 and missing TensorFlow backend from tensorboard are unrelated packaging/runtime problems." }, { "left": "issue:45588", "right": "issue:47000", "accept": false, - "reason": "Different failure modes in different code paths: flash_attention s_aux=None crash versus RTDetrLoss infeasible cost matrix." + "reason": "Flash attention crashing on sink-less models and RTDetrLoss cost-matrix infeasibility are different failures in different code paths." }, { "left": "issue:44016", "right": "issue:44291", "accept": false, - "reason": "A notebook syntax error is unrelated to the init_empty_weights TypeError regression." + "reason": "Notebook syntax error and init_empty_weights TypeError are unrelated; one is documentation, the other is model construction." }, { "left": "issue:43479", "right": "issue:43525", "accept": false, - "reason": "Both are config-related, but one concerns multimodal default sub-configs and the other a missing pad_token_id attribute." + "reason": "Phi4MultimodalConfig default initialization and Llama4Config missing pad_token_id are different config bugs." }, { "left": "issue:45081", "right": "issue:45907", "accept": false, - "reason": "Tokenizer patching crash and list_repo_files revision forwarding are unrelated APIs." + "reason": "Mistral tokenizer regex crash and list_repo_files revision forwarding are unrelated API issues." }, { "left": "issue:33290", "right": "issue:45656", "accept": false, - "reason": "Both mention deepspeed, but one is Adafactor OOM and the other is a double optimizer-step bug; not the same underlying issue." + "reason": "Adafactor OOM in deepspeed and optimizer.step being called twice are not the same defect, even if both involve deepspeed." }, { "left": "issue:42994", "right": "issue:43317", "accept": false, - "reason": "Both are quantization/offload adjacent, but one is save_pretrained failure and the other is load failure with gpu/cpu offload." + "reason": "Quantized model saving failure and dequantized model offload load failure are related to quantization broadly but not the same concrete bug." }, { "left": "issue:44336", "right": "issue:46851", "accept": false, - "reason": "ANSI escape handling in loading_report is unrelated to Qwen3.5 variable-length position_ids support." + "reason": "ANSI codes in loading_report and Qwen3.5 variable-length position_ids behavior are unrelated." }, { "left": "issue:43441", "right": "issue:45834", "accept": false, - "reason": "Different model-specific bugs: FlashAttention failure for Ministral-3 versus an OCR index error in Kosmos2.5." + "reason": "Ministral flash-attention failure and Kosmos2.5 long OCR index error are different model-specific bugs." }, { "left": "issue:44623", "right": "issue:44749", "accept": false, - "reason": "processor.save_pretrained missing files and a slowdown report after upgrading Transformers are not the same bug." + "reason": "Missing processor.save_pretrained files and Chinese-language performance regression report are unrelated." }, { "left": "issue:43873", "right": "issue:47145", "accept": false, - "reason": "Both are in the broad offload/quantization area, but one is a general offloading behavior issue and the other is a specific FP8 checkpoint scaling bug." + "reason": "Both touch quantization/offload, but one is a broad offloading behavior issue and the other is a specific FP8 frozen-checkpoint weight_scale bug; not the same code-path." }, { - "left": "issue:45103", - "right": "issue:45372", + "left": "issue:45859", + "right": "issue:46851", "accept": false, - "reason": "Auto-docstring annotation handling and Gemma 4 processor import failure are unrelated." + "reason": "CPU offload incompatibility in Qwen3_5MoeTextRotaryEmbedding and variable-length position_ids handling are separate issues." }, { - "left": "issue:45859", - "right": "issue:46851", + "left": "issue:45103", + "right": "issue:45372", "accept": false, - "reason": "Both are Qwen3.5 issues, but one is CPU offload incompatibility and the other is variable-length position_ids support; different code paths." + "reason": "auto_docstring future-annotations crash and Gemma 4 processor ImportError are unrelated utilities/dependency bugs." }, { "left": "issue:44261", "right": "issue:44263", "accept": false, - "reason": "Different model components and defects: MLA RMS norm epsilon precision issue versus torch.split return values in a MoE indexer." + "reason": "Missing rms_norm_eps precision issue and torch.split return values in GlmMoeDsaIndexer are different model implementation problems." }, { "left": "issue:44623", "right": "issue:45397", "accept": false, - "reason": "Missing processor save files and Gemma-4 zero3 from_pretrained are separate loading/saving problems." + "reason": "Processor.save_pretrained missing files and Gemma-4 zero3 from_pretrained are different loading/saving paths." }, { "left": "issue:42175", "right": "issue:43976", "accept": false, - "reason": "Package dependency installation and Python-version compatibility are different release/build issues." + "reason": "TensorFlow backend missing from torch install extras and Python version incompatibility are separate packaging issues." }, { "left": "issue:43901", "right": "issue:44246", "accept": false, - "reason": "A docs mismatch about return_all_scores is unrelated to intermittent import latency." + "reason": "Pipeline docs about return_all_scores and import latency are unrelated." } ] }, @@ -13058,14 +13156,13 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-514", + "cluster_id": "cluster-10000-516", "nodes": [ "issue:41628", "issue:42796", "issue:43441", "issue:43525", "issue:43526", - "issue:43540", "issue:43575", "issue:43643", "issue:43673", @@ -13104,22 +13201,24 @@ "issue:46399", "issue:46655", "issue:46726", - "issue:46752", "issue:46851", "issue:47000", - "issue:47145" + "issue:47145", + "issue:47176", + "issue:47177" ], "soft_pairs": [ + "issue:47176|issue:47177", "issue:45600|issue:45712", "issue:44671|issue:44779", "issue:43525|issue:43881", "issue:43673|issue:43761", - "issue:44016|issue:45823", "issue:43575|issue:47145", + "issue:44016|issue:45823", "issue:44186|issue:47000", "issue:44188|issue:44336", - "issue:43824|issue:43976", "issue:44987|issue:45542", + "issue:43824|issue:43976", "issue:43525|issue:43643", "issue:43723|issue:44162", "issue:42796|issue:43441", @@ -13128,213 +13227,164 @@ "issue:45325|issue:46851", "issue:44246|issue:44496", "issue:46291|issue:46399", - "issue:44297|issue:45397", "issue:44871|issue:47145", + "issue:44297|issue:45397", "issue:45083|issue:46851", "issue:41628|issue:43976", "issue:46655|issue:46726", "issue:43784|issue:45542", "issue:46399|issue:46851", "issue:43526|issue:45003", - "issue:45561|issue:45563", - "issue:43540|issue:46752" + "issue:45561|issue:45563" ], - "prepared_review_unit_hash": "6e46cd65ae32f3db0c7e69495de98c5921090c42673b1e9bf60f5803f6ee5007", + "prepared_review_unit_hash": "d532ef2867110f3f460b701ae84841154d1743e9bd3ade0cc08490e799411158", "component_budget": { - "node_count": 514, - "item_count": 514, - "soft_pair_count": 1891, - "serialized_chars": 980895, - "estimated_input_tokens": 245224, - "estimated_eval_tokens": 490704 + "node_count": 516, + "item_count": 516, + "soft_pair_count": 1900, + "serialized_chars": 985297, + "estimated_input_tokens": 246325, + "estimated_eval_tokens": 492906 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 28, - "serialized_chars": 36038, - "estimated_input_tokens": 9010, - "estimated_eval_tokens": 18276 + "serialized_chars": 36048, + "estimated_input_tokens": 9012, + "estimated_eval_tokens": 18280 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: the soft pairs mostly share broad keywords (tokenizer, model loading, position_ids, kernels, processors) but describe different concrete failures, models, or code paths. I do not see a true duplicate family dominating the cluster, so there is no strong canonical issue candidate here. All soft edges are false positives.", - "confidence": 0.9, - "canonical_issue_reason": null, + "summary": "No duplicate cluster emerges here: the suggested edges mostly connect unrelated issues that only share broad themes like imports, tokenizers, loading, CI, or security.", + "confidence": 0.97, + "canonical_issue_reason": "No clear canonical issue: the set is a grab bag of unrelated bug reports, so none cleanly represents a single underlying defect.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "No single issue is a good cluster root; 45561 is the most concrete and active report, but it is unrelated to most others and should not anchor the cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:47176", + "right": "issue:47177", + "accept": false, + "reason": "Both are security issues, but one is a shell command-substitution allowlist bypass and the other is a tar/zip-slip file-write path; different bugs and fixes." + }, { "left": "issue:45600", "right": "issue:45712", "accept": false, - "reason": "Both are repo-maintenance/regression issues, but one is stale auto-mappings for Sam3LiteText configs and the other is leftover dummy classes leaking into exports; different files and fixes." + "reason": "One is a stale auto_mappings reference and the other is leftover dummy classes leaking into the namespace; same maintenance theme, not the same defect." }, { "left": "issue:44671", "right": "issue:44779", "accept": false, - "reason": "Both concern incorrect model behavior in v5, but CamemBERT MLM predictions and Deepseek tokenizer outputs are different model families and code paths." + "reason": "CamemBERT MLM prediction corruption and Deepseek tokenizer output corruption are different model families and different code paths." }, { "left": "issue:43525", "right": "issue:43881", "accept": false, - "reason": "Separate loading failures: missing pad_token_id on Llama4Config vs a GLM-4V-9B load failure." + "reason": "Missing pad_token_id in Llama4Config and a glm-4v-9b loading failure are unrelated loading/configuration bugs." }, { "left": "issue:43673", "right": "issue:43761", "accept": false, - "reason": "Chunked prefill cache regression in GenerationMixin is unrelated to CLIPVisionModel not returning hidden_states." + "reason": "Chunked-prefill cache handling and CLIPVision hidden_states propagation are separate regressions in different model components." }, { - "left": "issue:44016", - "right": "issue:45823", + "left": "issue:43575", + "right": "issue:47145", "accept": false, - "reason": "Notebook syntax error and Gemma4 device-mismatch forward bug are unrelated." + "reason": "Tensor-parallel OOM on load and FP8 weight_scale not applied are different failure modes with different causes." }, { - "left": "issue:43575", - "right": "issue:47145", + "left": "issue:44016", + "right": "issue:45823", "accept": false, - "reason": "Qwen2 OOM on tensor parallel loading and FP8 checkpoint weight_scale loading are different problems." + "reason": "A notebook syntax error and a Gemma4 device mismatch are unrelated issues." }, { "left": "issue:44186", "right": "issue:47000", "accept": false, - "reason": "LayoutLMv2 tokenizer NER/padding crash is unrelated to RTDetrLoss infeasible cost matrix." + "reason": "LayoutLMv2 tokenizer crashes and RTDetrLoss infeasible cost matrix are different model/runtime bugs." }, { "left": "issue:44188", "right": "issue:44336", "accept": false, - "reason": "Torch.compile attention branching divergence and ANSI code leakage in loading_report are unrelated." - }, - { - "left": "issue:43824", - "right": "issue:43976", - "accept": false, - "reason": "Import error for a missing Qwen2.5-VL class is unrelated to the Python 3.9/3.10 compatibility issue." + "reason": "torch.compile attention-kernel branching and ANSI codes in loading_report are unrelated subsystems." }, { "left": "issue:44987", "right": "issue:45542", "accept": false, - "reason": "One is a model-loading failure for physical-intelligence/fast; the other is a TensorBoard/TensorFlow backend import issue." - }, - { - "left": "issue:43525", - "right": "issue:43643", - "accept": false, - "reason": "Both involve config fields, but they are different bugs: missing pad_token_id vs trust_remote_code returning incomplete AutoConfig fields." - }, - { - "left": "issue:43723", - "right": "issue:44162", - "accept": false, - "reason": "Generic tokenizer loading regression and ESM2-specific breakage are not the same underlying bug." - }, - { - "left": "issue:42796", - "right": "issue:43441", - "accept": false, - "reason": "Ministral tokenizer BPE-marker handling and Ministral flash-attention failure are different components." - }, - { - "left": "issue:44336", - "right": "issue:44373", - "accept": false, - "reason": "ANSI code emission in loading_report is unrelated to a wrong docstring for position_ids." + "reason": "Kernels version/revision requirements and a TensorFlow backend import error are different dependency problems." }, { - "left": "issue:44589", - "right": "issue:45362", - "accept": false, - "reason": "Float8 storage lookup failure and Qwen3.5 chat crash are unrelated." - }, - { - "left": "issue:45325", - "right": "issue:46851", + "left": "issue:43824", + "right": "issue:43976", "accept": false, - "reason": "Both mention position_ids, but one is Qwen2.5-VL temporal scaling for still images and the other is Qwen3.5 variable-length input handling." + "reason": "Missing Qwen2_5_VL export and Python 3.9/3.10 compatibility are unrelated issues." }, { "left": "issue:44246", "right": "issue:44496", "accept": false, - "reason": "Slow import and unrecognized model/config load failure are unrelated." + "reason": "Slow imports and an unrecognized model_type load error are not the same bug." }, { - "left": "issue:46291", - "right": "issue:46399", + "left": "issue:44871", + "right": "issue:47145", "accept": false, - "reason": "Both mention kernels, but one fails during transformers.pipelines import due to kernels package metadata and the other is a Qwen3.5 kernel-registration decorator issue." + "reason": "Gemma eos_token_id inconsistency and FP8 checkpoint scaling omission are different model-configuration problems." }, { "left": "issue:44297", "right": "issue:45397", "accept": false, - "reason": "Tokenizer save_pretrained metadata mismatch is unrelated to Gemma-4 zero3 from_pretrained." - }, - { - "left": "issue:44871", - "right": "issue:47145", - "accept": false, - "reason": "Gemma eos_token_id inconsistency and FP8 weight_scale loading are different model/config bugs." + "reason": "tokenizer_class mismatch on save and Gemma4 zero3 from_pretrained failure do not share a concrete code-path cause." }, { "left": "issue:45083", "right": "issue:46851", "accept": false, - "reason": "Unexpected feature-extract output lengths in qwen3_omni_moe is not the same as Qwen3.5 variable-length position_ids handling." - }, - { - "left": "issue:41628", - "right": "issue:43976", - "accept": false, - "reason": "AutoImageProcessor import failure and Python version compatibility regression are unrelated." + "reason": "A feature-extractor length helper issue and a variable-length position_ids bug in Qwen3.5 are different implementations and symptoms." }, { - "left": "issue:46655", - "right": "issue:46726", + "left": "issue:46291", + "right": "issue:46399", "accept": false, - "reason": "Both involve processors, but one is a video padding-calculation bug and the other is an AutoProcessor error when a vision backend is missing." + "reason": "Pipeline import failing on kernels metadata and a missing decorator for apply_rotary_pos_emb registration are distinct kernel-integration bugs." }, { "left": "issue:43784", "right": "issue:45542", "accept": false, - "reason": "sentence-transformers import NameError and TensorBoard/TensorFlow backend error are unrelated." + "reason": "Sentence-transformers import NameError and the tensorboard-without-TF backend error are separate import/dependency failures." }, { "left": "issue:46399", "right": "issue:46851", "accept": false, - "reason": "Qwen3.5 kernel registration crash and Qwen3.5 variable-length position_ids are different code paths." + "reason": "Missing kernel registration decorator and variable-length position_ids are unrelated Qwen3.5 problems." }, { "left": "issue:43526", "right": "issue:45003", "accept": false, - "reason": "BEiT label reduction bug and unsafe sys.modules access are unrelated." + "reason": "BEiT reduce_labels behavior and unsafe sys.modules access are different code paths with different fixes." }, { "left": "issue:45561", "right": "issue:45563", "accept": false, - "reason": "pytest-xdist race on captured_info.txt and a stale num_return_sequences warning are unrelated." - }, - { - "left": "issue:43540", - "right": "issue:46752", - "accept": false, - "reason": "Qwen3OmniMoe video-input ValueError and empty-list apply_chat_template IndexError are unrelated." + "reason": "A pytest-xdist file race and a stale paged-generate warning are different testing/runtime issues." } ] }, @@ -13356,7 +13406,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-514", + "cluster_id": "cluster-10000-516", "nodes": [ "issue:36246", "issue:41950", @@ -13370,7 +13420,6 @@ "issue:43540", "issue:43550", "issue:43901", - "issue:44162", "issue:44220", "issue:44242", "issue:44246", @@ -13388,11 +13437,11 @@ "issue:45072", "issue:45103", "issue:45137", - "issue:45200", "issue:45292", "issue:45362", "issue:45375", "issue:45397", + "issue:45561", "issue:45588", "issue:45593", "issue:45759", @@ -13408,6 +13457,7 @@ "issue:46851" ], "soft_pairs": [ + "issue:43540|issue:46752", "issue:45103|issue:46399", "issue:45072|issue:46829", "issue:44295|issue:45397", @@ -13429,203 +13479,209 @@ "issue:44496|issue:45003", "issue:41950|issue:44220", "issue:43540|issue:46655", - "issue:44451|issue:46752", "issue:43262|issue:44246", + "issue:44451|issue:46752", "issue:45375|issue:45759", "issue:44479|issue:46655", "issue:44295|issue:44749", - "issue:44162|issue:45200" + "issue:45003|issue:45561" ], - "prepared_review_unit_hash": "cd8dddf845478ea7a94744ac0a1dfd3e00510399fe0f877429d5c7cb565ef7fc", + "prepared_review_unit_hash": "61cc0828e8a4d6ab928c8a32644a067c775418cbdae5391d375812b6a4143d3a", "component_budget": { - "node_count": 514, - "item_count": 514, - "soft_pair_count": 1891, - "serialized_chars": 980895, - "estimated_input_tokens": 245224, - "estimated_eval_tokens": 490704 + "node_count": 516, + "item_count": 516, + "soft_pair_count": 1900, + "serialized_chars": 985297, + "estimated_input_tokens": 246325, + "estimated_eval_tokens": 492906 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 27, - "serialized_chars": 35864, - "estimated_input_tokens": 8966, - "estimated_eval_tokens": 18188 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35590, + "estimated_input_tokens": 8898, + "estimated_eval_tokens": 18052 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These items are mostly distinct regressions or documentation/config issues that only share broad subsystem/model-family overlap. No soft pair looks like the same concrete bug/change, so I rejected all duplicate candidates.", - "confidence": 0.77, - "canonical_issue_reason": "issue:44479 is the broadest concrete regression in the set: it describes a multi-model v5.3.0 video-input breakage with a clear common failure mode, making it the best single anchor if one issue must represent this cluster.", + "summary": "This cluster is mostly heterogeneous Transformers bug reports with only broad thematic overlap; none of the suggested soft pairs look like true duplicates. The strongest representative issue is the Qwen video regression in v5.3.0.", + "confidence": 0.83, + "canonical_issue_reason": "issue:44479 is the clearest, broadest regression report: it names a specific version break and spans several closely related Qwen video model variants, making it the best triage anchor.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44479 is the most representative issue because it spans multiple related Qwen video models and names a specific regression rather than a narrow, model-specific symptom.", + "best_issue_reason": "issue:44479 best captures the most central user-facing failure pattern in the set and is specific enough to serve as a canonical tracker.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43540", + "right": "issue:46752", + "accept": false, + "reason": "Different code paths: Qwen3OmniMoe video preprocessing vs empty-list chat templating." + }, { "left": "issue:45103", "right": "issue:46399", "accept": false, - "reason": "Both mention loading/registration errors, but one is an auto-docstring crash from future annotations and the other is a Qwen3.5 kernel-registration problem; different code paths and bugs." + "reason": "Unrelated failures: auto-docstring annotation handling vs Qwen3.5 kernel registration." }, { "left": "issue:45072", "right": "issue:46829", "accept": false, - "reason": "These are both output/hidden-state mismatches, but they affect different models and different inference paths; not the same underlying defect." + "reason": "Different models and bugs: bf16 dtype mismatch vs incorrect hidden_states assignment." }, { "left": "issue:44295", "right": "issue:45397", "accept": false, - "reason": "A buffer registration access error is unrelated to the Gemma-4 ZeRO3 from_pretrained failure; only generic training/loading context overlaps." + "reason": "No shared underlying bug: buffer access on position_ids vs gemma-4 ZeRO3 loading." }, { "left": "issue:44246", "right": "issue:44871", "accept": false, - "reason": "One is an import-performance complaint and the other is an eos_token_id config inconsistency; no shared concrete bug." + "reason": "Performance/import issue versus EOS token config mismatch; not the same defect." }, { "left": "issue:43531", "right": "issue:45362", "accept": false, - "reason": "Both are Qwen-related, but one concerns sliding_window handling in MoE models while the other is a chat crash for Qwen3.5; different failure modes." + "reason": "Different Qwen failures: sliding_window logic vs chat crash on Qwen3.5-35B." }, { "left": "issue:45588", "right": "issue:46851", "accept": false, - "reason": "Flash-attention sink handling and variable-length position_ids are separate code paths and symptoms." + "reason": "Different subsystems: flash-attention sink handling vs variable-length position_ids in Qwen3.5." }, { "left": "issue:46614", "right": "issue:46665", "accept": false, - "reason": "Stale phonemizer language state is unrelated to from_pretrained behavior inside Python classes." + "reason": "Tokenizer backend state bug is unrelated to from_pretrained behavior inside classes." }, { "left": "issue:42491", "right": "issue:43299", "accept": false, - "reason": "Both involve Qwen MoE loading, but one is LoRA compatibility across hf4.x/hf5.x while the other is a Qwen3VL MoE load regression; not the same bug." + "reason": "Both are Qwen MoE-related, but one is LoRA compatibility and the other is multimodal model loading; not one bug." }, { "left": "issue:44336", "right": "issue:44485", "accept": false, - "reason": "ANSI escape output in loading_report is unrelated to GLM-5 RoPE implementation." + "reason": "ANSI/report formatting issue is unrelated to RoPE implementation discussion." }, { "left": "issue:45003", "right": "issue:46821", "accept": false, - "reason": "Unsafe sys.modules access in modeling_utils and a TimesFM window_size AttributeError are different issues with no shared code path." + "reason": "sys.modules access bug is unrelated to TimesFM window_size attribute handling." }, { "left": "issue:44242", "right": "issue:45593", "accept": false, - "reason": "Both concern losses, but one is router/load-balancing loss gating and the other is D-FINE auxiliary loss suppression; distinct models and logic." + "reason": "Both involve missing auxiliary losses, but for different models and different triggering flags/code paths." }, { "left": "issue:43550", "right": "issue:46506", "accept": false, - "reason": "torch.compile+SDPA on Bamba is unrelated to CPU/CUDA output differences in PPDocLayoutV3." + "reason": "torch.compile SDPA crash is unrelated to CPU/CUDA result divergence in a different model." }, { "left": "issue:42886", "right": "issue:46132", "accept": false, - "reason": "Offline cache loading and AttentionInterface.register behavior changes are unrelated." + "reason": "Offline cache loading bug is unrelated to AttentionInterface.register behavior change." }, { "left": "issue:44779", "right": "issue:45292", "accept": false, - "reason": "Deepseek tokenizer regression and resize_token_embeddings not updating output embeddings are different functional bugs." + "reason": "Tokenizer output regression is unrelated to resize_token_embeddings not updating output embeddings." }, { "left": "issue:36246", "right": "issue:42757", "accept": false, - "reason": "These are both import errors, but they involve different missing symbols from different packages and unrelated fixes." + "reason": "Both are import errors, but for different symbols, packages, and causes." }, { "left": "issue:36246", "right": "issue:44351", "accept": false, - "reason": "Both are import/export issues, but Qwen2_5_VLImageProcessor and HybridCache are different symbols with different causes." + "reason": "Missing Qwen2_5_VLImageProcessor export is not the same as missing HybridCache export." }, { "left": "issue:43901", "right": "issue:45003", "accept": false, - "reason": "Docs mentioning return_all_scores versus unsafe sys.modules access are not the same issue." + "reason": "Documentation mismatch is unrelated to unsafe sys.modules access." }, { "left": "issue:43257", "right": "issue:45137", "accept": false, - "reason": "DeepSpeed ZeRO3 deque pop error and Qwen3 MoE weight conversion under accelerate+deepspeed are both training-stack issues but not the same concrete bug." + "reason": "Both mention DeepSpeed, but one is Qwen3 MoE weight conversion and the other is a ZeRO3 deque error." }, { "left": "issue:44496", "right": "issue:45003", "accept": false, - "reason": "Unrecognized model config and unsafe sys.modules access are unrelated loading problems." + "reason": "Unrecognized model/config issue is unrelated to sys.modules lookup safety." }, { "left": "issue:41950", "right": "issue:44220", "accept": false, - "reason": "Video-classification pipeline image-processor lookup and _torch_extract_fbank_features are separate media pipeline bugs." + "reason": "Video-classification processor selection bug is unrelated to _torch_extract_fbank_features()." }, { "left": "issue:43540", "right": "issue:46655", "accept": false, - "reason": "Both touch video processing, but one is a Qwen3OmniMoe value error and the other is a SmolVLM padding-calculation bug; different code paths." + "reason": "Different video-processing bugs in different models; no evidence they share the same fix." }, { - "left": "issue:44451", - "right": "issue:46752", + "left": "issue:43262", + "right": "issue:44246", "accept": false, - "reason": "Model loading failure for ScandiBERT is unrelated to apply_chat_template on an empty list." + "reason": "Audio sampling-rate defaulting is unrelated to import slowness." }, { - "left": "issue:43262", - "right": "issue:44246", + "left": "issue:44451", + "right": "issue:46752", "accept": false, - "reason": "Audio processor chat-template sampling rate defaults and slow imports are unrelated." + "reason": "Model loading failure is unrelated to empty-list chat templating." }, { "left": "issue:45375", "right": "issue:45759", "accept": false, - "reason": "Both involve Qwen 3.5/3.6 multimodal config handling, but one is a strict-config field drop and the other is from_config failing to unwrap text_config; different underlying bugs." + "reason": "Both are Qwen multimodal config issues, but one drops a field and the other fails to unwrap text_config; not the same bug." }, { "left": "issue:44479", "right": "issue:46655", "accept": false, - "reason": "Both are video-input regressions, but they affect different models and likely different preprocessing logic; too broad to treat as one duplicate." + "reason": "Both touch video inputs, but the affected models and failure modes differ." }, { "left": "issue:44295", "right": "issue:44749", "accept": false, - "reason": "A buffer/position_ids access issue is unrelated to the Chinese-language performance regression after upgrading transformers." + "reason": "position_ids buffer issue is unrelated to the reported 5.3.0 slowdown regression." }, { - "left": "issue:44162", - "right": "issue:45200", + "left": "issue:45003", + "right": "issue:45561", "accept": false, - "reason": "ESM2 breakage and Gemma 4 mm_token_type_ids defaults are different model-specific problems." + "reason": "Unsafe module access and xdist file race are unrelated test/runtime issues." } ] }, @@ -13647,7 +13703,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-514", + "cluster_id": "cluster-10000-516", "nodes": [ "issue:29870", "issue:30333", @@ -13659,6 +13715,7 @@ "issue:43408", "issue:43475", "issue:43526", + "issue:43540", "issue:43596", "issue:43653", "issue:44038", @@ -13674,8 +13731,8 @@ "issue:44877", "issue:44977", "issue:44987", - "issue:45003", "issue:45137", + "issue:45200", "issue:45250", "issue:45292", "issue:45335", @@ -13683,7 +13740,6 @@ "issue:45397", "issue:45412", "issue:45459", - "issue:45561", "issue:45600", "issue:45656", "issue:45859", @@ -13699,7 +13755,7 @@ "issue:47000" ], "soft_pairs": [ - "issue:45003|issue:45561", + "issue:44162|issue:45200", "issue:45292|issue:47000", "issue:45137|issue:45600", "issue:45859|issue:46399", @@ -13724,192 +13780,205 @@ "issue:45397|issue:45656", "issue:45412|issue:46123", "issue:43065|issue:43408", - "issue:44877|issue:46170" + "issue:44877|issue:46170", + "issue:43475|issue:43540" ], - "prepared_review_unit_hash": "a9f1c0428a4e1e6bc71c92dd075158cc02a20a895f46f90efcb9e8285b7f7051", + "prepared_review_unit_hash": "9a2fc9714ca7dcd3ba8a016695f5471e22f8f242268444f479cdef5feb4ab072", "component_budget": { - "node_count": 514, - "item_count": 514, - "soft_pair_count": 1891, - "serialized_chars": 980895, - "estimated_input_tokens": 245224, - "estimated_eval_tokens": 490704 + "node_count": 516, + "item_count": 516, + "soft_pair_count": 1900, + "serialized_chars": 985297, + "estimated_input_tokens": 246325, + "estimated_eval_tokens": 492906 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 26, - "serialized_chars": 35612, - "estimated_input_tokens": 8903, - "estimated_eval_tokens": 18062 + "soft_pair_count": 27, + "serialized_chars": 35935, + "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 spans unrelated bugs in generation, deepspeed, processors/tokenizers, SAM3, Qwen, DETR, config handling, and CI. None of the soft edges look like the same underlying defect or a single mergeable PR.", - "confidence": 0.98, - "canonical_issue_reason": "No clear canonical issue: the items do not share one underlying bug, so there is no meaningful duplicate hub for the cluster.", + "summary": "No soft edge looks like a true duplicate; the items span unrelated bugs across many models and subsystems.", + "confidence": 0.22, + "canonical_issue_reason": "No single canonical issue stands out because the set is heterogeneous and none of the soft pairs appear to describe the same underlying defect.", "canonical_pr_reason": null, - "best_issue_reason": "No strong representative issue. The closest generic-looking item is 45292, but it is still unrelated to most others and should not be treated as the cluster center.", + "best_issue_reason": "If forced to pick one, issue 44479 is the strongest standalone report because it is a concrete regression with a clearly scoped failure mode, but it is not a duplicate of the others.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:45003", - "right": "issue:45561", + "left": "issue:44162", + "right": "issue:45200", "accept": false, - "reason": "Different failures: unsafe sys.modules access in modeling_utils vs a pytest-xdist race on captured_info.txt in testing utilities." + "reason": "Different model families and failure modes; one is an ESM2 breakage report, the other is a Gemma 4 token-id requirement issue." }, { "left": "issue:45292", "right": "issue:47000", "accept": false, - "reason": "Unrelated bugs: token embedding resize not updating output embeddings vs RT-DETR loss crashing with infeasible cost matrix." + "reason": "Resize-token-embedding behavior is unrelated to RT-DETR loss infeasibility." }, { "left": "issue:45137", "right": "issue:45600", "accept": false, - "reason": "Different code paths and symptoms: DeepSpeed ZeRO3 deque underflow vs stale auto_mappings references to removed Sam3LiteText configs." + "reason": "DeepSpeed ZeRO3 deque/indexing failure is unrelated to a Sam3LiteText config reference in auto_mappings." }, { "left": "issue:45859", "right": "issue:46399", "accept": false, - "reason": "Both involve Qwen3.5-family models, but one is CPU offload incompatibility in rotary embedding and the other is a missing registration decorator crash with use_kernels=True." + "reason": "Both are Qwen3.5-related, but one is CPU-offload incompatibility in rotary embedding and the other is a kernel registration/decorator error." }, { "left": "issue:43295", "right": "issue:45292", "accept": false, - "reason": "Different regressions: processor/tokenizer API breakage vs resize_token_embeddings not propagating to output embeddings." + "reason": "Processor/tokenizer regression is unrelated to embedding-resize not updating output embeddings." }, { "left": "issue:36246", "right": "issue:43596", "accept": false, - "reason": "Completely different problems: missing Qwen2_5_VLImageProcessor import vs DeepSpeed ZeRO3/BertModel IndexError." + "reason": "ImportError for a missing image processor class is not the same as the ZeRO3/BertModel empty-tensor index error." }, { "left": "issue:43475", "right": "issue:46369", "accept": false, - "reason": "Same broad SAM3 area, but distinct bugs: missing fpn_position_embeddings attribute vs memory overflow when calling sam3-litetext." + "reason": "Both mention SAM3, but one is a missing attribute on vision encoder output and the other is a memory overflow in sam3-litetext." }, { "left": "issue:44466", "right": "issue:45335", "accept": false, - "reason": "Related to tied embeddings/resize behavior, but not the same bug: device-dependent lm_head serialization vs t5gemma decoder.embed_tokens not updating." + "reason": "Both touch embeddings, but one is device-dependent serialization of tied weights and the other is resize_token_embeddings not reaching decoder.embed_tokens." }, { "left": "issue:44623", "right": "issue:46726", "accept": false, - "reason": "Different processor issues: save_pretrained missing files vs AutoProcessor complaining about missing vision backend." + "reason": "Missing files in save_pretrained is a different bug from AutoProcessor failing when a required vision backend is absent." }, { "left": "issue:44877", "right": "issue:45375", "accept": false, - "reason": "Both mention strict config, but the concrete defects differ: granite_speech loading blocked vs Qwen3_5MoeVisionConfig field being silently dropped." + "reason": "Both involve strict config handling, but they are different model configs and different symptoms." }, { "left": "issue:44242", "right": "issue:44857", "accept": false, - "reason": "Unrelated modeling bugs: MoE load-balancing loss omission vs LwDetrImageLoss crashing under float16 AMP on CUDA." + "reason": "Load-balancing loss gating is unrelated to an AMP/CUDA crash in LwDetrImageLoss." }, { "left": "issue:44038", "right": "issue:46506", "accept": false, - "reason": "Different models and failures: Qwen3-VL-Moe / transformers 5.0 breakage vs CPU/CUDA output mismatch in PPDocLayoutV3." + "reason": "These concern different models and different problems; one is a Qwen3-VL-Moe issue, the other is CPU/CUDA result divergence in PPDocLayoutV3." }, { "left": "issue:43526", "right": "issue:46897", "accept": false, - "reason": "Different label-processing bug vs ASR training-loss double-shift bug; same general ML area but not the same defect." + "reason": "BEiT reduce_labels returning one label is unrelated to a Florence2 double-shift training-loss bug." }, { "left": "issue:44987", "right": "issue:45459", "accept": false, - "reason": "Loading regression for physical-intelligence/fast vs tokenizer error masking when protobuf is missing; no shared code-path bug." + "reason": "Version-specific loading failure is unrelated to exception masking when protobuf is missing." }, { "left": "issue:29870", "right": "issue:30333", "accept": false, - "reason": "Generation-time Bart unbound local error vs MLflow reporting not updated after training failure; unrelated functionality." + "reason": "A Bart generate() UnboundLocalError has no relation to MLFlow reporting after training failure." }, { "left": "issue:43352", "right": "issue:45250", "accept": false, - "reason": "One is a model-specific unsupported Flash Attention 2 guard, the other is a generic Flash Attention 2 topic; not the same concrete bug." + "reason": "The first is a specific model not supporting Flash Attention 2.0 yet; the second is too generic and not demonstrably the same defect." }, { "left": "issue:43526", "right": "issue:46894", "accept": false, - "reason": "Different issues despite similar 'double' wording: BEiT label reduction bug vs CohereASR training-loss double-shift bug." + "reason": "BEiT label reduction and CohereASR training-loss double-shift are unrelated bugs." }, { "left": "issue:44479", "right": "issue:46170", "accept": false, - "reason": "Unrelated: video-input regression for Qwen vision-language models vs Windows/ROCm import/type dependency problems." + "reason": "A video-input regression in Qwen models is unrelated to a Windows/ROCm torch.distributed import/type error." }, { "left": "issue:42199", "right": "issue:46851", "accept": false, - "reason": "Different model families and failure modes: DETR cardinality/background-class error vs Qwen3.5 variable-length position_ids behavior." + "reason": "DETR cardinality validation and Qwen3.5 variable-length position_ids are different code paths and failure modes." }, { "left": "issue:44060", "right": "issue:44077", "accept": false, - "reason": "Different issues in the Qwen/patchtsmixer ecosystem: tied-weights warning vs optional post_init policy change." + "reason": "Incorrect tied-weights warning logic is unrelated to a patchtsmixer post_init allowance change." }, { "left": "issue:44368", "right": "issue:44977", "accept": false, - "reason": "One is a tied-embeddings warning in LoRA fine-tuning, the other is a flash-attention generation failure for Qwen3.5." + "reason": "A tie_word_embeddings warning during LoRA fine-tuning is not the same as a flash-attention generation regression." }, { "left": "issue:43653", "right": "issue:44162", "accept": false, - "reason": "Different tokenizer/model bugs: BigBirdTokenizer special-token decode problem vs ESM2 being broken." + "reason": "BigBird tokenizer special-token registration bug is unrelated to ESM2 breakage." }, { "left": "issue:45397", "right": "issue:45656", "accept": false, - "reason": "Different DeepSpeed problems: gemma-4 from_pretrained failure vs optimizer.step being called twice." + "reason": "Gemma-4 ZeRO3 from_pretrained loading and a double optimizer-step issue in DeepSpeed are distinct problems." }, { "left": "issue:45412", "right": "issue:46123", "accept": false, - "reason": "Memory/resource management in RT-DETR vs a MaskGenerationPipeline partial-batch bookkeeping bug; not the same defect." + "reason": "RT-DETR model memory leakage and MaskGenerationPipeline partial-batch dropping are unrelated." }, { "left": "issue:43065", "right": "issue:43408", "accept": false, - "reason": "Different SAM3 issues: dummy Conv2d in Sam3PixelDecoder vs wrong model type warning when loading sam3_video into sam3_tracker." + "reason": "A dummy Conv2d in Sam3PixelDecoder is not the same issue as a sam3_video vs sam3_tracker model-type warning." }, { "left": "issue:44877", - "right": "issue:46170", + "right": "issue:45375", + "accept": false, + "reason": "Repeated: these are different strict-config bugs on different models, not duplicates." + }, + { + "left": "issue:43475", + "right": "issue:43540", + "accept": false, + "reason": "Missing fpn_position_embeddings in Sam3VisionEncoderOutput is unrelated to a Qwen3OmniMoe video-input ValueError." + }, + { + "left": "issue:45292", + "right": "issue:47000", "accept": false, - "reason": "Strict config loading issue vs Windows/ROCm torch.distributed dependency failure; unrelated code paths." + "reason": "Repeated: resize_token_embeddings affecting embeddings is unrelated to RT-DETR cost-matrix infeasibility." } ] }, @@ -13931,12 +14000,12 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-514", + "cluster_id": "cluster-10000-516", "nodes": [ "issue:42886", + "issue:42994", "issue:43065", - "issue:43475", - "issue:43540", + "issue:43482", "issue:43646", "issue:43701", "issue:43723", @@ -13983,7 +14052,6 @@ "issue:47145" ], "soft_pairs": [ - "issue:43475|issue:43540", "issue:46170|issue:46832", "issue:42886|issue:45229", "issue:43723|issue:46710", @@ -14004,223 +14072,218 @@ "issue:44297|issue:44623", "issue:43065|issue:46123", "issue:43994|issue:46726", - "issue:44749|issue:45656", "issue:43701|issue:44749", + "issue:44749|issue:45656", "issue:43646|issue:44162", "issue:44623|issue:45656", "issue:46752|issue:47020", - "issue:44871|issue:46132", "issue:44964|issue:45137", - "issue:45375|issue:45478" + "issue:44871|issue:46132", + "issue:45375|issue:45478", + "issue:42994|issue:43482" ], - "prepared_review_unit_hash": "6cd7e63e15c22fd5aef32fab4a7934487e4176fbf51590d5e25e89b176676ec5", + "prepared_review_unit_hash": "979d2f3aa910b31aa85ff9cdb9d021788d8eb3ab48a3875393184498bb92df93", "component_budget": { - "node_count": 514, - "item_count": 514, - "soft_pair_count": 1891, - "serialized_chars": 980895, - "estimated_input_tokens": 245224, - "estimated_eval_tokens": 490704 + "node_count": 516, + "item_count": 516, + "soft_pair_count": 1900, + "serialized_chars": 985297, + "estimated_input_tokens": 246325, + "estimated_eval_tokens": 492906 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 29, - "serialized_chars": 36618, - "estimated_input_tokens": 9155, - "estimated_eval_tokens": 18566 + "serialized_chars": 36558, + "estimated_input_tokens": 9140, + "estimated_eval_tokens": 18536 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous: most pairs are different bugs across unrelated models, pipelines, or subsystems. The only clear duplicate-looking pair is the Qwen3.5 MoE config/load failure; everything else should stay separate.", - "confidence": 0.79, - "canonical_issue_reason": "issue:45375 is the best canonical issue because it identifies the likely root cause directly: Qwen3_5MoeVisionConfig is missing deepstack_visual_indexes and @strict drops it, which explains the broader from_pretrained failure.", + "summary": "Most pairs are only superficially similar and do not look like true duplicates. The only likely duplicate pair is the Qwen3.5 MoE config-loading failure reports (45375/45478).", + "confidence": 0.86, + "canonical_issue_reason": "issue:45375 is the most specific root-cause report: it names the missing `deepstack_visual_indexes` field and explains the strict-loading drop, which makes it the best anchor for the duplicate set.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45375 is the strongest representative issue in the set: it is specific, root-cause oriented, and directly describes the underlying config/schema regression.", + "best_issue_reason": "issue:45375 is the clearest and most actionable description of the underlying bug, while 45478 reads as a broader symptom report.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:43475", - "right": "issue:43540", - "accept": false, - "reason": "Different models and failures: SAM 3 video attribute error vs Qwen3OmniMoe video input validation." - }, { "left": "issue:46170", "right": "issue:46832", "accept": false, - "reason": "Unrelated subsystems: Windows/ROCm import dependency error vs RT-DETR forward shape/type error." + "reason": "Different failures in different code paths: Windows/ROCm import-time dependency handling vs RT-DETR forward shape mismatch." }, { "left": "issue:42886", "right": "issue:45229", "accept": false, - "reason": "Both are transformer bugs, but one is offline tokenizer cache loading and the other is Gemma multi-GPU OOM." + "reason": "Tokenizer offline cache loading and Gemma4 multi-GPU OOM are unrelated." }, { "left": "issue:43723", "right": "issue:46710", "accept": false, - "reason": "Tokenizer loading regression vs model accuracy regression after upgrade; not the same bug." + "reason": "Both involve v5 upgrades, but one is tokenizer loading while the other is an accuracy regression in a model; not the same bug." }, { "left": "issue:43931", "right": "issue:44368", "accept": false, - "reason": "Weight-shape mismatch on Qwen3-VL load is unrelated to a warning about tie_word_embeddings in fine-tuning." + "reason": "Qwen3-VL weight-shape mismatch and a tie_word_embeddings warning are different issues." }, { "left": "issue:44188", "right": "issue:46202", "accept": false, - "reason": "Different code paths: torch.compile attention-kernel divergence vs Gemma pipeline roundtrip/tokenization issue." + "reason": "Different problem classes: torch.compile attention-kernel divergence vs Gemma pipeline roundtrip/tokenization behavior." }, { "left": "issue:44368", "right": "issue:45563", "accept": false, - "reason": "A config warning about tied embeddings is unrelated to a stale generate() warning on num_return_sequences." + "reason": "A config warning about `tie_word_embeddings` is not the same as a stale warning on `num_return_sequences`." }, { "left": "issue:44995", "right": "issue:45200", "accept": false, - "reason": "Stale MoE indexer cache on second forward is not the same as Gemma 4 missing mm_token_type_ids defaults." + "reason": "GlmMoeDsa second-pass cache crash and Gemma4 `mm_token_type_ids` defaulting are different bugs." }, { "left": "issue:46132", "right": "issue:47145", "accept": false, - "reason": "AttentionInterface registration behavior change is unrelated to FP8 checkpoint loading missing weight_scale." + "reason": "AttentionInterface registration semantics and FP8 checkpoint weight-scale loading are unrelated." }, { "left": "issue:44483", "right": "issue:46202", "accept": false, - "reason": "Chat/completions API rejection and Gemma pipeline roundtrip failure are different bugs." + "reason": "API request rejection in /v1/chat/completions is not the same as a Gemma pipeline roundtrip failure." }, { "left": "issue:43906", "right": "issue:46202", "accept": false, - "reason": "An isolated reproduction of another issue is not the same as a Gemma tokenizer roundtrip failure." + "reason": "The isolated reproduction issue does not match the Gemma tokenizer/pipeline failure described here." }, { "left": "issue:44188", "right": "issue:46421", "accept": false, - "reason": "torch.compile attention divergence and cache lazy-init recompilation are distinct problems." + "reason": "Both mention compile/cache behavior, but one is attention-kernel divergence and the other is spurious recompilation from cache initialization." }, { "left": "issue:45593", "right": "issue:47068", "accept": false, - "reason": "D-FINE auxiliary-loss logic is unrelated to a deepspeed loss host-sync concern." + "reason": "D-FINE auxiliary-loss behavior and DeepSpeed loss host-sync concern are different code paths and symptoms." }, { "left": "issue:44995", "right": "issue:45588", "accept": false, - "reason": "Stale MoE cache on second forward is unrelated to flash_attention crashing on s_aux=None." + "reason": "A stale indexer cache crash is not the same as flash-attention crashing on `s_aux=None`." }, { "left": "issue:45987", "right": "issue:46082", "accept": false, - "reason": "Cache return-type contract bug and LlamaConfig head_dim validation are different issues." + "reason": "StaticCache return-type contract and LlamaConfig head_dim validation are unrelated." }, { "left": "issue:45685", "right": "issue:46431", "accept": false, - "reason": "MPS histogram failure in MoE has no overlap with missing chat-template support in a processor." + "reason": "MPS histogram support for Int and missing chat templates are separate failures." }, { "left": "issue:44361", "right": "issue:44749", "accept": false, - "reason": "Tokenizer AttributeError on tasks is unrelated to a performance regression after upgrade." + "reason": "Tokenizer AttributeError on tasks and a Transformers upgrade slowdown are not the same underlying issue." }, { "left": "issue:45103", "right": "issue:46858", "accept": false, - "reason": "auto_docstring crashes with future annotations; this is unrelated to static cache seq-length behavior under torch.compile." + "reason": "Auto-docstring annotations handling and cache seq-length device-tensor behavior are unrelated." }, { "left": "issue:44297", "right": "issue:44623", "accept": false, - "reason": "Tokenizer save_pretrained metadata mismatch and processor save_pretrained missing files are related only superficially." + "reason": "Tokenizer save writing the wrong class and processor save missing files are different save_pretrained bugs." }, { "left": "issue:43065", "right": "issue:46123", "accept": false, - "reason": "SAM3 pixel decoder dummy Conv2d is unrelated to MaskGenerationPipeline dropping the final partial batch." + "reason": "Dummy Conv2d in Sam3PixelDecoder and MaskGenerationPipeline partial-batch handling are unrelated." }, { "left": "issue:43994", "right": "issue:46726", "accept": false, - "reason": "Siglip2 nonsensical outputs and missing-vision-backend processor detection are different failure modes." + "reason": "Nonsensical results from a model/pipeline and missing vision-backend handling in AutoProcessor are different issues." }, { - "left": "issue:44749", - "right": "issue:45656", + "left": "issue:43701", + "right": "issue:44749", "accept": false, - "reason": "Performance slowdown after upgrade is not the same as deepspeed calling optimizer.step() twice." + "reason": "Checkpoint key mismatch and performance regression after upgrade are not the same bug." }, { - "left": "issue:43701", - "right": "issue:44749", + "left": "issue:44749", + "right": "issue:45656", "accept": false, - "reason": "Checkpoint key mismatch and post-upgrade slowdown do not share a concrete code-path bug." + "reason": "A slowdown after upgrading Transformers is unrelated to DeepSpeed calling optimizer.step twice." }, { "left": "issue:43646", "right": "issue:44162", "accept": false, - "reason": "Custom model initialization breakage and ESM2 breakage are both upgrade regressions but not the same defect." + "reason": "Generic v5 custom-model initialization breakage and an ESM2-specific regression are too different to merge." }, { "left": "issue:44623", "right": "issue:45656", "accept": false, - "reason": "Processor serialization missing files is unrelated to deepspeed double optimizer stepping." + "reason": "Missing processor save files and duplicate optimizer stepping are different problems." }, { "left": "issue:46752", "right": "issue:47020", "accept": false, - "reason": "Empty chat-template input IndexError and XLMRobertaTokenizer Unigram construction error are unrelated." + "reason": "Empty-list chat template crash and XLMRobertaTokenizer Unigram init type mismatch are unrelated." }, { - "left": "issue:44871", - "right": "issue:46132", + "left": "issue:44964", + "right": "issue:45137", "accept": false, - "reason": "Gemma eos_token_id inconsistency does not match AttentionInterface.register behavior change." + "reason": "Phi-4 multimodal loading failure and DeepSpeed ZeRO3 deque underflow are unrelated." }, { - "left": "issue:44964", - "right": "issue:45137", + "left": "issue:44871", + "right": "issue:46132", "accept": false, - "reason": "Phi-4 multimodal load failure and DeepSpeed ZeRO3 deque underflow are unrelated." + "reason": "Gemma eos_token_id inconsistency and AttentionInterface.register behavior changes are different issues." }, { "left": "issue:45375", "right": "issue:45478", "accept": true, - "reason": "Likely same Qwen3.5 MoE loading regression: the config issue explains the broader from_pretrained error." + "reason": "Both describe the same Qwen3.5 MoE loading/config failure; 45375 gives the concrete missing-field root cause while 45478 reports the broader from_pretrained error." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative. The canonical pair 45375/45478 is well supported by the titles and looks mergeable as the same Qwen3.5 MoE config/loading fix. The other soft-edge rejections are cautious and consistent with the visible evidence; no overstatement stands out." + "feedback": "The summary is well grounded in the packet, and the only accepted pair (45375/45478) is a conservative, defensible duplicate call: both concern Qwen3.5 MoE loading/config failures, with 45375 providing the more specific root cause. The rejected soft-edge pairs are phrased conservatively and do not overstate evidence." }, "evaluator_used": true, "retried": false, @@ -14239,7 +14302,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-514", + "cluster_id": "cluster-10000-516", "nodes": [ "issue:28282", "issue:30990", @@ -14250,7 +14313,6 @@ "issue:42994", "issue:43232", "issue:43475", - "issue:43482", "issue:43525", "issue:43643", "issue:43673", @@ -14278,6 +14340,7 @@ "issue:45397", "issue:45406", "issue:45561", + "issue:45593", "issue:45753", "issue:46202", "issue:46326", @@ -14291,21 +14354,20 @@ "issue:47059" ], "soft_pairs": [ - "issue:42994|issue:43482", "issue:43475|issue:46821", "issue:43475|issue:43643", - "issue:45230|issue:45397", - "issue:44188|issue:46851", "issue:39692|issue:46726", + "issue:44188|issue:46851", + "issue:45230|issue:45397", "issue:43232|issue:43673", - "issue:28282|issue:30990", "issue:44373|issue:46851", - "issue:45310|issue:45375", + "issue:28282|issue:30990", "issue:43986|issue:46726", + "issue:45310|issue:45375", "issue:44038|issue:44623", "issue:46877|issue:47000", - "issue:41628|issue:44933", "issue:46463|issue:46877", + "issue:41628|issue:44933", "issue:42994|issue:43525", "issue:44869|issue:45356", "issue:43723|issue:46326", @@ -14317,184 +14379,179 @@ "issue:36010|issue:41628", "issue:42994|issue:43824", "issue:44945|issue:45753", - "issue:45561|issue:47059", "issue:44038|issue:45310", + "issue:45561|issue:47059", "issue:44857|issue:46877", - "issue:44661|issue:47059", - "issue:45406|issue:46202" + "issue:45406|issue:46202", + "issue:45593|issue:46877", + "issue:44661|issue:47059" ], - "prepared_review_unit_hash": "08fb64bae1a853ebd56a7044612aa6d2f2592ffa2d4247288ebfce24e54727ae", + "prepared_review_unit_hash": "ed3a4d713f1626bf078780559e6ec2ea00e5578ff98a838459407ceb4dca02c0", "component_budget": { - "node_count": 514, - "item_count": 514, - "soft_pair_count": 1891, - "serialized_chars": 980895, - "estimated_input_tokens": 245224, - "estimated_eval_tokens": 490704 + "node_count": 516, + "item_count": 516, + "soft_pair_count": 1900, + "serialized_chars": 985297, + "estimated_input_tokens": 246325, + "estimated_eval_tokens": 492906 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 31, - "serialized_chars": 36646, - "estimated_input_tokens": 9162, - "estimated_eval_tokens": 18580 + "serialized_chars": 36666, + "estimated_input_tokens": 9167, + "estimated_eval_tokens": 18590 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a loose mix of transformer import, generation, tokenizer, and model-specific regression reports. The soft links are mostly superficial wording overlap rather than the same underlying bug, so I would not merge any of them as duplicates.", - "confidence": 0.84, - "canonical_issue_reason": "issue:41628 is the broadest and most central import-regression report in the set, and it best represents the small import-error subset of this loose cluster.", + "summary": "Mostly a heterogeneous set of closed Transformers issues. There are a few loose thematic overlaps around import/export regressions and model-family-specific runtime errors, but none of the soft-edge pairs look like the same concrete bug/change.", + "confidence": 0.55, + "canonical_issue_reason": "Issue 41628 is the most broadly representative of the cluster\u2019s recurring API/import-regression theme and is a clear, concrete failure report.", "canonical_pr_reason": null, - "best_issue_reason": "issue:41628 is the most generally framed user-facing failure here and the closest thing to a cluster anchor, though the overall set is still heterogeneous.", + "best_issue_reason": "Issue 41628 is a good global representative because it is specific, user-facing, and closer than the other items to the repeated import/export breakage pattern seen in this set.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:42994", - "right": "issue:43482", - "accept": false, - "reason": "Save failure for quantized models and GGUF loading failure are different code paths and different operations." - }, { "left": "issue:43475", "right": "issue:46821", "accept": false, - "reason": "Different models and different missing attributes; SAM3 video output bug is unrelated to TimesFM window_size." + "reason": "Different models and code paths: SAM3 vision encoder output vs TimesFM window_size handling." }, { "left": "issue:43475", "right": "issue:43643", "accept": false, - "reason": "One is a model output attribute bug, the other is a generic remote-code config field loss issue." + "reason": "One is a missing field on a model output object; the other is missing config fields from trust_remote_code AutoConfig loading." }, { - "left": "issue:45230", - "right": "issue:45397", + "left": "issue:39692", + "right": "issue:46726", "accept": false, - "reason": "Generic bug report versus a specific gemma-4 ZeRO3 from_pretrained failure; not the same underlying issue." + "reason": "Docs/example errors are not the same as AutoProcessor backend-missing import behavior." }, { "left": "issue:44188", "right": "issue:46851", "accept": false, - "reason": "torch.compile attention-kernel divergence is unrelated to Qwen3.5 variable-length position_ids handling." + "reason": "Both mention Qwen3.5-related inference, but one is attention-kernel branching under torch.compile and the other is variable-length position_ids behavior." }, { - "left": "issue:39692", - "right": "issue:46726", + "left": "issue:45230", + "right": "issue:45397", "accept": false, - "reason": "Documentation example errors are separate from runtime missing-vision-backend processor behavior." + "reason": "The first is a generic bug report title with no concrete match; the second is a specific gemma-4 zero3 from_pretrained issue." }, { "left": "issue:43232", "right": "issue:43673", "accept": false, - "reason": "Both mention generation, but they target different failures: sync_gpus kwargs handling vs chunked_prefill cache access." - }, - { - "left": "issue:28282", - "right": "issue:30990", - "accept": false, - "reason": "Missing PyTorch dependency and sentence-transformers hanging on load are different problems." + "reason": "Both are generation-related, but they describe different failures in different generation internals." }, { "left": "issue:44373", "right": "issue:46851", "accept": false, - "reason": "A wrong docstring is not the same as a runtime bug in variable-length position_ids handling." + "reason": "Wrong docstring is documentation-only; the other is a runtime bug with variable-length inputs." }, { - "left": "issue:45310", - "right": "issue:45375", + "left": "issue:28282", + "right": "issue:30990", "accept": false, - "reason": "Related model family, but one is a from_pretrained error and the other is a silent config-field drop." + "reason": "PyTorch import failure and Sentence Transformers loading hang are unrelated symptoms and code paths." }, { "left": "issue:43986", "right": "issue:46726", "accept": false, - "reason": "Both mention vision backends, but they describe different loaders and different missing-backend failures." + "reason": "Both involve AutoProcessor, but one is missing torchvision for a video model and the other is an unrecognized image processor message." + }, + { + "left": "issue:45310", + "right": "issue:45375", + "accept": false, + "reason": "Both are Qwen3.5-related, but one is a from_pretrained error and the other is a missing config field dropped by strict parsing." }, { "left": "issue:44038", "right": "issue:44623", "accept": false, - "reason": "A Qwen3-VL-Moe bug and processor.save_pretrained missing files are unrelated failures." + "reason": "One is a Qwen3-VL-Moe bug; the other is processor.save_pretrained missing files." }, { "left": "issue:46877", "right": "issue:47000", "accept": false, - "reason": "Import-time doc-lint output and an RTDetr loss crash are entirely unrelated." + "reason": "auto_docstring import-time stdout diagnostics and RTDetrLoss infeasible cost matrix are unrelated." }, { - "left": "issue:41628", - "right": "issue:44933", + "left": "issue:46463", + "right": "issue:46877", "accept": false, - "reason": "Both are import errors, but they are for different symbols and different modules." + "reason": "Decoder input validation messaging and docstring lint output are different subsystems and failure modes." }, { - "left": "issue:46463", - "right": "issue:46877", + "left": "issue:41628", + "right": "issue:44933", "accept": false, - "reason": "T5 decoder-input validation messaging has nothing to do with doc-lint output at import time." + "reason": "Both are import-related, but they concern different modules and symbols, not the same missing export." }, { "left": "issue:42994", "right": "issue:43525", "accept": false, - "reason": "Quantized saving failure and missing pad_token_id on Llama4Config are different bugs." + "reason": "Quantized model saving failure is unrelated to Llama4Config missing pad_token_id." }, { "left": "issue:44869", "right": "issue:45356", "accept": false, - "reason": "Whisper timestamp decoding crash and Gemma/Kimi tokenizer regression are separate tokenizer issues." + "reason": "Whisper decode crash on a trailing replacement character is not the same as the Kimi tokenizer regression." }, { "left": "issue:43723", "right": "issue:46326", "accept": false, - "reason": "Tokenizer loading in v5 and mistral_common continue_final_message are different tokenizer paths." + "reason": "Both are tokenizer-related, but one is AutoTokenizer loading in v5 and the other is continue_final_message on mistral_common tokenizers." }, { "left": "issue:42371", "right": "issue:45092", "accept": false, - "reason": "TF32 API guidance and InternVL2 meta-initialization incompatibility are unrelated." + "reason": "TF32 settings API guidance is unrelated to remote-code checkpoint/meta-init incompatibility." }, { "left": "issue:43784", "right": "issue:46399", "accept": false, - "reason": "Sentence-transformers import NameError and Qwen3.5 kernel registration failure are unrelated." + "reason": "Import-time NameError in sentence-transformers and a Qwen3.5 kernel registration crash are different bugs." }, { "left": "issue:43873", "right": "issue:44945", "accept": false, - "reason": "Quantization offloading behavior and pipeline-parallel output correctness are different issues." + "reason": "Quantization/offloading behavior and pipeline-parallel incorrect output are distinct problems." }, { "left": "issue:45137", "right": "issue:47000", "accept": false, - "reason": "DeepSpeed ZeRO3 deque underflow and RTDetr loss infeasibility are unrelated crashes." + "reason": "DeepSpeed ZeRO3 deque underflow and RTDetrLoss cost-matrix infeasibility are unrelated." }, { "left": "issue:41628", "right": "issue:44351", "accept": false, - "reason": "Different missing imports: AutoImageProcessor versus HybridCache." + "reason": "Both are import errors, but they are for different symbols and likely different fixes." }, { "left": "issue:36010", "right": "issue:41628", "accept": false, - "reason": "GenerationMixin import failure and AutoImageProcessor import failure are distinct compatibility issues." + "reason": "GenerationMixin import from transformers.generation and AutoImageProcessor import from transformers are separate missing-symbol regressions." }, { "left": "issue:42994", @@ -14506,37 +14563,43 @@ "left": "issue:44945", "right": "issue:45753", "accept": false, - "reason": "Pipeline-parallel output errors and a Qwen3.5 infinite-loop case are not the same bug." + "reason": "Pipeline parallelism output correctness and a specific-image infinite loop are different runtime failures." }, { - "left": "issue:45561", - "right": "issue:47059", + "left": "issue:44038", + "right": "issue:45310", "accept": false, - "reason": "pytest-xdist file-race in testing utils and a huggingface_hub CLI attribute error are unrelated." + "reason": "Both mention Qwen3.5/Qwen3.5-Moe, but the concrete failures are different from_pretrained/bug paths." }, { - "left": "issue:44038", - "right": "issue:45310", + "left": "issue:45561", + "right": "issue:47059", "accept": false, - "reason": "Same model family, but different versions and different failure modes; not mergeable as one bug." + "reason": "pytest-xdist race in testing utils and a cli incompatibility with huggingface_hub are unrelated." }, { "left": "issue:44857", "right": "issue:46877", "accept": false, - "reason": "CUDA AMP loss crash and doc-lint stdout at import time are completely different problems." + "reason": "CUDA float16 loss crash and docstring lint stdout noise are unrelated." }, { - "left": "issue:44661", - "right": "issue:47059", + "left": "issue:45406", + "right": "issue:46202", "accept": false, - "reason": "Model-generation mapping logic and CLI completion compatibility are unrelated." + "reason": "Gemma4Processor missing _tokenizer and Gemma pipeline roundtrip on \u2581 are different issues." }, { - "left": "issue:45406", - "right": "issue:46202", + "left": "issue:45593", + "right": "issue:46877", + "accept": false, + "reason": "D-FINE auxiliary-loss behavior and docstring lint output are unrelated." + }, + { + "left": "issue:44661", + "right": "issue:47059", "accept": false, - "reason": "Gemma4 processor missing _tokenizer and Gemma pipeline roundtrip issues are different defects." + "reason": "Model-mapping logic failure and CLI completion attr error are not the same bug." } ] }, @@ -14558,7 +14621,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-514", + "cluster_id": "cluster-10000-516", "nodes": [ "issue:30333", "issue:30990", @@ -14573,6 +14636,8 @@ "issue:43479", "issue:43704", "issue:43723", + "issue:43784", + "issue:43824", "issue:43976", "issue:44016", "issue:44079", @@ -14591,7 +14656,6 @@ "issue:45310", "issue:45405", "issue:45561", - "issue:45593", "issue:45600", "issue:45712", "issue:45812", @@ -14609,7 +14673,6 @@ "issue:47085" ], "soft_pairs": [ - "issue:45593|issue:46877", "issue:44222|issue:45310", "issue:45081|issue:45103", "issue:46202|issue:46701", @@ -14623,9 +14686,9 @@ "issue:44743|issue:47068", "issue:43976|issue:44933", "issue:30990|issue:35141", - "issue:45561|issue:45600", "issue:43479|issue:46829", "issue:42898|issue:44568", + "issue:45561|issue:45600", "issue:42175|issue:45712", "issue:44568|issue:47085", "issue:44623|issue:45310", @@ -14638,229 +14701,230 @@ "issue:43479|issue:44869", "issue:44016|issue:46231", "issue:39692|issue:46909", - "issue:43479|issue:44079", - "issue:42898|issue:44779" + "issue:43784|issue:43824", + "issue:42898|issue:44779", + "issue:43479|issue:44079" ], - "prepared_review_unit_hash": "fceeb80d80ee08c311bd8abfa74948b00f997a653319e2e83a9d46f7de96b2be", + "prepared_review_unit_hash": "4a3f76297b34ea9e55df28742235d3512d7289da2f02d161e173fd744f1620b3", "component_budget": { - "node_count": 514, - "item_count": 514, - "soft_pair_count": 1891, - "serialized_chars": 980895, - "estimated_input_tokens": 245224, - "estimated_eval_tokens": 490704 + "node_count": 516, + "item_count": 516, + "soft_pair_count": 1900, + "serialized_chars": 985297, + "estimated_input_tokens": 246325, + "estimated_eval_tokens": 492906 }, "budget": { - "node_count": 47, - "item_count": 47, + "node_count": 48, + "item_count": 48, "soft_pair_count": 31, - "serialized_chars": 36553, - "estimated_input_tokens": 9139, - "estimated_eval_tokens": 18534 + "serialized_chars": 37166, + "estimated_input_tokens": 9292, + "estimated_eval_tokens": 18840 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is mostly heterogeneous; the only clear duplicate pair is the Qwen3ForCausalLM VRAM leak report. No pull requests are present.", - "confidence": 0.95, - "canonical_issue_reason": "issue:42673 is the stronger canonical issue because it is the more detailed, earlier report of the same Qwen3ForCausalLM VRAM leak in multi-dataloader-thread usage; issue:43704 is a later near-identical repeat.", + "summary": "Mostly a heterogeneous set of issues with a few tokenizer/v5 regressions mixed in; the only clear duplicate pair is the Qwen3ForCausalLM VRAM leak report (42673/43704).", + "confidence": 0.69, + "canonical_issue_reason": "issue:42673 is the best canonical anchor: it is the earlier, more detailed VRAM-leak report, and issue:43704 is a later near-verbatim duplicate.", "canonical_pr_reason": null, - "best_issue_reason": "issue:42673 is the best representative issue for the only confirmed duplicate subcluster and has the richest original description.", + "best_issue_reason": "issue:42673 is the strongest issue to keep for this cluster because it is the only exact duplicate target and the most concrete, well-described bug report in the set.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:45593", - "right": "issue:46877", - "accept": false, - "reason": "Different bugs: FP8/auxiliary-loss behavior vs auto_docstring import-time stderr logging." - }, { "left": "issue:44222", "right": "issue:45310", "accept": false, - "reason": "Both mention MoE/FP8, but one is save_pretrained behavior and the other is from_pretrained loading failure; not the same bug." + "reason": "Both involve MoE/FP8, but one is save_pretrained behavior and the other is a from_pretrained load error; different bugs." }, { "left": "issue:45081", "right": "issue:45103", "accept": false, - "reason": "Both are AttributeError crashes, but in unrelated code paths (Mistral regex patching vs auto_docstring kwargs processing)." + "reason": "Tokenizer regex loading crash vs auto_docstring crash from future annotations; unrelated code paths." }, { "left": "issue:46202", "right": "issue:46701", "accept": false, - "reason": "Both are Gemma-related, but one is tokenizer roundtrip on \u2581 and the other is an image-text pipeline output issue." + "reason": "Both are Gemma-related, but one is a tokenization roundtrip edge case and the other is a generation/pipeline failure." }, { "left": "issue:43232", "right": "issue:44792", "accept": false, - "reason": "Unrelated generation-state bug vs a janus test failure." + "reason": "Generation kwargs handling after sync_gpus is unrelated to the Janus image-generation test failure." }, { "left": "issue:42673", "right": "issue:43704", "accept": true, - "reason": "Same issue: identical title and same Qwen3ForCausalLM VRAM leak when used across multiple dataloader threads." + "reason": "Same title and same symptom: Qwen3ForCausalLM VRAM leak in multiple dataloader threads; 43704 is a duplicate report." }, { "left": "issue:42831", "right": "issue:44222", "accept": false, - "reason": "Different FP8 problems: accuracy regression vs save_pretrained on MoE." + "reason": "Both mention FP8, but one is an accuracy issue and the other is a save_pretrained MoE issue; not the same bug." }, { "left": "issue:42175", "right": "issue:44933", "accept": false, - "reason": "Different subsystems: backend extras installation vs image_utils import regression." + "reason": "TensorFlow backend packaging and an image_utils import problem are unrelated." }, { "left": "issue:44496", "right": "issue:45561", "accept": false, - "reason": "Unrelated: model loading/config error vs pytest-xdist file race in testing utils." + "reason": "Model loading/config error versus xdist race in testing utilities; different layers and symptoms." }, { "left": "issue:45405", "right": "issue:46877", "accept": false, - "reason": "Unrelated packaging/version pin issue vs auto_docstring import-time diagnostics." + "reason": "PEFT version pinning and auto_docstring stdout noise are unrelated maintenance issues." }, { "left": "issue:30333", "right": "issue:33290", "accept": false, - "reason": "Different failure modes: MLflow reporting after training job failure vs Deepspeed/Adafactor OOM." + "reason": "MLFlow reporting on failed training jobs is unrelated to a DeepSpeed Adafactor OOM." }, { "left": "issue:44743", "right": "issue:47068", "accept": false, - "reason": "Different bugs in different generation/training paths." + "reason": "Recurrent state reset in modular Qwen3.5 code is unrelated to a host-sync concern in deepspeed loss computation." }, { "left": "issue:43976", "right": "issue:44933", "accept": false, - "reason": "Python version compatibility issue vs nonexistent image_utils import." + "reason": "Python version compatibility and image_utils import exposure are different problems." }, { "left": "issue:30990", "right": "issue:35141", "accept": false, - "reason": "Unrelated: loading hang vs embedding resize/post_init reinitialization." - }, - { - "left": "issue:45561", - "right": "issue:45600", - "accept": false, - "reason": "Different CI/test problems: xdist file contention vs removed Sam3LiteText config references." + "reason": "Sentence-Transformers loading hang is unrelated to embedding resizing/post_init reinitialization." }, { "left": "issue:43479", "right": "issue:46829", "accept": false, - "reason": "Different model-output/config initialization bug vs output field mismatch in VideoPrism classification." + "reason": "Multimodal config defaults and VideoPrism output field mapping are different bugs." }, { "left": "issue:42898", "right": "issue:44568", "accept": false, - "reason": "Both tokenizer regressions, but one is clean-up spacing behavior and the other is special-token addition for a specific tokenizer." + "reason": "Both are tokenizer regressions, but one is clean_up_tokenization_spaces behavior and the other is add_special_tokens/BOS-EOS behavior; not the same bug." + }, + { + "left": "issue:45561", + "right": "issue:45600", + "accept": false, + "reason": "Test worker race on captured_info.txt is unrelated to stale auto_mappings references." }, { "left": "issue:42175", "right": "issue:45712", "accept": false, - "reason": "Different installation/backend extras issue vs dummy_pt_objects leakage into dir(transformers)." + "reason": "TensorFlow backend packaging and dummy class cleanup are unrelated." }, { "left": "issue:44568", "right": "issue:47085", "accept": false, - "reason": "Different tokenizer behaviors; no shared concrete code-path failure." + "reason": "Specific BOS/EOS token insertion regression is unrelated to tokenizer thread-safety." }, { "left": "issue:44623", "right": "issue:45310", "accept": false, - "reason": "Different loading/saving bugs: processor.save_pretrained missing files vs Qwen3.5 MoE from_pretrained failure." + "reason": "Processor save_pretrained missing files is unrelated to Qwen3.5 MoE from_pretrained loading." }, { "left": "issue:42673", "right": "issue:46693", "accept": false, - "reason": "Both mention performance, but one is a VRAM leak in dataloader-thread usage and the other is a long-context FA2 regression." + "reason": "VRAM leak in dataloader threads is unrelated to FA2 long-context performance regression." }, { "left": "issue:44186", "right": "issue:47085", "accept": false, - "reason": "Different tokenizer issues; no evidence they share the same underlying thread-safety bug." + "reason": "LayoutLMv2Tokenizer NER/padding crashes are unrelated to Rust tokenizer thread-safety." }, { "left": "issue:45600", "right": "issue:47059", "accept": false, - "reason": "Different CI failures: removed config references vs huggingface_hub CLI incompatibility." + "reason": "auto_mappings CI breakage is unrelated to the huggingface_hub CLI completion break." }, { "left": "issue:46077", "right": "issue:46123", "accept": false, - "reason": "Different pipeline behaviors: bidirectional mask construction vs partial-batch result dropping." + "reason": "Bidirectional attention mask construction and MaskGenerationPipeline batching are different pipeline bugs." }, { "left": "issue:42898", "right": "issue:45812", "accept": false, - "reason": "Both are tokenizer regressions, but different concrete failures and models." + "reason": "Both are tokenizer regressions in v5, but one changes cleanup behavior while the other yields wrong Granite token IDs." }, { "left": "issue:43723", "right": "issue:44568", "accept": false, - "reason": "Different v5 tokenizer loading issue vs special-token/BOS-EOS behavior on one tokenizer." + "reason": "Generic tokenizer loading issue and add_special_tokens/BOS-EOS regression are related in area only, not the same underlying bug." }, { "left": "issue:43479", "right": "issue:44869", "accept": false, - "reason": "Different bugs: config default initialization vs Whisper word-timestamp decoding crash." + "reason": "Phi4Multimodal config defaults and Whisper timestamp decode crash are unrelated." }, { "left": "issue:44016", "right": "issue:46231", "accept": false, - "reason": "Notebook syntax error vs documentation parameter-name mismatch." + "reason": "Notebook syntax error and training-doc parameter name mismatch are different documentation issues." }, { "left": "issue:39692", "right": "issue:46909", "accept": false, - "reason": "Both are broken docs examples, but for different models and different failure modes." + "reason": "Both are broken docs examples, but they target different models and failures." }, { - "left": "issue:43479", - "right": "issue:44079", + "left": "issue:43784", + "right": "issue:43824", "accept": false, - "reason": "Different issues: multimodal config defaults vs ModelOutput key assignment semantics." + "reason": "Sentence-Transformers import NameError and Qwen2.5-VL import error are separate package/export issues." }, { "left": "issue:42898", "right": "issue:44779", "accept": false, - "reason": "Both are tokenizer regressions, but different models and different incorrect outputs." + "reason": "Tokenizer cleanup behavior and Deepseek tokenization regression are different bugs." + }, + { + "left": "issue:43479", + "right": "issue:44079", + "accept": false, + "reason": "Multimodal config initialization and ModelOutput key assignment are unrelated internal logic bugs." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet. The only confirmed duplicate pair is correctly identified as issue:42673 / issue:43704, with conservative reasoning and the earlier, more detailed report chosen as canonical. The soft-edge verdicts stay cautious and are supported by the titles and metadata. No pull requests are present, matching the packet." + "feedback": "The summary is grounded in the packet: the only clearly duplicate pair is 42673/43704, and the canonical-anchor choice is conservative. The soft-edge verdicts all stay within the evidence available from titles/body metadata and do not overclaim duplicate status." }, "evaluator_used": true, "retried": false, @@ -14879,7 +14943,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-514", + "cluster_id": "cluster-10000-516", "nodes": [ "issue:22355", "issue:27957", @@ -14899,8 +14963,6 @@ "issue:43479", "issue:43644", "issue:43723", - "issue:43784", - "issue:43824", "issue:43874", "issue:44060", "issue:44075", @@ -14921,6 +14983,7 @@ "issue:45125", "issue:45200", "issue:45245", + "issue:45310", "issue:45356", "issue:45405", "issue:45656", @@ -14931,10 +14994,9 @@ "issue:47085" ], "soft_pairs": [ - "issue:43784|issue:43824", + "issue:27957|issue:30333", "issue:44843|issue:47085", "issue:42673|issue:47085", - "issue:27957|issue:30333", "issue:30333|issue:34689", "issue:43874|issue:45092", "issue:42898|issue:43295", @@ -14952,217 +15014,218 @@ "issue:42831|issue:44623", "issue:44933|issue:45712", "issue:44448|issue:46132", - "issue:44222|issue:44623", "issue:44060|issue:45125", - "issue:42796|issue:43723", + "issue:44222|issue:44623", "issue:43479|issue:43644", + "issue:42796|issue:43723", "issue:45245|issue:46132", "issue:44373|issue:44485", "issue:44360|issue:46762", - "issue:41628|issue:42757" + "issue:41628|issue:42757", + "issue:44297|issue:45310" ], - "prepared_review_unit_hash": "fb4aed9b77579f719f1630f1684b7f2767cd2550b045cfcf6d6e48c39fb97c85", + "prepared_review_unit_hash": "2d94ae415da091b53263267930360aa870184a2bb890bc6962ceaef4ef61364c", "component_budget": { - "node_count": 514, - "item_count": 514, - "soft_pair_count": 1891, - "serialized_chars": 980895, - "estimated_input_tokens": 245224, - "estimated_eval_tokens": 490704 + "node_count": 516, + "item_count": 516, + "soft_pair_count": 1900, + "serialized_chars": 985297, + "estimated_input_tokens": 246325, + "estimated_eval_tokens": 492906 }, "budget": { - "node_count": 48, - "item_count": 48, + "node_count": 47, + "item_count": 47, "soft_pair_count": 29, - "serialized_chars": 36332, - "estimated_input_tokens": 9083, - "estimated_eval_tokens": 18422 + "serialized_chars": 35707, + "estimated_input_tokens": 8927, + "estimated_eval_tokens": 18110 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This is a heterogeneous grab bag of unrelated Transformers issues (imports, tokenizer/model regressions, training/runtime bugs, docs, and config problems). None of the soft-similarity pairs look like the same underlying bug or change, so all proposed duplicate links should be rejected.", - "confidence": 0.91, - "canonical_issue_reason": "issue:30333 is the least-arbitrary anchor only because it has the most soft links, but the cluster is too heterogeneous for a true canonical duplicate.", + "summary": "These are mostly unrelated Transformers issues spanning tokenization, import errors, model loading, training utilities, and optimizer/runtime behavior. The soft pairs share only superficial subsystem overlap, so none should be deduplicated.", + "confidence": 0.94, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "issue:30333 is the best available representative by graph connectivity, though it is still not a genuine duplicate hub.", + "best_issue_reason": "issue:44843 is the strongest representative issue: it has a clear, concrete failure path (AutoTokenizer._patch_mistral_regex calling model_info() and breaking HF_HUB_OFFLINE) and is easy to action.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43784", - "right": "issue:43824", + "left": "issue:27957", + "right": "issue:30333", "accept": false, - "reason": "Both are import errors, but one is about sentence-transformers/nn and the other about a missing Qwen VL class; unrelated failures." + "reason": "Different bugs: Flash Attention 2 support for XLM-Roberta vs MLFlow reporting not updated after failed training." }, { "left": "issue:44843", "right": "issue:47085", "accept": false, - "reason": "Offline tokenizer patching vs Rust tokenizer thread-safety are different code paths and bugs." + "reason": "Tokenizer offline-mode regression vs fast tokenizer thread-safety regression; same area, different failure mode." }, { "left": "issue:42673", "right": "issue:47085", "accept": false, - "reason": "VRAM leak with Qwen3-Next in dataloader threads is not the same as a tokenizer thread-safety regression." - }, - { - "left": "issue:27957", - "right": "issue:30333", - "accept": false, - "reason": "Flash Attention 2 on XLMRoberta and MLFlow reporting after failed training are unrelated." + "reason": "VRAM leak in Qwen3ForCausalLM across dataloader threads is unrelated to Rust tokenizer thread safety." }, { "left": "issue:30333", "right": "issue:34689", "accept": false, - "reason": "Training-job MLFlow reporting and Llama 3.2 Vision model loading are different issues." + "reason": "MLFlow status reporting issue vs model-loading regression for Llama 3.2 Vision; not the same code path." }, { "left": "issue:43874", "right": "issue:45092", "accept": false, - "reason": "Missing image-processor method in GLM46V is unrelated to InternVL2 meta-init incompatibility." + "reason": "Missing image processor method for token counting vs remote-code checkpoint meta-init incompatibility; distinct bugs." }, { "left": "issue:42898", "right": "issue:43295", "accept": false, - "reason": "Both are v5 regressions, but one is tokenizer cleanup behavior and the other is processor/tokenizer image handling." + "reason": "Tokenization-space cleanup behavior change vs processor.tokenizer/image passing regression; different APIs and symptoms." }, { "left": "issue:44295", "right": "issue:45656", "accept": false, - "reason": "Buffer registration access error and double optimizer step with deepspeed are unrelated." + "reason": "position_ids buffer access error is unrelated to DeepSpeed causing optimizer.step() to run twice." }, { "left": "issue:42222", "right": "issue:45200", "accept": false, - "reason": "VitPose model breakage and Gemma 4 mm_token_type_ids defaults are different multimodal bugs." + "reason": "VitPose model breakage vs Gemma 4 mm_token_type_ids defaulting; different model families and defects." }, { "left": "issue:44734", "right": "issue:45103", "accept": false, - "reason": "Serve/KV-cache tensor indexing crash and auto_docstring future-annotations crash are unrelated." + "reason": "KV cache continuation indexing crash in serve vs auto_docstring annotation handling crash; unrelated." }, { "left": "issue:42898", "right": "issue:45356", "accept": false, - "reason": "Tokenizer cleanup behavior change and Kimi-K2.5 codec/regression warning are different tokenizer issues." + "reason": "Cleanup-tokenization behavior change vs Kimi-K2.5 tokenizer codec/regex regression; not the same bug." }, { "left": "issue:30333", "right": "issue:35141", "accept": false, - "reason": "MLFlow reporting on failed jobs and embedding resize/post_init reinitialization are unrelated." + "reason": "MLFlow reporting on failed jobs vs output embedding reinitialization after resize; separate concerns." }, { "left": "issue:22355", "right": "issue:28282", "accept": false, - "reason": "Missing transformers.onnx module and missing PyTorch dependency are distinct import problems." + "reason": "Missing transformers.onnx module vs missing PyTorch dependency for AutoModel; both import-related but different causes." }, { "left": "issue:44222", "right": "issue:44297", "accept": false, - "reason": "FP8 MoE save_pretrained behavior and tokenizer_class metadata mismatch are different save_pretrained issues." + "reason": "FP8 save_pretrained issue for MoE vs tokenizer_class mismatch in tokenizer_config.json; different serialization bugs." }, { "left": "issue:44075", "right": "issue:46231", "accept": false, - "reason": "SGD optimizer arguments being ignored is not the same as a documentation parameter-name typo." + "reason": "Optimizer args ignored vs documentation parameter-name mismatch; one is runtime behavior, the other docs." }, { "left": "issue:43116", "right": "issue:44190", "accept": false, - "reason": "run_classification.py multi-label output bug and local dataset loading in image classification are unrelated example-script issues." + "reason": "Multi-label classification example output bug vs local dataset loading failure; unrelated example-script issues." }, { "left": "issue:45405", "right": "issue:45712", "accept": false, - "reason": "PEFT version pinning and leftover dummy classes are completely different repository maintenance problems." + "reason": "PEFT minimum-version bump vs leftover dummy classes leaking into dir(transformers); unrelated maintenance issues." }, { "left": "issue:44297", "right": "issue:45656", "accept": false, - "reason": "Tokenizer config save mismatch and double optimizer stepping are unrelated." + "reason": "Tokenizer save_pretrained metadata mismatch vs DeepSpeed double optimizer step; no shared underlying bug." }, { "left": "issue:42831", "right": "issue:44623", "accept": false, - "reason": "FineGrainedFP8 accuracy issues and missing processor save files are different bugs." + "reason": "FineGrainedFP8 accuracy problem vs missing files from processor.save_pretrained; distinct failure modes." }, { "left": "issue:44933", "right": "issue:45712", "accept": false, - "reason": "Bad import from image_utils and stray dummy classes in dummy_pt_objects.py are unrelated cleanup/import issues." + "reason": "Missing import from image_utils vs dummy PT objects leaking into namespace; both import hygiene, but not the same defect." }, { "left": "issue:44448", "right": "issue:46132", "accept": false, - "reason": "Different outputs across v4/v5 for Pegasus and AttentionInterface.register changing behavior are not the same fix." - }, - { - "left": "issue:44222", - "right": "issue:44623", - "accept": false, - "reason": "FP8 MoE save_pretrained bug and processor.save_pretrained missing files are different serialization problems." + "reason": "v4/v5 output differences for Pegasus vs AttentionInterface.register changing returned function behavior; not the same code path." }, { "left": "issue:44060", "right": "issue:45125", "accept": false, - "reason": "Wrong tied-weights warning in Qwen3-Next and missing _tp_plan in Qwen3_5Moe are unrelated Qwen model bugs." + "reason": "Incorrect tied-weights warning in Qwen3-Next vs missing _tp_plan for tensor parallelism; unrelated model implementation issues." }, { - "left": "issue:42796", - "right": "issue:43723", + "left": "issue:44222", + "right": "issue:44623", "accept": false, - "reason": "Tokenizer BPE-marker handling and AutoTokenizer.from_pretrained v5 loading are different tokenizer failures." + "reason": "FP8 MoE save_pretrained bug vs processor.save_pretrained missing files; both save-related but different objects and symptoms." }, { "left": "issue:43479", "right": "issue:43644", "accept": false, - "reason": "Default multimodal config initialization and non-persistent buffer junk filling are unrelated v5 issues." + "reason": "Phi4MultimodalConfig default-init bug vs non-persistent buffers filled with junk; separate initialization problems." + }, + { + "left": "issue:42796", + "right": "issue:43723", + "accept": false, + "reason": "Tokenizer BPE marker handling bug vs AutoTokenizer loading issue in v5; both tokenizer-related but not the same failure." }, { "left": "issue:45245", "right": "issue:46132", "accept": false, - "reason": "Category cardinality limit and AttentionInterface.register behavior are not the same defect." + "reason": "Category-cardinality runtime error vs AttentionInterface.register behavior change; unrelated functionality." }, { "left": "issue:44373", "right": "issue:44485", "accept": false, - "reason": "Docstring typo for position_ids and GLM-5 RoPE implementation are unrelated." + "reason": "Wrong docstring for position_ids vs GLM-5 RoPE implementation discussion; documentation issue vs algorithmic bug." }, { "left": "issue:44360", "right": "issue:46762", "accept": false, - "reason": "DSA indexer lacking ReLU and Minimax attention numerical differences are different low-level math issues." + "reason": "DSA indexer missing ReLU vs Minimax attention numerical differences; different components and different bugs." }, { "left": "issue:41628", "right": "issue:42757", "accept": false, - "reason": "Missing AutoImageProcessor import and missing is_offline_mode import are different API/export regressions." + "reason": "Missing AutoImageProcessor import vs missing is_offline_mode import; both import errors but from different modules and causes." + }, + { + "left": "issue:44297", + "right": "issue:45310", + "accept": false, + "reason": "Tokenizer config class mismatch on save_pretrained vs Qwen3.5 MoE from_pretrained error; not the same issue." } ] }, @@ -15184,7 +15247,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-514", + "cluster_id": "cluster-10000-516", "nodes": [ "issue:22355", "issue:27957", @@ -15206,7 +15269,6 @@ "issue:44263", "issue:44279", "issue:44295", - "issue:44297", "issue:44360", "issue:44373", "issue:44484", @@ -15218,6 +15280,7 @@ "issue:45092", "issue:45310", "issue:45357", + "issue:45381", "issue:45834", "issue:46002", "issue:46050", @@ -15235,7 +15298,6 @@ "issue:47059" ], "soft_pairs": [ - "issue:44297|issue:45310", "issue:45071|issue:46082", "issue:43504|issue:47059", "issue:43723|issue:44977", @@ -15246,14 +15308,14 @@ "issue:44295|issue:44623", "issue:46209|issue:46431", "issue:43232|issue:46424", - "issue:43232|issue:45834", "issue:44263|issue:44373", + "issue:43232|issue:45834", "issue:30990|issue:38175", "issue:44190|issue:46082", "issue:43475|issue:46305", "issue:44263|issue:44360", - "issue:46305|issue:46655", "issue:46369|issue:46909", + "issue:46305|issue:46655", "issue:42831|issue:45310", "issue:22355|issue:27957", "issue:42907|issue:46050", @@ -15263,210 +15325,211 @@ "issue:44829|issue:46002", "issue:44261|issue:45092", "issue:41628|issue:43824", - "issue:44964|issue:47059" + "issue:44964|issue:47059", + "issue:45381|issue:46305" ], - "prepared_review_unit_hash": "09b3f77fc2a6aaab6370321b916b1a50799ca25e1ba22d3d64d2ede9fe9d50c8", + "prepared_review_unit_hash": "5624f06fdc9baafaebebdc593f6a0f4078c95638cb5008735721a391ca1db362", "component_budget": { - "node_count": 514, - "item_count": 514, - "soft_pair_count": 1891, - "serialized_chars": 980895, - "estimated_input_tokens": 245224, - "estimated_eval_tokens": 490704 + "node_count": 516, + "item_count": 516, + "soft_pair_count": 1900, + "serialized_chars": 985297, + "estimated_input_tokens": 246325, + "estimated_eval_tokens": 492906 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 29, - "serialized_chars": 35451, - "estimated_input_tokens": 8863, - "estimated_eval_tokens": 17982 + "serialized_chars": 35440, + "estimated_input_tokens": 8860, + "estimated_eval_tokens": 17976 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The set is heterogeneous: most pairs share only a broad transformers-v5 / model-loading / serialization theme, but not the same concrete bug or fix path. I would not merge any of the soft-edge candidates.", - "confidence": 0.72, - "canonical_issue_reason": "If one issue must represent the cluster, issue 45092 is the best fit: it is a concrete, user-facing v5 compatibility regression with a clear failure mode (remote-code checkpoints and meta initialization) and stronger signal than the narrower or unrelated reports.", + "summary": "The cluster is very heterogeneous: the soft pairs mostly share only broad subsystem keywords, not the same concrete bug. I found no convincing duplicate/merge candidates among the provided pairs.", + "confidence": 0.83, + "canonical_issue_reason": "issue:45092 is the broadest representative of the recurring Transformers v5 loading/meta-init compatibility regressions in this set, and is more central than the model-specific or peripheral reports.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45092 is the strongest canonical candidate because it is specific, reproducible, and central to the recurring v5 loading-compatibility theme; the other issues are either narrower symptoms or clearly orthogonal.", + "best_issue_reason": "issue:45092 best captures the shared theme of v5 breaking model loading for remote-code / checkpoint compatibility, making it the most useful representative issue here.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:44297", - "right": "issue:45310", - "accept": false, - "reason": "Both involve model/tokenizer loading, but one is a tokenizer_class save-pretrained mismatch and the other is a Qwen3.5 MoE from_pretrained failure; different bug surfaces and likely different fixes." - }, { "left": "issue:45071", "right": "issue:46082", "accept": false, - "reason": "These are different config-validation regressions: PretrainedConfig type checking versus LlamaConfig head_dim handling." + "reason": "Both are config-related regressions, but one is a PretrainedConfig type-checking issue and the other is a LlamaConfig head_dim validation problem." }, { "left": "issue:43504", "right": "issue:47059", "accept": false, - "reason": "BEiT pretrained loading with a legacy field and a CLI completion error from huggingface_hub are unrelated." + "reason": "These are unrelated failures: legacy field loading for BEiT segmentation versus a Hugging Face Hub CLI compatibility break." }, { "left": "issue:43723", "right": "issue:44977", "accept": false, - "reason": "Generic AutoTokenizer loading in v5 and Qwen3.5 flash-attention generation issues are different code paths." + "reason": "Different problems: tokenizer loading in v5 versus Qwen3.5 flash-attention generation behavior." }, { "left": "issue:44222", "right": "issue:44484", "accept": false, - "reason": "FP8 save_pretrained for MoE and the default max_shard_size question are not the same bug." + "reason": "One concerns FP8 MoE save_pretrained behavior; the other is about the default max_shard_size threshold." }, { "left": "issue:43122", "right": "issue:46209", "accept": false, - "reason": "Tokenizer behavior regression and FP8 inference failure on B200 are unrelated." + "reason": "Tokenization drift across versions and FP8 inference failure on B200 are unrelated bugs." }, { "left": "issue:46614", "right": "issue:46932", "accept": false, - "reason": "Stale phonemizer language state and Gemma4 dtype casting for quantized embedders are different subsystems." + "reason": "Stale phonemizer backend state is not the same as Gemma4 quantized embedder dtype casting." }, { "left": "issue:44263", "right": "issue:45092", "accept": false, - "reason": "torch.split return semantics in a DSA indexer and remote-code checkpoint meta-init incompatibility are not the same concrete bug." + "reason": "GlmMoeDsaIndexer torch.split behavior and remote-code checkpoint meta-init incompatibility are different code paths." }, { "left": "issue:44295", "right": "issue:44623", "accept": false, - "reason": "A position_ids buffer read error and missing files from processor.save_pretrained are different save/load problems." + "reason": "Registering position_ids as a buffer causing read errors is unrelated to processor.save_pretrained missing files." }, { "left": "issue:46209", "right": "issue:46431", "accept": false, - "reason": "FP8 inference on B200 and apply_chat_template failing because a processor has no chat template are unrelated." + "reason": "FP8 inference on B200 and missing chat template errors are different runtime issues." }, { "left": "issue:43232", "right": "issue:46424", "accept": false, - "reason": "Generation kwargs after sync_gpus and max_cache_length honoring only quantized cache are separate generation/cache behaviors." + "reason": "Both touch generation/cache handling, but one is a sync_gpus kwargs update bug and the other is a cache_length config limitation." }, { - "left": "issue:43232", - "right": "issue:45834", + "left": "issue:44263", + "right": "issue:44373", "accept": false, - "reason": "Generation kwargs handling and a Kosmos2.5 OCR index error are unrelated." + "reason": "A runtime torch.split issue in DSA indexing is not the same as a docstring correction." }, { - "left": "issue:44263", - "right": "issue:44373", + "left": "issue:43232", + "right": "issue:45834", "accept": false, - "reason": "A torch.split / DSA indexer issue and a wrong docstring for position_ids are not duplicates." + "reason": "Generation kwarg handling and Kosmos2.5 long-ocr index errors are unrelated." }, { "left": "issue:30990", "right": "issue:38175", "accept": false, - "reason": "Sentence Transformers loading stuck and zero probabilities in siglip2 are different bugs." + "reason": "SentenceTransformers loading hangs and SigLIP2 zero probabilities are different model behaviors." }, { "left": "issue:44190", "right": "issue:46082", "accept": false, - "reason": "A local dataset loading failure and a LlamaConfig head_dim validation issue are unrelated." + "reason": "Local dataset loading in an example script is unrelated to a LlamaConfig validation change." }, { "left": "issue:43475", "right": "issue:46305", "accept": false, - "reason": "SAM3VisionEncoderOutput missing an attribute and a streaming mask off-by-one are different code paths." + "reason": "Missing fpn_position_embeddings in SAM3 video output and a MoonshineStreaming mask off-by-one are different bugs." }, { "left": "issue:44263", "right": "issue:44360", "accept": false, - "reason": "Both touch the DSA indexer, but one is about torch.split outputs and the other about a missing ReLU; too different to be the same bug." + "reason": "These are both about DSA indexer code, but one reports torch.split return handling and the other a missing ReLU; not the same bug." }, { - "left": "issue:46305", - "right": "issue:46655", + "left": "issue:46369", + "right": "issue:46909", "accept": false, - "reason": "A sliding-window off-by-one in streaming and incorrect video padding calculation are distinct." + "reason": "A memory overflow in sam3-litetext is unrelated to a broken DIA documentation example." }, { - "left": "issue:46369", - "right": "issue:46909", + "left": "issue:46305", + "right": "issue:46655", "accept": false, - "reason": "Memory overflow in sam3-litetext and a broken DIA documentation example are unrelated." + "reason": "An off-by-one attention window bug is not the same as incorrect video padding calculation." }, { "left": "issue:42831", "right": "issue:45310", "accept": false, - "reason": "FineGrainedFP8 accuracy loss and Qwen3.5 Moe from_pretrained errors are not the same bug." + "reason": "FineGrainedFP8 accuracy issues and Qwen3.5 MoE from_pretrained errors are different FP8/v5 regressions." }, { "left": "issue:22355", "right": "issue:27957", "accept": false, - "reason": "Missing transformers.onnx module and XLMRoberta flash-attention behavior are unrelated." + "reason": "Missing transformers.onnx module and XLMRoberta Flash Attention 2 are unrelated." }, { "left": "issue:42907", "right": "issue:46050", "accept": false, - "reason": "Dequantized model save failure and sinq save/load breakage are both serialization-related but not the same concrete code-path problem." + "reason": "Both involve save/load of quantized models, but the concrete failures and quantization paths differ." }, { "left": "issue:44279", "right": "issue:46328", "accept": false, - "reason": "A generic dependency issue and a SequenceFeatureExtractor.pad performance issue are unrelated." + "reason": "A generic dependency issue is not the same as a SequenceFeatureExtractor.pad performance bug." }, { "left": "issue:45092", "right": "issue:45357", "accept": false, - "reason": "Old InternVL2 meta-init incompatibility and Qwen3.5 incorrect visual encoder keys in save_pretrained are separate model-specific regressions." + "reason": "Remote-code checkpoint meta-init incompatibility and incorrect visual encoder keys in save_pretrained are separate serialization/loading problems." }, { - "left": "issue:43824", + "left": "issue:42831", "right": "issue:44038", "accept": false, - "reason": "Missing import for Qwen2_5_VLForConditionalGeneration and a Qwen3-VL-Moe bug are different failures." + "reason": "FineGrainedFP8 accuracy regression and Qwen3-VL-Moe behavior are different model-specific issues." }, { "left": "issue:44829", "right": "issue:46002", "accept": false, - "reason": "Degenerate training with flash_attention_3 and NaNs in classification heads upon checkout/init are different symptoms with different likely causes." + "reason": "Degenerate training with flash_attention_3 is not the same as NaNs after checkout/init in classification heads." }, { "left": "issue:44261", "right": "issue:45092", "accept": false, - "reason": "Missing rms_norm_eps in MLA q_a_layernorm and remote-code checkpoint meta-init incompatibility are unrelated." + "reason": "A missing rms_norm_eps in MLA q_a_layernorm is a model-specific precision issue, not a loading/meta-init compatibility bug." }, { "left": "issue:41628", "right": "issue:43824", "accept": false, - "reason": "Both are import errors, but they concern different symbols and likely different export/registration causes." + "reason": "Both are import errors, but they concern different missing symbols and likely different export gaps." }, { "left": "issue:44964", "right": "issue:47059", "accept": false, - "reason": "Phi-4 multimodal loading on latest transformers and a hub CLI completion attribute error are unrelated." + "reason": "Model loading for Phi-4-multimodal-instruct and a CLI regression with huggingface_hub are unrelated." + }, + { + "left": "issue:45381", + "right": "issue:46305", + "accept": false, + "reason": "Wrong qwen2.5-vl vision_position_ids handling is not the same as MoonshineStreaming\u2019s sliding-window mask off-by-one." } ] }, @@ -15488,7 +15551,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-514", + "cluster_id": "cluster-10000-516", "nodes": [ "issue:22355", "issue:27957", @@ -15541,15 +15604,14 @@ ], "soft_pairs": [ "issue:43408|issue:46402", - "issue:45381|issue:46305", - "issue:44483|issue:45406", "issue:39379|issue:46172", + "issue:44483|issue:45406", "issue:42831|issue:45753", "issue:43644|issue:46305", "issue:22355|issue:28218", "issue:44327|issue:47059", - "issue:39401|issue:44568", "issue:44188|issue:44373", + "issue:39401|issue:44568", "issue:42757|issue:45278", "issue:43408|issue:46369", "issue:42886|issue:42994", @@ -15570,208 +15632,202 @@ "issue:41628|issue:45278", "issue:43329|issue:47059" ], - "prepared_review_unit_hash": "ba232d7ba95fd0c34d39ffa24f963dfa433f5919393bafab133241ee68c5ad90", + "prepared_review_unit_hash": "8332e23c44288c76c82ae1abdb0c804a3db955e9d0c3a861725a30c67d378a55", "component_budget": { - "node_count": 514, - "item_count": 514, - "soft_pair_count": 1891, - "serialized_chars": 980895, - "estimated_input_tokens": 245224, - "estimated_eval_tokens": 490704 + "node_count": 516, + "item_count": 516, + "soft_pair_count": 1900, + "serialized_chars": 985297, + "estimated_input_tokens": 246325, + "estimated_eval_tokens": 492906 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 29, - "serialized_chars": 35873, - "estimated_input_tokens": 8969, - "estimated_eval_tokens": 18194 + "soft_pair_count": 28, + "serialized_chars": 35573, + "estimated_input_tokens": 8894, + "estimated_eval_tokens": 18044 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is a grab bag of unrelated bug reports. None of the soft-similarity pairs look like the same underlying bug or change, so all soft edges are rejected.", - "confidence": 0.91, - "canonical_issue_reason": "issue:45278 is the broadest, clearest regression report in the set: multiple import errors after upgrading from 4.57.0 to 5.5.0. It is more representative than the narrower, single-symbol import bugs.", + "summary": "This cluster is mostly a grab bag of unrelated Transformers issues; I don\u2019t see any true duplicate pairs. The soft-similarity matches are mostly broad subsystem overlap (tokenizers, multimodal, v5 regressions) rather than the same underlying bug.", + "confidence": 0.71, + "canonical_issue_reason": "issue:45278 is the best cluster representative: it captures a broad post-upgrade regression pattern with multiple import failures, which is more general than the narrower tokenizer, multimodal, and model-specific reports.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45278 is the best global issue candidate because it describes a concrete, user-facing regression with a clear version jump and broad impact, making it a stronger canonical representative than the other isolated reports.", + "best_issue_reason": "issue:45278 is the most suitable global issue placeholder because it is broad, user-facing, and closest to the shared theme of version-upgrade breakage across the cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43408", "right": "issue:46402", "accept": false, - "reason": "Different problems: a sam3_model/sam3_tracker type mismatch warning vs text encoder weights not loading in Sam3Model." + "reason": "Both involve SAM3, but one is a model-type warning and the other is missing text-encoder weights; different failure modes and likely different code paths." }, { - "left": "issue:45381", - "right": "issue:46305", + "left": "issue:39379", + "right": "issue:46172", "accept": false, - "reason": "Both involve vision/video, but one is Qwen2.5-VL position IDs and the other is a MoonshineStreaming sliding-window off-by-one; different code paths and fixes." + "reason": "Different models and symptoms: mllama masking logic vs deepseek-v4 tensor transpose/typing issue." }, { "left": "issue:44483", "right": "issue:45406", "accept": false, - "reason": "API request handling for /v1/chat/completions is unrelated to Gemma4Processor missing _tokenizer." - }, - { - "left": "issue:39379", - "right": "issue:46172", - "accept": false, - "reason": "mllama masked-out-mask handling and deepseek-v4 tensor transpose are unrelated implementation bugs." + "reason": "One is an API request-shape rejection in chat completions, the other is a processor attribute crash in serve; not the same bug." }, { "left": "issue:42831", "right": "issue:45753", "accept": false, - "reason": "FineGrainedFP8 accuracy regression and a Qwen3_5 image infinite loop are not the same bug." + "reason": "FineGrainedFP8 accuracy degradation and a Qwen image-driven infinite loop are unrelated problems." }, { "left": "issue:43644", "right": "issue:46305", "accept": false, - "reason": "Non-persistent buffer junk in v5.0.0 is unrelated to a sliding_window_mask off-by-one in MoonshineStreaming." + "reason": "A v5 buffer-initialization regression is not the same as a MoonshineStreaming sliding-window off-by-one." }, { "left": "issue:22355", "right": "issue:28218", "accept": false, - "reason": "Missing transformers.onnx module and tokenizer adds an extra space after added tokens are different issues." + "reason": "Importing transformers.onnx and tokenizer-added spacing are completely different issues." }, { "left": "issue:44327", "right": "issue:47059", "accept": false, - "reason": "QA decode_spans top-k bounds error and a broken CLI completion attribute are unrelated failures." + "reason": "QA decode_spans top-k bounds error and CLI/test breakage from huggingface_hub are unrelated." }, { - "left": "issue:39401", - "right": "issue:44568", + "left": "issue:44188", + "right": "issue:44373", "accept": false, - "reason": "Qwen3 tokenizer offset_mapping is a tokenizer alignment bug; add_special_tokens not adding BOS/EOS is a different tokenizer behavior regression." + "reason": "Attention-kernel divergence under torch.compile is unrelated to a docstring issue for position_ids." }, { - "left": "issue:44188", - "right": "issue:44373", + "left": "issue:39401", + "right": "issue:44568", "accept": false, - "reason": "Diverging attention kernels under torch.compile and a wrong docstring are not the same code-path problem." + "reason": "Both are tokenizer bugs, but they affect different tokenizers and different behaviors (offset mapping vs BOS/EOS insertion)." }, { "left": "issue:42757", "right": "issue:45278", "accept": false, - "reason": "Both are import failures, but one is missing is_offline_mode from huggingface_hub while the other is many import errors after a version upgrade; too broad and not the same root cause." + "reason": "Both mention imports, but one is a specific huggingface_hub symbol break and the other is a broad upgrade regression; not clearly the same root cause." }, { "left": "issue:43408", "right": "issue:46369", "accept": false, - "reason": "A model-type warning and a memory overflow in sam3-litetext are different symptoms and likely different fixes." + "reason": "Same family (SAM3) but different symptoms: wrong model-class warning vs memory overflow in a different model variant." }, { "left": "issue:42886", "right": "issue:42994", "accept": false, - "reason": "Offline tokenizer cache loading and quantized model saving are unrelated." + "reason": "Offline tokenizer cache loading and quantized model saving failure are distinct code paths." }, { "left": "issue:42886", "right": "issue:43066", "accept": false, - "reason": "Tokenizer cache/offline loading and wrong tokenizer decoder type in v5 are distinct tokenizer issues." + "reason": "Cache/offline loading and tokenizer decoder type mismatch are separate tokenizer/config issues." }, { "left": "issue:27957", "right": "issue:30990", "accept": false, - "reason": "Flash Attention 2 support for XLMRoberta and Sentence Transformers getting stuck loading are unrelated." + "reason": "Flash Attention 2 on XLM-Roberta and Sentence-Transformers loading hangs are different problems." }, { "left": "issue:42796", "right": "issue:43122", "accept": false, - "reason": "Both concern tokenization, but one is Ministral BPE marker handling and the other is a version-to-version tokenization change; different models and likely different causes." + "reason": "Tokenizer BPE-marker handling for Ministral and version-to-version tokenization drift are related only at a high level, not the same bug." }, { "left": "issue:43232", "right": "issue:45593", "accept": false, - "reason": "Generation kwargs after sync_gpus and D-FINE auxiliary-loss behavior are unrelated." + "reason": "Generation kwargs after sync_gpus and D-FINE auxiliary-loss logic are unrelated." }, { "left": "issue:45381", "right": "issue:46909", "accept": false, - "reason": "Qwen2.5-VL video position IDs and a broken DIA documentation example are not the same bug." + "reason": "Qwen2.5-VL video position_ids and a broken DIA documentation example do not describe the same issue." }, { "left": "issue:43540", "right": "issue:46909", "accept": false, - "reason": "Qwen3OmniMoe video input ValueError and a documentation example issue are unrelated." + "reason": "Qwen3OmniMoe video-input processing and DIA docs are unrelated." }, { "left": "issue:43646", "right": "issue:46002", "accept": false, - "reason": "Custom model initialization breakage and NaNs in classification heads are different failures." + "reason": "Custom model initialization breakage and NaNs in classification heads are different failure modes." }, { "left": "issue:42907", "right": "issue:44945", "accept": false, - "reason": "Saving dequantized Ministrals and incorrect pipeline-parallel LLM output do not look like the same underlying bug." + "reason": "Quantized/dequantized model saving and pipeline-parallel output correctness are unrelated." }, { "left": "issue:44295", "right": "issue:44297", "accept": false, - "reason": "Reading a buffer-backed position_ids tensor and tokenizer_config tokenizer_class mismatch are separate serialization issues." + "reason": "A buffer-access error for position_ids and tokenizer save_pretrained metadata mismatch are separate issues." }, { "left": "issue:30990", "right": "issue:33357", "accept": false, - "reason": "Sentence Transformers loading hang and a MacOS bus error with a CLIP model are different runtime failures." + "reason": "Sentence-Transformers loading stall and MacOS bus error with a CLIP community model are not the same bug." }, { "left": "issue:43576", "right": "issue:43784", "accept": false, - "reason": "Broken transformers env CLI and sentence-transformers import NameError are unrelated." + "reason": "A broken CLI env command and a sentence-transformers import NameError are distinct regressions." }, { "left": "issue:43976", "right": "issue:44945", "accept": false, - "reason": "Python version support regression and pipeline-parallel output corruption are not the same issue." + "reason": "Python version incompatibility and pipeline-parallel output corruption are unrelated." }, { "left": "issue:42907", "right": "issue:44964", "accept": false, - "reason": "Saving dequantized models and loading Phi-4 multimodal are different model workflow failures." + "reason": "Saving dequantized models and loading Phi-4 multimodal instruct are different model behaviors." }, { "left": "issue:42371", "right": "issue:44263", "accept": false, - "reason": "TF32 configuration guidance and a torch.split return-value issue are unrelated." + "reason": "TF32 settings guidance/error and torch.split return-value handling in GlmMoeDsaIndexer are unrelated." }, { "left": "issue:41628", "right": "issue:45278", "accept": false, - "reason": "Cannot import AutoImageProcessor and many import errors after upgrade share a broad theme, but they are different concrete import breakages with different likely fixes." + "reason": "A missing AutoImageProcessor export and broad post-upgrade import failures overlap only superficially; the specific broken symbol and scope differ." }, { "left": "issue:43329", "right": "issue:47059", "accept": false, - "reason": "Undefined variables in multimodal token counting and a CLI completion attribute error are unrelated." + "reason": "Undefined video-branch helpers and CLI test failures from huggingface_hub are unrelated code paths." } ] }, @@ -15793,7 +15849,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-514", + "cluster_id": "cluster-10000-516", "nodes": [ "issue:22355", "issue:29127", @@ -15857,11 +15913,11 @@ "issue:44704|issue:45290", "issue:43122|issue:46326", "issue:43408|issue:43475", - "issue:43122|issue:44521", "issue:44038|issue:44297", + "issue:43122|issue:44521", + "issue:22355|issue:29159", "issue:42907|issue:43452", "issue:44038|issue:44295", - "issue:22355|issue:29159", "issue:44038|issue:44222", "issue:45216|issue:45478", "issue:43824|issue:44351", @@ -15870,220 +15926,220 @@ "issue:43122|issue:44779", "issue:42757|issue:44351", "issue:36296|issue:43116", - "issue:43278|issue:44945", "issue:22355|issue:29127", + "issue:43278|issue:44945", "issue:42175|issue:44938", "issue:39379|issue:43232", "issue:43493|issue:45753" ], - "prepared_review_unit_hash": "6580a57c72761926cfc74bd6ab70357e21e3a4b015a772379b90232eb1bfe04b", + "prepared_review_unit_hash": "9e81badec95649e377a6751cbf6dd3b6dc93432564acbdf534f00ee9d2f9276e", "component_budget": { - "node_count": 514, - "item_count": 514, - "soft_pair_count": 1891, - "serialized_chars": 980895, - "estimated_input_tokens": 245224, - "estimated_eval_tokens": 490704 + "node_count": 516, + "item_count": 516, + "soft_pair_count": 1900, + "serialized_chars": 985297, + "estimated_input_tokens": 246325, + "estimated_eval_tokens": 492906 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 36431, - "estimated_input_tokens": 9108, - "estimated_eval_tokens": 18472 + "serialized_chars": 36439, + "estimated_input_tokens": 9110, + "estimated_eval_tokens": 18476 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is highly heterogeneous: most items are unrelated model-specific bugs, tokenizer regressions, import errors, or generation issues. None of the soft pairs look like the same underlying defect, so I would not merge any of them as duplicates.", - "confidence": 0.95, - "canonical_issue_reason": "No single canonical issue stands out; the items span unrelated bug families across tokenizers, loaders, multimodal handling, generation, and model-specific regressions.", + "summary": "These soft edges are mostly loose topical similarities across different bugs, models, and code paths. None look like the same underlying issue or a mergeable PR change, so all candidates are rejected.", + "confidence": 0.86, + "canonical_issue_reason": "No single canonical issue cleanly covers this heterogeneous set; the items split across unrelated subsystems and model families.", "canonical_pr_reason": null, - "best_issue_reason": "No issue is globally suitable as a canonical duplicate representative for this cluster because it is not one coherent bug family.", + "best_issue_reason": "issue:43122 is the broadest representative of the tokenizer-regression subset and has the strongest cross-version signal among the candidates.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43756", "right": "issue:44060", "accept": false, - "reason": "Different problems: Smollm3 RoPE layer selection vs Qwen3-Next tied-weights warning." + "reason": "Different bugs: Smollm3 RoPE layer omission vs Qwen3-Next tied-weights warning." }, { "left": "issue:44117", "right": "issue:44704", "accept": false, - "reason": "Tokenizer mapping fallback and AutoProcessor kwargs forwarding are different code paths." + "reason": "Unrelated code paths: tokenizer mapping fallback vs AutoProcessor kwarg forwarding to cached_file." }, { "left": "issue:42907", "right": "issue:43937", "accept": false, - "reason": "Model save/dequantization bug vs invalid GenerationConfig validation." + "reason": "Different failures: save/dequantization issue vs invalid GenerationConfig." }, { "left": "issue:43784", "right": "issue:45600", "accept": false, - "reason": "Missing nn import in sentence-transformers integration vs stale auto_mappings references." + "reason": "Different import/CI problems in unrelated modules and models." }, { "left": "issue:39401", "right": "issue:44488", "accept": false, - "reason": "Qwen3 offset_mapping bug vs failure to load a specific model repository." + "reason": "Different issues: Qwen3 tokenizer offsets vs loading cjvt/sleng-bert." }, { "left": "issue:39401", "right": "issue:44521", "accept": false, - "reason": "Tokenizer offset mapping issue and multimodal assistant_mask bug are different defects." + "reason": "Tokenizer offset mapping bug vs multimodal apply_chat_template assistant mask bug." }, { "left": "issue:44625", "right": "issue:44829", "accept": false, - "reason": "num_labels propagation mismatch vs flash_attention_3 training degeneration." + "reason": "Different model-specific bugs: num_labels propagation vs flash_attention_3 training degeneration." }, { "left": "issue:46172", "right": "issue:46762", "accept": false, - "reason": "DeepSeek-V4 dtype/transpose bug is unrelated to Minimax attention numerical differences." + "reason": "Different model implementations and failure modes: Deepseek transpose bug vs Minimax numerical mismatch." }, { "left": "issue:44360", "right": "issue:44485", "accept": false, - "reason": "DSA indexer activation discussion is not the same as GLM-5 RoPE implementation." + "reason": "Unrelated topics: DSA indexer ReLU vs GLM-5 RoPE implementation." }, { "left": "issue:44704", "right": "issue:45290", "accept": false, - "reason": "Processor file-resolution kwargs vs chat-template tool-call crash are different failures." + "reason": "Different APIs: cached_file kwarg forwarding vs tool-call chat template crash." }, { "left": "issue:43122", "right": "issue:46326", "accept": false, - "reason": "Different tokenizer bugs in different subsystems; not the same underlying change." + "reason": "Both tokenizer-related, but different concrete bugs and code paths." }, { "left": "issue:43408", "right": "issue:43475", "accept": false, - "reason": "Model-type warning on SAM3 tracker vs missing fpn_position_embeddings attribute." + "reason": "Same broader SAM3 family, but distinct problems: wrong model type warning vs missing attribute." }, { "left": "issue:44038", "right": "issue:44297", "accept": false, - "reason": "Qwen3-VL-Moe loading bug vs tokenizer save_pretrained metadata mismatch." + "reason": "Different bugs: Qwen3-VL-Moe issue vs tokenizer_class metadata mismatch on save." + }, + { + "left": "issue:43122", + "right": "issue:44521", + "accept": false, + "reason": "Tokenizer regression vs multimodal assistant_mask generation; not the same bug." + }, + { + "left": "issue:22355", + "right": "issue:29159", + "accept": false, + "reason": "Different areas: missing transformers.onnx module vs slow/fast tokenizer inconsistency." }, { "left": "issue:42907", "right": "issue:43452", "accept": false, - "reason": "Saving a dequantized model and gguf_file load handling are distinct issues." + "reason": "Different save/load failures: dequantized model save vs gguf_file loading." }, { "left": "issue:44038", "right": "issue:44295", "accept": false, - "reason": "Qwen3-VL-Moe regression vs position_ids buffer read error; different code paths." - }, - { - "left": "issue:22355", - "right": "issue:29159", - "accept": false, - "reason": "Importing transformers.onnx and slow/fast tokenizer inconsistency are unrelated." + "reason": "Different concrete defects: Qwen3-VL-Moe bug vs position_ids buffer read error." }, { "left": "issue:44038", "right": "issue:44222", "accept": false, - "reason": "Qwen3-VL-Moe load bug and FP8 save_pretrained bug do not match." + "reason": "Related theme only at a high level; save_pretrained FP8 moe bug is not the same as Qwen3-VL-Moe from_pretrained issue." }, { "left": "issue:45216", "right": "issue:45478", "accept": false, - "reason": "Both involve Qwen3.5, but one is save_pretrained corruption and the other is from_pretrained failure; not the same fix." + "reason": "Both involve Qwen3.5, but one is checkpoint saving and the other is from_pretrained loading." }, { "left": "issue:43824", "right": "issue:44351", "accept": false, - "reason": "Missing Qwen2_5_VLForConditionalGeneration export vs missing HybridCache export." + "reason": "Both are import errors, but for different symbols and causes." }, { "left": "issue:43116", "right": "issue:45200", "accept": false, - "reason": "Example script multi-label output bug vs Gemma 4 mm_token_type_ids defaulting issue." + "reason": "Different functionality: classification example output vs Gemma 4 multimodal token type defaults." }, { "left": "issue:39401", "right": "issue:46614", "accept": false, - "reason": "Tokenizer offset mapping bug vs stale phonemizer language backend state." + "reason": "Different subsystems: Qwen3 tokenizer offsets vs Wav2Vec2 phonemizer backend state." }, { "left": "issue:43122", "right": "issue:44779", "accept": false, - "reason": "Different model tokenization regressions; not one concrete bug." + "reason": "Both are tokenizer regressions, but for different models and behaviors." }, { "left": "issue:42757", "right": "issue:44351", "accept": false, - "reason": "Different missing symbols from different packages/modules; too broad to deduplicate." + "reason": "Different missing imports from different packages; not the same underlying bug." }, { "left": "issue:36296", "right": "issue:43116", "accept": false, - "reason": "Tensor parallel training bug is unrelated to the classification example returning empty results." + "reason": "Tensor parallel training bug vs multi-label classification example failure." }, { - "left": "issue:43278", - "right": "issue:44945", + "left": "issue:22355", + "right": "issue:29127", "accept": false, - "reason": "BF16->FP32 dtype drift in eval and pipeline-parallel output corruption are different defects." + "reason": "Completely different topics: missing module vs LayoutLMv3 error messaging clarity." }, { - "left": "issue:22355", - "right": "issue:29127", + "left": "issue:43278", + "right": "issue:44945", "accept": false, - "reason": "Import failure for transformers.onnx vs unclear LayoutLMv3 error messaging." + "reason": "Different symptoms and code paths: dtype regression in eval vs pipeline parallelism output corruption." }, { "left": "issue:42175", "right": "issue:44938", "accept": false, - "reason": "Missing tensorflow backend in extras vs Python 3.14 load failure are not the same bug." + "reason": "Packaging/backend extras issue vs Python 3.14 import failure." }, { "left": "issue:39379", "right": "issue:43232", "accept": false, - "reason": "mllama mask handling and generation kwargs after sync_gpus are unrelated." + "reason": "Different generation/model bugs: mllama mask handling vs sync_gpus kwargs update." }, { "left": "issue:43493", "right": "issue:45753", "accept": false, - "reason": "SigLIP2 implementation discrepancy vs Qwen3_5 image-specific infinite loop." - }, - { - "left": "issue:44360", - "right": "issue:44485", - "accept": false, - "reason": "DSA indexer ReLU discussion does not match GLM-5 RoPE implementation." + "reason": "Different model-specific correctness bugs: SigLIP2 discrepancy vs Qwen3_5 infinite-loop image case." } ] }, @@ -16105,7 +16161,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-514", + "cluster_id": "cluster-10000-516", "nodes": [ "issue:28348", "issue:38617", @@ -16178,209 +16234,209 @@ "issue:46726|issue:46981", "issue:46328|issue:47116", "issue:43992|issue:44704", - "issue:43066|issue:46710", "issue:28348|issue:46640", + "issue:43066|issue:46710", "issue:43116|issue:43825", "issue:43827|issue:45446", "issue:42673|issue:42796", "issue:44995|issue:46697" ], - "prepared_review_unit_hash": "14ef2d1104fc5d22140662a67451cc7d4e82f36f2d1d4cafdacaffed97f927aa", + "prepared_review_unit_hash": "db56011868cad2e952c6ca966e3cbe58975c7276e1223e0901152e0d8a99522e", "component_budget": { - "node_count": 514, - "item_count": 514, - "soft_pair_count": 1891, - "serialized_chars": 980895, - "estimated_input_tokens": 245224, - "estimated_eval_tokens": 490704 + "node_count": 516, + "item_count": 516, + "soft_pair_count": 1900, + "serialized_chars": 985297, + "estimated_input_tokens": 246325, + "estimated_eval_tokens": 492906 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 28, - "serialized_chars": 35236, - "estimated_input_tokens": 8809, - "estimated_eval_tokens": 17874 + "serialized_chars": 35237, + "estimated_input_tokens": 8810, + "estimated_eval_tokens": 17876 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is very heterogeneous: most items are unrelated issues that only share broad Transformers/v5/model-family vocabulary. None of the soft pairs look like true duplicates of the same concrete bug or change, so all soft edges should be rejected.", - "confidence": 0.34, - "canonical_issue_reason": "Issue 45278 is the best umbrella representative because it captures the broad v5 regression/import-breakage theme that appears most often across the set, even though the cluster is not a true duplicate group.", + "summary": "This cluster is mostly a grab bag of distinct Transformers v5 regressions, model-specific bugs, and a few docs/API issues. I did not find any soft-edge pair that clearly shares the same underlying bug/change tightly enough to merge.", + "confidence": 0.69, + "canonical_issue_reason": "issue:45278 is the broadest representative: it captures the v5 upgrade/import-regression theme that the cluster appears to be centered around, without being too narrow to one model or API surface.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45278 is the most representative global issue candidate due to its broad cross-version breakage framing and overlap with several v5-related regression reports.", + "best_issue_reason": "issue:45278 best fits as the cluster anchor because it is the most general user-facing regression report and plausibly subsumes several of the narrower v5 import complaints.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44188", "right": "issue:46328", "accept": false, - "reason": "Different bugs: attention-kernel divergence under torch.compile vs a SequenceFeatureExtractor padding performance issue." + "reason": "Different subsystems and failure modes: attention-kernel branching under torch.compile vs SequenceFeatureExtractor.pad performance behavior." }, { "left": "issue:46231", "right": "issue:46877", "accept": false, - "reason": "One is a docs parameter name mismatch; the other is import-time docstring lint output. No shared code-path bug." + "reason": "Docs parameter-name mismatch is unrelated to auto_docstring printing lint diagnostics at import time." }, { "left": "issue:43937", "right": "issue:44485", "accept": false, - "reason": "Both mention GLM-5, but one is invalid GenerationConfig handling and the other is a RoPE implementation concern." + "reason": "Both mention GLM-5, but one is a GenerationConfig validation problem and the other is a RoPE implementation discussion; not the same bug." }, { "left": "issue:42898", "right": "issue:46614", "accept": false, - "reason": "Both are tokenizer-related regressions, but one is clean-up spacing behavior in v5 and the other is stale phonemizer language state." + "reason": "Tokenizer cleanup behavior in v5 is unrelated to stale phonemizer language state in Wav2Vec2 phonemization." }, { "left": "issue:38617", "right": "issue:45278", "accept": false, - "reason": "45378 is a broad import-error umbrella; 38617 is a specific missing symbol import. Related context, but not the same concrete bug." + "reason": "The latter is a broad umbrella for many import errors; the former is one specific missing import. Too broad to treat as the same artifact." }, { "left": "issue:43976", "right": "issue:45446", "accept": false, - "reason": "Different platform/version compatibility problems: Python version support vs a PyTorch version guard for an import." + "reason": "Python-version compatibility and a flex_attention import guard are different code paths and symptoms." }, { "left": "issue:43611", "right": "issue:46002", "accept": false, - "reason": "Model loading with base_model_prefix is unrelated to NaNs in classification heads." + "reason": "Model loading via base_model_prefix is unrelated to NaNs in classification heads during checkout/init." }, { "left": "issue:44038", "right": "issue:45478", "accept": false, - "reason": "Same broad Qwen3 MoE family, but different versions/models and different failure modes for from_pretrained." + "reason": "Related model family, but one is a transformers 5.0/Qwen3-VL-Moe bug and the other is a Qwen3.5 Moe from_pretrained error; not enough evidence of one underlying defect." }, { "left": "issue:43066", "right": "issue:44779", "accept": false, - "reason": "Both are v5 tokenizer regressions, but they concern different tokenizers and distinct symptoms." + "reason": "Tokenizer decoder-type regression and DeepSeek-specific incorrect results may be related, but they are not clearly the same concrete bug from the titles alone." }, { "left": "issue:42673", "right": "issue:45072", "accept": false, - "reason": "VRAM leakage in Qwen3ForCausalLM threads is unrelated to dtype mismatches in inference models." + "reason": "VRAM leak in Qwen3ForCausalLM multi-threading is unrelated to bfloat16 dtype mismatches in other models." }, { "left": "issue:44355", "right": "issue:46231", "accept": false, - "reason": "Compiled Python file errors have nothing to do with a documentation parameter typo." + "reason": "Compiled Python file execution errors do not match a docs parameter typo." }, { "left": "issue:45357", "right": "issue:45478", "accept": false, - "reason": "Both involve Qwen3.5 Moe, but one is save_pretrained key corruption and the other is a from_pretrained load error." + "reason": "Both involve Qwen3.5, but save_pretrained key serialization and from_pretrained loading errors are different directions and likely different fixes." }, { "left": "issue:44625", "right": "issue:46002", "accept": false, - "reason": "num_labels propagation in Qwen3.5 is a config bug; NaNs in classification heads are a different training/init failure." + "reason": "num_labels propagation in Qwen3.5 is unrelated to NaNs in classification heads." }, { "left": "issue:43116", "right": "issue:43493", "accept": false, - "reason": "A classification example script returning empty results is unrelated to a SigLIP2 implementation discrepancy." + "reason": "Example-script multi-label output behavior and SigLIP2 implementation discrepancy are different problems." }, { "left": "issue:45083", "right": "issue:45446", "accept": false, - "reason": "Feature-length computation in qwen3_omni_moe is unrelated to a PyTorch version check in flex_attention." + "reason": "Helper output-length calculation in qwen3_omni_moe is unrelated to a PyTorch version check for flex_attention imports." }, { "left": "issue:44610", "right": "issue:46909", "accept": false, - "reason": "An image processor sizing bug is unrelated to a broken documentation example." + "reason": "An image-size mismatch in OmDet-Turbo processing is unrelated to a broken DIA documentation example." }, { "left": "issue:42371", "right": "issue:43874", "accept": false, - "reason": "TF32 API guidance and a missing multimodal-token helper method are different issues." + "reason": "TF32 control settings and a missing image-patch helper in GLM46V are unrelated." }, { "left": "issue:44075", "right": "issue:44936", "accept": false, - "reason": "Optimizer argument handling and trainer train/evaluate sequencing are separate bugs." + "reason": "Unused SGD args and trainer.evaluate() failing after training are different training/runtime issues." }, { "left": "issue:43618", "right": "issue:46829", "accept": false, - "reason": "Both are output-field assignment issues, but they affect different model classes and outputs, so they are not the same concrete bug." + "reason": "Both are output-structure bugs, but they affect different model outputs and different fields; not clearly the same defect." }, { "left": "issue:46726", "right": "issue:46981", "accept": false, - "reason": "AutoProcessor backend-missing error handling is unrelated to retry behavior on HTTP 429 responses." + "reason": "Missing vision backend handling in AutoProcessor is unrelated to repeated HTTP 429 retries in from_pretrained." }, { "left": "issue:46328", "right": "issue:47116", "accept": false, - "reason": "A padding performance issue is unrelated to a streaming pipeline regression." + "reason": "Feature-extractor padding inefficiency is unrelated to a streaming pipeline regression." }, { "left": "issue:43992", "right": "issue:44704", "accept": false, - "reason": "Missing embed_tokens weight loading is a model checkpoint issue; passing kwargs to cached_file is a separate AutoProcessor bug." + "reason": "Missing embed_tokens weight loading and AutoProcessor kwargs forwarding are separate loading bugs." }, { - "left": "issue:43066", - "right": "issue:46710", + "left": "issue:28348", + "right": "issue:46640", "accept": false, - "reason": "Tokenizer decoder type regression and DeepSeek accuracy regression after upgrade are not the same bug." + "reason": "Flash-Attention-2 support for GPT2LMHeadModel is not the same as a vague generic flash-attention issue." }, { - "left": "issue:28348", - "right": "issue:46640", + "left": "issue:43066", + "right": "issue:46710", "accept": false, - "reason": "Flash Attention 2 support request for GPT2LMHeadModel is not the same as a generic flash-attention issue." + "reason": "Tokenizer decoder-type behavior and DeepSeek accuracy regression are not clearly the same code-path problem." }, { "left": "issue:43116", "right": "issue:43825", "accept": false, - "reason": "Example-script multi-label output failure is unrelated to a pipeline error message regression." + "reason": "Example multi-label classification failure is unrelated to an incorrect pipeline error message." }, { "left": "issue:43827", "right": "issue:45446", "accept": false, - "reason": "Docs still referencing pipeline() and a PyTorch version check bug are unrelated." + "reason": "Docs still referencing pipeline() and a flex_attention import version check are unrelated." }, { "left": "issue:42673", "right": "issue:42796", "accept": false, - "reason": "VRAM leakage in multithreaded inference is unrelated to tokenizer BPE-marker handling." + "reason": "A VRAM leak in Qwen3ForCausalLM and a tokenizer BPE-marker bug are different components." }, { "left": "issue:44995", "right": "issue:46697", "accept": false, - "reason": "A second-forward stale-cache crash is unrelated to image over-padding in Swin2SR." + "reason": "Stale indexer cache on second forward pass is unrelated to image over-padding in Swin2SR." } ] }, @@ -16402,7 +16458,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-514", + "cluster_id": "cluster-10000-516", "nodes": [ "issue:33453", "issue:39379", @@ -16454,8 +16510,8 @@ "issue:47110" ], "soft_pairs": [ - "issue:45092|issue:46762", "issue:33453|issue:39401", + "issue:45092|issue:46762", "issue:44263|issue:46762", "issue:43824|issue:46981", "issue:43064|issue:43673", @@ -16464,9 +16520,9 @@ "issue:42222|issue:43441", "issue:42222|issue:47000", "issue:44380|issue:46077", + "issue:45405|issue:45446", "issue:42222|issue:46752", "issue:43937|issue:45563", - "issue:45405|issue:45446", "issue:44117|issue:45588", "issue:44291|issue:45071", "issue:44466|issue:46002", @@ -16474,232 +16530,232 @@ "issue:44410|issue:45310", "issue:39401|issue:44779", "issue:43450|issue:43986", - "issue:43937|issue:44977", "issue:44704|issue:47110", + "issue:43937|issue:44977", "issue:45071|issue:47059", "issue:45341|issue:46328", "issue:45071|issue:46512", "issue:44829|issue:45216", "issue:45341|issue:45561", "issue:43408|issue:43742", - "issue:45632|issue:46981", "issue:44117|issue:45081", + "issue:45632|issue:46981", "issue:42617|issue:45341" ], - "prepared_review_unit_hash": "238445268bd15ceb72341a7a4c7aec402af5eb70c8d434d2810f219d2eb152b9", + "prepared_review_unit_hash": "cc72cd5c71a4e66bc56bceafb463ba8a23cd9b569b256ee09fa72ee730930142", "component_budget": { - "node_count": 514, - "item_count": 514, - "soft_pair_count": 1891, - "serialized_chars": 980895, - "estimated_input_tokens": 245224, - "estimated_eval_tokens": 490704 + "node_count": 516, + "item_count": 516, + "soft_pair_count": 1900, + "serialized_chars": 985297, + "estimated_input_tokens": 246325, + "estimated_eval_tokens": 492906 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 31, - "serialized_chars": 37011, - "estimated_input_tokens": 9253, - "estimated_eval_tokens": 18762 + "serialized_chars": 37014, + "estimated_input_tokens": 9254, + "estimated_eval_tokens": 18764 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is loosely centered on Transformers issues, but the soft links mostly connect unrelated bugs. The broad tokenizer-loading regression is the best umbrella issue; no PRs are present.", - "confidence": 0.67, - "canonical_issue_reason": "Issue 33453 is the broadest and most generic: it describes a tokenizer-loading regression without narrowing to a specific model or code path, making it the best umbrella for nearby tokenizer-related reports.", + "summary": "These items are a loose set of unrelated bug reports across tokenizers, vision models, training, generation, and utilities. None of the suggested soft pairs look like the same underlying bug/change, so I would not collapse any of them.", + "confidence": 0.91, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "Issue 33453 is the strongest representative for this cluster because it captures the general failure mode shared by several tokenizer/loading complaints, while being broad enough to serve as the canonical issue.", + "best_issue_reason": "issue:39401 is the strongest standalone representative: it has a clear, concrete tokenizer bug report with a specific model and symptom (wrong offset_mapping).", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:45092", - "right": "issue:46762", + "left": "issue:33453", + "right": "issue:39401", "accept": false, - "reason": "Different failures: remote-code meta-initialization incompatibility vs Minimax MSA attention numerical differences." + "reason": "Both are tokenizer-related, but one is a generic loading regression and the other is a Qwen3 offset_mapping bug; different failure modes and likely different fixes." }, { - "left": "issue:33453", - "right": "issue:39401", + "left": "issue:45092", + "right": "issue:46762", "accept": false, - "reason": "Both are tokenizer-related, but one is a broad loading regression and the other is a Qwen3 offset_mapping bug; different underlying defects." + "reason": "One is a v5 meta-initialization incompatibility for remote-code checkpoints; the other is a Minimax attention numerical mismatch. Different code paths." }, { "left": "issue:44263", "right": "issue:46762", "accept": false, - "reason": "GlmMoeDsaIndexer torch.split behavior is unrelated to Minimax attention numerical drift." + "reason": "GlmMoeDsaIndexer torch.split behavior is unrelated to Minimax MSA attention numerical differences." }, { "left": "issue:43824", "right": "issue:46981", "accept": false, - "reason": "ImportError for a missing Qwen2.5-VL class is unrelated to AutoProcessor retry behavior on HTTP 429." + "reason": "Import error for a missing class and repeated HTTP 429 retry behavior are unrelated issues." }, { "left": "issue:43064", "right": "issue:43673", "accept": false, - "reason": "FSDP2/PEFT optimizer-state corruption is a training/distributed bug, not the GenerationMixin cache issue." + "reason": "Distributed optimizer state corruption with FSDP2/PEFT is unrelated to a generation cache missing in chunked_prefill." }, { "left": "issue:43673", "right": "issue:46328", "accept": false, - "reason": "Generation cache missing and SequenceFeatureExtractor.pad performance are different code paths and symptoms." + "reason": "Generation cache handling and SequenceFeatureExtractor.pad performance are different subsystems and bugs." }, { "left": "issue:39379", "right": "issue:43688", "accept": false, - "reason": "mllama mask handling and auxiliary-loss normalization are distinct model-specific bugs." + "reason": "Incorrect mllama mask handling and auxiliary-loss normalization in MoE models are separate model-specific bugs." }, { "left": "issue:42222", "right": "issue:43441", "accept": false, - "reason": "vitpose model breakage and Ministral FlashAttention failure do not share the same root cause." + "reason": "VitPose breakage and Ministral FlashAttention failure affect different models and code paths." }, { "left": "issue:42222", "right": "issue:47000", "accept": false, - "reason": "vitpose breakage is unrelated to RTDetrLoss cost-matrix infeasibility." + "reason": "VitPose model loading breakage is unrelated to RTDetr loss infeasibility." }, { "left": "issue:44380", "right": "issue:46077", "accept": false, - "reason": "Both involve attention behavior, but GPT2 attention scaling and Gemma4 bidirectional-mask construction are different bugs." + "reason": "GPT2 attention scaling being ignored and Gemma4 bidirectional masks being wrong are different attention bugs." + }, + { + "left": "issue:45405", + "right": "issue:45446", + "accept": false, + "reason": "A dependency version bump issue is not the same as a PyTorch version-check bug in flex_attention." }, { "left": "issue:42222", "right": "issue:46752", "accept": false, - "reason": "vitpose breakage is unrelated to apply_chat_template crashing on an empty list." + "reason": "VitPose model breakage and chat-template empty-list crash are unrelated." }, { "left": "issue:43937", "right": "issue:45563", "accept": false, - "reason": "GLM-5 GenerationConfig validation and paged-generate stale warning are separate issues." - }, - { - "left": "issue:45405", - "right": "issue:45446", - "accept": false, - "reason": "A dependency version bump being too high is unrelated to the flex_attention PyTorch version check." + "reason": "GenerationConfig validation for GLM-5 is unrelated to a stale warning in paged generate()." }, { "left": "issue:44117", "right": "issue:45588", "accept": false, - "reason": "TOKENIZER_MAPPING_NAMES returning None and flash_attention crashing on s_aux=None are different failure sources." + "reason": "Tokenizer mapping fallback behavior and a flash_attention crash on s_aux=None are unrelated." }, { "left": "issue:44291", "right": "issue:45071", "accept": false, - "reason": "Both are v5-related regressions, but one is about init_empty_weights arguments and the other about PretrainedConfig type checking." + "reason": "The init_empty_weights argument compatibility bug is distinct from PretrainedConfig type-checking regressions." }, { "left": "issue:44466", "right": "issue:46002", "accept": false, - "reason": "lm_head serialization/tied-weights behavior is unrelated to NaNs in classification heads." + "reason": "lm_head serialization depending on device is a different bug from NaNs in classification heads after checkout/init." }, { "left": "issue:39379", "right": "issue:46897", "accept": false, - "reason": "mllama mask handling is unrelated to Florence2 training-loss double-shift behavior." + "reason": "Both involve training behavior, but the masked-out-mask issue is unrelated to Florence2's double-shift loss bug." }, { "left": "issue:44410", "right": "issue:45310", "accept": false, - "reason": "Missing qwen3next projections and Qwen3.5 MoE from_pretrained errors are different model-specific problems." + "reason": "Missing qkv/gate projections in qwen3next layer 0 is a different from_pretrained failure than Qwen3.5 MoE loading errors." }, { "left": "issue:39401", "right": "issue:44779", "accept": false, - "reason": "Both are tokenizer regressions, but they affect different models and appear to come from different tokenizer logic." + "reason": "Both are tokenizer regressions, but they affect different models and symptoms (offset_mapping vs incorrect tokenization results)." }, { "left": "issue:43450", "right": "issue:43986", "accept": false, - "reason": "Batched video processor shape issues are unrelated to the AutoProcessor/torchvision import crash." + "reason": "Incorrect batched video-processor output shapes and missing torchvision import crashes are different problems." }, { - "left": "issue:43937", - "right": "issue:44977", + "left": "issue:44704", + "right": "issue:47110", "accept": false, - "reason": "Invalid GenerationConfig for GLM-5 is unrelated to Qwen3.5 flash-attention generation failures." + "reason": "AutoProcessor kwargs propagation to cached_file is unrelated to special_tokens being a list instead of a mapping." }, { - "left": "issue:44704", - "right": "issue:47110", + "left": "issue:43937", + "right": "issue:44977", "accept": false, - "reason": "Passing kwargs to cached_file and special_tokens being a list are unrelated API bugs." + "reason": "Invalid GenerationConfig for GLM-5 and Qwen3.5 flash-attention generation failure are distinct issues." }, { "left": "issue:45071", "right": "issue:47059", "accept": false, - "reason": "PretrainedConfig type checking regression is unrelated to the hf hub CLI completion attribute breakage." + "reason": "PretrainedConfig type-checking breakage is unrelated to the hf hub CLI completion attribute error." }, { "left": "issue:45341", "right": "issue:46328", "accept": false, - "reason": "A testing_utils bug and a SequenceFeatureExtractor.pad performance issue are not the same defect." + "reason": "A small testing_utils bug and a pad performance regression are unrelated." }, { "left": "issue:45071", "right": "issue:46512", "accept": false, - "reason": "PretrainedConfig type checking and stale config.dtype after from_config are separate configuration issues." + "reason": "Type-checking breakage in PretrainedConfig is unrelated to stale config.dtype after from_config(dtype=...)." }, { "left": "issue:44829", "right": "issue:45216", "accept": false, - "reason": "FlashAttention-3 training degeneration and Qwen3.5 checkpoint serialization are different bugs." + "reason": "FlashAttention-3 training degeneration and Qwen3.5 save_pretrained checkpoint corruption are different bugs." }, { "left": "issue:45341", "right": "issue:45561", "accept": false, - "reason": "The xdist captured_info.txt race is more specific than the unrelated general testing_utils bug." + "reason": "A testing_utils bug and a pytest-xdist race on captured_info.txt are different defects even if both touch test utilities." }, { "left": "issue:43408", "right": "issue:43742", "accept": false, - "reason": "sam3_tracker warning from sam3_video and MobileLLM-125M KeyError are unrelated loading issues." + "reason": "A model-type warning during sam3_tracker instantiation is unrelated to a key error loading MobileLLM-125M." }, { - "left": "issue:45632", - "right": "issue:46981", + "left": "issue:44117", + "right": "issue:45081", "accept": false, - "reason": "Cache-path collisions for trust_remote_code and repeated 429 retries are unrelated loader/network problems." + "reason": "TOKENIZER_MAPPING_NAMES returning None and the mistral regex patch crash are separate tokenizer-loading problems." }, { - "left": "issue:44117", - "right": "issue:45081", + "left": "issue:45632", + "right": "issue:46981", "accept": false, - "reason": "Both hit tokenizer loading, but one is a mapping-name assumption and the other is a Mistral regex patch crash." + "reason": "Local cache-path collisions for trust_remote_code and repeated HTTP 429 retries are unrelated AutoProcessor issues." }, { "left": "issue:42617", "right": "issue:45341", "accept": false, - "reason": "3d_parallel.py execution failure is unrelated to the testing_utils bug." + "reason": "Failure to run 3d_parallel.py is unrelated to the testing_utils bug." } ] }, @@ -16721,7 +16777,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-514", + "cluster_id": "cluster-10000-516", "nodes": [ "issue:27957", "issue:38617", @@ -16775,8 +16831,8 @@ "issue:38617|issue:41628", "issue:43122|issue:46298", "issue:42222|issue:46178", - "issue:44877|issue:46231", "issue:39401|issue:46209", + "issue:44877|issue:46231", "issue:42371|issue:44261", "issue:43937|issue:44496", "issue:44484|issue:45310", @@ -16790,8 +16846,8 @@ "issue:43066|issue:43122", "issue:43208|issue:46894", "issue:43097|issue:44493", - "issue:46752|issue:47116", "issue:44077|issue:46981", + "issue:46752|issue:47116", "issue:43673|issue:45341", "issue:43931|issue:44410", "issue:41628|issue:45071", @@ -16802,20 +16858,20 @@ "issue:44263|issue:46172", "issue:44360|issue:46172" ], - "prepared_review_unit_hash": "9cd87b2350cc1f9a7b7ecb270d96e24f174b409a237e847c84f380d0b29b6875", + "prepared_review_unit_hash": "4e89fdfdfab40064d69f9ef91d2738fa6cda59c3b9a8ba5b3d799cc3ee1e28f4", "component_budget": { - "node_count": 514, - "item_count": 514, - "soft_pair_count": 1891, - "serialized_chars": 980895, - "estimated_input_tokens": 245224, - "estimated_eval_tokens": 490704 + "node_count": 516, + "item_count": 516, + "soft_pair_count": 1900, + "serialized_chars": 985297, + "estimated_input_tokens": 246325, + "estimated_eval_tokens": 492906 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 29, - "serialized_chars": 35140, + "serialized_chars": 35139, "estimated_input_tokens": 8785, "estimated_eval_tokens": 17826 }, @@ -16824,180 +16880,186 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These issues are largely heterogeneous regressions across imports, tokenizers, model loading, training, and API behavior. None of the proposed soft pairs look like the same concrete bug/change, so I would reject them all. If a representative issue must be named, #45278 is the broadest umbrella report, but it is not a true canonical duplicate target for this set.", - "confidence": 0.88, - "canonical_issue_reason": "The set is too heterogeneous to have one true canonical issue; the proposed pairs do not share a single concrete failure mode.", + "summary": "These items are mostly separate regressions across different models and APIs. None of the soft pairs look like true duplicates under a strict same-bug/same-change standard; the closest umbrella report is the broad v5 import-regression issue.", + "confidence": 0.69, + "canonical_issue_reason": "issue:45278 is the broadest representative issue here: it reports multiple import errors after upgrading to 5.5.0, which makes it the best umbrella candidate among the mostly unrelated reports.", "canonical_pr_reason": null, - "best_issue_reason": "#45278 is the broadest umbrella report here ('many import errors after update from 4.57.0 to 5.5.0'), so it is the best representative issue if one must be picked.", + "best_issue_reason": "issue:45278 best fits as the global issue anchor because it is broad, user-facing, and most likely to subsume narrower import-failure reports in this set.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:38617", "right": "issue:41628", "accept": false, - "reason": "Both are import errors, but they are about different missing symbols and likely different code paths." + "reason": "Both are import failures, but they name different missing symbols and likely different code paths, so they are not the same underlying bug." }, { "left": "issue:43122", "right": "issue:46298", "accept": false, - "reason": "Tokenizer regression vs noisy logging; unrelated bugs." + "reason": "Different tokenization regression vs noisy logging; no shared failure mode or fix." }, { "left": "issue:42222", "right": "issue:46178", "accept": false, - "reason": "Model-specific breakage vs backend mapping/availability error; not the same fix." + "reason": "VitPose model breakage and a backend-mapping error are unrelated subsystems and bugs." }, { - "left": "issue:44877", - "right": "issue:46231", + "left": "issue:39401", + "right": "issue:46209", "accept": false, - "reason": "Config-loading strictness and a doc parameter typo are unrelated." + "reason": "Tokenizer offset mapping and FP8 inference on B200 are unrelated model/runtime issues." }, { - "left": "issue:39401", - "right": "issue:46209", + "left": "issue:44877", + "right": "issue:46231", "accept": false, - "reason": "Tokenizer offset mapping bug vs FP8/B200 inference failure; different layers." + "reason": "Config-loading strictness and a doc parameter-name mismatch are not the same code-path problem." }, { "left": "issue:42371", "right": "issue:44261", "accept": false, - "reason": "TF32 settings/API issue vs MLA layernorm epsilon mismatch; different problems." + "reason": "TF32 settings behavior and a missing rms_norm_eps in MLA are different bugs." }, { "left": "issue:43937", "right": "issue:44496", "accept": false, - "reason": "GLM-5 generation config validation vs model-type recognition on load; different failure modes." + "reason": "GenerationConfig validation for GLM-5 and unrecognized-model loading for OLMo are different failures." + }, + { + "left": "issue:44484", + "right": "issue:45310", + "accept": false, + "reason": "One is a shard-size question; the other is a Qwen3.5 MoE from_pretrained loading error." }, { "left": "issue:44261", "right": "issue:46762", "accept": false, - "reason": "Both mention numerical differences, but they affect different models and different attention paths." + "reason": "Both concern numerical differences, but they involve different models and mechanisms, so they are not the same bug." }, { "left": "issue:44933", "right": "issue:45278", "accept": false, - "reason": "A single missing import is not the same bug as a broad multi-import regression." + "reason": "The second is a broad import-regression report, but the first is a specific missing import; too broad to call a duplicate." }, { "left": "issue:42371", "right": "issue:46617", "accept": false, - "reason": "TF32 behavior control and trust_remote_code cache loading are unrelated." + "reason": "TF32 configuration and cache-based trust_remote_code FileNotFoundError are unrelated." }, { "left": "issue:44410", "right": "issue:45478", "accept": false, - "reason": "Different Qwen-family loading bugs in different modules; not one concrete code-path problem." + "reason": "Missing layer projections in qwen3next is a different model-architecture issue from Qwen3.5 MoE loading failure." }, { "left": "issue:44075", "right": "issue:45656", "accept": false, - "reason": "Unused SGD args and duplicate optimizer steps are different optimizer bugs." + "reason": "Unused SGD args and double optimizer-step under deepspeed are different optimizer bugs." }, { "left": "issue:38617", "right": "issue:44220", "accept": false, - "reason": "ImportError vs audio feature extraction failure; unrelated." + "reason": "Different import/runtime failures in unrelated utilities; no shared underlying defect." }, { "left": "issue:44263", "right": "issue:44485", "accept": false, - "reason": "Torch split return handling vs RoPE implementation; different GLM issues." + "reason": "torch.split return handling in the DSA indexer and GLM-5 RoPE implementation are separate bugs." }, { "left": "issue:43066", "right": "issue:43122", "accept": false, - "reason": "Both are tokenizer-related regressions, but one is decoder-type mismatch and the other is changed tokenization output; not clearly the same bug." + "reason": "Tokenizer decoder-type mismatch and tokenization drift are related only at a high level; not the same concrete bug." }, { "left": "issue:43208", "right": "issue:46894", "accept": false, - "reason": "Different training blockers in different model families; no shared concrete fix." + "reason": "xLSTM training blockers and a CohereASR double-shift loss bug are different model/training issues." }, { "left": "issue:43097", "right": "issue:44493", "accept": false, - "reason": "Removed embedding-tie API vs unexpected position-id keys; unrelated regressions." + "reason": "Removal of a config field and unexpected position-id keys are different API/model-loading problems." }, { - "left": "issue:46752", - "right": "issue:47116", + "left": "issue:44077", + "right": "issue:46981", "accept": false, - "reason": "Empty chat-template crash vs streaming pipeline regression are different failures." + "reason": "patchtsmixer post_init policy and repeated 429 retry behavior in AutoProcessor are unrelated." }, { - "left": "issue:44077", - "right": "issue:46981", + "left": "issue:46752", + "right": "issue:47116", "accept": false, - "reason": "PatchTSMixer init policy vs HTTP 429 retry behavior; not the same underlying issue." + "reason": "Empty chat-template input crash and streaming pipeline regression are different failure modes." }, { "left": "issue:43673", "right": "issue:45341", "accept": false, - "reason": "Missing generation cache in v5 chunked prefill vs a testing_utils bug; unrelated." + "reason": "Chunked-prefill cache handling and a testing_utils bug are unrelated." }, { "left": "issue:43931", "right": "issue:44410", "accept": false, - "reason": "Qwen3-VL weight-shape mismatch and missing Qwen3Next projections are separate model-loading defects." + "reason": "Qwen3-VL weight-shape mismatch and qwen3next missing projections are different model-specific loading issues." }, { "left": "issue:41628", "right": "issue:45071", "accept": false, - "reason": "Missing AutoImageProcessor import and PreTrainedConfig type checking are different compatibility issues." + "reason": "Cannot import AutoImageProcessor and PreTrainedConfig type-checking breakage are separate import/type issues." }, { "left": "issue:44483", "right": "issue:45464", "accept": false, - "reason": "General chat/completions rejection vs streaming-specific Qwen3.5 failure; not one concrete bug." + "reason": "API request rejection in /v1/chat/completions and streaming inference failure on a specific model are not the same bug." }, { "left": "issue:43874", "right": "issue:44261", "accept": false, - "reason": "Different multimodal/token-count vs layernorm-epsilon bugs." + "reason": "Missing image-patch counting on a vision processor and MLA precision/config issues are unrelated." }, { "left": "issue:44484", "right": "issue:45478", "accept": false, - "reason": "Save-pretrained shard size question vs Qwen3.5 load failure; unrelated." + "reason": "max_shard_size behavior and Qwen3.5 MoE loading failure are different problems." }, { "left": "issue:27957", "right": "issue:43352", "accept": false, - "reason": "Both mention Flash Attention 2 support, but they concern different models and likely different implementations." + "reason": "Both mention Flash Attention 2 support, but they are different models with separate support gaps." }, { "left": "issue:44263", "right": "issue:46172", "accept": false, - "reason": "Different GLM/DeepSeek code paths and different tensor-shape bugs." + "reason": "DSA indexer split semantics and deepseek-v4 tensor transpose behavior are unrelated." }, { "left": "issue:44360", "right": "issue:46172", "accept": false, - "reason": "Missing ReLU in the DSA indexer is unrelated to the DeepSeek transpose issue." + "reason": "A missing ReLU in the DSA indexer is a different bug from the deepseek-v4 transpose issue." } ] }, @@ -17019,7 +17081,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-514", + "cluster_id": "cluster-10000-516", "nodes": [ "issue:38617", "issue:42757", @@ -17031,7 +17093,6 @@ "issue:43208", "issue:43441", "issue:43452", - "issue:43531", "issue:43577", "issue:43673", "issue:43873", @@ -17068,11 +17129,12 @@ "issue:46752", "issue:46821", "issue:46897", - "issue:46981" - ], + "issue:46981", + "issue:47000" + ], "soft_pairs": [ - "issue:43441|issue:44829", "issue:43012|issue:43577", + "issue:43441|issue:44829", "issue:43931|issue:44038", "issue:43097|issue:43452", "issue:43986|issue:45341", @@ -17080,13 +17142,13 @@ "issue:45003|issue:45341", "issue:42886|issue:46981", "issue:45753|issue:46369", - "issue:43531|issue:45341", + "issue:45341|issue:47000", "issue:44117|issue:44987", "issue:43874|issue:44263", "issue:43097|issue:45588", "issue:43673|issue:46123", - "issue:44410|issue:45375", "issue:45440|issue:46172", + "issue:44410|issue:45375", "issue:44038|issue:44410", "issue:38617|issue:42757", "issue:43986|issue:45372", @@ -17096,227 +17158,227 @@ "issue:43986|issue:44484", "issue:46655|issue:46664", "issue:46298|issue:46752", - "issue:38617|issue:44351", - "issue:42890|issue:46298", "issue:44062|issue:44117", + "issue:42890|issue:46298", + "issue:38617|issue:44351", "issue:43097|issue:43873", "issue:43012|issue:46821", "issue:44117|issue:46701" ], - "prepared_review_unit_hash": "d5f2931e60060c4d371253c04616d3b11b8503b4b2182a026f6a0c71b12f0e9e", + "prepared_review_unit_hash": "ec3811800c9344eaae8157bf2e41184783e4054a0a14221e8165cae100566d1f", "component_budget": { - "node_count": 514, - "item_count": 514, - "soft_pair_count": 1891, - "serialized_chars": 980895, - "estimated_input_tokens": 245224, - "estimated_eval_tokens": 490704 + "node_count": 516, + "item_count": 516, + "soft_pair_count": 1900, + "serialized_chars": 985297, + "estimated_input_tokens": 246325, + "estimated_eval_tokens": 492906 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 31, - "serialized_chars": 36924, - "estimated_input_tokens": 9231, - "estimated_eval_tokens": 18718 + "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 noisy: the issues span many unrelated regressions, import errors, and model-specific bugs. I don\u2019t see a single underlying duplicate bug/change tying them together, so no soft edges should be merged.", - "confidence": 0.92, - "canonical_issue_reason": "No single canonical duplicate: the items are mostly distinct failures across different models, processors, and API surfaces rather than one shared root cause.", + "summary": "These issues are mostly distinct regressions spanning imports, model loading, processors, training, and attention/backends. Several pairs share a vague subsystem or version-regression theme, but none look like the same underlying bug.", + "confidence": 0.94, + "canonical_issue_reason": "#43097 is the broadest release-regression report in the set and has downstream references, so it is the least arbitrary anchor even though the overall set is heterogeneous.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43097 is the best representative if one must be chosen: it\u2019s a clear, user-facing breaking-change report with broader API impact and some discussion/reference activity.", + "best_issue_reason": "#43097 is the best representative issue by scope and downstream impact, but it does not truly subsume the other reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43441", - "right": "issue:44829", + "left": "issue:43012", + "right": "issue:43577", "accept": false, - "reason": "Both mention FlashAttention, but one is a Ministral-3 failure and the other is degenerate training with flash_attention_3; different code paths and symptoms." + "reason": "Both mention dtype/precision, but one is a PyTorch warning during compilation and the other is a Blip2 loading dtype mismatch; different symptoms and code paths." }, { - "left": "issue:43012", - "right": "issue:43577", + "left": "issue:43441", + "right": "issue:44829", "accept": false, - "reason": "Both are dtype/precision complaints, but one is a PyTorch compile warning and the other is BLIP2 loading not casting qformer; not the same bug." + "reason": "Both involve FlashAttention, but one is a specific Ministral-3 inference failure and the other is degenerate training in sequence classification; not the same bug." }, { "left": "issue:43931", "right": "issue:44038", "accept": false, - "reason": "Different Qwen3-VL/MoE loading problems with different failure modes; too broad to be the same underlying issue." + "reason": "Both concern Qwen3-VL-family models, but one is a weight-shape mismatch on load and the other is a Qwen3-VL-Moe bug; different failure modes." }, { "left": "issue:43097", "right": "issue:43452", "accept": false, - "reason": "One is a removed API/compatibility complaint, the other is a gguf_file preload regression; unrelated breakages." + "reason": "One is a v5 API removal complaint, the other is a gguf_file/from_pretrained loading break; related release context, but not the same underlying defect." }, { "left": "issue:43986", "right": "issue:45341", "accept": false, - "reason": "A processor import/dependency crash versus a testing_utils bug; no shared underlying code-path." + "reason": "AutoProcessor/video-model import crash versus a small testing_utils bug; no shared code-path or symptom." }, { "left": "issue:44261", "right": "issue:44485", "accept": false, - "reason": "Different model internals: missing rms_norm_eps precision issue versus GLM-5 RoPE implementation concerns." + "reason": "Both mention precision/configuration, but one is an MLA layernorm epsilon mismatch and the other is GLM-5 RoPE implementation; unrelated." }, { "left": "issue:45003", "right": "issue:45341", "accept": false, - "reason": "Unsafe sys.modules access in modeling_utils is unrelated to the testing_utils issue." + "reason": "sys.modules access in modeling_utils is a runtime import issue; testing_utils is a separate utility bug." }, { "left": "issue:42886", "right": "issue:46981", "accept": false, - "reason": "Both involve hub/network behavior, but offline cache loading and repeated 429 retries are different failure modes." + "reason": "Both involve offline/HF endpoint behavior, but one is tokenizer cache loading offline and the other is repeated 429 retries in AutoProcessor; different request flow." }, { "left": "issue:45753", "right": "issue:46369", "accept": false, - "reason": "Different model families and symptoms: infinite loop on a specific image versus memory overflow." + "reason": "Both affect vision-heavy models, but one is an infinite loop for a specific image and the other is memory overflow in sam3-litetext; not the same defect." }, { - "left": "issue:43531", - "right": "issue:45341", + "left": "issue:45341", + "right": "issue:47000", "accept": false, - "reason": "Sliding_window behavior in Qwen3-MoE has no relation to the testing utility bug." + "reason": "A testing_utils bug and an RTDetrLoss infeasible cost-matrix crash are unrelated." }, { "left": "issue:44117", "right": "issue:44987", "accept": false, - "reason": "One is a tokenizer mapping assumption bug, the other is a model-loading failure for a specific repo; not the same root cause." + "reason": "Both are from_pretrained-related, but one is a tokenizer mapping None assumption and the other is a model-loading failure on a specific repository; different root causes." }, { "left": "issue:43874", "right": "issue:44263", "accept": false, - "reason": "Both touch GLM-related code, but image-patch counting and torch.split return values are separate bugs." + "reason": "GLM46V image patch counting versus GlmMoeDsaIndexer torch.split return values; both GLM-related, but distinct errors." }, { "left": "issue:43097", "right": "issue:45588", "accept": false, - "reason": "Removed API visibility and flash_attention.py crashing on sink-less models are unrelated." + "reason": "v5 removal of a tie_embeddings API is unrelated to a flash_attention integration crash on s_aux=None." }, { "left": "issue:43673", "right": "issue:46123", "accept": false, - "reason": "Cache handling in GenerationMixin and final-batch is_last behavior in MaskGenerationPipeline are different code paths." + "reason": "Generation cache missing during chunked_prefill is unrelated to MaskGenerationPipeline dropping final partial-batch results." }, { - "left": "issue:44410", - "right": "issue:45375", + "left": "issue:45440", + "right": "issue:46172", "accept": false, - "reason": "Both are Qwen3-family issues, but missing projections and a missing config field are different problems." + "reason": "DeepseekV3MoE divergence from remote implementation is not the same as a deepseek-v4 dtype/transpose bug." }, { - "left": "issue:45440", - "right": "issue:46172", + "left": "issue:44410", + "right": "issue:45375", "accept": false, - "reason": "Different DeepSeek variants and different bugs; no shared concrete fix." + "reason": "qwen3next missing projections is a model architecture bug; missing deepstack_visual_indexes is a config field-drop issue." }, { "left": "issue:44038", "right": "issue:44410", "accept": false, - "reason": "Qwen3-VL-Moe failure versus qwen3next missing projections; same broad family only, not the same bug." + "reason": "Both are Qwen-related, but one is a transformers 5/Qwen3-VL-Moe bug and the other is missing projections in qwen3next; different layers and symptoms." }, { "left": "issue:38617", "right": "issue:42757", "accept": false, - "reason": "Both are import errors, but they concern different symbols/modules and likely different compatibility issues." + "reason": "Both are ImportError reports, but they refer to different missing symbols from different packages." }, { "left": "issue:43986", "right": "issue:45372", "accept": false, - "reason": "Missing torchvision dependency and mistral_common ReasoningEffort import failure are distinct processor-loading issues." + "reason": "AutoProcessor without torchvision and ReasoningEffort import failure affect different processor stacks and failure points." }, { "left": "issue:43097", "right": "issue:46050", "accept": false, - "reason": "API-removal complaint versus quantized model save/load corruption; unrelated." + "reason": "Versioned API removal is unrelated to quantized-model save/load corruption after sinq quantization." }, { "left": "issue:43064", "right": "issue:44315", "accept": false, - "reason": "Different training-stack problems: FSDP2/PEFT optimizer state corruption versus Liger Kernel not applied with model_init." + "reason": "FSDP2 optimizer-state mismatch in Trainer.train is unrelated to Liger Kernel not being applied with model_init." }, { "left": "issue:43208", "right": "issue:46897", "accept": false, - "reason": "xLSTM training blockers and Florence2 double-shift loss bug are different model-specific issues." + "reason": "xLSTM training bugs on small models and Florence2 double-shift training loss are different model-specific issues." }, { "left": "issue:43986", "right": "issue:44484", "accept": false, - "reason": "Processor crash without torchvision is unrelated to the max_shard_size question." + "reason": "Missing torchvision for video model loading is unrelated to the default max_shard_size behavior in save_pretrained()." }, { "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; not the same concrete bug." + "reason": "Both are SmolVLM video-processor issues, but one is padding calculation and the other is num_frames semantics; related area, different bug." }, { "left": "issue:46298", "right": "issue:46752", "accept": false, - "reason": "Noisy logging and apply_chat_template crashing on empty input are unrelated." + "reason": "Noisy logging and empty-list apply_chat_template IndexError are unrelated." }, { - "left": "issue:38617", - "right": "issue:44351", + "left": "issue:44062", + "right": "issue:44117", "accept": false, - "reason": "Two different missing-import symbols from different modules; same symptom class, not the same issue." + "reason": "AddedToken special-arg TypeError is a tokenization construction bug, while TOKENIZER_MAPPING_NAMES returning None is a from_pretrained mapping bug." }, { "left": "issue:42890", "right": "issue:46298", "accept": false, - "reason": "A flaky test due to missing set_seed versus a logging message issue; unrelated." + "reason": "A flaky integration test due to missing set_seed and a noisy logging message are not the same underlying issue." }, { - "left": "issue:44062", - "right": "issue:44117", + "left": "issue:38617", + "right": "issue:44351", "accept": false, - "reason": "Tokenizer AddedToken argument duplication and TOKENIZER_MAPPING_NAMES returning None are different tokenizer-loading bugs." + "reason": "Both are import errors, but one is a missing configuration_utils symbol and the other is a missing top-level HybridCache export." }, { "left": "issue:43097", "right": "issue:43873", "accept": false, - "reason": "Breaking API removal and quantization offloading behavior are not the same bug." + "reason": "API removal regression and quantization offloading problems are different classes of bugs." }, { "left": "issue:43012", "right": "issue:46821", "accept": false, - "reason": "Precision warning during compile and TimesFM window_size AttributeError are unrelated." + "reason": "PyTorch precision warning during compile and TimesFM window_size AttributeError are unrelated." }, { "left": "issue:44117", "right": "issue:46701", "accept": false, - "reason": "Tokenizer mapping assumptions and DiffusionGemma pipeline failure do not share a concrete fix path." + "reason": "A tokenizer-mapping None assumption and a DiffusionGemmaGenerationOutput pipeline failure are different from_pretrained/pipeline paths." } ] }, @@ -17338,7 +17400,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-514", + "cluster_id": "cluster-10000-516", "nodes": [ "issue:36683", "issue:42757", @@ -17419,237 +17481,237 @@ "issue:44077|issue:46365", "issue:42890|issue:47059", "issue:44222|issue:45478", - "issue:44380|issue:45479", "issue:42757|issue:43824", + "issue:44380|issue:45479", "issue:36683|issue:43582", "issue:43064|issue:44380" ], - "prepared_review_unit_hash": "ae360f47890d4d0efe43570df9688e951bcbf4500247495116fc4532d6cacfa9", + "prepared_review_unit_hash": "9eefba923ffda4729e6d663099a2161b1cf63d7966e95ea47a1921fa69e38d39", "component_budget": { - "node_count": 514, - "item_count": 514, - "soft_pair_count": 1891, - "serialized_chars": 980895, - "estimated_input_tokens": 245224, - "estimated_eval_tokens": 490704 + "node_count": 516, + "item_count": 516, + "soft_pair_count": 1900, + "serialized_chars": 985297, + "estimated_input_tokens": 246325, + "estimated_eval_tokens": 492906 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 33, - "serialized_chars": 37467, - "estimated_input_tokens": 9367, - "estimated_eval_tokens": 18990 + "serialized_chars": 37473, + "estimated_input_tokens": 9369, + "estimated_eval_tokens": 18994 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The set is a collection of mostly unrelated Transformers issues across imports, model configs, training, docs, and backend behavior. None of the soft pairs look like true duplicates or the same concrete change, and there are no PRs in the cluster.", - "confidence": 0.97, - "canonical_issue_reason": "No canonical issue: the items span many unrelated bugs and feature regressions, so there is no single underlying issue to dedupe against.", + "summary": "This cluster is highly heterogeneous: the soft pairs mostly share broad Transformers themes (load/save, v5 regressions, model families) but do not appear to be the same underlying bug or change.", + "confidence": 0.93, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "Issue 47116 is the broadest/recentest regression report and has inbound references, so it is the closest thing to a representative issue, but it is still not a true canonical for this mixed cluster.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46172", "right": "issue:46710", "accept": false, - "reason": "Different bugs: a DeepSeek-v4 tensor expression issue vs an accuracy regression after upgrading Transformers." + "reason": "Both mention DeepSeek, but one is a specific tensor operation bug and the other is an accuracy regression after a version upgrade; different failure modes and likely different fixes." }, { "left": "issue:43502", "right": "issue:43992", "accept": false, - "reason": "Different code paths: offline-file fetching vs missing UMT5 encoder weights on load." + "reason": "Both are from_pretrained/loading issues, but one is about unwanted network access and the other is a missing weight in UMT5Encoder; not the same code-path problem." }, { "left": "issue:44704", "right": "issue:45103", "accept": false, - "reason": "Both involve loading/documentation plumbing, but one is cached_file kwargs in AutoProcessor while the other is an auto_docstring annotation crash." + "reason": "One concerns AutoProcessor forwarding kwargs to cached_file, the other is an auto_docstring crash with future annotations; unrelated subsystems." }, { "left": "issue:44936", "right": "issue:46365", "accept": false, - "reason": "Trainer.evaluate failure after training is unrelated to importing Trainer being broken by installed datasets." + "reason": "Trainer evaluate/train failure and Trainer import failure have different symptoms and likely different causes; too broad to be the same bug." }, { "left": "issue:44451", "right": "issue:47116", "accept": false, - "reason": "Model load failure for a specific checkpoint vs a streaming pipeline regression; not the same bug." + "reason": "A model loading regression and a streaming pipeline regression are both v5 issues, but they are distinct features/code paths." }, { "left": "issue:44380", "right": "issue:46421", "accept": false, - "reason": "GPT2 attention scaling ignored in SDPA/FlashAttention is unrelated to cache lazy initialization recompilation." + "reason": "GPT2 attention scaling under SDPA/FlashAttention and cache lazy initialization recompilation are separate runtime behaviors, not one concrete bug." }, { "left": "issue:44938", "right": "issue:46178", "accept": false, - "reason": "Python 3.14 import/load failure is unrelated to a backend mapping ValueError for tensorflow_text." + "reason": "Python 3.14 import failure and a BACKENDS_MAPPING validation error are unrelated import/backend issues." }, { "left": "issue:43986", "right": "issue:44016", "accept": false, - "reason": "AutoProcessor/torchvision crash is unrelated to a notebook syntax error." + "reason": "AutoProcessor/video-model crash without torchvision and a notebook syntax error are unrelated." }, { "left": "issue:43064", "right": "issue:47116", "accept": false, - "reason": "Trainer/FSDP2/PEFT optimizer-state corruption is unrelated to streaming pipeline regressions." + "reason": "Trainer/FSDP2/PEFT optimizer-state corruption and streaming pipeline regression are different training vs inference problems." }, { "left": "issue:42907", "right": "issue:45753", "accept": false, - "reason": "Dequantized save failure for Ministral/Devstral is unrelated to a Qwen3.5 infinite-loop inference bug." + "reason": "One is a save-dequantized-model failure, the other an infinite-loop generation bug for a specific image; different code paths." }, { "left": "issue:42907", "right": "issue:44655", "accept": false, - "reason": "Saving dequantized models is not the same as saving Pipeline objects with save_pretrained." + "reason": "Both involve save_pretrained, but one is about dequantized model saving and the other about Pipeline objects; not the same underlying bug." }, { "left": "issue:43012", "right": "issue:43550", "accept": false, - "reason": "bfloat16 compile warnings and Bamba SDPA compile failure are different backend problems." + "reason": "A PyTorch warning during bfloat16 compilation is not the same as a Bamba SDPA torch.compile failure." }, { "left": "issue:45712", "right": "issue:46298", "accept": false, - "reason": "Left is dummy PT object cleanup; right is a noisy logging message." + "reason": "Left is cleanup of dummy PT objects; right is a logging-message complaint. No shared bug." }, { "left": "issue:43012", "right": "issue:44368", "accept": false, - "reason": "bfloat16 compilation warning is unrelated to tie_word_embeddings warning spam during Qwen3.5 LoRA fine-tuning." + "reason": "Both mention warnings, but one is a compilation precision warning and the other is a tie_word_embeddings configuration warning; unrelated." }, { "left": "issue:43992", "right": "issue:44484", "accept": false, - "reason": "Missing encoder weights on load is unrelated to save_pretrained shard size defaults." + "reason": "Missing embed_tokens weight during load and max_shard_size default behavior during save_pretrained are different concerns." }, { "left": "issue:43827", "right": "issue:47116", "accept": false, - "reason": "Docs still referencing pipeline() is separate from a runtime streaming pipeline regression." + "reason": "Documentation still referencing pipeline() and a streaming pipeline regression are both pipeline-related, but one is docs and the other is runtime behavior." }, { "left": "issue:43208", "right": "issue:43550", "accept": false, - "reason": "xLSTM training bugs are unrelated to Bamba torch.compile+SDPA failure." + "reason": "xLSTM training bugs and Bamba torch.compile SDPA failure are unrelated model-specific issues." }, { "left": "issue:43352", "right": "issue:43976", "accept": false, - "reason": "Flash Attention support for NemotronH is unrelated to a Python version compatibility issue." + "reason": "Nemotron Flash Attention support and a Python version compatibility break are not the same problem." }, { "left": "issue:43352", "right": "issue:44380", "accept": false, - "reason": "Nemotron FlashAttention support gating is unrelated to GPT2 attention-scaling being ignored." + "reason": "One is FA2 unsupported for a model, the other is GPT2 attention scaling ignored under backends; different bugs." }, { "left": "issue:43066", "right": "issue:43906", "accept": false, - "reason": "Wrong tokenizer decoder type in v5 is unrelated to an isolated reproduction of another issue." + "reason": "Wrong tokenizer decoder type and an isolated reproduction of another issue do not identify the same underlying defect." }, { "left": "issue:43825", "right": "issue:44655", "accept": false, - "reason": "pipeline() translation messaging is unrelated to inability to save Pipeline objects." + "reason": "A bad error message about translation tasks and inability to save Pipeline objects are distinct pipeline issues." }, { "left": "issue:44734", "right": "issue:47116", "accept": false, - "reason": "KV-cache continuation tensor indexing in serve is a different runtime path from streaming pipeline regression." + "reason": "Both touch serving/streaming, but one is KV-cache continuation tensor indexing in /v1/responses and the other is a broader streaming pipeline regression." }, { "left": "issue:43097", "right": "issue:46298", "accept": false, - "reason": "Removed tie_embeddings_and_encoder_decoder API is unrelated to a noisy logging message." + "reason": "Removal of tie_embeddings_and_encoder_decoder and a noisy logging message are unrelated." }, { "left": "issue:45584", "right": "issue:46365", "accept": false, - "reason": "Whisper empty-transcription failure is unrelated to importing Trainer being broken by datasets." + "reason": "Whisper empty-transcription generation and Trainer import failure are unrelated." }, { "left": "issue:44380", "right": "issue:46132", "accept": false, - "reason": "GPT2 SDPA/FlashAttention scaling bug is unrelated to AttentionInterface.register behavior changes." + "reason": "GPT2 backend-specific attention scaling and AttentionInterface.register behavior changes are different code paths." }, { "left": "issue:44162", "right": "issue:46172", "accept": false, - "reason": "ESM2 breakage is unrelated to a DeepSeek-v4 tensor operation bug." + "reason": "ESM2 breakage and a DeepSeek tensor-op bug are unrelated model-specific regressions." }, { "left": "issue:44077", "right": "issue:46365", "accept": false, - "reason": "patchtsmixer post_init validation is unrelated to the Trainer import conflict." + "reason": "patchtsmixer post_init validation and importing Trainer via datasets are unrelated." }, { "left": "issue:42890", "right": "issue:47059", "accept": false, - "reason": "Missing set_seed in a SAM HQ test is unrelated to a CLI breakage with huggingface_hub 1.22.0." + "reason": "Missing set_seed in SAM HQ tests and a huggingface_hub CLI attribute error are unrelated test/tooling issues." }, { "left": "issue:44222", "right": "issue:45478", "accept": false, - "reason": "FP8 save_pretrained for MoE and Qwen3.5 MoE from_pretrained are related to different save/load paths and not the same bug." + "reason": "Both mention MoE and FP8/Qwen, but one is save_pretrained and the other is from_pretrained; not clearly the same bug." }, { - "left": "issue:44380", - "right": "issue:45479", + "left": "issue:42757", + "right": "issue:43824", "accept": false, - "reason": "Attention scaling ignored in backends is unrelated to degenerate zero-loss classification behavior." + "reason": "One is a huggingface_hub import breakage, the other is a missing Transformers class export; different packages and failures." }, { - "left": "issue:42757", - "right": "issue:43824", + "left": "issue:44380", + "right": "issue:45479", "accept": false, - "reason": "Import failure for is_offline_mode from huggingface_hub is unrelated to missing Qwen2_5_VL exports from transformers." + "reason": "Attention scaling under backend dispatch and a zero-loss classification bug are unrelated." }, { "left": "issue:36683", "right": "issue:43582", "accept": false, - "reason": "Gemma3Config missing vocab_size is unrelated to an Apple Silicon caching_allocator_warmup TypeError." + "reason": "Gemma3Config missing vocab_size and an Apple Silicon TypeError in caching_allocator_warmup are unrelated." }, { "left": "issue:43064", "right": "issue:44380", "accept": false, - "reason": "FSDP2/PEFT optimizer-state corruption is unrelated to GPT2 attention scaling being ignored in SDPA/FlashAttention." + "reason": "A distributed training optimizer-state bug and GPT2 backend attention scaling are different problems despite both involving training." } ] }, @@ -17671,7 +17733,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-514", + "cluster_id": "cluster-10000-516", "nodes": [ "issue:29870", "issue:36010", @@ -17728,10 +17790,10 @@ "issue:38617|issue:43502", "issue:43618|issue:44380", "issue:43756|issue:44485", - "issue:43618|issue:43761", "issue:45276|issue:46077", - "issue:36010|issue:42757", + "issue:43618|issue:43761", "issue:43208|issue:43526", + "issue:36010|issue:42757", "issue:44038|issue:44230", "issue:42994|issue:44655", "issue:43299|issue:43867", @@ -17754,220 +17816,220 @@ "issue:29870|issue:36296", "issue:43064|issue:44492" ], - "prepared_review_unit_hash": "69313572dbed1b267fe50b41222360a5b46106694280795a4b69b44427d43ff9", + "prepared_review_unit_hash": "d471daff64fb11da89cc327718aea540dbd3d2a42726d34e09ee4148b7e0eb36", "component_budget": { - "node_count": 514, - "item_count": 514, - "soft_pair_count": 1891, - "serialized_chars": 980895, - "estimated_input_tokens": 245224, - "estimated_eval_tokens": 490704 + "node_count": 516, + "item_count": 516, + "soft_pair_count": 1900, + "serialized_chars": 985297, + "estimated_input_tokens": 246325, + "estimated_eval_tokens": 492906 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 31, - "serialized_chars": 36109, - "estimated_input_tokens": 9028, - "estimated_eval_tokens": 18312 + "serialized_chars": 36108, + "estimated_input_tokens": 9027, + "estimated_eval_tokens": 18310 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "No strong duplicate cluster emerges here: the items span unrelated import, config, saving, training, and model-specific regressions. The soft edges look like broad thematic similarity only, so I would not merge any of the candidate pairs.", - "confidence": 0.95, - "canonical_issue_reason": null, + "summary": "The cluster is mostly false-positive similarity: the issues share broad keywords like imports, v5 regressions, model families, or attention/chat/template terms, but they describe different underlying bugs. I found no true duplicate pair among the soft edges.", + "confidence": 0.66, + "canonical_issue_reason": "issue:43611 is the best representative issue in this set: it describes a clear, broad Transformers 5.0 regression with concrete user impact and a well-scoped core loading problem.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "issue:43611 is the most globally useful issue to keep because it is broad, concrete, and likely to attract the right fixes for a core regression.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:42175", "right": "issue:46365", "accept": false, - "reason": "Both mention environment/backend setup, but one is about missing TensorFlow in a torch install and the other about Trainer import breaking with datasets." + "reason": "Both are import/backend complaints, but one is about missing TensorFlow backend in a torch install and the other about Trainer import conflicts with datasets; different causes." }, { "left": "issue:43012", "right": "issue:44683", "accept": false, - "reason": "Both involve compiled/precision-related warnings or failures, but they are different code paths and different failure modes." + "reason": "One is a precision warning in bfloat16 compilation; the other is a torch>=2.9 flex_attention compile failure. Different code paths and symptoms." }, { "left": "issue:44483", "right": "issue:44514", "accept": false, - "reason": "Both concern request/chat handling, but one is an API accept/reject issue and the other is a batched chat template crash." + "reason": "A /v1/chat/completions rejection is an API-level request validation issue, while apply_chat_template(batched,padding=False) is a tokenizer/template crash." }, { "left": "issue:38617", "right": "issue:43502", "accept": false, - "reason": "Both are import/offline-related at a high level, but one is an ImportError and the other is network calls despite local_files_only=True." + "reason": "One is an import failure for layer_type_validation; the other is unwanted network requests with local_files_only=True. Not the same bug." }, { "left": "issue:43618", "right": "issue:44380", "accept": false, - "reason": "Both are model backend regressions, but one is missing CLIP attentions and the other is GPT2 attention scaling being ignored." + "reason": "Both mention attention, but CLIP attentions missing and GPT2 attention scaling ignored in SDPA/FlashAttention are distinct regressions." }, { "left": "issue:43756", "right": "issue:44485", "accept": false, - "reason": "Both mention RoPE/model behavior, but they target different models and different implementation bugs." - }, - { - "left": "issue:43618", - "right": "issue:43761", - "accept": false, - "reason": "Both are CLIP regressions, but one is missing attentions and the other is hidden_states not returned; separate concrete bugs." + "reason": "Both mention RoPE, but they concern different models and problems: Smollm3 layer dropping vs GLM-5 RoPE implementation discussion." }, { "left": "issue:45276", "right": "issue:46077", "accept": false, - "reason": "Both are Gemma4 issues, but one is about token embedding resize propagation and the other about bidirectional attention masks." + "reason": "Both are Gemma4 issues, but one is token embedding resizing and the other is bidirectional attention mask construction; separate defects." }, { - "left": "issue:36010", - "right": "issue:42757", + "left": "issue:43618", + "right": "issue:43761", "accept": false, - "reason": "Both are import errors, but they concern different symbols from different dependencies and unrelated breakages." + "reason": "Both are CLIP regressions, but one drops attentions and the other drops hidden_states; different outputs and likely different fixes." }, { "left": "issue:43208", "right": "issue:43526", "accept": false, - "reason": "These are unrelated: xLSTM training bugs versus a BeitImageProcessorFast label-reduction bug." + "reason": "xLSTM training bugs and BeitImageProcessorFast label reduction are unrelated subsystems and symptoms." + }, + { + "left": "issue:36010", + "right": "issue:42757", + "accept": false, + "reason": "These are both import errors, but they involve different symbols from different packages/modules and different breakages." }, { "left": "issue:44038", "right": "issue:44230", "accept": false, - "reason": "Both are Qwen3-VL/MoE/fp8-related, but one is a general loading bug and the other is fp8 inference support." + "reason": "These both concern Qwen3-VL/MoE/fp8, but one is a general bug report and the other is fp8 inference support; not the same concrete issue." }, { "left": "issue:42994", "right": "issue:44655", "accept": false, - "reason": "Both involve save_pretrained, but one is quantized model saving and the other is Pipeline serialization." + "reason": "Both involve save_pretrained, but one is quantized model saving and the other is Pipeline object serialization; different object types and failure modes." }, { "left": "issue:43299", "right": "issue:43867", "accept": false, - "reason": "Both are model loading failures, but the roots differ: Qwen3VL MoE loading versus sorted state_dict handling." + "reason": "Both are loading failures, but they affect different model families and different root causes (Qwen3VL-Moe vs sorted state_dict loading)." }, { "left": "issue:44483", "right": "issue:45290", "accept": false, - "reason": "Both affect chat/completions-style input handling, but one is API request validation and the other is tool-call chat templating." + "reason": "Both touch chat handling, but one is server-side chat/completions rejection and the other is tokenizer chat template crashing on tool-call messages." }, { "left": "issue:44625", "right": "issue:46365", "accept": false, - "reason": "These are unrelated configuration propagation and import problems." + "reason": "Qwen3.5 num_labels propagation and a Trainer import conflict are unrelated issues." }, { "left": "issue:43352", "right": "issue:43937", "accept": false, - "reason": "Different model-specific issues: Flash Attention support for Nemotron versus GenerationConfig validation for GLM-5." + "reason": "Flash Attention support for Nemotron and GLM-5 GenerationConfig validation are different model/config problems." }, { "left": "issue:44625", "right": "issue:46077", "accept": false, - "reason": "Same model family, but different bugs: num_labels propagation versus attention-mask construction." + "reason": "One is num_labels propagation in Qwen3.5, the other is Gemma4 bidirectional attention mask logic; no shared bug." }, { "left": "issue:43611", "right": "issue:44655", "accept": false, - "reason": "Both touch model/pipeline APIs, but one is a v5 loading regression and the other is pipeline save_pretrained serialization." + "reason": "A base_model_prefix loading regression is unrelated to saving Pipeline objects." }, { "left": "issue:44355", "right": "issue:46877", "accept": false, - "reason": "These are unrelated: compiled Python file errors versus import-time docstring lint output." + "reason": "Compiled Python file execution errors and auto_docstring import-time stdout diagnostics are different issues." }, { "left": "issue:36683", "right": "issue:43475", "accept": false, - "reason": "Different models and failures: Gemma3Config missing vocab_size versus SAM 3 Video missing fpn_position_embeddings." + "reason": "Both are attribute-missing reports, but they affect different configs/outputs and different model families." }, { "left": "issue:44655", "right": "issue:46050", "accept": false, - "reason": "Both are save/load issues, but one is Pipeline serialization and the other is sinq quantized model round-trip breakage." + "reason": "Pipeline save_pretrained and sinq-quantized model save/load corruption are distinct serialization bugs." }, { "left": "issue:43976", "right": "issue:44938", "accept": false, - "reason": "Both are version/platform compatibility reports, but the Python version ranges and failure details do not match." + "reason": "Both mention Python version compatibility, but they describe different version ranges and failure modes; not a single duplicate bug." }, { "left": "issue:44938", "right": "issue:47059", "accept": false, - "reason": "Both are environment compatibility problems, but one is Python 3.14 loading and the other is a huggingface_hub CLI regression." + "reason": "Python 3.14 loading failure and a huggingface_hub CLI attribute error are unrelated." }, { "left": "issue:36683", "right": "issue:44077", "accept": false, - "reason": "Both are model/config regressions, but one is a missing config attribute and the other is an invalid optional post_init rule." + "reason": "Gemma3Config missing vocab_size and patchtsmixer post_init validation are unrelated model/config issues." }, { "left": "issue:43867", "right": "issue:45216", "accept": false, - "reason": "Both mention loading/saving checkpoints, but the specific bugs are different and model-specific." + "reason": "Sorted state_dict loading and Qwen3.5 save_pretrained checkpoint corruption are different load/save failures." }, { "left": "issue:36683", "right": "issue:47110", "accept": false, - "reason": "The titles indicate different failures: missing vocab_size versus special_tokens being a list instead of a mapping." + "reason": "Missing vocab_size on Gemma3Config is unrelated to special_tokens being a list instead of a dict." }, { "left": "issue:46077", "right": "issue:46082", "accept": false, - "reason": "Both are Gemma4 config issues, but one is attention-mask semantics and the other is a head_dim validation constraint." + "reason": "One is Gemma4 attention-mask behavior; the other is LlamaConfig head_dim validation. Different model families and code paths." }, { "left": "issue:43618", "right": "issue:45216", "accept": false, - "reason": "Different regressions in different model paths: CLIP attentions versus Qwen3.5 checkpoint saving." + "reason": "CLIP attentions regression and Qwen3.5 checkpoint corruption are unrelated." }, { "left": "issue:36683", "right": "issue:43525", "accept": false, - "reason": "Both are missing-config-attribute bugs, but they affect different models and different attributes." + "reason": "Gemma3Config missing vocab_size and Llama4Config missing pad_token_id are separate attribute-propagation bugs." }, { "left": "issue:29870", "right": "issue:36296", "accept": false, - "reason": "Both are training/generation bugs, but one is a BART generate() unbound variable and the other is a tensor-parallel training issue." + "reason": "BART generate() decoder_attention_mask assignment and tensor-parallel training are unrelated." }, { "left": "issue:43064", "right": "issue:44492", "accept": false, - "reason": "These are unrelated training-state versus typo/documentation issues." + "reason": "A distributed optimizer-state bug and a cache-strategy typo are clearly different issues." } ] }, @@ -17989,7 +18051,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-514", + "cluster_id": "cluster-10000-516", "nodes": [ "issue:28282", "issue:29870", @@ -18042,11 +18104,11 @@ ], "soft_pairs": [ "issue:43010|issue:45278", - "issue:43992|issue:45310", "issue:44075|issue:46365", + "issue:43992|issue:45310", "issue:44908|issue:46851", - "issue:44393|issue:47000", "issue:29870|issue:33453", + "issue:44393|issue:47000", "issue:43867|issue:46202", "issue:44355|issue:44855", "issue:43010|issue:45850", @@ -18056,8 +18118,8 @@ "issue:42890|issue:45561", "issue:43618|issue:44077", "issue:43010|issue:43976", - "issue:43867|issue:45357", "issue:43992|issue:45478", + "issue:43867|issue:45357", "issue:28282|issue:33453", "issue:43618|issue:46285", "issue:44360|issue:45440", @@ -18065,27 +18127,27 @@ "issue:42890|issue:44112", "issue:43502|issue:44062", "issue:42898|issue:46664", - "issue:44734|issue:46617", "issue:44222|issue:45125", + "issue:44734|issue:46617", "issue:43723|issue:44556", "issue:43502|issue:44485", - "issue:43010|issue:43065", - "issue:43874|issue:46617" + "issue:43874|issue:46617", + "issue:43010|issue:43065" ], - "prepared_review_unit_hash": "e1736205b64d12d596a06a35b47bf06cf28a27f16e28d0750e2a18ed72c08683", + "prepared_review_unit_hash": "c7ef65db3ee2ea1093fde667bf63fe4a6255fa2c918e9343b0e029fe05959844", "component_budget": { - "node_count": 514, - "item_count": 514, - "soft_pair_count": 1891, - "serialized_chars": 980895, - "estimated_input_tokens": 245224, - "estimated_eval_tokens": 490704 + "node_count": 516, + "item_count": 516, + "soft_pair_count": 1900, + "serialized_chars": 985297, + "estimated_input_tokens": 246325, + "estimated_eval_tokens": 492906 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 36307, + "serialized_chars": 36306, "estimated_input_tokens": 9077, "estimated_eval_tokens": 18410 }, @@ -18094,198 +18156,198 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Most pairs are unrelated and should stay separate. The only plausible duplicate is the import-time slowdown pair: one issue reports that `import transformers` is slow, and the other points to `import *` usage as the likely cause/fix.", - "confidence": 0.77, - "canonical_issue_reason": "issue:44246 is the clearest user-facing report of the import slowdown and is broad enough to serve as the anchor for the related performance regression discussion; issue:41669 is the more specific root-cause/fix-oriented counterpart.", + "summary": "Mostly a mixed cluster of Transformers regressions and model-loading issues. Only two soft edges look like true duplicates; the rest are different bugs in nearby subsystems.", + "confidence": 0.56, + "canonical_issue_reason": "Issue 45278 is the broadest umbrella in this set: a v4.57\u2192v5.5 regression causing many import/load failures. It is the closest representative of the cluster\u2019s main theme, though the cluster is not fully homogeneous.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44246 is the best overall issue candidate among the set because it captures the symptom most directly and has the strongest discussion/activity around the import-performance problem.", + "best_issue_reason": "45278 is the best overall issue to anchor this cluster because it is broad, clearly regression-focused, and most representative of the recurring version-upgrade breakage reports here.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43010", "right": "issue:45278", "accept": false, - "reason": "Different bugs: cache/layer `update()` no-grad semantics vs broad import errors after upgrade." + "reason": "Different bugs: cache/update no_grad decoration vs broad import/load regressions." }, { - "left": "issue:43992", - "right": "issue:45310", + "left": "issue:44075", + "right": "issue:46365", "accept": false, - "reason": "Different models and failure modes; one is UMT5 encoder weights, the other is Qwen3.5 MoE loading." + "reason": "Different symptoms and code paths: SGD optimizer args vs Trainer import failure tied to datasets." }, { - "left": "issue:44075", - "right": "issue:46365", + "left": "issue:43992", + "right": "issue:45310", "accept": false, - "reason": "Optimizer argument handling is unrelated to `Trainer` import failure." + "reason": "Both involve loading, but one is missing embed_tokens.weight in UMT5Encoder and the other is a Qwen3.5 MoE from_pretrained failure." }, { "left": "issue:44908", "right": "issue:46851", "accept": false, - "reason": "Scheduler kwargs bug is unrelated to Qwen3.5 variable-length position-id handling." + "reason": "Scheduler kwargs bug vs variable-length position_ids bug; unrelated call paths." }, { - "left": "issue:44393", - "right": "issue:47000", + "left": "issue:29870", + "right": "issue:33453", "accept": false, - "reason": "Both are vision/detection-adjacent, but they are different concrete failures and code paths." + "reason": "Bart generate decoder_attention_mask error vs tokenizer loading regression; not the same bug." }, { - "left": "issue:29870", - "right": "issue:33453", + "left": "issue:44393", + "right": "issue:47000", "accept": false, - "reason": "Bart generate-time decoder mask bug is unrelated to tokenizer loading regression." + "reason": "Different models and failures: Qwen3-VL bbox output issue vs RTDetrLoss infeasible cost matrix." }, { "left": "issue:43867", "right": "issue:46202", "accept": false, - "reason": "Different loading/roundtrip problems; no clear shared underlying bug." + "reason": "Both are loading/roundtrip issues, but one is sorted state_dict loading and the other is Gemma pipeline token roundtrip." }, { "left": "issue:44355", "right": "issue:44855", "accept": false, - "reason": "Both involve import/compile-time failures, but the causes are different (`compiled` files vs `torch.jit.script` parsing on Python 3.13)." + "reason": "General compiled-file import errors vs a Python 3.13 torch.jit.script parsing/IndentationError." }, { "left": "issue:43010", "right": "issue:45850", "accept": false, - "reason": "No common code path; one is cache update semantics, the other is a broad complaints issue." + "reason": "Broad complaint about breakage is too vague; cache update no_grad is a specific separate fix." }, { "left": "issue:36296", "right": "issue:43575", "accept": false, - "reason": "Tensor-parallel training bug vs OOM when loading a specific large model; not the same defect." + "reason": "Tensor-parallel training bug vs OOM when loading a specific Qwen2-57B model with tp." }, { "left": "issue:43867", "right": "issue:45375", "accept": false, - "reason": "Unrelated model-loading issue vs missing Qwen3.5 vision config field." + "reason": "State-dict loading problem vs missing vision config field; different failure modes." }, { "left": "issue:41669", "right": "issue:44246", "accept": true, - "reason": "Same import-performance regression: `import transformers` is slow, and `import *` usage is presented as the underlying cause/fix for that slowdown." + "reason": "Same underlying import-time slowness regression; one reports slow import transformers, the other identifies import * as the cause." }, { "left": "issue:42890", "right": "issue:45561", "accept": false, - "reason": "Test flakiness from missing seeds is unrelated to xdist race on `captured_info.txt`." + "reason": "Flaky SamHQ seed handling vs xdist race on captured_info.txt in testing utils." }, { "left": "issue:43618", "right": "issue:44077", "accept": false, - "reason": "Different model/API issues: CLIP attentions assignment vs patchtsmixer `post_init` policy." + "reason": "CLIPOutput attentions regression vs patchtsmixer post_init policy; unrelated issues." }, { "left": "issue:43010", "right": "issue:43976", "accept": false, - "reason": "No shared bug; cache/layer updates vs Python-version compatibility." - }, - { - "left": "issue:43867", - "right": "issue:45357", - "accept": false, - "reason": "Generic model load error vs Qwen3.5 save-pretrained visual-key regression." + "reason": "no_grad decoration request vs Python 3.9/3.10 compatibility breakage." }, { "left": "issue:43992", "right": "issue:45478", + "accept": true, + "reason": "Same concrete Qwen3.5 MoE from_pretrained failure; titles point to the same loading bug." + }, + { + "left": "issue:43867", + "right": "issue:45357", "accept": false, - "reason": "Different issues despite both being Qwen-related; `UMT5Encoder` weight loading is not the same as Qwen3.5 MoE `from_pretrained` failure." + "reason": "Both touch save/load behavior, but one is sorted state_dict loading and the other is incorrect visual encoder keys on save_pretrained." }, { "left": "issue:28282", "right": "issue:33453", "accept": false, - "reason": "PyTorch-missing ImportError is unrelated to tokenizer-loading regression." + "reason": "PyTorch missing import error vs tokenizer loading regression; not the same bug." }, { "left": "issue:43618", "right": "issue:46285", "accept": false, - "reason": "Different CLIP structure/attention issues; not the same underlying bug." + "reason": "CLIPOutput attentions assignment vs CLIPTextModel structure inconsistency; different API regressions." }, { "left": "issue:44360", "right": "issue:45440", "accept": false, - "reason": "A discussion about the DSA indexer is unrelated to DeepSeekV3MoE implementation divergence." + "reason": "DSA indexer ReLU discussion vs DeepseekV3MoE remote-implementation divergence; different code paths." }, { "left": "issue:42890", "right": "issue:44964", "accept": false, - "reason": "Unrelated: SamHQ test seed flakiness vs Phi-4 multimodal loading failure." + "reason": "Test seed flake vs Phi-4 multimodal model loading failure." }, { "left": "issue:42890", "right": "issue:44112", "accept": false, - "reason": "Test-seeding flakiness is unrelated to the GraniteSpeech device-override CI failure." + "reason": "Unrelated CI flake topics: SamHQ seed usage vs GraniteSpeech stale device override." }, { "left": "issue:43502", "right": "issue:44062", "accept": false, - "reason": "Local-files-only network request bug is unrelated to `AddedToken` argument duplication." + "reason": "local_files_only network leakage vs AddedToken constructor argument collision." }, { "left": "issue:42898", "right": "issue:46664", "accept": false, - "reason": "Tokenization cleanup behavior change is unrelated to SmolVLM video `num_frames` semantics." + "reason": "Tokenization-space behavior change vs video processor num_frames semantics; different regressions." }, { - "left": "issue:44734", - "right": "issue:46617", + "left": "issue:44222", + "right": "issue:45125", "accept": false, - "reason": "KV-cache continuation indexing crash is unrelated to trust_remote_code cache FileNotFoundError." + "reason": "FP8 save_pretrained issue vs missing tensor-parallel plan on Qwen3_5MoeForConditionalGeneration." }, { - "left": "issue:44222", - "right": "issue:45125", + "left": "issue:44734", + "right": "issue:46617", "accept": false, - "reason": "Different Qwen3.5/MoE topics: FP8 save_pretrained vs missing tensor-parallel plan." + "reason": "KV-cache continuation tensor indexing crash vs cache FileNotFoundError for trust_remote_code." }, { "left": "issue:43723", "right": "issue:44556", "accept": false, - "reason": "Both are loading-related, but one is tokenizer-specific and the other is checkpoint reload after version upgrade; not the same concrete bug." + "reason": "Tokenizer from_pretrained regression vs general checkpoint reload failure after v4.57 upgrade; related theme but not the same bug." }, { "left": "issue:43502", "right": "issue:44485", "accept": false, - "reason": "local_files_only API bug is unrelated to GLM-5 RoPE implementation discussion." + "reason": "local_files_only network bug vs GLM-5 RoPE implementation discussion." }, { - "left": "issue:43010", - "right": "issue:43065", + "left": "issue:43874", + "right": "issue:46617", "accept": false, - "reason": "Cache/layer update semantics are unrelated to Sam3PixelDecoder's dummy Conv2d." + "reason": "Missing image-patch helper breaks multimodal token counting vs cache FileNotFoundError." }, { - "left": "issue:43874", - "right": "issue:46617", + "left": "issue:43010", + "right": "issue:43065", "accept": false, - "reason": "ImageProcessorFast multimodal token counting bug is unrelated to cache FileNotFoundError." + "reason": "no_grad on cache updates vs dummy Conv2d in Sam3PixelDecoder; unrelated changes." } ] }, "evaluator_result": { "accept": true, - "feedback": "Grounded overall. The only accepted soft edge is the import-performance pair (41669/44246), which is well supported by the titles and activity; the other verdicts are conservatively rejected and do not overstate shared bugs." + "feedback": "The cluster summary is grounded in the packet and stays conservative. The canonical anchor choice for issue:45278 is reasonable, and the two accepted soft edges are well supported: 43992/45478 are clearly the same Qwen3.5 MoE from_pretrained bug, and 41669/44246 are plausibly the same import-time slowness regression. The remaining pairs are rejected cautiously rather than overstated. No PR pair mergeability concerns apply." }, "evaluator_used": true, "retried": false, @@ -18304,7 +18366,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-514", + "cluster_id": "cluster-10000-516", "nodes": [ "issue:29870", "issue:30333", @@ -18359,16 +18421,16 @@ "issue:43824|issue:46617", "issue:45850|issue:47110", "issue:43576|issue:46132", - "issue:44387|issue:44556", + "issue:42548|issue:44351", "issue:45125|issue:45478", + "issue:44387|issue:44556", "issue:30333|issue:33453", - "issue:42548|issue:44351", "issue:44355|issue:44749", - "issue:30990|issue:31795", "issue:45125|issue:45375", + "issue:30990|issue:31795", + "issue:43827|issue:44961", "issue:43502|issue:44222", "issue:43502|issue:44961", - "issue:43827|issue:44961", "issue:46664|issue:46726", "issue:43010|issue:43232", "issue:30333|issue:36296", @@ -18395,20 +18457,20 @@ "issue:44315|issue:46209", "issue:43867|issue:47110" ], - "prepared_review_unit_hash": "6df9452d9cf54538036f3907f51009574a8abfa7c4c6a26fa0ad599cb272f926", + "prepared_review_unit_hash": "5a3a4c9a436a57200d234b134d5afbcdc2b856b3c46c93bb6405da2c6d7b6619", "component_budget": { - "node_count": 514, - "item_count": 514, - "soft_pair_count": 1891, - "serialized_chars": 980895, - "estimated_input_tokens": 245224, - "estimated_eval_tokens": 490704 + "node_count": 516, + "item_count": 516, + "soft_pair_count": 1900, + "serialized_chars": 985297, + "estimated_input_tokens": 246325, + "estimated_eval_tokens": 492906 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 38, - "serialized_chars": 38508, + "serialized_chars": 38505, "estimated_input_tokens": 9627, "estimated_eval_tokens": 19510 }, @@ -18417,250 +18479,247 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Most candidate pairs are only loosely related by subsystem or version and do not look like the same underlying bug. The only plausible duplicate pair is the RoFormer attention/kwargs issue.", - "confidence": 0.84, - "canonical_issue_reason": "issue:46144 is the most concrete and code-path-specific RoFormer report; it names the attention-interface gap that likely explains the kwargs passthrough symptom in issue:46143.", + "summary": "The items are mostly unrelated issues that only share broad Transformers/v5/import/loading themes. I found no soft pair that looks like the same underlying bug or change, so I rejected all candidate merges.", + "confidence": 0.89, + "canonical_issue_reason": "issue:43576 is the most central and concrete open regression in this set, with multiple inbound references and a clear v5 CLI failure mode, so it is the best anchor if one issue must represent the cluster.", "canonical_pr_reason": null, - "best_issue_reason": "issue:46144 is the best representative issue here because it is specific, actionable, and points to the likely root cause rather than a downstream symptom.", + "best_issue_reason": "issue:43576 is the strongest issue candidate overall: specific, reproducible, and still active, while the others are either broader, older, or clearly about different code paths.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43824", "right": "issue:46617", "accept": false, - "reason": "Different failures: missing exported Qwen2_5_VL symbol vs trust_remote_code cache FileNotFoundError." + "reason": "Both are loading/import failures, but one is a missing symbol export and the other is a cache/load FileNotFoundError; different bugs." }, { "left": "issue:45850", "right": "issue:47110", "accept": false, - "reason": "One is a broad complaint about v5 regressions; the other is a specific special_tokens shape error." + "reason": "Generic breakage vs a special_tokens type error; too vague and not the same failure path." }, { "left": "issue:43576", "right": "issue:46132", "accept": false, - "reason": "CLI/env command breakage is unrelated to AttentionInterface.register behavior changes." + "reason": "Both touch v5 behavior, but one is the `transformers env` CLI and the other is AttentionInterface registration; unrelated code paths." }, { - "left": "issue:44387", - "right": "issue:44556", + "left": "issue:42548", + "right": "issue:44351", "accept": false, - "reason": "Int4 quantization OOM is a different problem from checkpoint reload incompatibility across versions." + "reason": "Different missing imports (`PreTrainedModel` vs `HybridCache`); same symptom class, not the same bug." }, { "left": "issue:45125", "right": "issue:45478", "accept": false, - "reason": "Both involve Qwen3.5 MoE, but one is tensor-parallel planning and the other is a from_pretrained loading error; not enough evidence of the same bug." + "reason": "Both involve Qwen3.5/Moe loading, but one is tensor-parallel plan metadata and the other is a broader `from_pretrained` regression; not enough evidence they are the same bug." }, { - "left": "issue:30333", - "right": "issue:33453", + "left": "issue:44387", + "right": "issue:44556", "accept": false, - "reason": "MLFlow reporting on failed jobs is unrelated to tokenizer loading regression." + "reason": "Int4 CUDA memory/OOM regression vs checkpoint reload compatibility after version upgrade; different issues." }, { - "left": "issue:42548", - "right": "issue:44351", + "left": "issue:30333", + "right": "issue:33453", "accept": false, - "reason": "Both are import errors, but for different symbols and likely different causes." + "reason": "MLflow reporting on failed jobs is unrelated to tokenizer loading regression." }, { "left": "issue:44355", "right": "issue:44749", "accept": false, - "reason": "Compiled-file errors are unrelated to the data-filtering slowdown after upgrade." + "reason": "Compiled-file execution errors vs data filtering slowdown after upgrade; different symptoms and code paths." + }, + { + "left": "issue:45125", + "right": "issue:45375", + "accept": false, + "reason": "Both are Qwen3.5 Moe-related, but one is tensor parallelism and the other is a missing config field; not the same change." }, { "left": "issue:30990", "right": "issue:31795", "accept": false, - "reason": "Loading hang and forward() documentation confusion do not describe the same bug." + "reason": "A loading hang and a documentation issue are not the same underlying bug." }, { - "left": "issue:45125", - "right": "issue:45375", + "left": "issue:43827", + "right": "issue:44961", "accept": false, - "reason": "Tensor-parallel plan support and a missing config field are distinct issues." + "reason": "Documentation about pipeline removals vs an unrelated placeholder issue title; no match." }, { "left": "issue:43502", "right": "issue:44222", "accept": false, - "reason": "Local-files-only network requests are unrelated to FP8 save_pretrained behavior." + "reason": "Local-files-only network leakage vs FP8 save_pretrained on moe models; different behavior." }, { "left": "issue:43502", "right": "issue:44961", "accept": false, - "reason": "Local-files-only bug and an unrelated issue titled racoon are clearly different." - }, - { - "left": "issue:43827", - "right": "issue:44961", - "accept": false, - "reason": "Pipeline-removal docs cleanup is unrelated to racoon." + "reason": "API requests despite local_files_only is unrelated to the unrelated 'racoon' issue." }, { "left": "issue:46664", "right": "issue:46726", "accept": false, - "reason": "Video num_frames semantics and missing-vision-backend image processor handling are different bugs." + "reason": "Both concern vision/video processing, but one is `num_frames` semantics and the other is missing-backend error handling; distinct bugs." }, { "left": "issue:43010", "right": "issue:43232", "accept": false, - "reason": "Both are generation-related, but one is about no_grad decoration of cache updates and the other about sync_gpus/model kwargs update ordering." + "reason": "Cache update no_grad decoration vs generation kwargs after sync_gpus; different code paths." }, { "left": "issue:30333", "right": "issue:36296", "accept": false, - "reason": "MLFlow reporting is unrelated to tensor-parallel training failures." + "reason": "MLflow failure reporting and tensor-parallel training bugs are unrelated." }, { "left": "issue:43299", "right": "issue:44556", "accept": false, - "reason": "Qwen3VL MoE loading regression and general checkpoint reload regression are too broad and not clearly the same bug." + "reason": "Both are version-upgrade loading regressions, but they describe different models and failure modes; not the same concrete bug." }, { "left": "issue:29870", "right": "issue:31795", "accept": false, - "reason": "Bart generate() UnboundLocalError is unrelated to forward() documentation wording." + "reason": "Generation-time UnboundLocalError vs documentation confusion; unrelated." }, { "left": "issue:33453", "right": "issue:34689", "accept": false, - "reason": "Tokenizer loading regression and Llama 3.2 vision model loading breakage are different concrete failures." + "reason": "Tokenizer loading regression and Llama 3.2 vision model loading breakage are different incidents." }, { "left": "issue:44355", "right": "issue:45071", "accept": false, - "reason": "Compiled-file execution errors are unrelated to PretrainedConfig type checking." + "reason": "Compiled file execution errors are unrelated to `PretrainedConfig` type checking." }, { "left": "issue:42757", "right": "issue:43576", "accept": false, - "reason": "huggingface_hub import failure and transformers env command breakage are different layers and symptoms." + "reason": "Importing `is_offline_mode` and a broken env CLI command are separate issues." }, { "left": "issue:43576", "right": "issue:45071", "accept": false, - "reason": "CLI command breakage is unrelated to type-checking behavior changes." + "reason": "CLI command breakage vs config type-checking regression; different problems." }, { "left": "issue:43576", "right": "issue:47059", "accept": false, - "reason": "Both mention CLI, but one is the env command in v5 and the other is a hub version-specific completion error." + "reason": "`transformers env` failure and CLI test breakage from a hub API change are not the same bug." }, { "left": "issue:31795", "right": "issue:38617", "accept": false, - "reason": "Documentation confusion and missing layer_type_validation import are unrelated." + "reason": "Documentation confusion about forward arguments vs an import error for `layer_type_validation`; unrelated." }, { "left": "issue:43576", "right": "issue:43824", "accept": false, - "reason": "CLI env issues and missing model-class import are not the same bug." + "reason": "CLI env command failure vs missing exported model class; different failure modes." }, { "left": "issue:44961", "right": "issue:45468", "accept": false, - "reason": "Unrelated issue titles; no shared underlying bug is evident." + "reason": "Unrelated placeholder title vs Gemma-4 audio positional encoding bug." }, { "left": "issue:44315", "right": "issue:44360", "accept": false, - "reason": "Liger Kernel application and DSA indexer ReLU are completely different areas." + "reason": "Liger kernel not applied in `model_init` is unrelated to the DSA indexer ReLU discussion." }, { "left": "issue:44485", "right": "issue:44961", "accept": false, - "reason": "GLM-5 RoPE implementation discussion is unrelated to racoon." + "reason": "GLM-5 RoPE implementation issue and unrelated placeholder issue are not duplicates." }, { "left": "issue:44351", "right": "issue:46617", "accept": false, - "reason": "HybridCache import failure and cached trust_remote_code FileNotFoundError are different import/load problems." + "reason": "Missing export/import error vs cache FileNotFoundError; same broad area, different concrete bug." }, { "left": "issue:43352", "right": "issue:44961", "accept": false, - "reason": "Flash Attention 2 support error and racoon are unrelated." + "reason": "Flash Attention support limitation and unrelated placeholder issue are not the same." }, { "left": "issue:36296", "right": "issue:43901", "accept": false, - "reason": "Tensor-parallel training bug and TextClassificationPipeline docs issue are not the same bug." + "reason": "Tensor-parallel training bug vs pipeline docs mismatch; different issues." }, { "left": "issue:43475", "right": "issue:46617", "accept": false, - "reason": "SAM 3 Video attribute error and trust_remote_code cache FileNotFoundError are different failures." + "reason": "SAM 3 video attribute error vs trust_remote_code cache FileNotFoundError; unrelated." }, { "left": "issue:46143", "right": "issue:46144", - "accept": true, - "reason": "Both describe the same RoFormer attention-path problem: kwargs not propagating because the attention implementation does not use the attention interface." + "accept": false, + "reason": "One is missing kwargs pass-through, the other is attention-interface usage in RoFormer; related subsystem, but not the same bug." }, { "left": "issue:41628", "right": "issue:42548", "accept": false, - "reason": "AutoImageProcessor and PreTrainedModel import failures are different missing exports." + "reason": "Different missing symbols from `transformers`; both import errors, but not the same underlying breakage." }, { "left": "issue:45375", "right": "issue:47110", "accept": false, - "reason": "Missing deepstack_visual_indexes config field and special_tokens list/dict error are unrelated." + "reason": "Missing config field in Qwen3.5MoeVisionConfig vs special_tokens list attribute error; different failures." }, { "left": "issue:44222", "right": "issue:44230", "accept": false, - "reason": "FP8 save_pretrained support and FP8 inference support are related broadly, but not the same concrete bug." + "reason": "FP8 save_pretrained bug vs FP8 inference support request; related topic, different change." }, { "left": "issue:44315", "right": "issue:46209", "accept": false, - "reason": "model_init Liger Kernel application and FP8 inference on B200 are unrelated." + "reason": "Liger kernel application and FP8 inference on B200 are unrelated." }, { "left": "issue:43867", "right": "issue:47110", "accept": false, - "reason": "State-dict sorting load error and special_tokens key access error are different bugs." + "reason": "State-dict sorting load error vs special_tokens attribute error; different bugs." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The summary is well grounded in the packet, and the only accepted duplicate pair (issue:46143 / issue:46144) is supported by the titles and the stated RoFormer attention-interface linkage. The remaining soft-edge rejections are appropriately conservative and do not overstate 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 }, @@ -18675,7 +18734,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-514", + "cluster_id": "cluster-10000-516", "nodes": [ "issue:31795", "issue:33453", @@ -18723,38 +18782,40 @@ "issue:46328", "issue:46664", "issue:47059", - "issue:47110" + "issue:47110", + "issue:47176" ], "soft_pairs": [ "issue:43525|issue:47110", - "issue:45362|issue:45850", "issue:43673|issue:44492", + "issue:45362|issue:45850", "issue:44485|issue:46664", "issue:44273|issue:45542", "issue:44623|issue:45230", "issue:44038|issue:45125", - "issue:44273|issue:45003", "issue:44360|issue:46664", + "issue:44273|issue:45003", "issue:41669|issue:43673", - "issue:44393|issue:45071", "issue:44393|issue:45753", + "issue:44393|issue:45071", "issue:43576|issue:44556", "issue:43525|issue:45850", - "issue:44556|issue:45092", "issue:44230|issue:46095", + "issue:44556|issue:45092", "issue:43572|issue:45850", "issue:44492|issue:45850", "issue:45850|issue:47059", "issue:42371|issue:44492", - "issue:41669|issue:46218", "issue:43408|issue:44315", + "issue:41669|issue:46218", "issue:44246|issue:44273", "issue:42890|issue:44908", "issue:43576|issue:44908", + "issue:43576|issue:47176", "issue:43352|issue:44393", "issue:44295|issue:45230", - "issue:43976|issue:44393", "issue:44297|issue:45230", + "issue:43976|issue:44393", "issue:44908|issue:45071", "issue:44492|issue:46328", "issue:41669|issue:44351", @@ -18763,271 +18824,291 @@ "issue:43976|issue:46218", "issue:44077|issue:44861", "issue:31795|issue:33453", + "issue:43976|issue:47176", + "issue:44485|issue:47176", "issue:43576|issue:44273", "issue:44360|issue:45468" ], - "prepared_review_unit_hash": "ca1cec2966b21f7439247281d99da6c246a1dbfe81fef01a51f402466fbeceb1", + "prepared_review_unit_hash": "1186058dfe05df30407cd312f3ca6770b8706e81ee98289a5b2b879b7b3a15d7", "component_budget": { - "node_count": 514, - "item_count": 514, - "soft_pair_count": 1891, - "serialized_chars": 980895, - "estimated_input_tokens": 245224, - "estimated_eval_tokens": 490704 + "node_count": 516, + "item_count": 516, + "soft_pair_count": 1900, + "serialized_chars": 985297, + "estimated_input_tokens": 246325, + "estimated_eval_tokens": 492906 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 39, - "serialized_chars": 38165, - "estimated_input_tokens": 9542, - "estimated_eval_tokens": 19340 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 42, + "serialized_chars": 39637, + "estimated_input_tokens": 9910, + "estimated_eval_tokens": 20076 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These issues are mostly separate regressions or feature bugs across different models/subsystems; the soft links are topic-similar but not true duplicates. The broad v5 regression meta-report is the closest representative, but there is no strong single canonical bug here.", - "confidence": 0.84, - "canonical_issue_reason": "issue:45850 is the broadest umbrella report about many Transformers v5 breakages, so it best represents the cluster overall.", + "summary": "The cluster is mostly a grab bag of unrelated bug reports; a few mention v5 regressions, imports, or lazy loading, but the soft pairs do not match the same concrete underlying issue closely enough to merge. No PRs are present.", + "confidence": 0.39, + "canonical_issue_reason": "issue:45850 is the broadest umbrella for the shared v5-regression theme and is the most central/general issue in this set.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45850 is the most general and central issue in this set; the rest are narrower, distinct failures.", + "best_issue_reason": "issue:45850 best represents the cluster because it captures the widest cross-cutting symptom pattern ('v5 breaks too many models') rather than a narrow model-specific failure.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43525", "right": "issue:47110", "accept": false, - "reason": "Different failures: missing pad_token_id on Llama4Config vs a special_tokens structure error." + "reason": "Different failures: missing config attribute vs special_tokens being a list; not the same code path." }, { - "left": "issue:45362", - "right": "issue:45850", + "left": "issue:43673", + "right": "issue:44492", "accept": false, - "reason": "One is a Qwen3.5 chat crash; the other is a broad v5 complaint, not the same bug." + "reason": "One is chunked_prefill cache state missing; the other is a cache-strategy typo. Similar words, different bugs." }, { - "left": "issue:43673", - "right": "issue:44492", + "left": "issue:45362", + "right": "issue:45850", "accept": false, - "reason": "Chunked-prefill cache regression and a cache-strategy typo are unrelated." + "reason": "Specific chat crash in one model vs a broad v5 breakage umbrella; not the same issue." }, { "left": "issue:44485", "right": "issue:46664", "accept": false, - "reason": "GLM-5 RoPE implementation discussion vs SmolVLM video num_frames semantics." + "reason": "RoPE implementation discussion vs video processor frame-count semantics; unrelated components." }, { "left": "issue:44273", "right": "issue:45542", "accept": false, - "reason": "Lazy loading malfunction and a TensorFlow/tensorboard backend error are different issues." + "reason": "Lazy loading problem vs TensorFlow backend detection error; different subsystems and symptoms." }, { "left": "issue:44623", "right": "issue:45230", "accept": false, - "reason": "A specific processor.save_pretrained missing-files bug vs a generic placeholder report." + "reason": "No evidence the generic bug report is the same as missing processor files." }, { "left": "issue:44038", "right": "issue:45125", "accept": false, - "reason": "Qwen3-VL-Moe bug report vs missing _tp_plan for tensor parallelism." + "reason": "Qwen3-VL-Moe inference bug vs missing tensor-parallel plan attribute; related model family, but different concrete failures." }, { - "left": "issue:44273", - "right": "issue:45003", + "left": "issue:44360", + "right": "issue:46664", "accept": false, - "reason": "Lazy loading failure and unsafe sys.modules access are distinct code paths." + "reason": "DSA indexer/ReLU discussion vs video processor num_frames semantics; not the same bug." }, { - "left": "issue:44360", - "right": "issue:46664", + "left": "issue:44273", + "right": "issue:45003", "accept": false, - "reason": "DSA indexer activation issue vs SmolVLM video frame handling." + "reason": "Both touch loading/import behavior, but one is lazy loading failing and the other is unsafe sys.modules access; not identical." }, { "left": "issue:41669", "right": "issue:43673", "accept": false, - "reason": "Import-* performance regression and missing GenerationMixin cache are not the same problem." + "reason": "Import-time slowdown from import * usage is not the same as a missing generation cache during chunked prefill." }, { "left": "issue:44393", - "right": "issue:45071", + "right": "issue:45753", "accept": false, - "reason": "Qwen3-VL bounding-box output bug vs PretrainedConfig type-checking regression." + "reason": "Both are Qwen3-related, but one is 2D bbox output errors and the other is an infinite loop on a specific image." }, { "left": "issue:44393", - "right": "issue:45753", + "right": "issue:45071", "accept": false, - "reason": "Bounding-box hallucination/error and an infinite-loop-on-image bug are different failures." + "reason": "Model output/vision bug vs PretrainedConfig type-checking regression; different code paths." }, { "left": "issue:43576", "right": "issue:44556", "accept": false, - "reason": "Broken `transformers env` command and checkpoint reload incompatibility are separate v5 regressions." + "reason": "Transformers env command breakage is unrelated to checkpoint reload incompatibility after v5 upgrade." }, { "left": "issue:43525", "right": "issue:45850", "accept": false, - "reason": "Specific Llama4 config attribute bug vs a broad multi-model v5 breakage report." + "reason": "Specific Llama4Config attribute error vs a broad v5 regression umbrella; not the same bug." }, { - "left": "issue:44556", - "right": "issue:45092", + "left": "issue:44230", + "right": "issue:46095", "accept": false, - "reason": "Checkpoint reload after upgrade and remote-code meta-init incompatibility are different load-path issues." + "reason": "FP8 inference support request vs weight-conversion tooling question; unrelated." }, { - "left": "issue:44230", - "right": "issue:46095", + "left": "issue:44556", + "right": "issue:45092", "accept": false, - "reason": "FP8 inference support for Qwen3-VL/Qwen3.5 vs DeepSeekV4 weight conversion tooling." + "reason": "Both are upgrade/loading issues, but one is general checkpoint reload compatibility and the other is remote-code meta-init incompatibility; not the same concrete failure." }, { "left": "issue:43572", "right": "issue:45850", "accept": false, - "reason": "StableLmConfig pad_token_idx regression is a specific config bug, not the general v5 umbrella report." + "reason": "StableLm pad_token_idx regression is model-specific, not the same as the broad v5 breakage report." }, { "left": "issue:44492", "right": "issue:45850", "accept": false, - "reason": "A cache-strategy typo is not the same as the broad v5 breakage meta-issue." + "reason": "Cache-strategy typo is not the same as generic v5 model breakages." }, { "left": "issue:45850", "right": "issue:47059", "accept": false, - "reason": "Broad v5 breakage report vs a CLI incompatibility with huggingface_hub 1.22.0." + "reason": "General v5 model breakage vs a cli incompatibility with huggingface_hub; different areas." }, { "left": "issue:42371", "right": "issue:44492", "accept": false, - "reason": "TF32 settings deprecation and cache-strategy typo are unrelated." + "reason": "TF32 settings warning and cache-strategy typo are unrelated." }, { - "left": "issue:41669", - "right": "issue:46218", + "left": "issue:43408", + "right": "issue:44315", "accept": false, - "reason": "Import-* slowdown and failure to import Qwen3_5ForCausalLM are different symptoms." + "reason": "sam3 model-type warning vs Liger Kernel not applied with model_init; unrelated." }, { - "left": "issue:43408", - "right": "issue:44315", + "left": "issue:41669", + "right": "issue:46218", "accept": false, - "reason": "sam3_tracker model-type warning and Liger Kernel not applied with model_init are unrelated." + "reason": "Import performance issue vs a specific module import failure; not the same bug." }, { "left": "issue:44246", "right": "issue:44273", "accept": false, - "reason": "General import slowdown and lazy loading failure are both performance/loading themes but not the same bug." + "reason": "Slow imports and lazy loading problems are adjacent themes, but the reports describe different failures and likely different fixes." }, { "left": "issue:42890", "right": "issue:44908", "accept": false, - "reason": "Flaky SamHQ tests from missing seeds vs scheduler kwargs being ignored." + "reason": "Missing set_seed in tests is unrelated to inverse_sqrt scheduler kwargs being ignored." }, { "left": "issue:43576", "right": "issue:44908", "accept": false, - "reason": "Broken env command and inverse_sqrt kwargs handling are different regressions." + "reason": "Transformers env command regression vs scheduler kwargs bug; different code paths." + }, + { + "left": "issue:43576", + "right": "issue:47176", + "accept": false, + "reason": "Env command breakage is unrelated to shell-operator allowlist bypass." }, { "left": "issue:43352", "right": "issue:44393", "accept": false, - "reason": "Flash Attention 2 support error for Nemotron vs Qwen3-VL bounding-box output bug." + "reason": "Flash Attention 2 support gating vs Qwen3-VL bbox errors; different issues." }, { "left": "issue:44295", "right": "issue:45230", "accept": false, - "reason": "position_ids buffer access error vs a generic placeholder issue." + "reason": "Position_ids buffer access error is not shown to be the same as the generic bug report." }, { - "left": "issue:43976", - "right": "issue:44393", + "left": "issue:44297", + "right": "issue:45230", "accept": false, - "reason": "Python version compatibility break vs Qwen3-VL bbox hallucination." + "reason": "Tokenizer save_pretrained mismatch is unrelated to the generic bug report." }, { - "left": "issue:44297", - "right": "issue:45230", + "left": "issue:43976", + "right": "issue:44393", "accept": false, - "reason": "tokenizer_class mismatch on save_pretrained vs a generic bug report." + "reason": "Python version support regression vs model output bug; different failures." }, { "left": "issue:44908", "right": "issue:45071", "accept": false, - "reason": "Scheduler kwargs bug and PretrainedConfig type checking are unrelated." + "reason": "Scheduler kwargs bug vs config type-checking regression; unrelated." }, { "left": "issue:44492", "right": "issue:46328", "accept": false, - "reason": "Cache-strategy typo and SequenceFeatureExtractor.pad performance issue are unrelated." + "reason": "Cache-strategy typo is unrelated to SequenceFeatureExtractor.pad inefficiency." }, { "left": "issue:41669", "right": "issue:44351", "accept": false, - "reason": "Import-* slowdown and missing HybridCache import are different import problems." + "reason": "Import-time slowdown from wildcard imports is not the same as a missing HybridCache export/import failure." }, { "left": "issue:44704", "right": "issue:44908", "accept": false, - "reason": "AutoProcessor cached_file kwargs propagation and scheduler kwargs handling are unrelated." + "reason": "Passing kwargs to cached_file is unrelated to scheduler kwargs handling." }, { "left": "issue:41669", "right": "issue:45341", "accept": false, - "reason": "Import-* slowdown and a testing_utils bug are not the same issue." + "reason": "Import cleanup/performance issue is unrelated to a testing_utils bug." }, { "left": "issue:43976", "right": "issue:46218", "accept": false, - "reason": "Python 3.9/3.10 compatibility break and missing Qwen3_5ForCausalLM import are different." + "reason": "Python support regression vs missing Qwen3_5ForCausalLM import; different issues." }, { "left": "issue:44077", "right": "issue:44861", "accept": false, - "reason": "patchtsmixer post_init policy and _get_tied_weight_keys AttributeError are unrelated." + "reason": "Optional post_init policy change vs tied-weights key handling crash; not the same bug." }, { "left": "issue:31795", "right": "issue:33453", "accept": false, - "reason": "Documentation confusion in model.forward vs tokenizer loading regression are different problems." + "reason": "Documentation confusion for model.forward arguments vs tokenizer loading regression." + }, + { + "left": "issue:43976", + "right": "issue:47176", + "accept": false, + "reason": "Python compatibility issue vs shell command allowlist bypass; unrelated." + }, + { + "left": "issue:44485", + "right": "issue:47176", + "accept": false, + "reason": "RoPE implementation discussion vs shell-substitution security bypass; unrelated." }, { "left": "issue:43576", "right": "issue:44273", "accept": false, - "reason": "Broken env command and lazy loading malfunction are both v5-related but not the same code-path bug." + "reason": "Transformers env command regression and lazy-loading regression are different concrete bugs." }, { "left": "issue:44360", "right": "issue:45468", "accept": false, - "reason": "DSA indexer activation issue and Gemma-4 audio positional encoding bug are unrelated." + "reason": "DSA/ReLU discussion vs Gemma-4 audio positional encoding bug; unrelated." } ] }, @@ -19049,11 +19130,10 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-514", + "cluster_id": "cluster-10000-516", "nodes": [ "issue:28348", "issue:29870", - "issue:30333", "issue:31515", "issue:31795", "issue:34689", @@ -19068,8 +19148,8 @@ "issue:43502", "issue:43519", "issue:43576", - "issue:43618", "issue:43704", + "issue:43976", "issue:44230", "issue:44261", "issue:44263", @@ -19083,7 +19163,6 @@ "issue:44829", "issue:44861", "issue:44908", - "issue:44938", "issue:44998", "issue:45230", "issue:45250", @@ -19098,22 +19177,29 @@ "issue:46655", "issue:46894", "issue:47059", - "issue:47110" + "issue:47110", + "issue:47176", + "issue:47177" ], "soft_pairs": [ "issue:43519|issue:46655", "issue:44315|issue:44829", "issue:44273|issue:44908", "issue:45230|issue:45310", + "issue:44485|issue:47177", "issue:43519|issue:44485", "issue:45468|issue:46894", - "issue:43576|issue:46218", "issue:44655|issue:44861", + "issue:43576|issue:46218", + "issue:43976|issue:47177", "issue:43519|issue:44908", "issue:41669|issue:43704", "issue:31795|issue:34689", + "issue:45850|issue:47177", + "issue:45850|issue:47176", "issue:44485|issue:45468", "issue:43704|issue:44485", + "issue:46218|issue:47177", "issue:46018|issue:46172", "issue:43502|issue:43519", "issue:42371|issue:43704", @@ -19130,61 +19216,57 @@ "issue:44861|issue:47059", "issue:28348|issue:45250", "issue:44908|issue:44998", + "issue:44998|issue:47177", + "issue:44998|issue:47176", "issue:44492|issue:44998", "issue:44998|issue:45850", - "issue:43618|issue:44998", - "issue:44938|issue:44998", "issue:44861|issue:45290", "issue:31515|issue:38617", "issue:44230|issue:44623", "issue:28348|issue:43352", "issue:29870|issue:31515", - "issue:31515|issue:36296", - "issue:30333|issue:31515", - "issue:31515|issue:31795", - "issue:44230|issue:45310", - "issue:43298|issue:44230" + "issue:31515|issue:36296" ], - "prepared_review_unit_hash": "1fbe5c4aa7ad398858be3714edb9dc3f4843ec27bd86de6fba39536afc5ab5b1", + "prepared_review_unit_hash": "11085dec12b9cfab66886f438429d76575a8f7fd0059b75725accd328c128463", "component_budget": { - "node_count": 514, - "item_count": 514, - "soft_pair_count": 1891, - "serialized_chars": 980895, - "estimated_input_tokens": 245224, - "estimated_eval_tokens": 490704 + "node_count": 516, + "item_count": 516, + "soft_pair_count": 1900, + "serialized_chars": 985297, + "estimated_input_tokens": 246325, + "estimated_eval_tokens": 492906 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 43, - "serialized_chars": 39821, - "estimated_input_tokens": 9956, - "estimated_eval_tokens": 20168 + "soft_pair_count": 44, + "serialized_chars": 40144, + "estimated_input_tokens": 10036, + "estimated_eval_tokens": 20328 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is mostly heterogeneous Transformers issues, and the soft-similarity links look like broad topical overlap rather than true duplicates. I would not merge any of the candidate pairs; the only reasonable canonical choice is a concrete, well-scoped bug report rather than one of the vague or generic issues.", - "confidence": 0.61, - "canonical_issue_reason": "issue:43519 is the most concrete and actionable report in the set, and it also sits at the center of several soft-similarity candidates, so it is the best representative issue if one must be chosen.", + "summary": "This is not a coherent duplicate cluster: the items span unrelated bugs, feature requests, regressions, and a few noisy placeholders. All soft edges are rejected because the paired artifacts do not share the same concrete underlying bug/change.", + "confidence": 0.89, + "canonical_issue_reason": "No true canonical issue stands out; the set is too heterogeneous, so any single issue would be an arbitrary representative rather than a real duplicate target.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43519 has a specific failure mode, clear subsystem ownership, and enough detail to serve as the most useful anchor issue in this otherwise mixed group.", + "best_issue_reason": "Issue:45250 ('Flash Attention 2.0') is the broadest umbrella title in the set, but it is still too vague to serve as a strong representative for this mixed cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43519", "right": "issue:46655", "accept": false, - "reason": "Both are processor bugs, but one is timestamp math in Qwen3VL and the other is padding in SmolVLM video processing; different code paths and failure modes." + "reason": "Different processor bugs in different models: Qwen3VL timestamp math vs SmolVLM video padding." }, { "left": "issue:44315", "right": "issue:44829", "accept": false, - "reason": "Liger Kernel application during model_init is unrelated to flash_attention_3 degenerating training; different mechanisms and fixes." + "reason": "model_init/layer application bug vs flash_attention_3 training degradation; not the same code-path issue." }, { "left": "issue:44273", @@ -19196,241 +19278,247 @@ "left": "issue:45230", "right": "issue:45310", "accept": false, - "reason": "Generic bug report versus a specific Qwen3.5 MoE from_pretrained regression; no shared underlying defect." + "reason": "Generic placeholder bug report vs a specific Qwen3.5 MoE from_pretrained failure." + }, + { + "left": "issue:44485", + "right": "issue:47177", + "accept": false, + "reason": "GLM-5 RoPE implementation issue vs tar/zip-slip RCE vulnerability; completely different problems." }, { "left": "issue:43519", "right": "issue:44485", "accept": false, - "reason": "Both mention model internals, but one is timestamp calculation and the other is RoPE implementation for GLM-5; not the same bug." + "reason": "Timestamp calculation in a processor vs RoPE implementation in GLM-5; unrelated bugs." }, { "left": "issue:45468", "right": "issue:46894", "accept": false, - "reason": "Gemma-4 audio positional encoding and CohereASR training-loss shift bug are different models and different failures." + "reason": "Both are audio-related, but one is Gemma-4 positional encoding and the other is a CohereASR training-loss shift bug." + }, + { + "left": "issue:44655", + "right": "issue:44861", + "accept": false, + "reason": "Saving Pipeline objects vs _get_tied_weight_keys AttributeError; different save/load paths." }, { "left": "issue:43576", "right": "issue:46218", "accept": false, - "reason": "Broken CLI env command and inability to import Qwen3_5ForCausalLM are unrelated." + "reason": "CLI env command regression vs Qwen3_5 import failure; no shared underlying bug." }, { - "left": "issue:44655", - "right": "issue:44861", + "left": "issue:43976", + "right": "issue:47177", "accept": false, - "reason": "Saving Pipeline objects and _get_tied_weight_keys AttributeError are different save/load code paths." + "reason": "Python version compatibility problem vs shell command injection RCE; unrelated." }, { "left": "issue:43519", "right": "issue:44908", "accept": false, - "reason": "Timestamp calculation in a processor versus scheduler kwarg handling are unrelated." + "reason": "Processor timestamp bug vs scheduler kwargs handling; unrelated." }, { "left": "issue:41669", "right": "issue:43704", "accept": false, - "reason": "Import-star cleanup/performance issue is unrelated to VRAM leakage in Qwen3ForCausalLM." + "reason": "Import-star cleanup performance issue vs VRAM leak in Qwen3ForCausalLM; different changes." }, { "left": "issue:31795", "right": "issue:34689", "accept": false, - "reason": "Documentation confusion around forward arguments is not the same as a Llama 3.2 90B Vision model-loading regression." + "reason": "Documentation confusion about forward args vs a model-loading breakage for Llama 3.2 Vision." + }, + { + "left": "issue:45850", + "right": "issue:47177", + "accept": false, + "reason": "Broad v5 breakage complaint vs command-substitution RCE; not the same issue." + }, + { + "left": "issue:45850", + "right": "issue:47176", + "accept": false, + "reason": "Broad Transformers v5 regression complaint vs shell-operator allowlist bypass; unrelated." }, { "left": "issue:44485", "right": "issue:45468", "accept": false, - "reason": "GLM-5 RoPE implementation and Gemma-4 audio positional encoding are distinct model-specific issues." + "reason": "Different model families and bugs: GLM-5 RoPE vs Gemma-4 audio positional encoding." }, { "left": "issue:43704", "right": "issue:44485", "accept": false, - "reason": "VRAM leak in Qwen3ForCausalLM is not the same problem as GLM-5 RoPE behavior." + "reason": "VRAM leak in Qwen3ForCausalLM vs GLM-5 RoPE implementation; unrelated." + }, + { + "left": "issue:46218", + "right": "issue:47177", + "accept": false, + "reason": "Qwen3_5 import failure vs tar/zip-slip arbitrary file write; unrelated." }, { "left": "issue:46018", "right": "issue:46172", "accept": false, - "reason": "DeepSeek-V4 gating logic and tensor transpose behavior are unrelated." + "reason": "Same model family, but gating logic bug and dtype/transpose bug are different concrete defects." }, { "left": "issue:43502", "right": "issue:43519", "accept": false, - "reason": "local_files_only network leakage is a loading/download issue, not a processor timestamp bug." + "reason": "local_files_only network access leak vs timestamp calculation bug; different components." }, { "left": "issue:42371", "right": "issue:43704", "accept": false, - "reason": "TF32 settings guidance and VRAM leakage are unrelated." + "reason": "TF32 settings warning/config issue vs VRAM leak; unrelated." }, { "left": "issue:45850", "right": "issue:46218", "accept": false, - "reason": "Broad complaint about version 5 breaking models does not match a specific Qwen3.5 import failure." + "reason": "Generic v5 breakage complaint vs Qwen3_5 import error; too broad and not the same bug." }, { "left": "issue:43519", "right": "issue:44623", "accept": false, - "reason": "Processor timestamp math and missing save_pretrained files are different bugs in different APIs." + "reason": "Processor timestamp bug vs missing files in processor.save_pretrained; unrelated." }, { "left": "issue:44263", "right": "issue:45468", "accept": false, - "reason": "torch.split return values in GlmMoeDsaIndexer and Gemma-4 audio positional encoding are unrelated." + "reason": "GlmMoeDsaIndexer torch.split semantics vs Gemma-4 audio positional encoding; unrelated." }, { "left": "issue:44261", "right": "issue:45468", "accept": false, - "reason": "Missing rms_norm_eps in MLA q_a_layernorm and Gemma-4 audio positional encoding are not the same issue." + "reason": "MLA q_a_layernorm precision/config bug vs Gemma-4 audio positional encoding; unrelated." }, { "left": "issue:43298", "right": "issue:46095", "accept": false, - "reason": "Continuous batching audio support and DeepSeek-V4 weight conversion are different feature requests." + "reason": "Continuous batching not supporting audio models vs DeepSeek-V4 weight conversion question; unrelated." }, { "left": "issue:43519", "right": "issue:43704", "accept": false, - "reason": "Processor timestamp calculation and VRAM leakage are different bug classes." + "reason": "Processor timestamp calculation vs VRAM leak; no shared underlying bug." }, { "left": "issue:43352", "right": "issue:46218", "accept": false, - "reason": "NemotronHForCausalLM flash-attn support and Qwen3_5 import failure are separate model-specific issues." + "reason": "Flash Attention 2.0 support request for NemotronHForCausalLM vs Qwen import failure; unrelated." }, { "left": "issue:44351", "right": "issue:46218", "accept": false, - "reason": "HybridCache import failure and Qwen3_5 module import failure are both import-related, but not the same missing symbol or code path." + "reason": "Both are import errors, but for different symbols/modules and likely different root causes." }, { "left": "issue:44861", "right": "issue:47110", "accept": false, - "reason": "Tied-weight key handling and special_tokens list/dict mismatch are different attribute/type errors." + "reason": "_get_tied_weight_keys AttributeError vs special_tokens list/keys error; unrelated." }, { "left": "issue:42913", "right": "issue:43066", "accept": false, - "reason": "Both concern tokenizer v5 behavior, but one is a broad regression report and the other is a specific decoder-type bug; not clearly the same underlying defect." + "reason": "Both involve tokenizer v5 behavior, but one is a broad v4-to-v5 drift and the other is a specific decoder-type bug; not clearly the same defect." }, { "left": "issue:44861", "right": "issue:47059", "accept": false, - "reason": "AttributeError in tied weights logic and CLI completion breakage from huggingface_hub are unrelated." + "reason": "Tied-weight key handling crash vs CLI completion regression from huggingface_hub; unrelated." }, { "left": "issue:28348", "right": "issue:45250", "accept": false, - "reason": "GPT2 flash attention 2.0 support request and generic flash attention 2.0 issue are too broad to be the same concrete bug." + "reason": "Both mention Flash Attention 2.0, but 28348 is GPT2LMHeadModel-specific support while 45250 is a vague generic issue." }, { "left": "issue:44908", "right": "issue:44998", "accept": false, - "reason": "Scheduler kwarg handling and an unrelated low-information issue title do not indicate the same bug." + "reason": "Scheduler bug vs a noise/non-bug issue titled 'Unemployment'; unrelated." }, { - "left": "issue:44492", - "right": "issue:44998", + "left": "issue:44998", + "right": "issue:47177", "accept": false, - "reason": "Cache strategy typo and the unrelated generic issue are not duplicates." + "reason": "Noise/non-bug issue vs a security RCE report; unrelated." }, { "left": "issue:44998", - "right": "issue:45850", + "right": "issue:47176", "accept": false, - "reason": "Generic 'Unemployment' issue and broad '5.0 breaks too many models' complaint are not the same underlying problem." + "reason": "Noise/non-bug issue vs shell-operator allowlist bypass; unrelated." }, { - "left": "issue:43618", + "left": "issue:44492", "right": "issue:44998", "accept": false, - "reason": "CLIPOutput attentions regression is unrelated to the generic issue." + "reason": "Typo in cache strategies vs a spam/noise issue; unrelated." }, { - "left": "issue:44938", - "right": "issue:44998", + "left": "issue:44998", + "right": "issue:45850", "accept": false, - "reason": "Python 3.14 load failure is unrelated to the generic issue." + "reason": "Noise/non-bug issue vs broad v5 breakage complaint; unrelated." }, { "left": "issue:44861", "right": "issue:45290", "accept": false, - "reason": "Tied weight key crash and chat template tool-call crash are different code paths." + "reason": "Tied-weight key crash vs apply_chat_template tool-call crash; different code paths." }, { "left": "issue:31515", "right": "issue:38617", "accept": false, - "reason": "Slow from_pretrained checkpoint loading and missing layer_type_validation import are unrelated." + "reason": "Slow from_pretrained checkpoint loading vs missing layer_type_validation import; unrelated." }, { "left": "issue:44230", "right": "issue:44623", "accept": false, - "reason": "FP8 support request for Qwen3-VL/Qwen3.5 MoE is not the same as processor.save_pretrained missing files." + "reason": "FP8 inference support request vs processor.save_pretrained missing files; unrelated." }, { "left": "issue:28348", "right": "issue:43352", "accept": false, - "reason": "Both mention flash attention 2.0, but they target different models and different support gaps." + "reason": "Both touch Flash Attention 2.0, but they are separate model-specific support requests, not the same bug/change." }, { "left": "issue:29870", "right": "issue:31515", "accept": false, - "reason": "BART generate() decoder_attention_mask bug and slow checkpoint loading are unrelated." + "reason": "BART generate() decoder_attention_mask bug vs slow checkpoint loading; unrelated." }, { "left": "issue:31515", "right": "issue:36296", "accept": false, - "reason": "Checkpoint load slowness and tensor parallel training bug are different subsystems." - }, - { - "left": "issue:30333", - "right": "issue:31515", - "accept": false, - "reason": "MLFlow reporting on failed training and checkpoint loading slowness are unrelated." - }, - { - "left": "issue:31515", - "right": "issue:31795", - "accept": false, - "reason": "Load performance issue and forward-API documentation confusion are not the same bug." - }, - { - "left": "issue:44230", - "right": "issue:45310", - "accept": false, - "reason": "FP8 support request and Qwen3.5 MoE from_pretrained error are different reports." - }, - { - "left": "issue:43298", - "right": "issue:44230", - "accept": false, - "reason": "Continuous batching support for audio models and FP8 support for Qwen3 VL/MoE are different feature requests." + "reason": "Checkpoint loading performance vs tensor parallel training bug; unrelated." } ] }, @@ -19452,19 +19540,29 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-514", + "cluster_id": "cluster-10000-516", "nodes": [ + "issue:30333", + "issue:31515", + "issue:31795", "issue:37934", "issue:42936", "issue:43240", + "issue:43298", "issue:43668", "issue:43717", "issue:43813", "issue:44031", + "issue:44230", + "issue:45310", "issue:46018", "issue:46144" ], "soft_pairs": [ + "issue:30333|issue:31515", + "issue:31515|issue:31795", + "issue:44230|issue:45310", + "issue:43298|issue:44230", "issue:43717|issue:46144", "issue:42936|issue:46018", "issue:43668|issue:44031", @@ -19478,106 +19576,130 @@ "issue:37934|issue:43668", "issue:42936|issue:43668" ], - "prepared_review_unit_hash": "7cffb2df2d35e5ca4cdaa220cb5526b42e91319e1799a96559fb9dbe8854eef8", + "prepared_review_unit_hash": "b0f84ef3b5ecd29d027f7b666ee5edd6f316987d2fd6fc48077ce38b889ae78c", "component_budget": { - "node_count": 514, - "item_count": 514, - "soft_pair_count": 1891, - "serialized_chars": 980895, - "estimated_input_tokens": 245224, - "estimated_eval_tokens": 490704 + "node_count": 516, + "item_count": 516, + "soft_pair_count": 1900, + "serialized_chars": 985297, + "estimated_input_tokens": 246325, + "estimated_eval_tokens": 492906 }, "budget": { - "node_count": 9, - "item_count": 9, - "soft_pair_count": 12, - "serialized_chars": 8608, - "estimated_input_tokens": 2152, - "estimated_eval_tokens": 4560 + "node_count": 15, + "item_count": 15, + "soft_pair_count": 16, + "serialized_chars": 13175, + "estimated_input_tokens": 3294, + "estimated_eval_tokens": 6844 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: the issues cover unrelated bugs in different models/components (norms, tokenizers, loss kwargs, quantization typos, attention interfaces). None of the soft-similarity pairs look like true duplicates or the same underlying fix.", - "confidence": 0.97, - "canonical_issue_reason": "No clear canonical issue exists; the items are about distinct code paths and models rather than one shared bug.", + "summary": "No duplicate cluster is supported here: the issues span unrelated subsystems, models, docs, and configuration bugs. A few pairs share a broad theme, but none look like the same concrete underlying issue.", + "confidence": 0.96, + "canonical_issue_reason": "No single canonical issue stands out because the set is heterogeneous rather than one duplicate family.", "canonical_pr_reason": null, - "best_issue_reason": "No single issue is a better global representative than the others because the cluster does not center on one problem.", + "best_issue_reason": "If a single issue must represent the set, issue:45310 is the clearest standalone bug report because it names a concrete regression, affected version range, and failure mode.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:30333", + "right": "issue:31515", + "accept": false, + "reason": "Training-job MLflow reporting failure and slow checkpoint loading are unrelated problems." + }, + { + "left": "issue:31515", + "right": "issue:31795", + "accept": false, + "reason": "Checkpoint load performance and documentation confusion about forward inputs are different issue types." + }, + { + "left": "issue:44230", + "right": "issue:45310", + "accept": false, + "reason": "Both mention Qwen3.5/MoE/fp8, but one is an fp8 inference support request and the other is a from_pretrained regression." + }, + { + "left": "issue:43298", + "right": "issue:44230", + "accept": false, + "reason": "Continuous batching support for audio models is unrelated to fp8 support for Qwen3.5/Qwen3-VL." + }, { "left": "issue:43717", "right": "issue:46144", "accept": false, - "reason": "Different model subsystems and failure modes: Mamba/Mamba-2 init_weights behavior vs RoFormer attention interface usage." + "reason": "Mamba/Mamba-2 init weight behavior and RoFormer attention-interface usage are different code paths." }, { "left": "issue:42936", "right": "issue:46018", "accept": false, - "reason": "Mask2Former ignore_value handling is unrelated to DeepSeek-V4 shared-expert gating logic." + "reason": "Mask2Former ignore_value handling and DeepSeek-V4 shared-expert gating are separate model bugs." }, { "left": "issue:43668", "right": "issue:44031", "accept": false, - "reason": "A config type-hint bug in ModernBERT is unrelated to tokenizer regex warning behavior." + "reason": "A config type-hint issue and a tokenizer regex warning regression are not the same bug." }, { "left": "issue:42936", "right": "issue:43240", "accept": false, - "reason": "One is about Mask2Former's ignore_value being unused; the other is about kwargs not reaching a loss function." + "reason": "Both touch loss-related code, but one is a specific model parameter bug and the other is generic kwargs propagation." }, { "left": "issue:43240", "right": "issue:46144", "accept": false, - "reason": "Loss-function kwargs plumbing and RoFormer attention interface usage are different code paths and not the same bug." + "reason": "Loss-kwargs forwarding and RoFormer attention-interface implementation are unrelated." }, { "left": "issue:42936", "right": "issue:44031", "accept": false, - "reason": "Mask2Former ignore_value handling does not match tokenizer regex warning regressions." + "reason": "Mask2Former ignore_value handling does not match tokenizer regex warnings." }, { "left": "issue:42936", "right": "issue:46144", "accept": false, - "reason": "These concern unrelated areas: segmentation ignore_value vs RoFormer attention implementation." + "reason": "Different models and different failure modes; no shared concrete fix." }, { "left": "issue:42936", "right": "issue:43813", "accept": false, - "reason": "Mask2Former loss/ignore_value handling is unrelated to a quantization attribute typo." + "reason": "Ignore_value usage and a quantization-operation typo are unrelated implementation issues." }, { "left": "issue:43668", "right": "issue:43813", "accept": false, - "reason": "ModernBERT norm_eps typing and orig_conversion.quantization_operation typo are separate issues." + "reason": "ModernBERT config typing and a quantization typo do not describe the same change." }, { "left": "issue:43240", "right": "issue:43668", "accept": false, - "reason": "Loss kwargs propagation is unrelated to a ModernBERTConfig type-hint correction." + "reason": "Generic loss kwargs forwarding is unrelated to a type-hint correction." }, { "left": "issue:37934", "right": "issue:43668", "accept": false, - "reason": "Llama4TextL2Norm implementation question is unrelated to ModernBERT norm_eps typing." + "reason": "A question about RMSNorm semantics and an incorrect config type hint are different concerns." }, { "left": "issue:42936", "right": "issue:43668", "accept": false, - "reason": "Mask2Former ignore_value usage and ModernBERT config typing do not share the same underlying defect." + "reason": "Mask2Former ignore_value handling and ModernBERT norm_eps typing are unrelated." } ] }, @@ -19610,12 +19732,12 @@ "issue:10519|issue:11005", "issue:11005|issue:11307" ], - "prepared_review_unit_hash": "c9c803e0465eee2115af7207519ccad5e8e469eaf27b2847e6a1dfb5c6ef924d", + "prepared_review_unit_hash": "f722ec6861047535c62d4ead6384cf5f2d4d86961efcd23245376ae7d556828e", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 2873, + "serialized_chars": 2876, "estimated_input_tokens": 719, "estimated_eval_tokens": 1694 }, @@ -19623,7 +19745,7 @@ "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 2873, + "serialized_chars": 2876, "estimated_input_tokens": 719, "estimated_eval_tokens": 1694 }, @@ -19632,30 +19754,30 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These three issues are unrelated: tokenizer truncation behavior, learning-rate scheduler functionality, and Wav2Vec2 word boundary timestamps. No duplicate cluster is present.", - "confidence": 0.99, + "summary": "These three issues are unrelated feature requests/questions: truncation from the beginning in tokenization, ReduceLROnPlateau-like scheduler behavior, and Wav2Vec2 word boundary offsets. There is no duplicate cluster here.", + "confidence": 0.97, "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "Issue 10519 is the most concrete and narrowly scoped request, but it is still not a canonical duplicate target for the other issues.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:10519", "right": "issue:11307", "accept": false, - "reason": "Different domains and requests: truncation strategy vs. Wav2Vec2 word time offsets; no shared bug or code path." + "reason": "Different domains and problems: tokenizer truncation behavior vs Wav2Vec2 word offset extraction." }, { "left": "issue:10519", "right": "issue:11005", "accept": false, - "reason": "One is about tokenizer truncation options, the other about ReduceLROnPlateau-like scheduling behavior; unrelated functionality." + "reason": "One asks for truncation from the start; the other asks for ReduceLROnPlateau-like learning-rate scheduling." }, { "left": "issue:11005", "right": "issue:11307", "accept": false, - "reason": "Learning-rate scheduler feature request and speech-model word offset timing are unrelated." + "reason": "Learning-rate scheduler functionality and word time offsets are unrelated requests with no shared code-path problem." } ] }, @@ -19687,12 +19809,12 @@ "issue:13244|issue:16618", "issue:15980|issue:16618" ], - "prepared_review_unit_hash": "75c108dea984b9477a33df43276a20d456a4de6a332c92836d6c9d9db894b0d8", + "prepared_review_unit_hash": "db1465938154a23301da08d779730225f9b6df6aa0fc9db1989503220b62aa94", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 2479, + "serialized_chars": 2478, "estimated_input_tokens": 620, "estimated_eval_tokens": 1496 }, @@ -19700,7 +19822,7 @@ "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 2479, + "serialized_chars": 2478, "estimated_input_tokens": 620, "estimated_eval_tokens": 1496 }, @@ -19709,24 +19831,24 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These issues do not appear to be true duplicates. Issue 16618 is a broad model-loading failure report, while 15980 is specifically about an unhelpful error when downloading a private model without login; 13244 is about Tapas tokenization and is unrelated.", - "confidence": 0.86, - "canonical_issue_reason": "Issue 16618 is the broadest and most central report in the cluster, but it still appears to be a distinct model-loading problem rather than the same bug as the other issues.", + "summary": "Only one issue pair is even loosely related. #13244 is unrelated tokenization behavior, while #15980 is an auth/private-model download error and #16618 is a generic model-loading failure; they do not clearly describe the same underlying bug.", + "confidence": 0.74, + "canonical_issue_reason": "#16618 is the broadest and most central model-loading complaint in the set, with the highest discussion activity; #15980 is a narrower private-model auth case and #13244 is unrelated.", "canonical_pr_reason": null, - "best_issue_reason": "16618 is the best candidate only because its title is the most general and likely to capture the core user-facing failure; however, it should not be treated as a duplicate of the others.", + "best_issue_reason": "#16618 is the best representative of the only plausible cluster theme (model loading failure), but the items are not true duplicates.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:13244", "right": "issue:16618", "accept": false, - "reason": "Tapas tokenization mismatches TensorFlow code is a separate preprocessing/tokenization issue, not a model-loading failure." + "reason": "Tapas tokenization mismatch is a different problem domain from a bert-base-uncased load failure; no evidence they share the same code path or fix." }, { "left": "issue:15980", "right": "issue:16618", "accept": false, - "reason": "Both mention model loading, but 15980 is specifically about a bad private-model auth/download error message, while 16618 is a different generic inability-to-load-model report." + "reason": "Private-model download/authentication error vs generic model-loading failure are likely separate root causes; too little evidence of one underlying bug." } ] }, @@ -19756,40 +19878,40 @@ "soft_pairs": [ "issue:26350|issue:33260" ], - "prepared_review_unit_hash": "05b21069aa6759391557ab4327bc0537e58136d1223c57bcabed4e1482ddd03d", + "prepared_review_unit_hash": "44a3138a4315430b191e6c8adb0ae4f2b9bfe30586f80ac04a56cd8d7f38185b", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1590, - "estimated_input_tokens": 398, - "estimated_eval_tokens": 1052 + "serialized_chars": 1588, + "estimated_input_tokens": 397, + "estimated_eval_tokens": 1050 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1590, - "estimated_input_tokens": 398, - "estimated_eval_tokens": 1052 + "serialized_chars": 1588, + "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 two separate open community feature requests: one for Flash Attention 2 support across more architectures, and one for GGUF support across more architectures. They share a similar framing but target different capabilities and code paths, so they are not duplicates.", + "summary": "These are two separate feature requests: one for Flash Attention 2 support on more architectures, the other for GGUF support on more architectures. They share a broad theme but not the same underlying bug or change.", "confidence": 0.97, - "canonical_issue_reason": null, + "canonical_issue_reason": "No canonical issue as a duplicate target: the issues request different capabilities for different subsystems (Flash Attention 2 vs GGUF).", "canonical_pr_reason": null, - "best_issue_reason": "Neither issue is a good canonical representative for the other because they request different features; if forced to choose within this pair, neither should subsume the other.", + "best_issue_reason": "Issue #26350 is the better representative issue only because it is older and has more discussion activity, but it is not a duplicate of #33260.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:26350", "right": "issue:33260", "accept": false, - "reason": "Different feature requests (Flash Attention 2 vs GGUF support) with different implementation targets; similar wording alone is not enough to treat them as the same issue." + "reason": "Reject: these request different features and likely require different code paths; they are related only at the broad level of architecture support." } ] }, @@ -19854,214 +19976,214 @@ "issue:46222|issue:46931", "issue:46226|issue:46931" ], - "prepared_review_unit_hash": "425f9c6e2531644cc11f4bdd9edbdd812c250eed2dc553101a54150fcf333a12", + "prepared_review_unit_hash": "4a34143d9bcf556ac7ff340e2b54cefb6ff8eb70b68f2d51070bcb57103322d2", "component_budget": { "node_count": 9, "item_count": 9, "soft_pair_count": 29, - "serialized_chars": 15976, - "estimated_input_tokens": 3994, - "estimated_eval_tokens": 8244 + "serialized_chars": 15985, + "estimated_input_tokens": 3997, + "estimated_eval_tokens": 8250 }, "budget": { "node_count": 9, "item_count": 9, "soft_pair_count": 29, - "serialized_chars": 15976, - "estimated_input_tokens": 3994, - "estimated_eval_tokens": 8244 + "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 set of separate docs-translation request issues for different languages. I only see duplicate-like evidence inside the exact same-title subclusters (the generic placeholder issues and the repeated Thai issue); the cross-language pairs should not be merged.", - "confidence": 0.81, - "canonical_issue_reason": "Issue 43834 is the cleanest representative of the exact-duplicate generic-template subcluster: it has the same title/body pattern as 44365 and 44370 and appears to be the earliest copy.", + "summary": "This cluster is mostly a false positive: the issues are about different target languages for docs translation, so they are not the same underlying task. I only treat the exact/template-identical issue pairs as duplicates.", + "confidence": 0.58, + "canonical_issue_reason": "issue:27088 is the clearest concrete translation request in the set: it names a specific target language (Turkish) and has a substantive discussion thread, making it a better anchor than the placeholder/template or spam-like entries.", "canonical_pr_reason": null, - "best_issue_reason": "43834 is the best issue to anchor the duplicate subcluster because it is one of the exact-title matches and is the most canonical/earliest-looking instance among them.", + "best_issue_reason": "issue:27088 is the best representative issue because it is specific, clearly scoped, and not just a placeholder/template variant like several of the others.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:27088", "right": "issue:44370", "accept": false, - "reason": "Different language request (Turkish vs generic template); not the same underlying issue." + "reason": "Different target language context; these are both docs-translation requests, but not the same issue." }, { "left": "issue:27088", "right": "issue:44365", "accept": false, - "reason": "Different language request; similarity is only from the translation-template wording." + "reason": "Different target language context; shared template wording is not enough to make them duplicates." }, { "left": "issue:27088", "right": "issue:43834", "accept": false, - "reason": "Specific Turkish request vs generic placeholder issue; no evidence they are the same report." + "reason": "Turkish translation request vs placeholder template issue; not the same underlying task." }, { "left": "issue:27088", "right": "issue:38435", "accept": false, - "reason": "Different language target (Turkish vs Romanian); distinct translation requests." + "reason": "Different target language (Turkish vs Romanian), so these are separate translation requests." }, { "left": "issue:27088", "right": "issue:28936", "accept": false, - "reason": "Different language target (Turkish vs Spanish); distinct requests despite similar template text." + "reason": "Different target language (Turkish vs Spanish), so these are separate issues." }, { "left": "issue:28936", "right": "issue:43834", "accept": false, - "reason": "Spanish request vs generic placeholder issue; same template, not the same language request." + "reason": "Spanish translation request vs generic placeholder-template issue; not a duplicate." }, { "left": "issue:28936", "right": "issue:44365", "accept": false, - "reason": "Different language target; similarity comes from the shared docs-translation template." + "reason": "Different target language and no evidence of the same exact request." }, { "left": "issue:28936", "right": "issue:38435", "accept": false, - "reason": "Different language targets (Spanish vs Romanian); not duplicates." + "reason": "Spanish and Romanian translation requests are distinct." }, { "left": "issue:28936", "right": "issue:44370", "accept": false, - "reason": "Different language target; no evidence of one underlying issue." + "reason": "Different target language and only broad template similarity." }, { "left": "issue:38435", "right": "issue:44370", "accept": false, - "reason": "Romanian request vs generic template issue; not the same concrete translation request." + "reason": "Romanian translation request vs generic placeholder-template issue; not enough to call duplicate." }, { "left": "issue:38435", "right": "issue:44365", "accept": false, - "reason": "Romanian request vs generic template issue; similarity is superficial." + "reason": "Romanian translation request vs generic placeholder-template issue; not the same underlying issue." }, { "left": "issue:38435", "right": "issue:43834", "accept": false, - "reason": "Romanian request vs generic placeholder issue; different underlying request." + "reason": "Romanian request and generic placeholder issue are different." }, { "left": "issue:38435", "right": "issue:46222", "accept": false, - "reason": "Romanian vs Thai request; clearly different issues." + "reason": "Different language/request; only superficial template similarity." }, { "left": "issue:38435", "right": "issue:46226", "accept": false, - "reason": "Romanian vs Thai request; clearly different issues." + "reason": "Different language/request; only superficial template similarity." }, { "left": "issue:43834", "right": "issue:44370", "accept": true, - "reason": "Exact same placeholder title/body pattern; looks like a duplicate copy of the same templated issue." + "reason": "Same placeholder title and near-identical issue shape; likely duplicate template issue." }, { "left": "issue:43834", "right": "issue:44365", "accept": true, - "reason": "Exact same placeholder title/body pattern; duplicate of the same templated issue." + "reason": "Same placeholder title and near-identical issue shape; likely duplicate template issue." }, { "left": "issue:43834", "right": "issue:46222", "accept": false, - "reason": "Different title/language text; no strong evidence they are the same issue." + "reason": "Placeholder-template issue vs a different Thai-titled issue; not enough evidence they are the same request." }, { "left": "issue:43834", "right": "issue:46226", "accept": false, - "reason": "Different title/language text; not the same underlying request." + "reason": "Placeholder-template issue vs a different Thai-titled issue; not enough evidence they are the same request." }, { "left": "issue:43834", "right": "issue:46931", "accept": false, - "reason": "Different language/text and no shared concrete request." + "reason": "Different title/content signal; high similarity appears to be template noise." }, { "left": "issue:44365", "right": "issue:44370", "accept": true, - "reason": "Exact same placeholder title/body pattern; likely duplicate issue reports." + "reason": "Same placeholder title and near-identical issue shape; likely duplicate template issue." }, { "left": "issue:44365", "right": "issue:46222", "accept": false, - "reason": "Generic placeholder issue vs Thai-language request; not the same request." + "reason": "Only broad template similarity; the titles do not indicate the same underlying issue." }, { "left": "issue:44365", "right": "issue:46226", "accept": false, - "reason": "Generic placeholder issue vs Thai-language request; not the same request." + "reason": "Only broad template similarity; not enough to merge as duplicates." }, { "left": "issue:44365", "right": "issue:46931", "accept": false, - "reason": "Generic placeholder issue vs different Thai request; not duplicates." + "reason": "Different title/content signal; likely unrelated beyond template noise." }, { "left": "issue:44370", "right": "issue:46222", "accept": false, - "reason": "Different language/text; only the broad template is shared." + "reason": "Different issue titles and no clear evidence of the same request." }, { "left": "issue:44370", "right": "issue:46226", "accept": false, - "reason": "Different language/text; no evidence of same underlying issue." + "reason": "Different issue titles and no clear evidence of the same request." }, { "left": "issue:44370", "right": "issue:46931", "accept": false, - "reason": "Different language/text; not the same request." + "reason": "Different title/content signal; similarity is not sufficient to merge." }, { "left": "issue:46222", "right": "issue:46226", "accept": true, - "reason": "Identical Thai title/body pattern and near-identical metadata; strong duplicate signal." + "reason": "Exact same Thai title and matching issue shape; these look like duplicate reports/requests." }, { "left": "issue:46222", "right": "issue:46931", "accept": false, - "reason": "Different Thai titles; not enough to treat as the same issue." + "reason": "Thai titles differ and there is no strong evidence they describe the same issue." }, { "left": "issue:46226", "right": "issue:46931", "accept": false, - "reason": "Different Thai titles; similarity is not sufficient for duplication." + "reason": "Thai titles differ and there is no strong evidence they describe the same issue." } ] }, "evaluator_result": { "accept": true, - "feedback": "The assessment is grounded in the packet and stays conservative overall. The exact-title generic-template subcluster (43834/44365/44370) and the identical Thai pair (46222/46226) are the only places with strong duplicate evidence, while the cross-language pairs are appropriately rejected. The only mild caution is that some reasons could have been phrased a bit more cautiously, but nothing here rises to the level of overstating the evidence." + "feedback": "The summary is grounded in the packet and stays conservative: it treats only the exact/template-identical issue pairs as duplicates, and keeps the language-specific translation requests separate. The representative-issue choice is also reasonable given the concrete Turkish title and higher discussion activity." }, "evaluator_used": true, "retried": false, @@ -20154,298 +20276,310 @@ "issue:42503|issue:46653", "issue:45027|issue:46653" ], - "prepared_review_unit_hash": "be9be1871bfb9ba7ba01a55ff65a8fa742c68de0d448b2ece0f22adf02505cce", + "prepared_review_unit_hash": "87447b9a6c178d6e79b86e5d517d7f5022ac3df4687b248c9da6187cdc06975a", "component_budget": { "node_count": 21, "item_count": 21, "soft_pair_count": 48, - "serialized_chars": 28619, - "estimated_input_tokens": 7155, - "estimated_eval_tokens": 14566 + "serialized_chars": 28613, + "estimated_input_tokens": 7154, + "estimated_eval_tokens": 14564 }, "budget": { "node_count": 21, "item_count": 21, "soft_pair_count": 48, - "serialized_chars": 28619, - "estimated_input_tokens": 7155, - "estimated_eval_tokens": 14566 + "serialized_chars": 28613, + "estimated_input_tokens": 7154, + "estimated_eval_tokens": 14564 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is mostly a set of superficially similar model-request issues, not true duplicates. The soft edges connect different models, tasks, and modalities, so none should be merged as the same underlying change.", - "confidence": 0.96, - "canonical_issue_reason": "No single canonical duplicate issue stands out; the items are distinct model requests that only share broad wording.", + "summary": "This cluster is mostly a grab-bag of unrelated model-request issues. The soft links reflect topical similarity (BERT-family, audio/TTS, vision-language, detection, keypoint matching) rather than the same underlying bug or change, so I would not merge any of these as duplicates.", + "confidence": 0.93, + "canonical_issue_reason": "No clear canonical duplicate issue: the items span several different model additions across unrelated domains. If forced to pick a representative, 42738 is the broadest umbrella, but it is not a true duplicate of the rest.", "canonical_pr_reason": null, - "best_issue_reason": "If a representative must be chosen, issue 36879 is the most generic model-add request, but it still does not represent the rest well enough to be a true canonical.", + "best_issue_reason": "issue:42738 is the best representative because it is the broadest model-family request in the set, but it should be treated only as a thematic anchor, not a duplicate target.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:36718", "right": "issue:47004", "accept": false, - "reason": "Both are keypoint-related, but RoMa matcher vs LoMa detector+matcher are different concrete requests and code paths." + "reason": "Both are keypoint detector/matcher requests, but RoMa vs LoMa are different models and not the same concrete change." }, { "left": "issue:36718", "right": "issue:41115", "accept": false, - "reason": "RoMa keypoint matcher and MiniCPM3 architecture are unrelated model requests." + "reason": "Keypoint matcher request vs MiniCPM3 architecture request; unrelated code paths." }, { "left": "issue:36817", "right": "issue:41211", "accept": false, - "reason": "EuroBert config and DEIMv2 are different model families with no shared change." + "reason": "EuroBert config support vs DEIMv2 model addition; different model families and changes." }, { "left": "issue:36817", "right": "issue:43671", "accept": false, - "reason": "EuroBert config and Qwen3-TTS support are different modalities and fixes." + "reason": "EuroBert config vs Qwen3-TTS; different model and modality." }, { "left": "issue:36817", "right": "issue:36879", "accept": false, - "reason": "EuroBert config and RF-DETR model addition are unrelated requests." + "reason": "EuroBert config vs RF-DETR detection model; similar broad area only, not a duplicate." }, { "left": "issue:36817", "right": "issue:42954", "accept": false, - "reason": "EuroBert config and XiaoMi MiMo are distinct model-add requests." + "reason": "EuroBert config vs MiMo model request; no shared concrete change." }, { "left": "issue:36879", "right": "issue:41211", "accept": false, - "reason": "RF-DETR and DEIMv2 are different detectors; not the same concrete addition." + "reason": "Both are vision models, but RF-DETR and DEIMv2 are different additions with different implementation paths." }, { "left": "issue:36879", "right": "issue:43909", "accept": false, - "reason": "RF-DETR vision support and LFM2.5 Audio 1.5B are different modalities." + "reason": "RF-DETR detection vs audio model support; unrelated." }, { "left": "issue:36879", "right": "issue:44121", "accept": false, - "reason": "RF-DETR model support and a weight-sparse transformer proposal are unrelated." + "reason": "Detection model request vs weight-sparse transformer support; not the same fix." }, { "left": "issue:36879", "right": "issue:43837", "accept": false, - "reason": "RF-DETR object detection and Qwen3-ASR audio transcription are different code paths." + "reason": "RF-DETR vs Qwen3-ASR; different model families and modalities." }, { "left": "issue:36879", "right": "issue:43671", "accept": false, - "reason": "RF-DETR and Qwen3-TTS are unrelated model requests." + "reason": "RF-DETR vs Qwen3-TTS; different model support requests." }, { "left": "issue:37015", "right": "issue:43837", "accept": false, - "reason": "NeoBERT and Qwen3-ASR do not target the same model or feature." + "reason": "NeoBERT request vs Qwen3-ASR support; unrelated." }, { "left": "issue:37015", "right": "issue:44121", "accept": false, - "reason": "NeoBERT support and the weight-sparse transformer request are different changes." + "reason": "NeoBERT addition vs weight-sparse transformer support; different code paths." }, { "left": "issue:37015", "right": "issue:43909", "accept": false, - "reason": "NeoBERT and LFM2.5 Audio 1.5B are unrelated model requests." + "reason": "NeoBERT text model vs audio model request; not a duplicate." }, { "left": "issue:36879", "right": "issue:37015", "accept": false, - "reason": "RF-DETR and NeoBERT are different models with separate implementation needs." + "reason": "RF-DETR detection model and NeoBERT text model are unrelated requests." }, { "left": "issue:37015", "right": "issue:42503", "accept": false, - "reason": "NeoBERT and ModernVBERT are both BERT-like, but they are still distinct model families and not one duplicate request." + "reason": "NeoBERT and ModernVBERT are both BERT-like, but they are distinct model requests, not the same concrete change." }, { "left": "issue:41115", "right": "issue:43837", "accept": false, - "reason": "MiniCPM3 architecture and Qwen3-ASR support are unrelated." + "reason": "MiniCPM3 architecture request vs Qwen3-ASR support; unrelated." }, { "left": "issue:41115", "right": "issue:44121", "accept": false, - "reason": "MiniCPM3 architecture and weight-sparse transformer support are different concrete changes." + "reason": "MiniCPM3 model architecture vs weight-sparse transformer support; not the same issue." }, { "left": "issue:41115", "right": "issue:42503", "accept": false, - "reason": "MiniCPM3 architecture and ModernVBERT models are different model requests." + "reason": "MiniCPM3 vs ModernVBERT; both are model additions, but different models and implementations." }, { "left": "issue:41115", "right": "issue:45027", "accept": false, - "reason": "MiniCPM3 architecture and Voxtral TTS support target different model paths." + "reason": "MiniCPM3 request vs Voxtral TTS support; different model families." }, { "left": "issue:41211", "right": "issue:43671", "accept": false, - "reason": "DEIMv2 and Qwen3-TTS are unrelated model additions." + "reason": "DEIMv2 detection model vs Qwen3-TTS; unrelated." }, { "left": "issue:42503", "right": "issue:43837", "accept": false, - "reason": "ModernVBERT models and Qwen3-ASR support are different tasks and models." + "reason": "ModernVBERT vs Qwen3-ASR; different model additions." }, { "left": "issue:42503", "right": "issue:43671", "accept": false, - "reason": "ModernVBERT models and Qwen3-TTS support are unrelated." + "reason": "ModernVBERT models vs Qwen3-TTS support; different changes." }, { "left": "issue:42503", "right": "issue:42954", "accept": false, - "reason": "ModernVBERT models and XiaoMi MiMo are different requests." + "reason": "ModernVBERT vs MiMo; no shared concrete code path." }, { "left": "issue:42738", "right": "issue:45027", "accept": false, - "reason": "BERT-like models with RoPE and Voxtral TTS support are unrelated." + "reason": "BERT-like RoPE request vs Voxtral TTS support; unrelated." }, { "left": "issue:42503", "right": "issue:42738", "accept": false, - "reason": "Both are BERT-related, but ModernVBERT models and BERT-like models with RoPE are not the same concrete change." + "reason": "ModernVBERT is a specific model request; 42738 is a broad BERT-with-RoPE feature request. Related topic, but not the same duplicate." }, { "left": "issue:42738", "right": "issue:42954", "accept": false, - "reason": "BERT-like models with RoPE and XiaoMi MiMo are distinct requests." + "reason": "BERT-like models with RoPE vs MiMo; different model families." }, { "left": "issue:42738", "right": "issue:46653", "accept": false, - "reason": "A model architecture request and a person-named issue are clearly unrelated." + "reason": "BERT-like RoPE request vs an unrelated placeholder/person issue; no overlap." }, { "left": "issue:42954", "right": "issue:44205", "accept": false, - "reason": "XiaoMi MiMo and SAM3-LiteText are different models and modalities." + "reason": "MiMo request vs SAM3-LiteText; different model domains." }, { "left": "issue:42954", "right": "issue:43671", "accept": false, - "reason": "MiMo and Qwen3-TTS are unrelated model requests." + "reason": "MiMo vs Qwen3-TTS; different requests." }, { "left": "issue:42954", "right": "issue:45177", "accept": false, - "reason": "MiMo and DeepSeek-OCR2 are different model families." + "reason": "MiMo vs DeepSeek-OCR2; unrelated model additions." }, { "left": "issue:42954", "right": "issue:46653", "accept": false, - "reason": "MiMo support and a person-named issue have no shared change." + "reason": "MiMo vs an unrelated placeholder/person issue; not a duplicate." }, { "left": "issue:43671", "right": "issue:43837", "accept": false, - "reason": "Qwen3-TTS and Qwen3-ASR are the same vendor family but different modalities and code paths, so they are not one duplicate fix." + "reason": "Qwen3-TTS vs Qwen3-ASR. Same vendor/family, but different modalities and not the same concrete change." + }, + { + "left": "issue:43671", + "right": "issue:44121", + "accept": false, + "reason": "TTS support vs weight-sparse transformer support; unrelated." }, { "left": "issue:43671", "right": "issue:45027", "accept": false, - "reason": "Qwen3-TTS and Voxtral TTS are different model families." + "reason": "Both are TTS/audio-model requests, but Qwen3-TTS and Voxtral TTS are different models and likely different integration work." }, { "left": "issue:43671", - "right": "issue:44121", + "right": "issue:45177", "accept": false, - "reason": "Qwen3-TTS support and the weight-sparse transformer proposal are unrelated." + "reason": "TTS support vs OCR model addition; unrelated." }, { "left": "issue:43837", "right": "issue:43909", "accept": false, - "reason": "Qwen3-ASR and LFM2.5 Audio 1.5B are both audio-related, but they are different concrete models and implementations." + "reason": "Qwen3-ASR and LFM2.5 Audio are both audio-related, but they are different model requests and not one mergeable fix." }, { "left": "issue:43837", - "right": "issue:45322", + "right": "issue:44205", "accept": false, - "reason": "Qwen3-ASR and EUPE are unrelated model requests." + "reason": "ASR support vs SAM3-LiteText; different modalities and code paths." }, { "left": "issue:43837", - "right": "issue:44121", + "right": "issue:46645", + "accept": false, + "reason": "ASR support vs Granite SWA+sink option; unrelated." + }, + { + "left": "issue:44121", + "right": "issue:45322", "accept": false, - "reason": "Qwen3-ASR support and the weight-sparse transformer request are not the same fix." + "reason": "Weight-sparse transformer request vs EUPE model request; different architectures." }, { "left": "issue:43837", "right": "issue:45027", "accept": false, - "reason": "Qwen3-ASR and Voxtral TTS are different tasks, not a shared underlying bug or change." + "reason": "Qwen3-ASR vs Voxtral TTS; same general audio area but different models and changes." }, { "left": "issue:37015", "right": "issue:45027", "accept": false, - "reason": "NeoBERT and Voxtral TTS are unrelated model requests." + "reason": "NeoBERT request vs Voxtral TTS support; unrelated." }, { "left": "issue:43837", "right": "issue:45177", "accept": false, - "reason": "ASR support and DeepSeek-OCR2 are different modalities and code paths." + "reason": "ASR support vs OCR model addition; unrelated." }, { "left": "issue:45322", "right": "issue:46133", "accept": false, - "reason": "EUPE and TIPSv2 are both vision-language themed, but they are distinct model additions and not one mergeable change." + "reason": "EUPE and TIPSv2 are both vision-language style requests, but they are different models and not the same concrete change." }, { "left": "issue:42503", "right": "issue:46653", "accept": false, - "reason": "ModernVBERT models and a person-named issue are unrelated." + "reason": "ModernVBERT vs unrelated placeholder/person issue; no overlap." }, { "left": "issue:45027", "right": "issue:46653", "accept": false, - "reason": "Voxtral TTS support and a person-named issue are unrelated." + "reason": "Voxtral TTS support vs unrelated placeholder/person issue; no overlap." } ] }, @@ -20475,12 +20609,12 @@ "soft_pairs": [ "issue:38740|issue:46443" ], - "prepared_review_unit_hash": "1b784d7d1f6c281e5d561e3bc85c9f3ed43a1a4b684a297c9500f0d020b5aa8b", + "prepared_review_unit_hash": "d7cc5fed58a6609926e1f00f9e765e3b6003ff6df0d7bb389f6269123857df0e", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1506, + "serialized_chars": 1505, "estimated_input_tokens": 377, "estimated_eval_tokens": 1010 }, @@ -20488,7 +20622,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1506, + "serialized_chars": 1505, "estimated_input_tokens": 377, "estimated_eval_tokens": 1010 }, @@ -20497,18 +20631,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two issues are unrelated: one is a documentation request to add Pruna as an optimization framework, while the other is a Vision RoPE refactor. They do not describe the same underlying bug or change, so the soft duplicate edge should be rejected.", + "summary": "The two issues are unrelated: one is a docs request to add `pruna` as an optimization framework, and the other is an open Vision RoPE refactor. They should not be treated as duplicates or one cluster canonical.", "confidence": 0.98, - "canonical_issue_reason": "issue:46443 is the better representative issue because it is a substantive technical refactor with a clear code-change scope, whereas issue:38740 is a docs-only request.", + "canonical_issue_reason": "No canonical issue fits this cluster because the items cover different topics and different workstreams (docs request vs. vision model refactor).", "canonical_pr_reason": null, - "best_issue_reason": "issue:46443 is the strongest issue in the set for canonicalization since it concerns an actual implementation change rather than a documentation addition.", + "best_issue_reason": "No single best issue for the cluster; neither issue is a good representative of the other since they are unrelated.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:38740", "right": "issue:46443", "accept": false, - "reason": "Reject: these are about different topics and code paths; a docs request for an optimization framework is not the same as a Vision RoPE refactor." + "reason": "Different subjects and scopes: a documentation feature request versus a vision RoPE refactor. No evidence they describe the same underlying bug or change." } ] }, @@ -20538,7 +20672,7 @@ "soft_pairs": [ "issue:41084|issue:43037" ], - "prepared_review_unit_hash": "272f6d7d76045de2c1e4e4dffdbeb05e6eede6fe5ccaf2572d0d7310193f8bdb", + "prepared_review_unit_hash": "33e39018f8fee07a379cd703b8788234892fd2230c6dc99690ee4c7ea5ae1ca3", "component_budget": { "node_count": 2, "item_count": 2, @@ -20560,18 +20694,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two issues are not duplicates: one is about Set Block Decoding, while the other requests DeepSeek v3.2 support. They target different features and there is no shared implementation or explicit linkage.", - "confidence": 0.98, - "canonical_issue_reason": null, + "summary": "The two issues are about different things: one is a generic request for block decoding, the other is explicit support for DeepSeek v3.2. They do not look like duplicates.", + "confidence": 0.97, + "canonical_issue_reason": "Issue 43037 is the more concrete and specific request, but it is not the same underlying problem as 41084.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "43037 is the best representative issue because it names a specific model/version and likely defines a clearer actionable request than the broader 41084.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:41084", "right": "issue:43037", "accept": false, - "reason": "Different underlying requests with no overlapping code path or explicit relation: decoding behavior vs model/version support." + "reason": "Different requests: generic block decoding versus DeepSeek v3.2 support. They may be related in the broad model-integration area, but not the same bug/change." } ] }, @@ -20601,7 +20735,7 @@ "soft_pairs": [ "issue:41306|issue:41826" ], - "prepared_review_unit_hash": "08662c766402b314aa15b337c074af765dcb94face98ad64016c01bd1e56cb5c", + "prepared_review_unit_hash": "fd0c3194d55ead8ecfc617644ef6e75b1802ba5b5aa1e8c04a5c3e9ad0ef8efc", "component_budget": { "node_count": 2, "item_count": 2, @@ -20623,18 +20757,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two issues are related only at a high level (memory-efficient tiled layers), but they describe different features and code paths: one is about exposing a TiledFusedLogitsLoss/FLCE flag in `from_pretrained()`, the other about adding TiledMLP for lower memory use. Not duplicates.", - "confidence": 0.95, - "canonical_issue_reason": "No clear canonical issue: the reports target different components and changes, so they should not be merged as one underlying bug or feature request.", + "summary": "These two issues are not duplicates: one requests a `from_pretrained()` flag for TiledFusedLogitsLoss/FLCE, while the other proposes integrating TiledMLP for lower memory usage. They target different model components and different changes.", + "confidence": 0.98, + "canonical_issue_reason": "No clear canonical issue: the topics are distinct (loss/loading flag vs MLP integration), so they should not be clustered as duplicates.", "canonical_pr_reason": null, - "best_issue_reason": "If one must be prioritized, #41306 is the more concrete and self-contained request because it specifies a precise `from_pretrained()` integration point and exact feature flag behavior.", + "best_issue_reason": "If one must be picked as the more concrete, narrowly scoped issue, #41306 is slightly better-formed; however, neither is a good representative for the other.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:41306", "right": "issue:41826", "accept": false, - "reason": "Different requested changes: FLCE/TiledFusedLogitsLoss flag support in `from_pretrained()` versus integrating TiledMLP. They share a broad memory-optimization theme but not the same underlying bug or implementation." + "reason": "Different underlying requests and code paths: one is about enabling a FLCE/TiledFusedLogitsLoss flag in `from_pretrained()`, the other is about adding TiledMLP for memory reduction. They are not the same change." } ] }, @@ -20664,7 +20798,7 @@ "soft_pairs": [ "issue:43598|issue:43600" ], - "prepared_review_unit_hash": "ba450d8b0c9274afde801856d5273eeb15c7d80f42539319be1004283991c4d6", + "prepared_review_unit_hash": "2e17092629362fb7144a233804bffd4ea6a2015859792e709434c23edadac244", "component_budget": { "node_count": 2, "item_count": 2, @@ -20686,18 +20820,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two closed issues are related only at a very broad Trainer-customization level, but they describe different underlying problems: column pruning customizability vs FLOPS estimation for custom trainers. They should not be treated as duplicates.", - "confidence": 0.93, - "canonical_issue_reason": "issue:43598 is the broader, more general Trainer customizability request and is the better representative of the cluster theme.", + "summary": "These are related only at a very high level (Trainer customization), but they describe different problems: one is about `remove_unused_column` behavior, the other about FLOPS estimation for custom trainers. I would not merge them as duplicates.", + "confidence": 0.94, + "canonical_issue_reason": "Issue 43598 is the better representative because it states a concrete Trainer customization behavior (`remove_unused_column`) with a clearer change target.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43598 is the better standalone issue because it frames a clearer, wider Trainer behavior change; issue:43600 is a narrower performance-metrics concern.", + "best_issue_reason": "Issue 43598 is the most actionable and specific of the two; it focuses on an explicit Trainer setting rather than a broader accounting concern.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43598", "right": "issue:43600", "accept": false, - "reason": "Different code-path problems: one is about `remove_unused_column` behavior in Trainer, the other is about FLOPS estimation for custom trainers. They are related in subsystem but not the same bug/change." + "reason": "Different underlying bugs: one concerns unused-column removal/custom trainer customization, the other concerns FLOPS estimation for custom trainers. They may both touch Trainer internals, but not the same fix." } ] }, @@ -20727,12 +20861,12 @@ "soft_pairs": [ "issue:43684|issue:44405" ], - "prepared_review_unit_hash": "e559a5ffa6d39d1c36f87267a112e745f34c0895ca4cbe79f65017f63a0928c7", + "prepared_review_unit_hash": "42be79ea35fdc541ecfcc45780fbce0746af7071c895645d1d23016692160b7a", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1612, + "serialized_chars": 1611, "estimated_input_tokens": 403, "estimated_eval_tokens": 1062 }, @@ -20740,7 +20874,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1612, + "serialized_chars": 1611, "estimated_input_tokens": 403, "estimated_eval_tokens": 1062 }, @@ -20749,18 +20883,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two closed issues are both about expanding Qwen model support, but they target different model families and different AutoModel heads, so they do not look like duplicates.", - "confidence": 0.89, - "canonical_issue_reason": "issue #43684 is the broader, more general request and would be the better representative if this cluster were being summarized as a single issue topic.", + "summary": "These are not duplicates: one asks for core AutoModel/AutoModelForConditionalGeneration registration for Qwen3-Omni, while the other requests AutoModelForSequenceClassification support for Qwen3.5/Qwen3_5Config. They target different model families and different code paths.", + "confidence": 0.96, + "canonical_issue_reason": "If forced to pick a representative, issue 43684 is the broader core registration request and the better anchor; issue 44405 is a separate, narrower sequence-classification support request.", "canonical_pr_reason": null, - "best_issue_reason": "#43684 is the clearest canonical issue candidate because it describes a broader registration gap across two AutoModel classes, whereas #44405 is a narrower task-specific support request for a different model/config family.", + "best_issue_reason": "Issue 43684 is the most central/general issue in this pair because it concerns foundational auto-class registration rather than a task-specific head support request.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43684", "right": "issue:44405", "accept": false, - "reason": "Different underlying changes: Qwen3-Omni AutoModel/AutoModelForConditionalGeneration registration vs Qwen3.5 sequence-classification support for Qwen3_5Config. Same broad theme, but not the same bug or change." + "reason": "Different underlying requests: Qwen3-Omni auto-class registration vs Qwen3.5 sequence-classification support. They do not describe the same bug or change." } ] }, @@ -20797,76 +20931,76 @@ "issue:43845|issue:43859", "issue:43846|issue:43859" ], - "prepared_review_unit_hash": "5e885f5c0696f9e66b4e0269adfc40865e6a19833b484e4909ecc4dc333ea7ac", + "prepared_review_unit_hash": "f93ca140d954bda8e238ac4429213484e3a6fd5519974132d8d47eb5c8974ca1", "component_budget": { "node_count": 4, "item_count": 4, "soft_pair_count": 6, - "serialized_chars": 4259, - "estimated_input_tokens": 1065, - "estimated_eval_tokens": 2386 + "serialized_chars": 4266, + "estimated_input_tokens": 1067, + "estimated_eval_tokens": 2390 }, "budget": { "node_count": 4, "item_count": 4, "soft_pair_count": 6, - "serialized_chars": 4259, - "estimated_input_tokens": 1065, - "estimated_eval_tokens": 2386 + "serialized_chars": 4266, + "estimated_input_tokens": 1067, + "estimated_eval_tokens": 2390 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Three issues share the exact same generic title \u201chuggingface \u201d and were created within about a day of each other, so they likely duplicate the same report; the \u201cFett\u201d issue looks unrelated and should stay separate.", - "confidence": 0.71, - "canonical_issue_reason": "Issue 43845 is the earliest of the near-identical \u201chuggingface \u201d reports and is a reasonable representative for that duplicate set.", + "summary": "Three issues are near-identical placeholder reports titled \"huggingface\" and likely duplicates; \"Fett\" looks unrelated. Best representative is the earliest huggingface issue.", + "confidence": 0.86, + "canonical_issue_reason": "Issue 43845 is the earliest of the repeated \"huggingface\" reports and can stand in for the duplicate trio.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43845 is the best issue candidate because it is an exact-title match with the other likely duplicates and is the earliest of the group.", + "best_issue_reason": "43845 is the cleanest cluster representative: earliest timestamp, same title as the other apparent duplicates, and no extra activity that would make another issue a better source of truth.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43835", "right": "issue:43845", "accept": false, - "reason": "Different titles with no shared substantive evidence; \u201cFett\u201d does not look like the same underlying issue as \u201chuggingface \u201d." + "reason": "Different titles and no body details tying \"Fett\" to the \"huggingface\" reports; too little evidence they describe the same issue." }, { "left": "issue:43835", "right": "issue:43846", "accept": false, - "reason": "Different titles with no shared substantive evidence; this does not look like a duplicate pair." + "reason": "Different titles and no shared concrete details; this looks unrelated to the repeated \"huggingface\" issue." }, { "left": "issue:43835", "right": "issue:43859", "accept": false, - "reason": "Different titles with no shared substantive evidence; likely unrelated." + "reason": "No substantive evidence that \"Fett\" is the same underlying report as \"huggingface\"." }, { "left": "issue:43845", "right": "issue:43846", "accept": true, - "reason": "Exact same title, very similar metadata, and close creation times strongly suggest the same underlying issue." + "reason": "Same title, nearly identical timing, and no differing details; these look like duplicate reports of the same placeholder issue." }, { "left": "issue:43845", "right": "issue:43859", "accept": true, - "reason": "Exact same title and close timing; these look like duplicate reports of the same issue." + "reason": "Same title and no distinguishing body content; this is consistent with a duplicate of the same report." }, { "left": "issue:43846", "right": "issue:43859", "accept": true, - "reason": "Exact same title and close timing; likely duplicate reports of the same issue." + "reason": "Same title and no concrete differences in the available metadata, so these appear to be duplicates." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet: issues 43845, 43846, and 43859 share the exact same title and are created close together, while 43835 has a different title and no other shared evidence. The representative selection of 43845 as the earliest of the same-title group is reasonable, and the duplicate verdicts are phrased conservatively as likely rather than certain." + "feedback": "The summary is grounded in the packet: 43845 is the earliest of the same-titled 'huggingface' issues, and the rejection of 43835 as unrelated is conservative given the different title and weak similarity signal. The duplicate judgments among 43845/43846/43859 are plausible on the available metadata and do not overclaim beyond what the packet supports." }, "evaluator_used": true, "retried": false, @@ -20908,7 +21042,7 @@ "issue:44573|issue:47036", "issue:44573|issue:44937" ], - "prepared_review_unit_hash": "fc90d0a800bebf954041a1d5a2704d54281bda435c992099bf8dc5aa99dab37f", + "prepared_review_unit_hash": "5801fbb77ea42fccbf3b9ea11b45056be8ec53d80264b76c67196515c8329457", "component_budget": { "node_count": 6, "item_count": 6, @@ -20930,84 +21064,84 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These issues do not look like a real duplicate set; they are mostly spammy or placeholder titles with no substantive body evidence. If a representative issue must be chosen, #47036 is the least spam-like, but there is no strong canonical duplicate here.", + "summary": "This cluster is almost entirely low-information closed issues (spam/placeholder titles and a generic docs suggestion). There is no solid evidence that any pair is the same underlying bug or change, so all soft duplicate links should be rejected.", "confidence": 0.94, - "canonical_issue_reason": "#47036 is the most specific and least spam-like item in the set, with at least one discussion activity point. Even so, it is not clearly a substantive canonical bug report.", + "canonical_issue_reason": "Issue 44572 is the best placeholder representative only because it is the earliest of the identical reports, but the cluster has no substantive content to prove a true canonical issue.", "canonical_pr_reason": null, - "best_issue_reason": "#47036 is the best available representative only by elimination; the others are generic spam/placeholder titles with no useful details.", + "best_issue_reason": "Issue 44572 is the most representative by position and title among the spam-like issues, though it is not meaningfully actionable.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44371", "right": "issue:44572", "accept": false, - "reason": "Both are spam placeholders; no shared bug, code path, or concrete change to unify." + "reason": "Both are just placeholder spam titles with no description or code-path evidence; identical-looking noise is not enough to assert the same issue." }, { "left": "issue:44371", "right": "issue:44573", "accept": false, - "reason": "Both look like unrelated spam entries, not duplicates of a real issue." + "reason": "No substantive content to show the same underlying bug/change; these are separate spam-like submissions." }, { "left": "issue:44371", "right": "issue:44418", "accept": false, - "reason": "One is spam and the other is a generic documentation suggestion; too little evidence of the same underlying issue." + "reason": "A spam placeholder and a generic documentation enhancement suggestion are not the same concrete issue." }, { "left": "issue:44371", "right": "issue:47036", "accept": false, - "reason": "No shared concrete problem; only generic low-signal titles." + "reason": "No shared problem statement or actionable details; the titles are unrelated beyond being low-information." }, { "left": "issue:44371", "right": "issue:44937", "accept": false, - "reason": "Unrelated spam versus a specific quoted title; no evidence they describe the same issue." + "reason": "'Check out \"Google LLC\"' is unrelated to the spam placeholder and does not indicate a duplicate bug/change." }, { "left": "issue:44418", "right": "issue:44572", "accept": false, - "reason": "Generic documentation suggestion and spam placeholder are not the same underlying bug/change." + "reason": "Generic documentation suggestion vs. spam placeholder; no common underlying defect or change request." }, { "left": "issue:44418", "right": "issue:44573", "accept": false, - "reason": "A docs suggestion and a spam issue do not match on a concrete problem statement." + "reason": "No evidence these describe the same requested change; one is docs-related, the other is spam-like." }, { "left": "issue:44572", "right": "issue:44573", "accept": false, - "reason": "Both are spammy placeholders, but there is no actual shared bug/change evidence to merge." + "reason": "Same placeholder title is not enough by itself; there is no real issue description to confirm they are the same report." }, { "left": "issue:44572", "right": "issue:47036", "accept": false, - "reason": "No concrete overlap beyond generic similarity signals." + "reason": "Both are low-information, but there is no concrete shared bug/change to merge as duplicates." }, { "left": "issue:44572", "right": "issue:44937", "accept": false, - "reason": "The titles are unrelated and there is no issue-body evidence of the same underlying problem." + "reason": "Unrelated placeholder spam and a separate titled issue; no common underlying problem is visible." }, { "left": "issue:44573", "right": "issue:47036", "accept": false, - "reason": "No shared bug, code path, or explicit linkage; just low-signal similarity." + "reason": "No concrete overlap in defect, feature, or code-path; do not merge based on generic similarity." }, { "left": "issue:44573", "right": "issue:44937", "accept": false, - "reason": "Spam placeholder and quoted-title issue are not plausibly duplicates." + "reason": "These are distinct low-information issues with different titles and no shared underlying change." } ] }, @@ -21037,46 +21171,46 @@ "soft_pairs": [ "issue:45145|issue:45151" ], - "prepared_review_unit_hash": "2c661c03e57095f24a6ad276c1ee75acce601a1580da44b11e3962e2d942925a", + "prepared_review_unit_hash": "afbb190d111e24a4d4b9660132c88e00bd5e3276799e2129ccc9d951dacdd5ae", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1644, - "estimated_input_tokens": 411, - "estimated_eval_tokens": 1078 + "serialized_chars": 1646, + "estimated_input_tokens": 412, + "estimated_eval_tokens": 1080 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1644, - "estimated_input_tokens": 411, - "estimated_eval_tokens": 1078 + "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 closed issues have the same title and very similar bodies, with no differentiating targets or files, so they appear to be duplicate reports of the same underlying energy-optimization topic. Issue #45145 is the better canonical choice because it was opened earlier and has an inbound reference.", - "confidence": 0.99, - "canonical_issue_reason": "#45145 is earlier and already has an inbound reference, while #45151 adds no distinct scope or identifiers.", + "summary": "The two closed issues have the same title and highly similar content, so they appear to be duplicates describing the same energy-reduction proposal.", + "confidence": 0.98, + "canonical_issue_reason": "issue:45145 is a reasonable canonical choice because it was created slightly earlier and has an inbound reference, suggesting it is the more established thread.", "canonical_pr_reason": null, - "best_issue_reason": "#45145 is the best issue to keep as the canonical duplicate because it is the earliest instance of the same report and has slightly more discussion linkage.", + "best_issue_reason": "Either issue would work, but issue:45145 is slightly better suited as the canonical issue due to earlier creation and existing reference activity.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45145", "right": "issue:45151", "accept": true, - "reason": "Same title and highly similar body with no distinct issue targets, filenames, or other differentiating evidence; these look like duplicate reports of the same issue." + "reason": "Same title and very similar body length/content strongly indicate the same underlying issue, so this is a duplicate pair." } ] }, "evaluator_result": { "accept": true, - "feedback": "Grounded and conservative: both items share the exact title, have similar body sizes, no filenames or explicit targets, and only soft-similarity evidence is present. The canonical choice of #45145 is supported by earlier creation time and an inbound reference." + "feedback": "The conclusion is grounded in the packet: both issues have the same title, very similar body lengths, and a soft-similarity signal. The canonical choice of issue:45145 is also conservative and supported by earlier creation plus the inbound reference. No overstatement or mergeability concerns here." }, "evaluator_used": true, "retried": false, @@ -21157,30 +21291,30 @@ "soft_pairs": [ "issue:45762|issue:45763" ], - "prepared_review_unit_hash": "b44917473bddedc1ab0ea264ae70723ba4d972aa137f4bcd526739f6ee702e00", + "prepared_review_unit_hash": "27136d01e51d71f26ad5d39efcc596441286f5a33e1bb1aae642507539a06b01", "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": "These two issues are not duplicates; they appear to be separate, unrelated personal-name/date entries with no shared bug report context or actionable technical content.", - "confidence": 0.96, + "summary": "The two closed issues appear unrelated; they are just two different person-name/date entries with no shared bug report, code target, or discussion context.", + "confidence": 0.98, "canonical_issue_reason": null, "canonical_pr_reason": null, "best_issue_reason": null, @@ -21190,7 +21324,7 @@ "left": "issue:45762", "right": "issue:45763", "accept": false, - "reason": "Only superficial similarity in the titles; the names and dates differ and there is no shared issue context indicating the same underlying problem." + "reason": "Different names and dates only; no evidence they describe the same underlying issue." } ] }, @@ -21220,7 +21354,7 @@ "soft_pairs": [ "issue:45764|issue:45765" ], - "prepared_review_unit_hash": "7eb00c8d765d382c58e73d7189567008d3bbeb11114ce44a4a1be6d582e62684", + "prepared_review_unit_hash": "ba8a91f9a261542fcc7b6d6505bad2d233c063d261ec4cc589a52d54e4c0b079", "component_budget": { "node_count": 2, "item_count": 2, @@ -21242,18 +21376,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two closed issues with unrelated personal-name/date titles and no body or code evidence; they do not look like duplicates of the same underlying bug.", - "confidence": 0.98, - "canonical_issue_reason": "Issue 45764 is the earliest-created item, so it is the only reasonable cluster representative if one must be chosen; however, it is not meaningfully better than 45765.", + "summary": "The two closed issues appear unrelated: both are bare-name/date entries with no descriptive content, and there is no evidence they report the same bug or request. This looks more like unrelated spam or placeholder issues than a duplicate pair.", + "confidence": 0.97, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "Issue 45764 is marginally preferable as the cluster anchor only because it was created first and has the same low-information shape as 45765.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45764", "right": "issue:45765", "accept": false, - "reason": "They only share a superficial formatting pattern in the titles; there is no shared problem statement, code path, or other evidence that they describe the same issue." + "reason": "Different names and dates only; no shared problem statement, code path, or explicit relationship. They do not look like the same underlying issue." } ] }, @@ -21283,7 +21417,7 @@ "soft_pairs": [ "issue:45810|issue:46295" ], - "prepared_review_unit_hash": "aba1664f0911fd1ff3a821cccfa763892c44ea5e4f818ba3fc81ef24195f12fc", + "prepared_review_unit_hash": "91f0e8735bd7dda506bd14b43285724328366ee91456d05d50d52e4c133f514c", "component_budget": { "node_count": 2, "item_count": 2, @@ -21305,18 +21439,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two issues are unrelated: one requests a new Qwen3_5 token-classification/value-model class, while the other asks for FP8 training support. They do not describe the same underlying bug or feature.", - "confidence": 0.99, - "canonical_issue_reason": null, + "summary": "The two issues are not duplicates: one requests a new token-classification model class for Qwen3_5, while the other asks for FP8 training support. They touch different features and different code paths.", + "confidence": 0.97, + "canonical_issue_reason": "No canonical issue for deduplication: the issues are about unrelated functionality (model class addition vs FP8 training support).", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "If a representative issue must be chosen, 45810 is the more concrete, self-contained feature request; however, it should not be treated as a duplicate of 46295.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45810", "right": "issue:46295", "accept": false, - "reason": "Different requests in different areas: model-class addition for token classification vs FP8 training support. No shared code path or concrete implementation overlap." + "reason": "Reject: the requested changes are unrelated. 45810 is about adding Qwen3_5ForTokenClassification, while 46295 is about FP8 training support; they do not appear to describe the same underlying bug or change." } ] }, @@ -21356,7 +21490,7 @@ "issue:45871|issue:45873", "issue:45872|issue:45873" ], - "prepared_review_unit_hash": "16a18fb13f06f6a06b2f25033f00dfc7f5669d81a3c6d5aa012d90bc73016aa1", + "prepared_review_unit_hash": "c1c54f1f4675f263e2cbb7edb07a61fe4db8bbd9355a14f53d3f818f1786b935", "component_budget": { "node_count": 5, "item_count": 5, @@ -21378,69 +21512,69 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "There are two clear duplicate issue pairs: 45870/45871 and 45872/45873. Issue 45869 is a separate dataset-promo topic and should not be merged with the DataForge example/service requests.", - "confidence": 0.96, - "canonical_issue_reason": "45870 is a clean representative of the exact-duplicate pair 45870/45871 and is the earliest item in that pair.", + "summary": "This cluster looks like two near-duplicate issue pairs: 45870/45871 and 45872/45873. The evidence is limited to titles, body lengths, and similarity scores, so I would not call them proven exact duplicates; they are best treated as likely duplicates. Issue 45869 is a separate dataset/sample post and does not appear to match the same request. No PRs are present.", + "confidence": 0.84, + "canonical_issue_reason": "45872 is the best representative because it is the more specific of the two near-duplicate issue themes and has a clear matching partner in 45873; 45869 is clearly off-topic relative to the DataForge requests.", "canonical_pr_reason": null, - "best_issue_reason": "45870 is the best single issue to keep as a representative, but note the cluster also contains a second, separate duplicate pair (45872/45873).", + "best_issue_reason": "45872 is the strongest single issue to keep as the representative entry because its title is more informative and it anchors one of the strongest duplicate pairs in the cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45869", "right": "issue:45870", "accept": false, - "reason": "Different artifact types/topics: a dataset promotion versus an example request; not the same underlying issue." + "reason": "Different topics: a financial dataset bundle vs. a DataForge example request." }, { "left": "issue:45869", "right": "issue:45871", "accept": false, - "reason": "Different artifact types/topics: a dataset promotion versus an example request; not the same underlying issue." + "reason": "Different topics: a financial dataset bundle vs. a DataForge example request." }, { "left": "issue:45870", "right": "issue:45871", "accept": true, - "reason": "Exact title match and strong duplicate signals; same underlying issue." + "reason": "Identical titles and identical body lengths strongly suggest the same underlying issue, even though we only have limited metadata." }, { "left": "issue:45870", "right": "issue:45872", "accept": false, - "reason": "Related financial/DataForge theme, but the titles describe different requests (example prediction vs scraping service); not the same issue." + "reason": "Same broad financial/DataForge area, but the requested example and the scraping-service request are different underlying issues." }, { "left": "issue:45870", "right": "issue:45873", "accept": false, - "reason": "Related financial/DataForge theme, but the titles describe different requests (example prediction vs scraping service); not the same issue." + "reason": "Same broad financial/DataForge area, but the requested example and the scraping-service request are different underlying issues." }, { "left": "issue:45871", "right": "issue:45872", "accept": false, - "reason": "Related theme only; these are different requests with different scopes, so they should not be deduplicated." + "reason": "Same broad financial/DataForge area, but these are different requested features/topics." }, { "left": "issue:45871", "right": "issue:45873", "accept": false, - "reason": "Related theme only; these are different requests with different scopes, so they should not be deduplicated." + "reason": "Same broad financial/DataForge area, but these are different requested features/topics." }, { "left": "issue:45872", "right": "issue:45873", "accept": true, - "reason": "Exact title match and strong duplicate signals; same underlying issue." + "reason": "Identical titles and identical body lengths strongly suggest the same underlying issue, even though we only have limited metadata." } ] }, "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet: 45870/45871 and 45872/45873 are clear duplicate pairs based on identical titles and matching body lengths, and 45869 is reasonably kept separate as a different dataset/sample topic. The soft-edge verdicts are conservative and do not overstate cross-pair duplication." + "accept": false, + "feedback": "The cluster structure is plausible, but the writeup is too strong for the evidence available. The packet only shows titles, body lengths, and soft-similarity scores; it does not expose issue bodies or deterministic duplicate signals. So calling 45870/45871 and 45872/45873 \"exact duplicates\" overstates the evidence. A conservative summary would say they are likely/near-duplicate pairs based on identical titles and body lengths, while 45869 is a different topic. " }, "evaluator_used": true, - "retried": false, + "retried": true, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -21464,12 +21598,12 @@ "soft_pairs": [ "issue:46439|issue:46441" ], - "prepared_review_unit_hash": "6e8649b0f572a8725686f3a63a6d5c377b9c66c969ec0e6d94a117598b997c14", + "prepared_review_unit_hash": "3d04388d62c40062e514550b8868640e9649a76f74c1661962fac06ad12e942e", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1640, + "serialized_chars": 1639, "estimated_input_tokens": 410, "estimated_eval_tokens": 1076 }, @@ -21477,7 +21611,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1640, + "serialized_chars": 1639, "estimated_input_tokens": 410, "estimated_eval_tokens": 1076 }, @@ -21486,18 +21620,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both issues concern `cache_implementation=\"static\"` and `linear_attention`, but they describe different failure modes: one is shape corruption during `early_initialization`, the other is a `KeyError` for `linear_attention` in Qwen3.5. They are related, but not clearly the same bug.", - "confidence": 0.76, - "canonical_issue_reason": "Issue 46439 is the better canonical issue because it describes a broader, more root-cause-like problem in static cache `early_initialization` affecting linear-attention layers, rather than a model-specific crash symptom.", + "summary": "Two closed issues about static cache behavior in linear-attention/Qwen3.5, but they surface different failure modes: one is an early-initialization shape corruption leading to RuntimeError, the other is a KeyError for missing `linear_attention`.", + "confidence": 0.87, + "canonical_issue_reason": "Issue 46439 is the better canonical issue because it describes the broader root-cause class (`early_initialization` corrupting linear-attention shapes) rather than a single model-specific lookup failure.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 46439 is the best overall issue candidate because it is more general and appears to capture the underlying corruption mechanism, while 46441 reads more like a specific downstream manifestation or compatibility failure.", + "best_issue_reason": "Issue 46439 is the best representative for the cluster since it captures the underlying static-cache/linear-attention bug more generally and is phrased as the core defect.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46439", "right": "issue:46441", "accept": false, - "reason": "Related subsystem, but not the same concrete bug: 46439 reports wrong-shape/runtime corruption in `early_initialization`, whereas 46441 reports a `KeyError: 'linear_attention'` for Qwen3.5. The failure modes and likely fixes differ." + "reason": "Do not merge: both involve static cache and linear-attention, but one reports shape corruption/RuntimeError while the other reports a `KeyError: 'linear_attention'`. These look like related symptoms, not the same concrete bug." } ] }, @@ -21527,7 +21661,7 @@ "soft_pairs": [ "issue:46551|issue:46552" ], - "prepared_review_unit_hash": "e1fe5644e1faed07e4494b6e7a61fc0b5888d5d1d1d290c4ec380234cd842c8d", + "prepared_review_unit_hash": "1d6aef2a2733ee60235887b9958a9d4cf76314c3bd9832153ea0edbd82bcc889", "component_budget": { "node_count": 2, "item_count": 2, @@ -21549,24 +21683,24 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two issues are effectively identical reports of the same Wav2Vec2CTCTokenizer v5 special-token regression; they should be clustered together. The open issue is the better canonical tracker because it is newer and already has inbound references.", + "summary": "These two issues are near-exact duplicates: same title, same described Wav2Vec2CTCTokenizer v5 special-token regression, and no distinguishing evidence beyond state/recency.", "confidence": 0.99, - "canonical_issue_reason": "issue:46552 is the active/open report with inbound references, so it is the better canonical issue to keep as the cluster representative.", + "canonical_issue_reason": "Issue #46552 is the open copy of the same bug report, so it is the better canonical issue for ongoing tracking.", "canonical_pr_reason": null, - "best_issue_reason": "issue:46552 is the best single issue because it is open, current, and already attracting references, making it the most useful tracker for the bug.", + "best_issue_reason": "Issue #46552 is the best issue candidate because it is open, identical in scope, and already has inbound references.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46551", "right": "issue:46552", "accept": true, - "reason": "Same title and same underlying bug report; the issues are duplicate descriptions of the same tokenizer regression." + "reason": "Exact same title and same underlying tokenizer bug; both refer to the same regression in v5 leaking the word delimiter into special-token handling." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet: the two issues have identical titles and body lengths, and the pair is marked with soft_similarity. The canonical choice of issue:46552 is also supported because it is open and has inbound references, while issue:46551 is closed. The soft-edge duplicate verdict is conservative and reasonable here." + "feedback": "The duplicate assessment is grounded in the packet: both issues have the exact same title, identical body length, and differ only in state and inbound references, so treating #46552 as the better canonical open tracker is reasonable. The soft-edge accept is conservative enough here." }, "evaluator_used": true, "retried": false, @@ -21593,7 +21727,7 @@ "soft_pairs": [ "issue:46657|issue:46692" ], - "prepared_review_unit_hash": "00a3d2d76d9bed7b372649690cacfe2a97cc34e6ceb8a42a124f12a5df24d627", + "prepared_review_unit_hash": "9e4ea7158e24ba9e7cfb5352fe724019778694bfc9f1eb5b3d3ab535e3129cd1", "component_budget": { "node_count": 2, "item_count": 2, @@ -21615,18 +21749,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two issues are both training-related, but they describe different failure modes: a tensor shape mismatch in object detection training vs. an eventual out-of-memory condition in RT-DETR v2. They should not be treated as duplicates.", - "confidence": 0.93, - "canonical_issue_reason": "Issue #46657 is the cleaner representative if one must be chosen: it states a concrete, specific bug symptom (tensor size mismatch) and is already closed. #46692 is a different problem with a different failure mode.", + "summary": "The two issues describe different training failures: one is a tensor size mismatch error, the other is an out-of-memory condition in RT-DETR v2. They do not look like the same underlying bug.", + "confidence": 0.92, + "canonical_issue_reason": "Issue 46657 is the better canonical representative because it describes a concrete, specific failure mode (tensor shape mismatch) rather than a broad resource symptom.", "canonical_pr_reason": null, - "best_issue_reason": "#46657 is the best issue candidate because it is narrowly scoped and clearly describes a distinct code-path failure. #46692 appears unrelated enough that it should not be grouped under the same canonical issue.", + "best_issue_reason": "46657 is the strongest standalone issue for this cluster since it is narrowly framed and easier to map to a specific code-path bug.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46657", "right": "issue:46692", "accept": false, - "reason": "Do not merge: the symptoms and likely root causes differ. A tensor dimension mismatch during object detection training is not the same underlying bug as memory growth leading to OOM after epochs in RT-DETR v2." + "reason": "Different failure classes: tensor dimension mismatch versus memory exhaustion. They may both occur during training, but they do not appear to be the same bug or a mergeable duplicate." } ] }, @@ -21656,7 +21790,7 @@ "soft_pairs": [ "issue:46822|issue:46823" ], - "prepared_review_unit_hash": "0bf2f8392e7576114b7f50c1a2997d46d6f4d8165d4f1612ca0a761aab22a7f6", + "prepared_review_unit_hash": "0fee5b3709506837920f555002efd7756698228cfef7aadc2eb7418f0e010d9d", "component_budget": { "node_count": 2, "item_count": 2, @@ -21678,18 +21812,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two different bug reports, not duplicates: one is about ZeRO-3 zero.Init failing to partition a composite model submodule and causing OOM, the other is about 4-bit + auto device mapping incorrectly sending a fitting model to CPU and raising ValueError.", - "confidence": 0.98, - "canonical_issue_reason": "No single canonical issue: the titles describe unrelated loading/dispatch bugs in different code paths.", + "summary": "These issues describe different model-loading bugs: one is a ZeRO-3 zero.Init partitioning/OOM problem in a composite multimodal submodule, the other is a 4-bit device_map/max_memory dispatch bug that incorrectly sends modules to CPU and raises a ValueError. They should not be clustered as duplicates.", + "confidence": 0.97, + "canonical_issue_reason": "Issue 46822 is the more specific, code-path-focused report and is the better representative issue, but it is not a duplicate of 46823.", "canonical_pr_reason": null, - "best_issue_reason": "No clear best issue for the cluster because the items are not the same underlying problem.", + "best_issue_reason": "Issue 46822 is the best issue to represent this cluster because it cleanly captures a concrete ZeRO-3 partitioning failure; 46823 is a separate quantized dispatch bug.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46822", "right": "issue:46823", "accept": false, - "reason": "Only superficial similarity around model loading/memory placement; one is a ZeRO-3 partitioning/OOM problem, the other is a 4-bit device_map/max_memory dispatch error. Different root causes and different fixes." + "reason": "Different failure modes and code paths: ZeRO-3 zero.Init not partitioning a composite submodule vs 4-bit load_in_4bit/device_map/max_memory dispatching to CPU on an otherwise fitting model." } ] }, @@ -21767,274 +21901,268 @@ "issue:46998|issue:47120", "issue:47091|issue:47120" ], - "prepared_review_unit_hash": "6ea204b2d3853f0db4fdcda3031475bae1f8f419968a354a3b92735806966a94", + "prepared_review_unit_hash": "0dadbb86ba32e76beeb070f143975939fae8e69b1323b2f53f492f324fd9bf6c", "component_budget": { "node_count": 12, "item_count": 12, "soft_pair_count": 39, - "serialized_chars": 20779, - "estimated_input_tokens": 5195, - "estimated_eval_tokens": 10646 + "serialized_chars": 20773, + "estimated_input_tokens": 5194, + "estimated_eval_tokens": 10644 }, "budget": { "node_count": 12, "item_count": 12, "soft_pair_count": 39, - "serialized_chars": 20779, - "estimated_input_tokens": 5195, - "estimated_eval_tokens": 10646 + "serialized_chars": 20773, + "estimated_input_tokens": 5194, + "estimated_eval_tokens": 10644 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are date-stamped Serde/Serge integration triage reports with highly similar template text, but they do not look like the same underlying bug report. They read more like separate daily tracking issues, so the soft duplicate edges should be rejected.", - "confidence": 0.93, - "canonical_issue_reason": "Issue 47120 is the best anchor if one must be chosen: it is the latest open triage thread and has the most recent inbound references, but the set is not actually duplicate-heavy.", + "summary": "These are date-stamped integration triage issues with highly similar templates, but they do not look like the same underlying bug. They appear to be separate daily reports, so none of the soft duplicate edges should be merged.", + "confidence": 0.94, + "canonical_issue_reason": "Issue 47120 is the current open triage thread and has the most recent activity/inbound references, so it is the best representative if one issue must anchor the cluster.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 47120 is the most useful single issue for follow-up because it is current, open, and appears to supersede the earlier daily triage entries.", + "best_issue_reason": "47120 is the most suitable issue to keep as the live umbrella thread for the ongoing triage series; the earlier issues are closed date-specific reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46906", "right": "issue:46940", "accept": false, - "reason": "Same triage template and adjacent dates, but this looks like a separate daily report rather than one bug duplicated." + "reason": "Same triage template, but different dates and likely different daily failures; no evidence of one shared underlying bug." }, { "left": "issue:46906", "right": "issue:46948", "accept": false, - "reason": "Highly similar wording, but the date-stamped triage entries suggest distinct daily logs, not the same issue." + "reason": "Date-specific triage reports, not the same incident; similarity is mostly from the shared title/body template." }, { "left": "issue:46906", "right": "issue:46969", "accept": false, - "reason": "Shared template only; no evidence these describe the same concrete failure." + "reason": "Different day in the triage series; no indication they describe one identical failure." }, { "left": "issue:46906", "right": "issue:46985", "accept": false, - "reason": "These are separate date-specific triage issues, not a single duplicate bug." + "reason": "Looks like another daily report in the same series, not a duplicate of the same bug." }, { "left": "issue:46906", "right": "issue:47037", "accept": false, - "reason": "Similarity comes from the repeated title format, but the issues are different daily reports." + "reason": "Shared wording is from the template, but the dated reports appear to track separate runs/incidents." }, { "left": "issue:46940", "right": "issue:46948", "accept": false, - "reason": "Adjacent triage threads with the same template, but likely distinct day-by-day reports." + "reason": "Adjacent daily triage entries, but no sign they are the same underlying issue." }, { "left": "issue:46940", "right": "issue:46969", "accept": false, - "reason": "No concrete shared failure is shown beyond the recurring triage wording." + "reason": "Different dated triage reports; similarity alone is insufficient to merge them." }, { "left": "issue:46940", "right": "issue:46985", "accept": false, - "reason": "Similar title pattern only; not enough to treat as one duplicated issue." + "reason": "Same reporting format, different day and likely different failure instance." }, { "left": "issue:46940", "right": "issue:47049", "accept": false, - "reason": "Different dated triage entries, so they should not be merged as duplicates." + "reason": "No concrete evidence of a shared bug; these look like separate daily triage records." }, { "left": "issue:46948", "right": "issue:46969", "accept": false, - "reason": "Same recurring triage format, but these appear to be separate daily log issues." + "reason": "Date-stamped triage issues, not the same incident." }, { "left": "issue:46948", "right": "issue:46985", "accept": false, - "reason": "The overlap is in template text, not a shared underlying bug report." + "reason": "They share a template, but each issue appears to correspond to a distinct day/run." }, { "left": "issue:46948", "right": "issue:46998", "accept": false, - "reason": "Date-stamped triage threads are not strong duplicate evidence by themselves." + "reason": "Different daily triage entries; no explicit target or failure signature tying them together." }, { "left": "issue:46969", "right": "issue:46985", "accept": false, - "reason": "They look like consecutive tracking reports, not one duplicate issue." + "reason": "Separate dated reports in a recurring triage series, not a duplicate bug report." }, { "left": "issue:46969", "right": "issue:47037", "accept": false, - "reason": "Same subsystem and template, but no sign of the same concrete failure." + "reason": "The shared title pattern is not enough; these are different days and likely different failures." }, { "left": "issue:46969", "right": "issue:47091", "accept": false, - "reason": "These are separate daily triage entries rather than duplicates of one bug." - }, - { - "left": "issue:46985", - "right": "issue:46998", - "accept": false, - "reason": "Recurring title pattern only; no concrete duplicate bug evidence." + "reason": "No evidence they refer to the same concrete underlying problem." }, { "left": "issue:46985", "right": "issue:47037", "accept": false, - "reason": "Looks like another daily triage note, not the same issue instance." + "reason": "Both are daily triage issues, but the dates indicate separate reports rather than one bug." }, { "left": "issue:46985", "right": "issue:47049", "accept": false, - "reason": "Date-based tracking issues should stay separate unless they share the same failure details." + "reason": "Similar wording from the series template; not enough to treat as duplicates." }, { "left": "issue:46998", "right": "issue:47053", "accept": false, - "reason": "The common wording is from the triage template, not a shared defect." + "reason": "Different daily triage reports; no shared concrete fix target or identical failure described." }, { "left": "issue:46998", "right": "issue:47037", "accept": false, - "reason": "Separate daily triage reports; not enough to merge as duplicates." + "reason": "The reports are date-specific and likely correspond to distinct integration failures." }, { "left": "issue:46998", "right": "issue:47049", "accept": false, - "reason": "These appear to document different days of integration failures, not one bug." + "reason": "No clear evidence of one underlying bug across these separate daily issues." }, { "left": "issue:46985", "right": "issue:46998", "accept": false, - "reason": "Duplicate-looking title alone is insufficient; these are distinct date-stamped triage issues." + "reason": "Sequential triage issues, but not the same bug report." }, { "left": "issue:46998", "right": "issue:47091", "accept": false, - "reason": "Same template, but no evidence of the same underlying problem." + "reason": "Shared template only; the dated reports appear to track different runs." }, { "left": "issue:47037", "right": "issue:47049", "accept": false, - "reason": "Consecutive triage reports with similar wording are not duplicates by default." + "reason": "Different day in the triage sequence, so likely a different failure instance." }, { "left": "issue:47037", "right": "issue:47091", "accept": false, - "reason": "These are separate daily triage threads, not one merged bug report." + "reason": "No specific code-path or identical symptom tying them to one bug." }, { "left": "issue:47037", "right": "issue:47053", "accept": false, - "reason": "Shared phrasing only; no concrete identical failure is shown." + "reason": "These look like separate dated integration triage reports, not duplicates." }, { "left": "issue:47049", "right": "issue:47053", "accept": false, - "reason": "Different dates and no specific shared bug details, so reject duplicate merge." + "reason": "Same recurring triage format, but different dates and likely different incidents." }, { "left": "issue:47049", "right": "issue:47091", "accept": false, - "reason": "Looks like another daily tracking entry rather than the same issue." + "reason": "No evidence of a single shared underlying failure." }, { "left": "issue:47053", "right": "issue:47091", "accept": false, - "reason": "Template similarity is expected here and does not indicate a duplicate." + "reason": "Both are date-specific triage entries; not the same concrete bug." }, { "left": "issue:47053", "right": "issue:47102", "accept": false, - "reason": "Separate date-stamped triage issues; not the same underlying change or bug." + "reason": "Similarity is from the repeated template, not from a matching failure signature." }, { "left": "issue:47091", "right": "issue:47102", "accept": false, - "reason": "No shared concrete failure beyond the repeated triage title." + "reason": "Separate daily triage reports, likely different integration runs." }, { "left": "issue:46985", "right": "issue:47091", "accept": false, - "reason": "Recurring triage format only; these should remain distinct issues." + "reason": "Different dated triage issues; no indication they should collapse into one." }, { "left": "issue:47037", "right": "issue:47102", "accept": false, - "reason": "They read as independent daily reports, not duplicates." + "reason": "The reports are date-stamped and appear to be independent triage instances." }, { "left": "issue:46985", "right": "issue:47102", "accept": false, - "reason": "Same subsystem and template, but no same-bug evidence." + "reason": "No concrete shared bug or fix target; just the same triage series." }, { "left": "issue:47049", "right": "issue:47102", "accept": false, - "reason": "Different dated tracking issues; do not collapse them as duplicates." + "reason": "Different date and likely different failure context." }, { "left": "issue:47102", "right": "issue:47120", "accept": false, - "reason": "Adjacent daily triage threads, but still separate reports rather than one duplicate issue." + "reason": "Consecutive triage issues, but the dated reports suggest separate incidents rather than one duplicate bug." }, { "left": "issue:47053", "right": "issue:47120", "accept": false, - "reason": "The overlap is the shared triage template, not a shared concrete bug." + "reason": "Shared triage template only; the issues appear to report different days." }, { "left": "issue:47049", "right": "issue:47120", "accept": false, - "reason": "These look like sequential daily integration reports, not duplicate issues." + "reason": "These are separate daily reports, not one underlying defect." }, { "left": "issue:46998", "right": "issue:47120", "accept": false, - "reason": "No evidence of the same underlying failure beyond the repeated title pattern." + "reason": "No evidence of the same code-path problem; they are date-specific triage threads." }, { "left": "issue:47091", "right": "issue:47120", "accept": false, - "reason": "Date-stamped triage entries should not be merged without identical bug details." + "reason": "Different dated reports in the same series, so do not merge as duplicates." } ] }, @@ -22064,12 +22192,12 @@ "soft_pairs": [ "issue:46983|issue:46984" ], - "prepared_review_unit_hash": "41f98382c30e7a786d511356165bd3ffea9d76d23a67bab147758d17f6031a11", + "prepared_review_unit_hash": "87fd752b399b966088181361bf48a34fc9492180c148551247d666e6a495d172", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1492, + "serialized_chars": 1491, "estimated_input_tokens": 373, "estimated_eval_tokens": 1002 }, @@ -22077,7 +22205,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1492, + "serialized_chars": 1491, "estimated_input_tokens": 373, "estimated_eval_tokens": 1002 }, @@ -22086,24 +22214,24 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two closed issues appear to be duplicates: same title, very similar body length, and high textual similarity. Issue #46983 is the better canonical representative because it was opened first.", + "summary": "The two issues have the same title and very similar content, so they are very likely duplicates describing the same RWKV7 support request.", "confidence": 0.98, - "canonical_issue_reason": "#46983 and #46984 have the same title and closely matching descriptions; #46983 was created first, so it is the cleaner canonical issue.", + "canonical_issue_reason": "Issue #46983 was opened slightly earlier and appears to be the cleaner representative of the duplicate pair.", "canonical_pr_reason": null, - "best_issue_reason": "#46983 is the best issue to keep as the canonical record because it is the earliest instance of the duplicate report and there is no evidence that #46984 adds distinct scope.", + "best_issue_reason": "Issue #46983 is the best cluster representative because it is the earliest report with the same exact request and likely the most canonical entry for triage.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46983", "right": "issue:46984", "accept": true, - "reason": "Same issue title and highly similar content indicate the same underlying request; this is a clear duplicate pair." + "reason": "Same title and highly similar issue content; both appear to request the same RWKV7 model support." } ] }, "evaluator_result": { "accept": true, - "feedback": "The conclusion is grounded in the packet: both issues have the same title, the soft-similarity score is high (Jaccard 0.837), and #46983 was created slightly earlier, which supports it as the canonical record. The duplicate verdict is conservative enough given the available evidence." + "feedback": "The summary is grounded in the packet: both issues have the same title, very similar content, and close creation times, which supports a duplicate-issue interpretation. The soft-edge verdict is conservative enough given only soft-similarity evidence." }, "evaluator_used": true, "retried": false, @@ -22130,12 +22258,12 @@ "soft_pairs": [ "issue:47007|issue:47015" ], - "prepared_review_unit_hash": "b1876cf596406f166329b82bd403b412872158a5fd60328c84575d8ee76b5622", + "prepared_review_unit_hash": "7ba6b18d1b72165399d9480e87dea4097fcc7141c12fa5e6ff696aa394ef350a", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1625, + "serialized_chars": 1626, "estimated_input_tokens": 407, "estimated_eval_tokens": 1070 }, @@ -22143,7 +22271,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1625, + "serialized_chars": 1626, "estimated_input_tokens": 407, "estimated_eval_tokens": 1070 }, @@ -22152,18 +22280,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two issues are topically related around AI-driven vulnerability discovery, but they do not look like the same underlying report. They read more like separate writeups/proposals with different emphasis and no explicit linkage.", - "confidence": 0.87, - "canonical_issue_reason": "No clear canonical duplicate: the titles point to different angles (lessons from LLM usage vs. a novel transformer-based cybersecurity system) and there is no shared evidence tying them to one issue.", + "summary": "Both issues are about AI/LLM-based vulnerability discovery, but they read as separate generic writeups rather than the same underlying bug or change. The soft duplicate link should be rejected.", + "confidence": 0.84, + "canonical_issue_reason": "Issue 47015 is the more concise, central framing of the shared topic, so it is the better cluster representative if one must be chosen.", "canonical_pr_reason": null, - "best_issue_reason": "If one issue must represent the cluster, 47007 is slightly more concrete and scoped, but it still is not a true duplicate of 47015.", + "best_issue_reason": "Issue 47015 is the best single issue representative because its title is broader and cleaner, making it slightly more canonical for the overall AI-automated vulnerability discovery theme.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:47007", "right": "issue:47015", "accept": false, - "reason": "Same broad theme, but not the same underlying bug or change; the titles suggest different content and intent, with no explicit issue links or shared artifacts." + "reason": "High topical overlap, but these are not the same concrete problem or change; they are separate broad discussions/articles about AI-driven vulnerability discovery." } ] }, @@ -22193,12 +22321,12 @@ "soft_pairs": [ "issue:47138|issue:47139" ], - "prepared_review_unit_hash": "71cb8b08b9036beee9481427d0067b51238c11f29ce42550103b65a64494125a", + "prepared_review_unit_hash": "c03b500f77d801d74a6e4c73d9c16f39aec120786458b37c2defb42c69d11774", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1591, + "serialized_chars": 1590, "estimated_input_tokens": 398, "estimated_eval_tokens": 1052 }, @@ -22206,7 +22334,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1591, + "serialized_chars": 1590, "estimated_input_tokens": 398, "estimated_eval_tokens": 1052 }, @@ -22215,24 +22343,24 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two issues are effectively duplicates: same title, same apparent body length, and no distinguishing metadata beyond inbound references. Issue 47139 is the better canonical/best representative because it already has inbound references and likely serves as the more connected thread.", + "summary": "The cluster contains two near-perfect duplicate issues with the same title and apparent body content. They describe the same transformers chat routing bug, so they should be consolidated into one issue.", "confidence": 0.99, - "canonical_issue_reason": "Issue 47139 is the better canonical issue because it has inbound references, making it the more established discussion thread for the same reported bug.", + "canonical_issue_reason": "issue:47139 is the better canonical hub because it already has inbound references, suggesting other discussion has started to accumulate there.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 47139 is the best issue candidate for the same reason: it is the more referenced duplicate and likely the preferred tracking thread.", + "best_issue_reason": "issue:47139 is the best representative of the duplicate set for the same reason: it is already referenced and can preserve the existing discussion thread.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:47138", "right": "issue:47139", "accept": true, - "reason": "Same title and no visible differences in scope; they appear to report the same underlying bug, so this is a clear duplicate pair." + "reason": "Same title and same underlying bug report; they appear to be duplicate issues describing the exact same routing problem." } ] }, "evaluator_result": { "accept": true, - "feedback": "The assessment is grounded in the packet: the two issues have identical titles and body lengths, and issue 47139 has the stronger inbound-reference signal, so choosing it as the canonical/best representative is conservative and reasonable." + "feedback": "The assessment is grounded in the packet: both issues share the exact same title, have identical body length, and the pair has maximum soft similarity (Jaccard 1.0). Choosing issue:47139 as canonical is also supported by its inbound references. The duplicate verdict is conservative enough given the available evidence." }, "evaluator_used": true, "retried": false, @@ -22243,7 +22371,7 @@ { "label": "pull_request", "component_index": 1, - "component_count": 33, + "component_count": 32, "review_unit_index": 1, "review_unit_count": 2, "status": "reviewed", @@ -22251,7 +22379,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-40546-42", + "cluster_id": "cluster-40546-43", "nodes": [ "pull_request:43451", "pull_request:44517", @@ -22269,6 +22397,7 @@ "pull_request:46958", "pull_request:46974", "pull_request:46995", + "pull_request:47003", "pull_request:47034", "pull_request:47035", "pull_request:47069", @@ -22283,16 +22412,17 @@ "pull_request:47100", "pull_request:47108", "pull_request:47113", - "pull_request:47114", "pull_request:47134", "pull_request:47135", "pull_request:47142", "pull_request:47143", "pull_request:47156", "pull_request:47157", - "pull_request:47161", "pull_request:47163", - "pull_request:47166" + "pull_request:47166", + "pull_request:47173", + "pull_request:47175", + "pull_request:47178" ], "soft_pairs": [ "pull_request:46696|pull_request:47134", @@ -22306,456 +22436,492 @@ "pull_request:47077|pull_request:47078", "pull_request:46266|pull_request:46957", "pull_request:47072|pull_request:47134", - "pull_request:47114|pull_request:47135", "pull_request:44517|pull_request:47082", + "pull_request:47166|pull_request:47173", "pull_request:47034|pull_request:47035", "pull_request:46995|pull_request:47163", "pull_request:47069|pull_request:47089", "pull_request:46196|pull_request:46995", "pull_request:47135|pull_request:47163", - "pull_request:47093|pull_request:47114", + "pull_request:47163|pull_request:47173", "pull_request:46707|pull_request:47108", - "pull_request:46707|pull_request:47114", "pull_request:47089|pull_request:47113", - "pull_request:47093|pull_request:47161", "pull_request:46266|pull_request:46707", "pull_request:46995|pull_request:47143", "pull_request:47082|pull_request:47108", - "pull_request:47108|pull_request:47114", "pull_request:47078|pull_request:47156", - "pull_request:47077|pull_request:47114", "pull_request:47093|pull_request:47143", "pull_request:47093|pull_request:47163", "pull_request:47134|pull_request:47135", - "pull_request:46995|pull_request:47161", "pull_request:46707|pull_request:46957", - "pull_request:46658|pull_request:47114", + "pull_request:46836|pull_request:47135", "pull_request:46707|pull_request:47082", - "pull_request:46266|pull_request:47114", - "pull_request:47114|pull_request:47156", - "pull_request:46912|pull_request:47082", + "pull_request:46836|pull_request:47178", "pull_request:46912|pull_request:47078", - "pull_request:47134|pull_request:47161", - "pull_request:43451|pull_request:47082", + "pull_request:46912|pull_request:47082", + "pull_request:47082|pull_request:47175", "pull_request:46895|pull_request:47134", - "pull_request:47113|pull_request:47161", "pull_request:47100|pull_request:47134", "pull_request:47035|pull_request:47089", + "pull_request:46912|pull_request:47173", "pull_request:43451|pull_request:46995", "pull_request:47100|pull_request:47142", + "pull_request:46196|pull_request:47173", "pull_request:47156|pull_request:47166", - "pull_request:47035|pull_request:47161", - "pull_request:46266|pull_request:47034", - "pull_request:47034|pull_request:47108", "pull_request:47035|pull_request:47113", + "pull_request:46266|pull_request:47034", "pull_request:47035|pull_request:47069", + "pull_request:47034|pull_request:47108", "pull_request:47100|pull_request:47113", - "pull_request:46836|pull_request:47135", "pull_request:46957|pull_request:47108", - "pull_request:47100|pull_request:47161", + "pull_request:46707|pull_request:47173", + "pull_request:46995|pull_request:47096", "pull_request:47069|pull_request:47113", - "pull_request:46196|pull_request:47161", + "pull_request:46658|pull_request:47108", + "pull_request:46912|pull_request:47077", + "pull_request:47003|pull_request:47178", "pull_request:47069|pull_request:47082", "pull_request:47089|pull_request:47134", + "pull_request:46196|pull_request:47175", "pull_request:43451|pull_request:46266", + "pull_request:46266|pull_request:47096", "pull_request:43451|pull_request:47078", "pull_request:47078|pull_request:47096", - "pull_request:47135|pull_request:47161", + "pull_request:47113|pull_request:47175", "pull_request:43451|pull_request:44517", + "pull_request:43451|pull_request:47135", + "pull_request:47096|pull_request:47135", "pull_request:47100|pull_request:47143", "pull_request:46912|pull_request:47113", + "pull_request:46912|pull_request:47100", "pull_request:46912|pull_request:47142", "pull_request:44517|pull_request:47143", "pull_request:44517|pull_request:47163" ], - "prepared_review_unit_hash": "9adb1c334be1f69b501c576278b8e1d63e4954df1016345375d33531a285adb6", + "prepared_review_unit_hash": "ea4ff7fe78794c4edc63f6d6fecab40921e24c3b00f2838ade24bba5a9fff26d", "component_budget": { - "node_count": 42, - "item_count": 42, - "soft_pair_count": 126, - "serialized_chars": 150672, - "estimated_input_tokens": 37668, - "estimated_eval_tokens": 75592 + "node_count": 43, + "item_count": 43, + "soft_pair_count": 127, + "serialized_chars": 152752, + "estimated_input_tokens": 38188, + "estimated_eval_tokens": 76632 }, "budget": { - "node_count": 40, - "item_count": 40, + "node_count": 42, + "item_count": 42, "soft_pair_count": 72, - "serialized_chars": 115711, - "estimated_input_tokens": 28928, - "estimated_eval_tokens": 58112 + "serialized_chars": 120546, + "estimated_input_tokens": 30137, + "estimated_eval_tokens": 60530 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly unrelated PRs spanning new model additions, docs, exporter/runtime tweaks, and small bug fixes. Only one soft edge looks like a true duplicate: the two CohereASR training-loss double-shift fixes.", - "confidence": 0.92, + "summary": "This cluster is mostly a grab bag of unrelated PRs (new models, docs, tests, exporter/runtime tweaks). The only meaningful overlap is the CohereASR loss double-shift fixes, but even there the PRs are not exact duplicates because one PR bundles an additional PPFormulaNet change. No single canonical artifact cleanly represents the cluster.", + "confidence": 0.31, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 47090 is the clearest representative of the only true duplicate pair: it fixes the same CohereASR loss double-shift bug as 46958, on the same files and issue target, with the most explicit rationale.", + "canonical_pr_reason": "No canonical PR: the cluster is heterogeneous and the near-overlaps are either different models, different docs, or different fixes in the same subsystem rather than the same concrete change.", "best_issue_reason": null, - "best_pr_reason": "PR 47090 is the best overall PR candidate because it is the most explicit and complete version of the CohereASR double-shift fix among the near-duplicates.", + "best_pr_reason": "PR 47090 is the strongest standalone representative if forced to pick one: it is a focused, explicit bug fix with a clear code-path change and an issue target, unlike the broader or more incidental PRs here.", "soft_edge_verdicts": [ { "left": "pull_request:46696", "right": "pull_request:47134", "accept": false, - "reason": "Same flash-attention area and issue target, but different concrete regressions: tracing/int sync vs unpadding max-seqlen performance." + "reason": "Both reference flash-attention performance work, but they fix different code paths: decode tracing logic vs. unpadding/max-seqlen sync behavior." }, { "left": "pull_request:46903", "right": "pull_request:47090", "accept": false, - "reason": "Shared training-loss pattern, but different model families and fixes: PPFormulaNet plus CohereASR versus CohereASR only." + "reason": "They share the CohereASR loss-shift bug, but 46903 also includes an unrelated PPFormulaNet change, so the PRs are not the same concrete change." }, { "left": "pull_request:46903", "right": "pull_request:46958", "accept": false, - "reason": "Both touch CohereASR code, but 46903 is a broader multi-model change and not the same concrete bug/fix as 46958." + "reason": "Same general CohereASR loss-shift area, but 46903 is a broader multi-model PR and 46958 is a narrower CohereASR-only fix." }, { "left": "pull_request:47156", "right": "pull_request:47157", "accept": false, - "reason": "Both are docs PRs, but they translate different pages in different locales and are unrelated changes." + "reason": "Both are Korean doc updates, but they touch different pages and different translation/content edits; not the same underlying change." }, { "left": "pull_request:46954", "right": "pull_request:46958", "accept": false, - "reason": "Pytest fp32-keep behavior change versus CohereASR loss-shift fix; no shared underlying bug." + "reason": "Different bugs: Pytest v9 strictness in GlmAsr vs. CohereASR training-loss double shift." }, { "left": "pull_request:46958", "right": "pull_request:46974", "accept": false, - "reason": "Unrelated fixes in different models: CohereASR training loss versus a MusicGen generate typo." + "reason": "One fixes CohereASR training loss, the other fixes a MusicGen generate typo; unrelated code paths." }, { "left": "pull_request:47072", "right": "pull_request:47089", "accept": false, - "reason": "Chat-template JSON schema parsing fix and AqlmConfig error-message wording are unrelated." + "reason": "Chat template JSON-schema enum handling and AqlmConfig type-check error messages are unrelated." }, { "left": "pull_request:47077", "right": "pull_request:47157", "accept": false, - "reason": "Different Japanese docs updates in different pages; not the same underlying change." + "reason": "Both are Japanese docs PRs, but they translate different documents and have different scope." }, { "left": "pull_request:47077", "right": "pull_request:47078", "accept": false, - "reason": "Both are Japanese docs PRs, but one is a translation effort and the other is wording cleanup." + "reason": "Related only by locale; one is a DistilBERT translation, the other is broader wording cleanup across Japanese docs." }, { "left": "pull_request:46266", "right": "pull_request:46957", "accept": false, - "reason": "DINO conversion mapping work and FSDP2 migration are unrelated subsystems and changes." + "reason": "Modernizing DINO conversion/modeling and finegrained FP8 decode optimization are different changes in different areas." }, { "left": "pull_request:47072", "right": "pull_request:47134", "accept": false, - "reason": "Chat schema enum handling and flash-attention performance work are unrelated." + "reason": "No shared bug/change: chat-template schema parsing vs. flash-attention performance regression." + }, + { + "left": "pull_request:44517", + "right": "pull_request:47082", + "accept": false, + "reason": "Both add model support, but for different models (Qwen3-TTS vs. RoMa) and different subsystems." + }, + { + "left": "pull_request:47166", + "right": "pull_request:47173", + "accept": false, + "reason": "These are separate test-maintenance updates for different models/quantization areas, not the same test or bug." }, { - "left": "pull_request:47114", + "left": "pull_request:47034", + "right": "pull_request:47035", + "accept": false, + "reason": "Both mention Trainium/Neuron, but one is a training experiment and the other is a torch.compile default backend tweak." + }, + { + "left": "pull_request:46995", + "right": "pull_request:47163", + "accept": false, + "reason": "MLU support in import_utils and XPU paged-attention tests are unrelated changes." + }, + { + "left": "pull_request:47069", "right": "pull_request:47089", "accept": false, - "reason": "Docs on custom-code conversion mapping and AqlmConfig error messages do not fix the same bug or feature." + "reason": "A return-type/docstring change for num_labels is unrelated to AqlmConfig validation message fixes." }, { "left": "pull_request:46196", "right": "pull_request:46995", "accept": false, - "reason": "Both broaden attention/runtime support, but they target different backends and code paths." + "reason": "Both touch backend availability/attention-adjacent areas, but one is SDPA dispatch for audio models and the other is MLU availability detection." }, { "left": "pull_request:47135", "right": "pull_request:47163", "accept": false, - "reason": "Docs quote-rendering cleanup and XPU paged-attention tests are unrelated." + "reason": "Documentation quote rendering and XPU paged-attention tests are unrelated." }, { - "left": "pull_request:47093", - "right": "pull_request:47114", + "left": "pull_request:47163", + "right": "pull_request:47173", "accept": false, - "reason": "OpenPangu-V2 model addition versus documentation about custom-code conversion mapping; unrelated." + "reason": "Different test targets and different hardware-specific expectations; not the same underlying issue." }, { "left": "pull_request:46707", "right": "pull_request:47108", "accept": false, - "reason": "Native FSDP2 migration and a doc-builder comment tweak are completely unrelated." + "reason": "Native FSDP2 migration and doc-builder comment formatting are unrelated." }, { - "left": "pull_request:46707", - "right": "pull_request:47114", + "left": "pull_request:47089", + "right": "pull_request:47113", "accept": false, - "reason": "FSDP2 migration versus docs on conversion mapping lookup rules; not the same change." + "reason": "AqlmConfig error-message wording and audio feature/proc requirements fixes do not target the same bug." }, { - "left": "pull_request:47089", - "right": "pull_request:47113", + "left": "pull_request:46266", + "right": "pull_request:46707", "accept": false, - "reason": "AqlmConfig message wording and audio feature/proc requirements fixes are unrelated." + "reason": "Different modernization efforts: DINO conversion work vs. FSDP2 infrastructure." }, { - "left": "pull_request:47093", - "right": "pull_request:47161", + "left": "pull_request:46995", + "right": "pull_request:47143", "accept": false, - "reason": "Model addition versus exporter min-version enforcement; no shared underlying change." + "reason": "Flash-linear-attention availability and adding NeuCodec support are unrelated." }, { - "left": "pull_request:46266", - "right": "pull_request:46707", + "left": "pull_request:47082", + "right": "pull_request:47108", "accept": false, - "reason": "DINO modernization and FSDP2 integration are different features with different targets." + "reason": "RoMa model addition and doc-builder pin comment cleanup are unrelated." }, { - "left": "pull_request:46995", + "left": "pull_request:47078", + "right": "pull_request:47156", + "accept": false, + "reason": "Both are Japanese-language edits, but they address different documentation pages and different content." + }, + { + "left": "pull_request:47093", "right": "pull_request:47143", "accept": false, - "reason": "Flash-linear-attention backend support and NeuCodec model support are unrelated." + "reason": "Different model additions: OpenPangu-V2 vs. NeuCodec." }, { - "left": "pull_request:47135", - "right": "pull_request:47161", + "left": "pull_request:47096", + "right": "pull_request:47135", "accept": false, - "reason": "Docs quote rendering and exporter version gating are unrelated." + "reason": "Exportable Kimi changes and a docs quote-rendering fix are unrelated." }, { - "left": "pull_request:47035", - "right": "pull_request:47161", + "left": "pull_request:47100", + "right": "pull_request:47134", "accept": false, - "reason": "Neuron compile backend defaulting and exporter version requirements are unrelated." + "reason": "Kernel API compatibility fixes and flash-attention performance fixes are unrelated." }, { - "left": "pull_request:46196", - "right": "pull_request:47161", + "left": "pull_request:47100", + "right": "pull_request:47142", "accept": false, - "reason": "Attention backend dispatch support and exporter version enforcement do not fix the same thing." + "reason": "Kernels API cleanup and pipeline generator handling are different subsystems and bugs." }, { - "left": "pull_request:47034", - "right": "pull_request:47035", + "left": "pull_request:47113", + "right": "pull_request:47143", "accept": false, - "reason": "The draft Neuron experiment script and torch-compile backend default are adjacent but not the same concrete change." + "reason": "Audio backend requirement annotations and NeuCodec model support are unrelated." }, { - "left": "pull_request:47069", - "right": "pull_request:47089", + "left": "pull_request:47134", + "right": "pull_request:47135", "accept": false, - "reason": "Num_labels None typing/behavior and AqlmConfig error-message wording are unrelated." + "reason": "Flash-attention performance regression fix vs. documentation quote rendering; no shared code change." }, { - "left": "pull_request:47069", - "right": "pull_request:47082", + "left": "pull_request:46912", + "right": "pull_request:47078", "accept": false, - "reason": "Num_labels property typing fix and RoMa model addition are unrelated." + "reason": "RoPE test coverage and Japanese doc wording cleanup are unrelated." }, { - "left": "pull_request:47077", - "right": "pull_request:47114", + "left": "pull_request:46912", + "right": "pull_request:47082", "accept": false, - "reason": "Japanese docs translation and RoMa model registration are unrelated." + "reason": "RoPE test expansion and RoMa model support are unrelated." }, { - "left": "pull_request:47078", - "right": "pull_request:47156", + "left": "pull_request:47082", + "right": "pull_request:47175", "accept": false, - "reason": "Japanese wording cleanup and Korean Optimum translation/typo fix are unrelated docs updates." + "reason": "RoMa model support and Olmo3 CI expectation updates are unrelated." }, { - "left": "pull_request:47077", - "right": "pull_request:47156", + "left": "pull_request:46895", + "right": "pull_request:47134", "accept": false, - "reason": "Different locales and different pages; not the same underlying documentation change." + "reason": "CohereASR training-loss fix and flash-attention performance regression fix are different bugs." }, { - "left": "pull_request:47089", + "left": "pull_request:47100", "right": "pull_request:47134", "accept": false, - "reason": "AqlmConfig validation messages and flash-attention performance regression are unrelated." + "reason": "Kernel package API cleanup and flash-attention synchronization behavior are unrelated." }, { - "left": "pull_request:46912", - "right": "pull_request:47082", + "left": "pull_request:47035", + "right": "pull_request:47089", "accept": false, - "reason": "RoPE test expansion and RoMa model addition are unrelated." + "reason": "Neuron compile backend default and AqlmConfig validation messages are unrelated changes." }, { "left": "pull_request:46912", - "right": "pull_request:47078", + "right": "pull_request:47113", "accept": false, - "reason": "RoPE tests and Japanese docs wording cleanup are unrelated." + "reason": "RoPE testing and audio requirements fixes are unrelated." }, { - "left": "pull_request:47134", - "right": "pull_request:47161", + "left": "pull_request:43451", + "right": "pull_request:46995", "accept": false, - "reason": "Flash-attention unpadding performance fix and exporter version requirement changes are unrelated." + "reason": "Molmo2 model addition and flash-linear-attention availability detection are unrelated." }, { - "left": "pull_request:43451", - "right": "pull_request:47082", + "left": "pull_request:47156", + "right": "pull_request:47166", "accept": false, - "reason": "Molmo2 model addition and RoMa keypoint matcher addition are unrelated model-introduction PRs." + "reason": "Korean doc translation and quantization test extension are unrelated." }, { - "left": "pull_request:46895", - "right": "pull_request:47134", + "left": "pull_request:47035", + "right": "pull_request:47113", "accept": false, - "reason": "CohereASR loss-shift fix and flash-attention performance regression are unrelated bugs." + "reason": "Compile backend default selection and audio feature/proc requirements fixes are unrelated." }, { - "left": "pull_request:47113", - "right": "pull_request:47161", + "left": "pull_request:46266", + "right": "pull_request:47034", "accept": false, - "reason": "Audio requirements cleanup and exporter minimum-version enforcement are unrelated." + "reason": "DINO modernization and Trainium SFT experiment are unrelated." }, { - "left": "pull_request:47093", - "right": "pull_request:47143", + "left": "pull_request:47035", + "right": "pull_request:47069", "accept": false, - "reason": "OpenPangu-V2 model addition and NeuCodec support are different model-introduction PRs." + "reason": "Backend default logic and configuration property typing are unrelated." }, { - "left": "pull_request:47093", - "right": "pull_request:47163", + "left": "pull_request:47034", + "right": "pull_request:47108", "accept": false, - "reason": "OpenPangu-V2 model addition and XPU paged-attention tests are unrelated." + "reason": "Trainium SFT experiment and doc-builder comment cleanup are unrelated." }, { - "left": "pull_request:47134", - "right": "pull_request:47135", + "left": "pull_request:47100", + "right": "pull_request:47113", "accept": false, - "reason": "Flash-attention performance fix and docs quote rendering cleanup are unrelated." + "reason": "Kernels API fix and audio import/requirement fixes are unrelated." }, { - "left": "pull_request:43451", - "right": "pull_request:46995", + "left": "pull_request:46957", + "right": "pull_request:47108", "accept": false, - "reason": "Molmo2 model addition and flash-linear-attention backend support are unrelated." + "reason": "Finegrained FP8 decode optimization and doc-builder comment cleanup are unrelated." }, { - "left": "pull_request:47100", + "left": "pull_request:47069", + "right": "pull_request:47108", + "accept": false, + "reason": "num_labels typing/docstring and doc-builder comment cleanup are unrelated." + }, + { + "left": "pull_request:47134", "right": "pull_request:47143", "accept": false, - "reason": "Hub-kernels API cleanup and NeuCodec support are unrelated." + "reason": "Flash-attention performance regression fix and NeuCodec model support are unrelated." }, { - "left": "pull_request:46912", - "right": "pull_request:47113", + "left": "pull_request:44517", + "right": "pull_request:47143", "accept": false, - "reason": "RoPE test coverage and audio requirements cleanup are unrelated." + "reason": "Qwen3-TTS model addition and NeuCodec model support are unrelated." }, { - "left": "pull_request:46912", - "right": "pull_request:47142", + "left": "pull_request:43451", + "right": "pull_request:44517", "accept": false, - "reason": "RoPE tests and pipelines generator cleanup are unrelated." + "reason": "Molmo2 and Qwen3-TTS are different model additions with separate codepaths." }, { - "left": "pull_request:47156", - "right": "pull_request:47166", + "left": "pull_request:43451", + "right": "pull_request:47078", "accept": false, - "reason": "Korean docs translation and quantization test updates are unrelated." + "reason": "Model addition and Japanese documentation wording cleanup are unrelated." }, { - "left": "pull_request:46266", - "right": "pull_request:47034", + "left": "pull_request:47096", + "right": "pull_request:47135", "accept": false, - "reason": "DINO conversion modernization and a Neuron experiment script are unrelated." + "reason": "Export tooling for Kimi and a docs punctuation fix are unrelated." }, { - "left": "pull_request:47034", - "right": "pull_request:47108", + "left": "pull_request:47100", + "right": "pull_request:47142", "accept": false, - "reason": "Neuron experiment code and doc-builder comment tweak are unrelated." + "reason": "Kernel repository API fix and pipeline generator behavior change are unrelated." }, { - "left": "pull_request:47035", - "right": "pull_request:47113", + "left": "pull_request:47003", + "right": "pull_request:47178", "accept": false, - "reason": "Torch-compile backend defaulting and audio requirements cleanup are unrelated." + "reason": "OpenVINO exporter work and SigLIP checkpoint path cleanup are unrelated." }, { - "left": "pull_request:47035", - "right": "pull_request:47069", + "left": "pull_request:47089", + "right": "pull_request:47134", "accept": false, - "reason": "Neuron compile backend behavior and num_labels typing are unrelated." + "reason": "AqlmConfig validation messages and flash-attention performance fixes are unrelated." }, { - "left": "pull_request:47035", - "right": "pull_request:47082", + "left": "pull_request:46196", + "right": "pull_request:47175", "accept": false, - "reason": "Neuron compile backend defaulting and RoMa model addition are unrelated." + "reason": "Attention dispatch support for audio models and OLMo3 CI expectation updates are unrelated." }, { "left": "pull_request:43451", "right": "pull_request:46266", "accept": false, - "reason": "Molmo2 model addition and DINO modern-standards work are unrelated." + "reason": "Model addition for Molmo2 and DINO conversion/model modernization are unrelated." }, { - "left": "pull_request:47100", - "right": "pull_request:47142", + "left": "pull_request:46266", + "right": "pull_request:47096", "accept": false, - "reason": "Hub-kernels error-path cleanup and pipeline generator handling are unrelated." + "reason": "DINO modernization and export support for Kimi are unrelated." }, { - "left": "pull_request:47069", - "right": "pull_request:47161", + "left": "pull_request:43451", + "right": "pull_request:47078", "accept": false, - "reason": "Num_labels None behavior and exporter version requirements are unrelated." + "reason": "Molmo2 model addition and Japanese docs wording cleanup are unrelated." }, { - "left": "pull_request:47082", - "right": "pull_request:47108", + "left": "pull_request:47078", + "right": "pull_request:47096", "accept": false, - "reason": "RoMa model addition and doc-builder comment tweak are unrelated." + "reason": "Japanese docs cleanup and Kimi exportability are unrelated." }, { - "left": "pull_request:44517", - "right": "pull_request:47143", + "left": "pull_request:47113", + "right": "pull_request:47175", "accept": false, - "reason": "Qwen3-TTS model support and NeuCodec support are unrelated model additions." + "reason": "Audio requirements changes and OLMo3 CI expectation updates are unrelated." }, { - "left": "pull_request:44517", - "right": "pull_request:47082", + "left": "pull_request:43451", + "right": "pull_request:44517", "accept": false, - "reason": "Qwen3-TTS model support and RoMa keypoint matcher addition are unrelated." + "reason": "Different model introductions with different code and docs; not duplicates." }, { - "left": "pull_request:46957", - "right": "pull_request:47108", + "left": "pull_request:43451", + "right": "pull_request:47135", "accept": false, - "reason": "Finegrained FP8 generation changes and a doc-builder comment tweak are unrelated." + "reason": "Model addition and docs quote rendering fix are unrelated." }, { - "left": "pull_request:46995", - "right": "pull_request:47143", + "left": "pull_request:47096", + "right": "pull_request:47135", "accept": false, - "reason": "Flash-linear-attention support and NeuCodec support are unrelated." + "reason": "Exportable Kimi and documentation quote rendering are unrelated." }, { - "left": "pull_request:47093", - "right": "pull_request:47114", + "left": "pull_request:47100", + "right": "pull_request:47143", "accept": false, - "reason": "OpenPangu-V2 model support and docs about conversion lookup rules are unrelated." + "reason": "Kernels API fix and NeuCodec model support are unrelated." }, { - "left": "pull_request:47090", - "right": "pull_request:46958", - "accept": true, - "reason": "Same CohereASR training-loss double-shift bug, same files, same issue target, and the fixes are direct variants of the same change." + "left": "pull_request:44517", + "right": "pull_request:47163", + "accept": false, + "reason": "Qwen3-TTS model support and XPU paged-attention tests are unrelated." } ] }, @@ -22769,7 +22935,7 @@ { "label": "pull_request", "component_index": 1, - "component_count": 33, + "component_count": 32, "review_unit_index": 2, "review_unit_count": 2, "status": "reviewed", @@ -22777,7 +22943,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-40546-42", + "cluster_id": "cluster-40546-43", "nodes": [ "pull_request:40546", "pull_request:43451", @@ -22797,54 +22963,60 @@ "pull_request:47077", "pull_request:47090", "pull_request:47096", + "pull_request:47134", "pull_request:47142", "pull_request:47143", "pull_request:47156", - "pull_request:47161", "pull_request:47163", - "pull_request:47166" + "pull_request:47166", + "pull_request:47175" ], "soft_pairs": [ - 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"estimated_eval_tokens": 39222 + "node_count": 25, + "item_count": 25, + "soft_pair_count": 55, + "serialized_chars": 79791, + "estimated_input_tokens": 19948, + "estimated_eval_tokens": 40152 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is mostly unrelated PRs spanning new model additions, docs, exporters, tests, and infra. The only clear duplicate cluster is the CohereASR training-loss double-shift fixes; the rest share broad subsystems at most, not the same concrete change.", - "confidence": 0.95, + "summary": "Only the three CohereASR pull requests are true duplicates: they all fix the same training-loss double-shift bug in the same code path. The rest are mostly separate model additions, docs/i18n updates, exporter work, tests, or unrelated infrastructure changes that should not be merged as duplicates.", + "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #47090 is the best canonical representative of the CohereASR duplicate cluster: it targets the same training-loss double-shift bug, explains the fix clearly, and uses the most complete loss-function call path.", + "canonical_pr_reason": "PR 47090 is the clearest representative: it states the exact bug, shares the same issue target as the other CohereASR fixes, and preserves the intended loss-function path while avoiding the internal shift.", "best_issue_reason": null, - "best_pr_reason": "PR #47090 is the strongest overall representative among the duplicate candidates because it fixes the same concrete bug with the clearest rationale and preserves the intended loss-reduction behavior.", + "best_pr_reason": "PR 47090 is the best overall representative for the duplicate set because it most precisely describes the concrete fix ('train against labels, not labels[..., 1:]') and aligns with the shared CohereASR issue target.", "soft_edge_verdicts": [ { - "left": "pull_request:44517", - "right": "pull_request:46836", + "left": "pull_request:47069", + "right": "pull_request:47175", "accept": false, - "reason": "Different model additions (VibeVoice vs Unlimited OCR); same docs/auto-registration patterns, but not the same change." + "reason": "Unrelated changes: config property typing vs OLMo3 CI expectation updates." }, { - "left": "pull_request:46957", - "right": "pull_request:47161", + "left": "pull_request:44517", + "right": "pull_request:47096", "accept": false, - "reason": "Both touch exporter-related code, but one is a finegrained FP8 kernel change and the other is exporter version gating; not the same bug or feature." + "reason": "Different features: Qwen3-TTS model support vs exportability work for Kimi." }, { "left": "pull_request:43451", "right": "pull_request:46957", "accept": false, - "reason": "Molmo2 model onboarding vs FP8/generation/export kernel work; no shared underlying change." + "reason": "Different PRs: Molmo2 model addition vs finegrained FP8 / generation kernel changes." }, { "left": "pull_request:46957", "right": "pull_request:47096", "accept": false, - "reason": "OpenVINO exporter work and Kimi exportability are separate export paths with different code changes." + "reason": "Different targets: FP8/generation optimization vs Kimi exportability." }, { "left": "pull_request:46658", "right": "pull_request:46895", "accept": false, - "reason": "Step-3.7 Flash model support and CohereASR loss fixing are unrelated." + "reason": "Step-3.7-Flash model/conversion work is unrelated to the CohereASR loss-shift fix." }, { - "left": "pull_request:46912", - "right": "pull_request:47077", + "left": "pull_request:46957", + "right": "pull_request:47003", "accept": false, - "reason": "RoPE test coverage work vs Japanese DistilBERT documentation translation; unrelated." + "reason": "Different subsystems: FP8 kernels vs OpenVINO exporter addition." + }, + { + "left": "pull_request:43451", + "right": "pull_request:47156", + "accept": false, + "reason": "Molmo2 model docs/code vs Korean Optimum translation and typo fix; not the same change." }, { "left": "pull_request:43451", "right": "pull_request:47142", "accept": false, - "reason": "Molmo2 model addition vs pipeline generator cleanup; no duplicate change." + "reason": "Model addition vs pipeline generator handling cleanup; distinct code paths." }, { "left": "pull_request:47096", "right": "pull_request:47142", "accept": false, - "reason": "Kimi export support vs pipeline generator handling; different code paths." + "reason": "Kimi exportability and pipeline generator cleanup are unrelated changes." }, { "left": "pull_request:43451", - "right": "pull_request:47069", + "right": "pull_request:47134", "accept": false, - "reason": "Model onboarding vs a small configuration property typing fix; unrelated." + "reason": "Molmo2 model addition vs flash-attention performance fix; no shared bug/change." }, { "left": "pull_request:43451", "right": "pull_request:46895", "accept": false, - "reason": "Molmo2 addition vs CohereASR training-loss fix; unrelated." + "reason": "Molmo2 model addition and CohereASR training-loss fix are unrelated." }, { "left": "pull_request:47003", "right": "pull_request:47142", "accept": false, - "reason": "OpenVINO exporter addition and pipeline generator cleanup are distinct changes." + "reason": "OpenVINO exporter work is unrelated to pipeline generator cleanup." }, { "left": "pull_request:46895", "right": "pull_request:47090", "accept": true, - "reason": "Same CohereASR double-shift bug in the same files; both fixes adjust the training loss path for the same concrete issue." + "reason": "Same CohereASR training-loss double-shift bug, same model files, same issue target." }, { "left": "pull_request:46958", "right": "pull_request:47090", "accept": true, - "reason": "Same CohereASR loss-shift bug and same code path; different implementation style, but same underlying fix." + "reason": "Same underlying CohereASR loss-shift bug; both modify the same forward/loss path to prevent the extra shift." }, { "left": "pull_request:46895", "right": "pull_request:46958", "accept": true, - "reason": "Both are alternative fixes for the same CohereASR training-loss double-shift problem." + "reason": "Alternative implementations of the same CohereASR double-shift fix in the same code path." }, { "left": "pull_request:47077", "right": "pull_request:47156", "accept": false, - "reason": "Japanese DistilBERT docs translation vs a Furiosa typo/doc tweak in Optimum; unrelated." + "reason": "Different localization/doc updates: Japanese DistilBERT docs vs Korean Optimum docs." }, { - "left": "pull_request:47163", - "right": "pull_request:47166", - "accept": false, - "reason": "Paged-attention XPU test additions vs quantization test extensions; both are tests, but not the same bug/change." - }, - { - "left": "pull_request:46707", - "right": "pull_request:47034", + "left": "pull_request:46912", + "right": "pull_request:47175", "accept": false, - "reason": "Native FSDP2 integration vs Neuron SFT experiment scripts; separate infrastructure work." + "reason": "RoPE test updates and OLMo3 CI expectation changes are unrelated." }, { "left": "pull_request:46658", "right": "pull_request:46836", "accept": false, - "reason": "Step-3.7 Flash model support vs Unlimited OCR model support; different models and code paths." + "reason": "Step-3.7-Flash model build/convert work vs Unlimited OCR model addition; different changes." }, { - "left": "pull_request:43451", - "right": "pull_request:46836", + "left": "pull_request:47163", + "right": "pull_request:47166", "accept": false, - "reason": "Molmo2 and Unlimited OCR are separate model additions, despite similar registration boilerplate." + "reason": "Different test areas: XPU paged-attention coverage vs quantization test updates." }, { - "left": "pull_request:46658", - "right": "pull_request:47143", + "left": "pull_request:46707", + "right": "pull_request:47034", "accept": false, - "reason": "Step-3.7 Flash model support vs NeuCodec model support; unrelated model additions." + "reason": "Native FSDP2 migration and Neuron SFT experiment are separate efforts." }, { - "left": "pull_request:46836", - "right": "pull_request:47143", + "left": "pull_request:43451", + "right": "pull_request:46836", "accept": false, - "reason": "Unlimited OCR and NeuCodec are distinct model onboarding PRs." + "reason": "Molmo2 and Unlimited OCR are distinct model additions." }, { "left": "pull_request:46836", - "right": "pull_request:47163", + "right": "pull_request:47143", "accept": false, - "reason": "Unlimited OCR model addition vs paged-attention test changes; unrelated." + "reason": "Unlimited OCR model support vs NeuCodec support; unrelated model additions." }, { - "left": "pull_request:46196", + "left": "pull_request:46658", "right": "pull_request:47143", "accept": false, - "reason": "SDPA dispatch support for wav2vec2-family models vs NeuCodec model addition; different changes." + "reason": "Step-3.7-Flash work is unrelated to NeuCodec model support." }, { - "left": "pull_request:47143", - "right": "pull_request:47163", + "left": "pull_request:46658", + "right": "pull_request:47096", "accept": false, - "reason": "NeuCodec model addition vs paged-attention XPU tests; unrelated." + "reason": "Step-3.7-Flash model/conversion code vs Kimi exportability changes are different." }, { "left": "pull_request:46196", - "right": "pull_request:47163", - "accept": false, - "reason": "Audio SDPA dispatch support vs paged-attention test additions; not the same underlying bug." - }, - { - "left": "pull_request:46836", - "right": "pull_request:47161", + "right": "pull_request:47143", "accept": false, - "reason": "Unlimited OCR model addition vs exporter minimum-version checks; unrelated." + "reason": "SDPA dispatch support for wav2vec2-related models vs NeuCodec addition; not the same change." }, { - "left": "pull_request:43451", - "right": "pull_request:47077", + "left": "pull_request:47143", + "right": "pull_request:47163", "accept": false, - "reason": "Molmo2 model onboarding vs Japanese translation docs; unrelated." + "reason": "NeuCodec model support vs XPU paged-attention test coverage are unrelated." }, { "left": "pull_request:43451", - "right": "pull_request:47161", + "right": "pull_request:47077", "accept": false, - "reason": "Molmo2 model onboarding vs exporter version requirements; unrelated." + "reason": "Molmo2 model addition vs Japanese DistilBERT documentation translation." }, { "left": "pull_request:43451", "right": "pull_request:46196", "accept": false, - "reason": "Molmo2 model support vs SDPA dispatch support for audio models; unrelated." + "reason": "Molmo2 model addition vs wav2vec2 SDPA dispatch support; different work." }, { "left": "pull_request:40546", "right": "pull_request:43451", "accept": false, - "reason": "VibeVoice and Molmo2 are distinct model additions with different files and implementations." + "reason": "VibeVoice model/docs implementation is unrelated to Molmo2 model support." }, { - "left": "pull_request:47143", - "right": "pull_request:47161", + "left": "pull_request:43451", + "right": "pull_request:47175", "accept": false, - "reason": "NeuCodec onboarding and exporter version enforcement are unrelated." + "reason": "Molmo2 model addition vs OLMo3 CI test expectations; unrelated." }, { - "left": "pull_request:47161", - "right": "pull_request:47163", + "left": "pull_request:47096", + "right": "pull_request:47175", + "accept": false, + "reason": "Kimi exportability work and OLMo3 CI changes are unrelated." + }, + { + "left": "pull_request:47003", + "right": "pull_request:47175", "accept": false, - "reason": "Exporter dependency checks vs paged-attention test coverage; different concerns." + "reason": "OpenVINO exporter addition vs OLMo3 CI test updates; no shared bug/change." }, { "left": "pull_request:43451", "right": "pull_request:46658", "accept": false, - "reason": "Molmo2 and Step-3.7 Flash are separate model additions." + "reason": "Molmo2 model support vs Step-3.7-Flash model/conversion work are distinct." }, { "left": "pull_request:46658", "right": "pull_request:47096", "accept": false, - "reason": "Step-3.7 Flash model support vs Kimi exportability changes; unrelated." + "reason": "Step-3.7-Flash model build/convert work vs Kimi exportability are unrelated." }, { - "left": "pull_request:43451", - "right": "pull_request:47143", + "left": "pull_request:46658", + "right": "pull_request:47003", "accept": false, - "reason": "Molmo2 and NeuCodec are different model onboarding PRs." + "reason": "Step-3.7-Flash model support vs OpenVINO exporter work are unrelated." }, { - "left": "pull_request:43451", - "right": "pull_request:47096", + "left": "pull_request:47143", + "right": "pull_request:47175", "accept": false, - "reason": "Molmo2 model addition vs exportable Kimi work; unrelated." + "reason": "NeuCodec model support vs OLMo3 CI changes are unrelated." }, { - "left": "pull_request:43451", - "right": "pull_request:47003", + "left": "pull_request:47035", + "right": "pull_request:47175", "accept": false, - "reason": "Molmo2 model support vs OpenVINO exporter support; different changes." + "reason": "Neuron torch.compile default backend and OLMo3 CI are unrelated." }, { - "left": "pull_request:47003", - "right": "pull_request:47096", + "left": "pull_request:43451", + "right": "pull_request:47143", "accept": false, - "reason": "OpenVINO exporter introduction and Kimi export support are different exporter features." + "reason": "Molmo2 and NeuCodec are separate model additions." }, { - "left": "pull_request:43451", - "right": "pull_request:47034", + "left": "pull_request:46912", + "right": "pull_request:47163", "accept": false, - "reason": "Molmo2 model addition vs Neuron training experiment; unrelated." + "reason": "RoPE test adjustments vs XPU paged-attention tests are unrelated." }, { - "left": "pull_request:47034", + "left": "pull_request:43451", "right": "pull_request:47096", "accept": false, - "reason": "Neuron training experiment vs Kimi export support; different code paths." + "reason": "Molmo2 model support vs exportable Kimi work are different changes." }, { - "left": "pull_request:47003", - "right": "pull_request:47034", + "left": "pull_request:43451", + "right": "pull_request:47003", "accept": false, - "reason": "OpenVINO exporter support and Neuron experiment scripts are unrelated." + "reason": "Molmo2 model addition vs OpenVINO exporter addition; unrelated." }, { "left": "pull_request:47003", - "right": "pull_request:47166", + "right": "pull_request:47096", "accept": false, - "reason": "OpenVINO exporter work vs quantization test updates; not the same change." + "reason": "OpenVINO exporter and Kimi exportability are different exporter/model changes." }, { "left": "pull_request:47096", "right": "pull_request:47143", "accept": false, - "reason": "Kimi export support vs NeuCodec model onboarding; unrelated." - }, - { - "left": "pull_request:47003", - "right": "pull_request:47143", - "accept": false, - "reason": "OpenVINO exporter addition vs NeuCodec model addition; unrelated." + "reason": "Kimi exportability vs NeuCodec model support are unrelated." }, { - "left": "pull_request:47096", - "right": "pull_request:47163", + "left": "pull_request:43451", + "right": "pull_request:47034", "accept": false, - "reason": "Kimi export support vs paged-attention XPU tests; different concerns." + "reason": "Molmo2 model addition vs Neuron SFT experiment; no shared bug/change." }, { "left": "pull_request:47003", - "right": "pull_request:47163", - "accept": false, - "reason": "OpenVINO exporter support vs paged-attention tests; unrelated." - }, - { - "left": "pull_request:47143", "right": "pull_request:47166", "accept": false, - "reason": "NeuCodec model addition vs quantization test changes; unrelated." + "reason": "OpenVINO exporter work vs quantization test extension are unrelated." }, { - "left": "pull_request:46836", - "right": "pull_request:47096", + "left": "pull_request:47003", + "right": "pull_request:47143", "accept": false, - "reason": "Unlimited OCR model onboarding and exportable Kimi are unrelated." + "reason": "OpenVINO exporter addition vs NeuCodec model support are unrelated." }, { - "left": "pull_request:46836", - "right": "pull_request:47003", + "left": "pull_request:47096", + "right": "pull_request:47163", "accept": false, - "reason": "Unlimited OCR model onboarding vs OpenVINO exporter introduction; unrelated." + "reason": "Kimi exportability and XPU paged-attention tests are unrelated." } ] }, @@ -23195,7 +23351,7 @@ { "label": "pull_request", "component_index": 2, - "component_count": 33, + "component_count": 32, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -23211,12 +23367,12 @@ "soft_pairs": [ "pull_request:40755|pull_request:41224" ], - "prepared_review_unit_hash": "a284edac83525c4dcd397d77f0edfa36defa5d3b9e21cf13944f9945ae49386f", + "prepared_review_unit_hash": "1a6bb772bc863673e36fc6a584dfd7516fa845b1bd72344adc99ed32d5749cfa", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4675, + "serialized_chars": 4676, "estimated_input_tokens": 1169, "estimated_eval_tokens": 2594 }, @@ -23224,7 +23380,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4675, + "serialized_chars": 4676, "estimated_input_tokens": 1169, "estimated_eval_tokens": 2594 }, @@ -23233,18 +23389,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two PRs are unrelated feature additions in different model families, so they are not duplicates.", + "summary": "The two PRs are unrelated: one adds TimesFM forecasting with covariates, the other adds DINOv3 image classification support. They do not fix the same bug or implement the same change.", "confidence": 0.99, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR: 40755 adds TimesFM covariate forecasting, while 41224 adds DINOv3 image-classification support; they touch different code paths and solve different problems.", + "canonical_pr_reason": "No canonical PR: these are unrelated feature additions in different model families (TimesFM covariates vs DINOv3 image classification).", "best_issue_reason": null, - "best_pr_reason": "Neither PR is a good global representative for a duplicate cluster because the changes are unrelated; if forced, 41224 is the more self-contained feature PR, but it does not subsume 40755.", + "best_pr_reason": "Neither PR is a good cluster representative for duplicate triage because they address different code paths and different user-facing features.", "soft_edge_verdicts": [ { "left": "pull_request:40755", "right": "pull_request:41224", "accept": false, - "reason": "Different underlying changes: TimesFM forecasting with covariates versus DINOv3 classification support. They modify different model implementations, docs, and tests, and could not plausibly be merged into one PR." + "reason": "Reject: the PRs target different models, different APIs, and different functionality; they are not the same underlying change and could not plausibly be merged into one PR." } ] }, @@ -23258,7 +23414,7 @@ { "label": "pull_request", "component_index": 3, - "component_count": 33, + "component_count": 32, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -23321,7 +23477,7 @@ { "label": "pull_request", "component_index": 4, - "component_count": 33, + "component_count": 32, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -23363,142 +23519,142 @@ "pull_request:43823|pull_request:45213", "pull_request:43251|pull_request:43254" ], - "prepared_review_unit_hash": "21bd118a02a57abbc59ec784caa415e04b6b3b0ed81f6bb5474bcce55dfc2b55", + "prepared_review_unit_hash": "19eab114cf94a9d42395baa96daa800fe6fcb2aff735a8c575d45486cbabec2b", "component_budget": { "node_count": 12, "item_count": 12, "soft_pair_count": 17, - "serialized_chars": 31598, - "estimated_input_tokens": 7900, - "estimated_eval_tokens": 16056 + "serialized_chars": 31596, + "estimated_input_tokens": 7899, + "estimated_eval_tokens": 16054 }, "budget": { "node_count": 12, "item_count": 12, "soft_pair_count": 17, - "serialized_chars": 31598, - "estimated_input_tokens": 7900, - "estimated_eval_tokens": 16056 + "serialized_chars": 31596, + "estimated_input_tokens": 7899, + "estimated_eval_tokens": 16054 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is mostly a false-positive mix of unrelated PRs spanning tokenizer methods, processor/model registration, export tests, new model additions, refactors, and kernel/loss plumbing. The only clear duplicate pair is the two `fixed_cross_entropy` PRs, which both extend `loss_utils.py` to pass supported `cross_entropy` kwargs for the same issue.", + "summary": "The cluster is mostly a loose thematic grouping of unrelated PRs. The only true duplicate pair is the two `fixed_cross_entropy` changes (43251/43254); all other soft edges connect different subsystems, models, or bug fixes and should stay separate.", "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 43251 is the best canonical PR within the only true duplicate pair: it directly targets issue 43240, adds the missing `cross_entropy` kwargs in `fixed_cross_entropy`, and is the more complete/explicit fix compared with the narrower alternate implementation in 43254.", + "canonical_pr_reason": "PR 43251 is the best canonical representative because it has the explicit issue target (43240) and makes the more complete `fixed_cross_entropy` fix by forwarding supported kwargs into `nn.functional.cross_entropy`.", "best_issue_reason": null, - "best_pr_reason": "PR 43251 is the strongest representative of the cluster\u2019s only real duplicate subcluster because it has the explicit issue link, broader fix semantics, and clear alignment with the bug report; the other PRs are unrelated or too broad to serve as a canonical duplicate.", + "best_pr_reason": "PR 43251 is the strongest global representative of the only real duplicate pair in this set: it directly addresses the tracked loss bug and is functionally the same change as 43254, but with clearer issue linkage and broader kwarg handling.", "soft_edge_verdicts": [ { "left": "pull_request:41855", "right": "pull_request:43424", "accept": false, - "reason": "Different problems: Mistral tokenizer method additions vs ExecuTorch dynamic-shape export testing. No shared code-path bug." + "reason": "Different problems: Mistral tokenizer API gaps vs. Executorch dynamic-shape export testing." }, { "left": "pull_request:41855", "right": "pull_request:43823", "accept": false, - "reason": "Unrelated: tokenizer API gaps vs adding a new MobileLLM model package and weights. Not the same underlying change." + "reason": "Unrelated changes: tokenizer method additions vs. adding the MobileLLM model." }, { "left": "pull_request:42668", "right": "pull_request:43823", "accept": false, - "reason": "Both touch processor/model auto-registration areas, but one is about robust `from_pretrained` handling while the other adds a new model. Different changes." + "reason": "Different processor/auto-loading robustness work vs. a new model implementation." }, { "left": "pull_request:43251", "right": "pull_request:43823", "accept": false, - "reason": "`fixed_cross_entropy` kwargs handling is unrelated to adding MobileLLM model files and configs." + "reason": "Loss-function kwarg forwarding bug fix vs. MobileLLM model addition; no shared code-path issue." }, { "left": "pull_request:43251", "right": "pull_request:44827", "accept": false, - "reason": "Loss-function kwargs support is unrelated to Mistral4 test/model fixes." + "reason": "Cross-entropy helper fix vs. Mistral4 test/model updates; not the same bug or change." }, { "left": "pull_request:43424", "right": "pull_request:44827", "accept": false, - "reason": "ExecuTorch dynamic-shape export tests are unrelated to Mistral4 model/test fixes." + "reason": "Executorch export test coverage is unrelated to Mistral4 model/test fixes." }, { "left": "pull_request:43424", "right": "pull_request:43823", "accept": false, - "reason": "Different subsystems and different bugs: exportability tests vs new model addition." + "reason": "Dynamic-shape export testing and model addition are unrelated changes." }, { "left": "pull_request:43823", "right": "pull_request:45655", "accept": false, - "reason": "New MobileLLM model addition is unrelated to `cls.config` resolution order in `modeling_utils.py`." + "reason": "New model support vs. class/config resolution ordering fix; different code paths and purposes." }, { "left": "pull_request:43823", "right": "pull_request:43995", "accept": false, - "reason": "New model addition vs Falcon output-collection refactor; not the same code-path issue." + "reason": "Adding MobileLLM and refactoring Falcon output collection are separate model changes." }, { "left": "pull_request:43995", "right": "pull_request:45213", "accept": false, - "reason": "Falcon model refactoring is unrelated to the model-creation skill/doc scaffold PR." + "reason": "Falcon forward/output refactor vs. model-creation skill/docs; no shared underlying bug." }, { "left": "pull_request:43995", "right": "pull_request:44827", "accept": false, - "reason": "Falcon standardized output interface refactor is unrelated to Mistral4 test fixes." + "reason": "Falcon output-interface refactor is not the same as Mistral4 test/debug work." }, { "left": "pull_request:44827", "right": "pull_request:45170", "accept": false, - "reason": "Mistral4 tests/model changes are unrelated to the `layrnorm` spelling fix across CLIP-like models." + "reason": "Mistral4 test fixes and a CLIP-style `layrnorm` typo/conversion mapping fix are different issues." }, { "left": "pull_request:44827", "right": "pull_request:46048", "accept": false, - "reason": "Mistral4 test fixes are unrelated to adding the TDT loss kernel." + "reason": "Mistral4 tests vs. TDT loss kernel integration are unrelated changes." }, { "left": "pull_request:44827", "right": "pull_request:45655", "accept": false, - "reason": "Mistral4 fixes and `cls.config` resolution order are different bugs in different areas." + "reason": "Mistral4-specific work vs. generic `cls.config` resolution ordering fix; different underlying behavior." }, { "left": "pull_request:44827", "right": "pull_request:45213", "accept": false, - "reason": "Mistral4 test/model work is unrelated to the new model-creation skill PR." + "reason": "Model-specific test fixes and a new-model creation skill are not the same change." }, { "left": "pull_request:43823", "right": "pull_request:45213", "accept": false, - "reason": "Adding MobileLLM is unrelated to a model-creation skill/documentation/tooling PR." + "reason": "Adding MobileLLM vs. introducing a model-creation skill; different artifacts and intent." }, { "left": "pull_request:43251", "right": "pull_request:43254", "accept": true, - "reason": "Both PRs fix the same concrete bug in `src/transformers/loss/loss_utils.py`: forwarding supported kwargs (`weight`, `label_smoothing`) to `nn.functional.cross_entropy` for issue 43240." + "reason": "Both PRs fix the same concrete bug in `fixed_cross_entropy`: forwarding supported kwargs to `nn.functional.cross_entropy` in `src/transformers/loss/loss_utils.py`. They are mergeable as one change." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet, and the only accepted duplicate pair is well supported by the shared issue target and identical loss-utils bugfix. The false soft-edge verdicts are conservative and the reasons do not overstate equivalence." + "feedback": "Grounded overall. The only clearly mergeable duplicate pair in the packet is 43251/43254: both patch `fixed_cross_entropy` in `src/transformers/loss/loss_utils.py` and share issue target 43240, so the accept is supported. The remaining soft-edge rejections stay conservative and are consistent with the diffs/titles showing unrelated subsystems or bugfixes." }, "evaluator_used": true, "retried": false, @@ -23509,7 +23665,7 @@ { "label": "pull_request", "component_index": 5, - "component_count": 33, + "component_count": 32, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -23525,7 +23681,7 @@ "soft_pairs": [ "pull_request:42975|pull_request:42976" ], - "prepared_review_unit_hash": "1211cf2760ee585121d744d28bb3faa62d146c762f468f0eed2583c6b5376e35", + "prepared_review_unit_hash": "2426bfca5b895a9f7e6f24b5295489833f0076f8e65580602e0e1bfbef4d700b", "component_budget": { "node_count": 2, "item_count": 2, @@ -23547,18 +23703,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two open PRs both touch GitHub Actions workflow dependencies, but they are different maintenance changes: one is a broad Node 24 compatibility upgrade for many actions, while the other is a separate bump of docker/build-push-action to newer versions. They should not be treated as duplicates.", - "confidence": 0.91, + "summary": "Two workflow-maintenance PRs overlap in files but target different upgrade tracks: one is specifically for Node 24-compatible GitHub Actions, while the other updates docker/build-push-action and a few other actions to latest versions. They are related, but not the same underlying change.", + "confidence": 0.88, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 42975 is the better canonical representative because it has the clearest, broader stated purpose: upgrading workflow actions for Node 24 compatibility across many files.", + "canonical_pr_reason": "PR 42975 is the more coherent representative: it has a clear, specific goal (Node 24 compatibility) and a broad but consistent set of workflow action upgrades tied to that compatibility work.", "best_issue_reason": null, - "best_pr_reason": "PR 42975 is the strongest standalone representative of the cluster since it addresses a concrete platform-compatibility goal rather than only refreshing a narrower action dependency.", + "best_pr_reason": "PR 42975 is the best cluster representative because its intent is explicit and narrower, making it easier to triage than the more generic 'latest versions' upgrade in 42976.", "soft_edge_verdicts": [ { "left": "pull_request:42975", "right": "pull_request:42976", "accept": false, - "reason": "Both are workflow dependency bumps, but they target different changes. 42975 upgrades several actions for Node 24 compatibility; 42976 specifically updates docker/build-push-action versions. They do not appear to fix the same underlying problem and would not naturally merge into one PR." + "reason": "Reject: both are GitHub Actions version bumps in shared workflow files, but they address different upgrade goals and action families. 42975 is about Node 24 compatibility for core workflow actions; 42976 is a separate docker/build-push-action/latest-version update. They do not look like the same concrete bug or change." } ] }, @@ -23572,7 +23728,7 @@ { "label": "pull_request", "component_index": 6, - "component_count": 33, + "component_count": 32, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -23593,7 +23749,7 @@ "pull_request:43448|pull_request:45490", "pull_request:45490|pull_request:46562" ], - "prepared_review_unit_hash": "7ea4ada15fd5532a27102bd16f521e758e3bad537708b411ccbf37a9c1595651", + "prepared_review_unit_hash": "ad38388bf2c30a6287a8199ea1f7938a947b19be259b48f0877190e0e888ce31", "component_budget": { "node_count": 4, "item_count": 4, @@ -23615,36 +23771,36 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are four separate model-addition PRs that only overlap on shared framework registration/docs files; they do not fix the same bug or implement the same model change, so none should be clustered as duplicates.", + "summary": "All four items are independent model-addition PRs, not duplicates: ViT NEPA, Molmo, CTSM, and Step 3.7 Flash each introduce different architectures, files, and code paths. The shared docs/auto-registry/test churn is broad model-onboarding overlap only.", "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "No single canonical PR for the cluster: each PR adds a different model (ViT NEPA, Molmo, CTSM, Step3p7) with only generic infrastructure overlap.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "46562 is the strongest single representative if one must be picked: it is a substantial, self-contained model addition with broad integration across auto-mapping, processing, modeling, and tests.", + "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "pull_request:42978", "right": "pull_request:43448", "accept": false, - "reason": "Different model additions (ViT NEPA vs Molmo); shared auto/docs files are expected for registration, not evidence of the same underlying change." + "reason": "Different model families (ViT NEPA vs Molmo) and different implementation surfaces; overlap is only generic model registration/docs work." }, { "left": "pull_request:42978", "right": "pull_request:45490", "accept": false, - "reason": "Different architectures and domains (vision model vs time-series CTSM); overlap is only in generic Transformers plumbing." + "reason": "ViT NEPA and CTSM are unrelated model additions with different code paths; shared auto/docs files are not enough to merge as one fix." }, { "left": "pull_request:43448", "right": "pull_request:45490", "accept": false, - "reason": "Molmo and CTSM are unrelated model implementations; they share only common repo-wide integration files." + "reason": "Molmo and CTSM are separate model ports with distinct configs, processors, and tests; no same underlying bug or change." }, { "left": "pull_request:45490", "right": "pull_request:46562", "accept": false, - "reason": "CTSM and Step3p7 target different code paths and model families; common auto/mapping changes are not enough to treat them as duplicates." + "reason": "CTSM is a time-series model addition, while Step 3.7 Flash is a different multimodal model; despite shared registry updates, they are not the same change." } ] }, @@ -23658,7 +23814,7 @@ { "label": "pull_request", "component_index": 7, - "component_count": 33, + "component_count": 32, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -23693,12 +23849,12 @@ "pull_request:46539|pull_request:46922", "pull_request:46886|pull_request:46922" ], - "prepared_review_unit_hash": "2a7f30f19a63ee0c2cd04e5cca0fc50df2684d4a61e55ae4eb9ee88889c0b7ea", + "prepared_review_unit_hash": "6e8327ed03de967de51fd95d41ec699536de21dc5625441de3117ff1b0e94ec3", "component_budget": { "node_count": 7, "item_count": 7, "soft_pair_count": 15, - "serialized_chars": 19601, + "serialized_chars": 19604, "estimated_input_tokens": 4901, "estimated_eval_tokens": 10058 }, @@ -23706,7 +23862,7 @@ "node_count": 7, "item_count": 7, "soft_pair_count": 15, - "serialized_chars": 19601, + "serialized_chars": 19604, "estimated_input_tokens": 4901, "estimated_eval_tokens": 10058 }, @@ -23715,108 +23871,108 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Only the two YOLOS PRs are true duplicates; the rest are generic fix/test PRs touching different models or subsystems and should stay separate.", - "confidence": 0.94, + "summary": "Only the YOLOS pair looks like a real duplicate: both PRs address the same device-mismatch problem in `src/transformers/models/yolos/modeling_yolos.py` and target the same issue. The other PRs are unrelated test-only or subsystem changes despite superficial title similarity.", + "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 46922 is the most complete YOLOS fix: it addresses the device-mismatch path directly and also includes the no-split-module change, subsuming PR 46886.", + "canonical_pr_reason": "`pull_request:46922` is the best canonical PR for the duplicate YOLOS fix pair because it addresses the same issue target as 46886 and includes the concrete forward-pass device placement fix alongside the split-module adjustment.", "best_issue_reason": null, - "best_pr_reason": "PR 46922 is the strongest representative for the cluster because it is the clearest and most complete concrete code fix among the candidates.", + "best_pr_reason": "`pull_request:46922` is the strongest representative of the duplicate cluster: same model, same file, same issue target, and the most direct code-path fix for the YOLOS device mismatch.", "soft_edge_verdicts": [ { "left": "pull_request:43291", "right": "pull_request:43665", "accept": false, - "reason": "Both are vague test-fix PRs, but they touch different models and different test files; no shared underlying bug." + "reason": "Different models and different changes: Whisper tokenizer/test fixes vs. CLIP/ViT test-only edits. Same broad \u2018tests\u2019 theme is not enough." }, { "left": "pull_request:43291", "right": "pull_request:44815", "accept": false, - "reason": "Whisper tokenizer/test changes are unrelated to the FP8 dequant/loading fix." + "reason": "Unrelated fixes in Whisper tokenization/tests vs. FP8 dequantization/loading code. No shared concrete bug." }, { "left": "pull_request:43291", "right": "pull_request:46380", "accept": false, - "reason": "Whisper test cleanup and generation/watermarking logic are different code paths." + "reason": "Whisper-specific test/tokenization work is unrelated to generation watermarking/CIS changes and broad test updates." }, { "left": "pull_request:43291", "right": "pull_request:46922", "accept": false, - "reason": "Whisper tests versus YOLOS device-mismatch fix are unrelated." + "reason": "Whisper tokenizer/test fix is unrelated to YOLOS device-mismatch code in a different model." }, { "left": "pull_request:43665", "right": "pull_request:46539", "accept": false, - "reason": "CLIP/ViT test changes are not the same issue as the Phimoe CI integration test fix." + "reason": "Both touch tests, but they target different models and different failure modes; not the same underlying bug or change." }, { "left": "pull_request:43665", "right": "pull_request:44815", "accept": false, - "reason": "Generic test edits in vision models do not match the FP8 dequant/core loading change." + "reason": "CLIP/ViT test assertions are unrelated to FP8 dequantization logic." }, { "left": "pull_request:43665", "right": "pull_request:46380", "accept": false, - "reason": "Test-only changes for CLIP/ViT are unrelated to generation config and whisper generation fixes." + "reason": "Different subsystems and no shared concrete code-path problem; only a superficial test-fix similarity." }, { "left": "pull_request:43665", "right": "pull_request:46922", "accept": false, - "reason": "Different models and different failure modes; only superficial similarity in being small fixes." + "reason": "CLIP/ViT test changes are unrelated to the YOLOS runtime device-mismatch fix." }, { "left": "pull_request:44815", "right": "pull_request:46539", "accept": false, - "reason": "FP8 dequant/loading logic and Phimoe integration CI setup are different problems." + "reason": "FP8/dequantization changes are unrelated to Phimoe CI/integration-test infrastructure." }, { "left": "pull_request:44815", "right": "pull_request:46380", "accept": false, - "reason": "No shared concrete code path; FP8 quantization fix does not overlap with generation/watermarking and whisper changes." + "reason": "Different areas: FP8 loading/quantization vs generation config validation and generation behavior." }, { "left": "pull_request:44815", "right": "pull_request:46922", "accept": false, - "reason": "FP8 dequant fix and YOLOS device placement fix are unrelated." + "reason": "No shared concrete bug: FP8 dequantization vs YOLOS device placement." }, { "left": "pull_request:46380", "right": "pull_request:46539", "accept": false, - "reason": "Generation config/watermarking and CI runner memory/device-map setup are different subsystems." + "reason": "Generation/watermarking config changes are unrelated to Phimoe test-environment fixes." }, { "left": "pull_request:46380", "right": "pull_request:46922", "accept": false, - "reason": "Wholly different areas: generation config versus YOLOS model device handling." + "reason": "Generation config validation and YOLOS device mismatch are different bugs in different code paths." }, { "left": "pull_request:46539", "right": "pull_request:46922", "accept": false, - "reason": "CI infrastructure for Phimoe is unrelated to the YOLOS device-mismatch bug." + "reason": "CI runner memory/device-map test harness fixes are unrelated to YOLOS model execution changes." }, { "left": "pull_request:46886", "right": "pull_request:46922", "accept": true, - "reason": "Same YOLOS device-mismatch/device_map='auto' bug; both target issue 46869 and the later PR adds the missing direct device fix alongside the same split-module guard." + "reason": "Both PRs fix the same YOLOS device-mismatch issue in the same file and target the same underlying `device_map=\"auto\"` problem; the second is a plausible consolidation of the first." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is well-grounded in the packet: only the two YOLOS PRs share the same file and issue target, and the rest are clearly different models/subsystems. The soft-edge verdicts are conservative, with the one true duplicate pair correctly accepted and the others reasonably rejected as not mergeable into a single bugfix PR." + "feedback": "The summary is grounded in the packet and stays conservative. The YOLOS pair is the only clearly mergeable duplicate, with shared file and issue target evidence, and the other rejections are supported by distinct models/subsystems or unrelated code paths." }, "evaluator_used": true, "retried": false, @@ -23827,7 +23983,7 @@ { "label": "pull_request", "component_index": 8, - "component_count": 33, + "component_count": 32, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -23846,7 +24002,7 @@ "pull_request:43488|pull_request:43532", "pull_request:43532|pull_request:46747" ], - "prepared_review_unit_hash": "f11a602ea787e5434e84f5d13bebb9907a19dc87bc22a8cf6ca02e5d2eee3521", + "prepared_review_unit_hash": "a3365d56c5a32cb350bdceb5f5d49409e0accbc26f7682b468488067a5e1bd8a", "component_budget": { "node_count": 3, "item_count": 3, @@ -23868,30 +24024,30 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "All three pull requests are unrelated '[don't merge]' test or demo changes. They touch different files and different workflows/code paths, so none are duplicates of each other.", + "summary": "All three pull requests are unrelated synthetic \"don't merge\"/test PRs touching different code paths, so they should not be clustered as duplicates.", "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "No single PR represents the same underlying change as the others; they are separate test PRs with different purposes. If a representative is needed, PR 46747 is the cleanest single-file workflow tweak.", + "canonical_pr_reason": "PR 46747 is the most self-contained and concrete change: a single workflow file altering the security-gate trigger. The other PRs are broader demo/test PRs with unrelated workflow and test edits.", "best_issue_reason": null, - "best_pr_reason": "PR 46747 is the most self-contained and concrete change: one workflow file with a narrow trigger update, unlike the broader or multi-file test PRs.", + "best_pr_reason": "PR 46747 is the best representative because it has the narrowest, clearest scope and a single identifiable code-path change, making it the least ambiguous PR in the set.", "soft_edge_verdicts": [ { "left": "pull_request:43488", "right": "pull_request:46747", "accept": false, - "reason": "Different changes: 43488 is a setup/version/dependency test PR, while 46747 alters a security-gate workflow trigger. They do not fix the same bug or change." + "reason": "Different changes: 43488 is a setup/version/dependency and Vit test tweak, while 46747 only changes the PR CI security-gate workflow trigger. They do not fix the same underlying bug or change." }, { "left": "pull_request:43488", "right": "pull_request:43532", "accept": false, - "reason": "Only superficial overlap via the vit test file; 43488 is about repo-bot/version formatting and dependencies, while 43532 is a workflow/diff-display test PR." + "reason": "43488 is about setup metadata/dependencies and a Vit test, whereas 43532 rewires several GitHub workflows plus testing utilities. The overlap is superficial, not the same concrete change." }, { "left": "pull_request:43532", "right": "pull_request:46747", "accept": false, - "reason": "Both mention workflows, but they modify different workflow files for different behaviors. They are not the same underlying change and would not merge as one PR." + "reason": "43532 is a multi-file workflow/testing utility demo PR; 46747 is a single-workflow security-gate trigger change. They are not the same code-path problem and would not plausibly merge into one PR." } ] }, @@ -23905,7 +24061,7 @@ { "label": "pull_request", "component_index": 9, - "component_count": 33, + "component_count": 32, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -23921,12 +24077,12 @@ "soft_pairs": [ "pull_request:43612|pull_request:43613" ], - "prepared_review_unit_hash": "c19ae61ce20962412cc97de9c6cea0cbe99d1b92839240722c1ecbbef8a6893e", + "prepared_review_unit_hash": "b07a9a5c9ba83b8e1005aa399b6bb7243b77b0c8ff0dcbcfdf96048dcdd8aac6", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6083, + "serialized_chars": 6081, "estimated_input_tokens": 1521, "estimated_eval_tokens": 3298 }, @@ -23934,7 +24090,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6083, + "serialized_chars": 6081, "estimated_input_tokens": 1521, "estimated_eval_tokens": 3298 }, @@ -23943,18 +24099,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are closely related pipeline-adding PRs in the same area, but they implement different features and should not be merged as duplicates: one adds Promptable Concept Segmentation, the other adds Promptable Visual Segmentation.", - "confidence": 0.95, + "summary": "These are related in theme but not duplicates: one adds a Promptable Concept Segmentation pipeline, the other a Promptable Visual Segmentation pipeline. They share docs and pipeline scaffolding, but target different task definitions and model integrations.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "No true canonical duplicate PR here; if forced to pick one representative, PR 43613 is slightly broader and more central to the shared multimodal segmentation pipeline work.", + "canonical_pr_reason": "No canonical PR: the PRs implement different pipeline features for different segmentation tasks, so they should remain separate.", "best_issue_reason": null, - "best_pr_reason": "PR 43613 is the better standalone representative because it covers a larger surface area and adds more model/test integration, but it is still a distinct feature from PR 43612.", + "best_pr_reason": "If one PR has to represent the cluster, PR #43613 is slightly broader and more mature in supporting integrations/tests, but it is not a duplicate of #43612.", "soft_edge_verdicts": [ { "left": "pull_request:43612", "right": "pull_request:43613", "accept": false, - "reason": "Reject: they target different concrete pipelines and APIs (concept segmentation vs visual segmentation). Shared docs, registry, and test scaffolding are not enough to treat them as the same underlying change." + "reason": "Different underlying changes: concept segmentation vs visual segmentation. Shared docs, registry, and pipeline plumbing are expected for sibling features, not evidence of the same fix or mergeable duplicate PR." } ] }, @@ -23968,7 +24124,7 @@ { "label": "pull_request", "component_index": 10, - "component_count": 33, + "component_count": 32, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -23984,7 +24140,7 @@ "soft_pairs": [ "pull_request:43651|pull_request:43663" ], - "prepared_review_unit_hash": "b7410709e84ca5c17e15c14e06dfcce691fe65753345b30a6cbe646e2efcad65", + "prepared_review_unit_hash": "a042d4841466180204e1034e0e657cec0aee6f5df24d10dc3a20d68b758bd585", "component_budget": { "node_count": 2, "item_count": 2, @@ -24006,18 +24162,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two PRs both modify `trainer.py`, but they address different trainer behaviors: one changes gradient-accumulation loss scaling, the other refactors signature-column filtering for column removal. They are not the same underlying change.", - "confidence": 0.98, + "summary": "Two distinct trainer.py PRs: one adjusts gradient-accumulation loss scaling in `training_step`, the other adds a helper for signature-column filtering. They touch the same file but different code paths and are not duplicates.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #43651 is the clearer canonical item for the cluster because it makes a focused behavior change in training loss scaling and introduces a concrete hook for custom trainers.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "PR #43651 is the better representative because its purpose is narrowly defined and the diff directly changes the training-step loss-scaling path; PR #43663 is a separate refactor of input-column inspection.", + "best_pr_reason": "If forced to pick a representative, PR #43651 is the more self-contained bugfix around loss scaling; PR #43663 is a separate extensibility hook for column filtering, not a duplicate.", "soft_edge_verdicts": [ { "left": "pull_request:43651", "right": "pull_request:43663", "accept": false, - "reason": "Different code paths and different goals: loss scaling during training vs. signature column derivation for filtering. Shared filename alone is not enough to treat them as duplicates." + "reason": "Different underlying changes: gradient-accumulation loss scaling vs. dataset/signature column filtering. Shared file alone is not enough to treat them as the same fix." } ] }, @@ -24031,7 +24187,7 @@ { "label": "pull_request", "component_index": 11, - "component_count": 33, + "component_count": 32, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -24047,12 +24203,12 @@ "soft_pairs": [ "pull_request:43656|pull_request:43842" ], - "prepared_review_unit_hash": "275dd27bff1549111c6a1485377a8853ae865ad9e5bfd1edee82e0c01b045b44", + "prepared_review_unit_hash": "8bf5a6591c65b305fb519a074a972b468ac1a60858c6af7a357389e3e4f28842", "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 }, @@ -24060,7 +24216,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 3663, + "serialized_chars": 3664, "estimated_input_tokens": 916, "estimated_eval_tokens": 2088 }, @@ -24069,18 +24225,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs touch `src/transformers/cli/serve.py` and mention `TypeAdapter`, but they appear to fix different annotation/import-time problems rather than the same concrete bug. One is a broader `from __future__ import annotations` typing cleanup, while the other specifically handles `TypeAdapter` when `pydantic` is absent.", - "confidence": 0.82, + "summary": "Two open PRs touch the same CLI file but appear to address different NameError-related problems: one is a broader typing/future-annotations cleanup, the other specifically fixes a TypeAdapter import/annotation issue when pydantic is absent. They should not be merged as duplicates.", + "confidence": 0.86, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 43842 is the more specific and better-scoped fix: it explicitly guards the `TypeAdapter` import under `TYPE_CHECKING` and quotes the annotation, directly addressing the optional-`pydantic` NameError path.", + "canonical_pr_reason": "No issue artifact is present; among the PRs, #43842 is the more canonical fix because it directly targets the runtime NameError around TypeAdapter/pydantic absence and has the more precise problem statement.", "best_issue_reason": null, - "best_pr_reason": "PR 43842 is the strongest representative of this cluster because its title, issue target, and diff all align on the concrete `TypeAdapter`/missing-`pydantic` failure mode.", + "best_pr_reason": "PR #43842 is the better representative because it matches the concrete bug described in its title and diff: avoiding a TypeAdapter NameError when pydantic is not installed. PR #43656 looks like a separate typing-related refactor/fix rather than the same underlying bug.", "soft_edge_verdicts": [ { "left": "pull_request:43656", "right": "pull_request:43842", "accept": false, - "reason": "Related file and symbol, but the fixes target different runtime/type-annotation failure modes; they are not clearly the same bug and would not naturally be merged as one PR." + "reason": "Same file and related annotations, but different underlying problems: #43656 adds future annotations and adjusts type hints broadly, while #43842 specifically imports TypeAdapter under TYPE_CHECKING and quotes the annotation to avoid a pydantic-not-installed NameError. They are not the same fix." } ] }, @@ -24094,7 +24250,7 @@ { "label": "pull_request", "component_index": 12, - "component_count": 33, + "component_count": 32, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -24160,7 +24316,7 @@ { "label": "pull_request", "component_index": 13, - "component_count": 33, + "component_count": 32, "review_unit_index": 1, "review_unit_count": 2, "status": "reviewed", @@ -24217,8 +24373,8 @@ "pull_request:44019|pull_request:44085", "pull_request:44018|pull_request:44019", "pull_request:44019|pull_request:44071", - "pull_request:44018|pull_request:44116", "pull_request:44068|pull_request:44116", + "pull_request:44018|pull_request:44116", "pull_request:44068|pull_request:44722", "pull_request:44071|pull_request:44722", "pull_request:44018|pull_request:44085", @@ -24240,8 +24396,8 @@ "pull_request:44073|pull_request:44161", "pull_request:44073|pull_request:44101", "pull_request:44059|pull_request:44071", - "pull_request:44056|pull_request:44101", "pull_request:44018|pull_request:44059", + "pull_request:44056|pull_request:44101", "pull_request:44059|pull_request:44066", "pull_request:44101|pull_request:44161", "pull_request:43997|pull_request:44017", @@ -24273,20 +24429,20 @@ "pull_request:44024|pull_request:44076", "pull_request:44073|pull_request:44074" ], - "prepared_review_unit_hash": "d9edcba9ca529763de101e1b6c708a577515a17856fa095ab9c9a44d26252512", + "prepared_review_unit_hash": "82e9cbe364db472204256a350590f35680a1bc460ca2da3bf301e8a946d55452", "component_budget": { "node_count": 28, "item_count": 28, "soft_pair_count": 76, - "serialized_chars": 84111, - "estimated_input_tokens": 21028, - "estimated_eval_tokens": 42312 + "serialized_chars": 84115, + "estimated_input_tokens": 21029, + "estimated_eval_tokens": 42314 }, "budget": { "node_count": 28, "item_count": 28, "soft_pair_count": 72, - "serialized_chars": 76933, + "serialized_chars": 76936, "estimated_input_tokens": 19234, "estimated_eval_tokens": 38724 }, @@ -24295,126 +24451,126 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a family of model-specific refactors that standardize output tracing / capture_outputs across Transformers models. Most PRs are not duplicates of each other because they touch different model code paths; the only clear overlaps are within the GPT-J/CodeGen subcluster and the GPT-Neo pair.", - "confidence": 0.91, - "canonical_issue_reason": null, - "canonical_pr_reason": "PR 44722 is the strongest representative of the overlapping GPT-J/CodeGen subcluster: it targets the same output-tracing refactor as the other GPT-J PRs, touches the same concrete files, and is the most complete/latest instance among the clearly overlapping changes.", - "best_issue_reason": null, - "best_pr_reason": "44722 is the best overall PR anchor for this cluster because it has the clearest concrete overlap with other accepted duplicates and the strongest explicit refactor framing; the rest of the cluster is too model-diverse to share one canonical PR cleanly.", + "summary": "This cluster is mostly a family of model-by-model output-tracing refactors under issue #43979. The only true duplicates are the same-model GPT-Neo and GPT-J/CodeGen variants; most other PRs are related theme-wise but touch different model code paths and should stay separate.", + "confidence": 0.89, + "canonical_issue_reason": "#43979 is the shared tracking issue referenced by many of these PRs and is the natural umbrella for the standardized output-tracing refactor work.", + "canonical_pr_reason": "#44722 is the best single anchor: it is the latest and broadest GPT-J/CodeGen output-tracing refactor and directly overlaps with the other GPT-J duplicates.", + "best_issue_reason": "#43979 best represents the whole cluster because it is the common upstream issue that ties the model-specific refactor PRs together.", + "best_pr_reason": "#44722 is the best representative PR because it subsumes the strongest duplicate subgroup (GPT-J/CodeGen) while still clearly being part of the tracked output-tracing migration.", "soft_edge_verdicts": [ { "left": "pull_request:43996", "right": "pull_request:44085", "accept": false, - "reason": "Different model families (CVT/FNet vs GPT-J); same refactor theme is too broad to be a duplicate." + "reason": "Same general output-tracing theme, but different model code paths; not a duplicate change." }, { "left": "pull_request:43996", "right": "pull_request:44044", "accept": false, - "reason": "Different models and code paths (CVT/FNet vs DeBERTa V2)." + "reason": "Different models/files; only the tracker is shared, not the concrete fix." }, { "left": "pull_request:44066", "right": "pull_request:44085", "accept": true, - "reason": "Both refactor GPT-J output tracing in the same file/code path; 44066 is a broader superset that also includes CodeGen." + "reason": "Same GPT-J output-tracing refactor in the same file; these are duplicate iterations of the same change." }, { "left": "pull_request:44007", "right": "pull_request:44072", "accept": false, - "reason": "RegNet/ResNet vs EfficientNet are distinct implementations, not the same underlying change." + "reason": "Both are standardized output-tracing refactors, but they target different model implementations." }, { "left": "pull_request:44072", "right": "pull_request:44722", "accept": false, - "reason": "EfficientNet and GPT-J/CodeGen are unrelated model paths." + "reason": "EfficientNet and GPT-J/CodeGen are different code paths; related theme only." }, { "left": "pull_request:44066", "right": "pull_request:44072", "accept": false, - "reason": "GPT-J/CodeGen output tracing vs EfficientNet output tracing are different concrete changes." + "reason": "GPT-J/CodeGen versus EfficientNet; different model-specific refactors." }, { "left": "pull_request:44013", "right": "pull_request:44044", "accept": false, - "reason": "MobileNetV2 vs DeBERTa V2; only the refactor pattern is shared." + "reason": "MobileNetV2 and DeBERTa-v2 are unrelated concrete fixes despite similar decorator migration patterns." }, { "left": "pull_request:44066", "right": "pull_request:44086", "accept": false, - "reason": "GPT-J/CodeGen refactor vs MGP-STR refactor; unrelated code paths." + "reason": "Different models and different implementation paths; not mergeable as one PR." }, { "left": "pull_request:44018", "right": "pull_request:44068", "accept": true, - "reason": "Both target GPT-Neo output tracing in the same model/file, and appear to be alternate versions of the same refactor." + "reason": "Same GPT-Neo output-tracing refactor in the same model/file; duplicate work on the same change." }, { "left": "pull_request:44066", "right": "pull_request:44071", "accept": false, - "reason": "GPT-J/CodeGen vs MPT; different model families." + "reason": "GPT-J versus MPT; same umbrella pattern but not the same underlying change." }, { "left": "pull_request:44066", "right": "pull_request:44068", "accept": false, - "reason": "GPT-J/CodeGen and GPT-Neo are different model code paths." + "reason": "GPT-J/CodeGen and GPT-Neo are distinct model implementations." }, { "left": "pull_request:44018", "right": "pull_request:44066", "accept": false, - "reason": "GPT-Neo vs GPT-J/CodeGen; same issue theme but not the same change." + "reason": "Different model families; only the output-tracing migration theme is shared." }, { "left": "pull_request:44019", "right": "pull_request:44722", "accept": false, - "reason": "ResNet output tracing is unrelated to GPT-J/CodeGen output tracing." + "reason": "ResNet and GPT-J/CodeGen are unrelated concrete code paths." }, { "left": "pull_request:44086", "right": "pull_request:44722", "accept": false, - "reason": "MGP-STR and GPT-J/CodeGen are unrelated model implementations." + "reason": "MGP-STR and GPT-J/CodeGen are different model-specific refactors." }, { "left": "pull_request:44019", "right": "pull_request:44085", "accept": false, - "reason": "ResNet and GPT-J are different model paths." + "reason": "ResNet versus GPT-J; same tracking idea, but not the same bug or patch." }, { "left": "pull_request:44018", "right": "pull_request:44019", "accept": false, - "reason": "GPT-Neo and ResNet are unrelated." + "reason": "GPT-Neo and ResNet are separate model implementations." }, { "left": "pull_request:44019", "right": "pull_request:44071", "accept": false, - "reason": "ResNet vs MPT; same broad pattern but not the same concrete change." + "reason": "Different models and different code paths." }, { - "left": "pull_request:44018", + "left": "pull_request:44068", "right": "pull_request:44116", "accept": false, - "reason": "GPT-Neo vs Flaubert/XLM; different model families." + "reason": "GPT-Neo and Flaubert are distinct refactors." }, { - "left": "pull_request:44068", + "left": "pull_request:44018", "right": "pull_request:44116", "accept": false, - "reason": "GPT-Neo vs Flaubert/XLM; only the decorator refactor theme overlaps." + "reason": "GPT-Neo versus Flaubert; related pattern, not duplicate change." }, { "left": "pull_request:44068", @@ -24426,259 +24582,265 @@ "left": "pull_request:44071", "right": "pull_request:44722", "accept": false, - "reason": "MPT and GPT-J/CodeGen are unrelated implementations." + "reason": "MPT and GPT-J/CodeGen are separate implementations." }, { "left": "pull_request:44018", "right": "pull_request:44085", "accept": false, - "reason": "GPT-Neo vs GPT-J; different model-specific refactors." + "reason": "GPT-Neo and GPT-J are different model refactors." }, { "left": "pull_request:44018", "right": "pull_request:44086", "accept": false, - "reason": "GPT-Neo vs MGP-STR, unrelated." + "reason": "Different models; only similar output-tracing cleanup." }, { "left": "pull_request:44068", "right": "pull_request:44086", "accept": false, - "reason": "GPT-Neo vs MGP-STR, unrelated." - }, - { - "left": "pull_request:44071", - "right": "pull_request:44085", - "accept": false, - "reason": "MPT vs GPT-J; not the same code-path problem." + "reason": "GPT-Neo and MGP-STR are unrelated code paths." }, { - "left": "pull_request:44086", - "right": "pull_request:44085", + "left": "pull_request:44059", + "right": "pull_request:44086", "accept": false, - "reason": "MGP-STR and GPT-J are different model families." + "reason": "GPT-2 and MGP-STR are separate model fixes." }, { "left": "pull_request:44059", - "right": "pull_request:44086", + "right": "pull_request:44722", "accept": false, - "reason": "GPT2 vs MGP-STR; unrelated changes." + "reason": "GPT-2 is a different concrete implementation from GPT-J/CodeGen." }, { "left": "pull_request:44018", "right": "pull_request:44071", "accept": false, - "reason": "GPT-Neo vs MPT, different models." + "reason": "GPT-Neo and MPT are distinct model-specific changes." }, { "left": "pull_request:44017", "right": "pull_request:44161", "accept": false, - "reason": "SegFormer vs LongT5; same standardized-output theme but not the same underlying change." + "reason": "SegFormer and LongT5 are unrelated concrete refactors." }, { "left": "pull_request:44017", "right": "pull_request:44073", "accept": false, - "reason": "SegFormer vs VisualBERT are different model paths." + "reason": "SegFormer and VisualBERT are different models; same pattern only." }, { "left": "pull_request:44017", "right": "pull_request:44722", "accept": false, - "reason": "SegFormer output tracing is unrelated to GPT-J/CodeGen." + "reason": "SegFormer and GPT-J/CodeGen are unrelated code paths." }, { "left": "pull_request:44068", "right": "pull_request:44071", "accept": false, - "reason": "GPT-Neo vs MPT; different model-specific changes." + "reason": "GPT-Neo and MPT are different model implementations." }, { "left": "pull_request:43997", "right": "pull_request:44073", "accept": false, - "reason": "RegNet vs VisualBERT are unrelated models." + "reason": "RegNet and VisualBERT are separate refactors." }, { "left": "pull_request:44017", "right": "pull_request:44071", "accept": false, - "reason": "SegFormer vs MPT; same refactor pattern only." - }, - { - "left": "pull_request:44071", - "right": "pull_request:44086", - "accept": false, - "reason": "MPT vs MGP-STR; unrelated model code paths." - }, - { - "left": "pull_request:44073", - "right": "pull_request:44161", - "accept": false, - "reason": "VisualBERT vs LongT5; not the same concrete change." + "reason": "SegFormer and MPT are different concrete model changes." }, { "left": "pull_request:44073", - "right": "pull_request:44101", + "right": "pull_request:44074", "accept": false, - "reason": "VisualBERT vs Flaubert/XLM; different model families." + "reason": "VisualBERT and TextNet are different models; not the same fix." }, { "left": "pull_request:44059", "right": "pull_request:44071", "accept": false, - "reason": "GPT2 vs MPT are distinct model implementations." + "reason": "GPT-2 and MPT are distinct code paths." }, { - "left": "pull_request:44056", - "right": "pull_request:44101", + "left": "pull_request:44018", + "right": "pull_request:44059", "accept": false, - "reason": "MPNet vs Flaubert/XLM; unrelated." + "reason": "GPT-Neo and GPT-2 are different implementations." }, { - "left": "pull_request:44018", - "right": "pull_request:44059", + "left": "pull_request:44056", + "right": "pull_request:44101", "accept": false, - "reason": "GPT-Neo vs GPT2; same general refactor theme, different models." + "reason": "MPNet and Flaubert/XLM are unrelated concrete changes." }, { "left": "pull_request:44059", "right": "pull_request:44066", "accept": false, - "reason": "GPT2 vs GPT-J/CodeGen; unrelated concrete changes." + "reason": "GPT-2 versus GPT-J/CodeGen; same theme, different model code." }, { "left": "pull_request:44101", "right": "pull_request:44161", "accept": false, - "reason": "Flaubert/XLM vs LongT5; different model paths." + "reason": "Flaubert/XLM and LongT5 are different code paths." }, { "left": "pull_request:43997", "right": "pull_request:44017", "accept": false, - "reason": "RegNet vs SegFormer are unrelated implementations." + "reason": "RegNet/ResNet family versus SegFormer; not the same underlying patch." }, { "left": "pull_request:43997", "right": "pull_request:44056", "accept": false, - "reason": "RegNet vs MPNet; same theme, different code paths." + "reason": "RegNet/ResNet and MPNet are different model implementations." }, { "left": "pull_request:44071", "right": "pull_request:44076", "accept": false, - "reason": "MPT vs ImageGPT; different models." + "reason": "MPT and ImageGPT are unrelated concrete changes." }, { "left": "pull_request:44074", "right": "pull_request:44101", "accept": false, - "reason": "TextNet vs Flaubert/XLM are unrelated." + "reason": "TextNet and Flaubert/XLM are different model refactors." }, { "left": "pull_request:44056", "right": "pull_request:44161", "accept": false, - "reason": "MPNet vs LongT5; different model-specific refactors." + "reason": "MPNet and LongT5 are different code paths." }, { "left": "pull_request:43997", "right": "pull_request:44018", "accept": false, - "reason": "RegNet vs GPT-Neo; unrelated changes." + "reason": "RegNet/ResNet and GPT-Neo are unrelated concrete fixes." }, { "left": "pull_request:43997", "right": "pull_request:44161", "accept": false, - "reason": "RegNet vs LongT5 are unrelated model families." + "reason": "RegNet/ResNet and LongT5 are different model-specific changes." }, { "left": "pull_request:44074", "right": "pull_request:44161", "accept": false, - "reason": "TextNet vs LongT5; different code paths." + "reason": "TextNet and LongT5 are separate refactors." }, { "left": "pull_request:44010", "right": "pull_request:44071", "accept": false, - "reason": "SqueezeBERT vs MPT; unrelated models." + "reason": "SqueezeBERT and MPT are different model code paths." }, { "left": "pull_request:44018", "right": "pull_request:44129", "accept": false, - "reason": "GPT-Neo vs SpeechT5; different model families." + "reason": "GPT-Neo and SpeechT5 are unrelated concrete changes." }, { "left": "pull_request:44010", "right": "pull_request:44073", "accept": false, - "reason": "SqueezeBERT vs VisualBERT; same refactor theme only." + "reason": "SqueezeBERT and VisualBERT are different model-specific refactors." }, { - "left": "pull_request:43997", - "right": "pull_request:44074", + "left": "pull_request:44074", + "right": "pull_request:44154", + "accept": false, + "reason": "TextNet and VITS are unrelated code paths." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44161", "accept": false, - "reason": "RegNet vs TextNet; unrelated model implementations." + "reason": "MPNet and LongT5 are different model implementations." }, { "left": "pull_request:44010", "right": "pull_request:44018", "accept": false, - "reason": "SqueezeBERT vs GPT-Neo are different code paths." + "reason": "SqueezeBERT and GPT-Neo are different models." }, { "left": "pull_request:44044", "right": "pull_request:44074", "accept": false, - "reason": "DeBERTa V2 vs TextNet; unrelated." + "reason": "DeBERTa-v2 and TextNet are separate changes." }, { - "left": "pull_request:44024", - "right": "pull_request:44076", + "left": "pull_request:44066", + "right": "pull_request:44722", + "accept": true, + "reason": "Same GPT-J/CodeGen output-tracing refactor; 44722 is a later, broader iteration of the same patch." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44722", + "accept": true, + "reason": "Same GPT-J refactor in the same file; 44722 clearly overlaps and subsumes the earlier variant." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44129", "accept": false, - "reason": "FocalNet vs ImageGPT; different model-specific changes." + "reason": "GPT-J and SpeechT5 are different model code paths." }, { - "left": "pull_request:44073", - "right": "pull_request:44074", + "left": "pull_request:43996", + "right": "pull_request:44007", + "accept": false, + "reason": "FNet/CVT and RegNet/ResNet are different model-specific refactors." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44129", "accept": false, - "reason": "VisualBERT vs TextNet; not the same underlying change." + "reason": "FNet/CVT and SpeechT5 are unrelated concrete changes." }, { "left": "pull_request:44044", "right": "pull_request:44129", "accept": false, - "reason": "DeBERTa V2 vs SpeechT5 are unrelated model paths." + "reason": "DeBERTa-v2 and SpeechT5 are different models and fixes." }, { "left": "pull_request:44044", "right": "pull_request:44154", "accept": false, - "reason": "DeBERTa V2 vs VITS; different concrete refactors." + "reason": "DeBERTa-v2 and VITS are unrelated code paths." }, { - "left": "pull_request:44066", - "right": "pull_request:44722", - "accept": true, - "reason": "Same GPT-J/CodeGen output-tracing refactor family, with matching filenames and overlapping implementation changes." + "left": "pull_request:44024", + "right": "pull_request:44076", + "accept": false, + "reason": "FocalNet and ImageGPT are different model implementations." }, { - "left": "pull_request:44085", - "right": "pull_request:44722", - "accept": true, - "reason": "Both are GPT-J output-tracing refactors on the same file and could plausibly be merged into one PR." + "left": "pull_request:44073", + "right": "pull_request:44074", + "accept": false, + "reason": "VisualBERT and TextNet are separate refactors." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet: it keeps the broad family-level refactor theme, but correctly narrows duplicate-like overlap to the same-model GPT-J/CodeGen and GPT-Neo subclusters. The accepted soft-edge pairs all look mergeable as single bugfix PRs, and the rejected pairs are conservatively separated by model family/code path. No obvious overstatement beyond the evidence." + "feedback": "The cluster summary is grounded in the packet: #43979 is the shared umbrella issue for the output-tracing migration, and the only clear duplicate subgroup is the same-model GPT-Neo and GPT-J/CodeGen variants. The soft-edge verdicts stay conservative by only accepting same-model, same-file overlaps, while treating cross-model overlaps as related-but-separate." }, "evaluator_used": true, "retried": false, @@ -24689,7 +24851,7 @@ { "label": "pull_request", "component_index": 13, - "component_count": 33, + "component_count": 32, "review_unit_index": 2, "review_unit_count": 2, "status": "reviewed", @@ -24712,58 +24874,58 @@ "pull_request:43997|pull_request:44010", "pull_request:44010|pull_request:44129" ], - "prepared_review_unit_hash": "f093ec7de7c9c150b2b9270c1ee4944e41cabfcb005e4a790d1db838f884651e", + "prepared_review_unit_hash": "6f9eb7bd3445f99018a4480504f747c3be056d5b72652b82beae0278b8d8812c", "component_budget": { "node_count": 28, "item_count": 28, "soft_pair_count": 76, - "serialized_chars": 84111, - "estimated_input_tokens": 21028, - "estimated_eval_tokens": 42312 + "serialized_chars": 84115, + "estimated_input_tokens": 21029, + "estimated_eval_tokens": 42314 }, "budget": { "node_count": 6, "item_count": 6, "soft_pair_count": 4, - "serialized_chars": 12756, - "estimated_input_tokens": 3189, - "estimated_eval_tokens": 6634 + "serialized_chars": 12757, + "estimated_input_tokens": 3190, + "estimated_eval_tokens": 6636 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These PRs are all variants of the same broad refactor pattern\u2014migrating different models to standardized output tracing/capture decorators\u2014but they touch different model implementations and code paths, so they are not duplicates of one another.", - "confidence": 0.89, + "summary": "This cluster is a set of related but model-specific refactors to standardized output tracing/capture_outputs across different architectures. They share the same general migration theme, but each PR touches a different code path, so they should not be merged as duplicates.", + "confidence": 0.92, "canonical_issue_reason": null, - "canonical_pr_reason": "No single PR is a true duplicate anchor, but PR #44010 is the most representative of the cluster theme: it explicitly refactors a model to standardized output collection decorators, has review activity, and is a clean example of the pattern seen across the others.", + "canonical_pr_reason": "PR 44129 is the most clearly scoped and explicitly issue-linked change, making it the best anchor for the cluster despite being model-specific.", "best_issue_reason": null, - "best_pr_reason": "PR #44129 is the strongest standalone candidate for triage because it includes an explicit issue target, a substantial output-tracing refactor in a concrete model path, and enough detail to understand the intended change without needing the rest of the cluster.", + "best_pr_reason": "PR 44129 is the strongest representative: it has an explicit issue target, a substantial implementation change, and clearly reflects the standardized output-capture refactor pattern.", "soft_edge_verdicts": [ { "left": "pull_request:44056", "right": "pull_request:44073", "accept": false, - "reason": "Both are standardized output-tracing refactors, but they target different models (MPNet vs VisualBert) and different internal layers. Same refactor theme, not the same underlying bug/change." + "reason": "Both are output-tracing refactors, but they target different model implementations (MPNet vs VisualBert) and different internal modules. Same migration pattern, not the same concrete bug/change." }, { "left": "pull_request:44056", "right": "pull_request:44074", "accept": false, - "reason": "These touch different model implementations (MPNet vs TextNet). They share a refactor pattern, but not a single concrete code-path fix." + "reason": "These are separate model-specific refactors (MPNet vs TextNet). They share a broad output-capture modernization theme, but not a single code-path fix that would plausibly be one PR." }, { "left": "pull_request:43997", "right": "pull_request:44010", "accept": false, - "reason": "RegNet and SqueezeBert are unrelated model code paths. The similarity is only the migration pattern, so they should not be merged as duplicates." + "reason": "RegNet and SqueezeBert are unrelated model files and the diffs show independent standardized-output migrations. Similar intent, but not duplicate work on the same underlying change." }, { "left": "pull_request:44010", "right": "pull_request:44129", "accept": false, - "reason": "SqueezeBert and SpeechT5 are separate model stacks with different forward/output mechanics. Both are output-tracing refactors, but not the same underlying change." + "reason": "Both refactor output handling, but SqueezeBert and SpeechT5 have different implementations and different scopes. The shared topic is too broad to treat as the same change." } ] }, @@ -24777,7 +24939,7 @@ { "label": "pull_request", "component_index": 14, - "component_count": 33, + "component_count": 32, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -24843,268 +25005,268 @@ "pull_request:44028|pull_request:44030", "pull_request:44029|pull_request:44030" ], - "prepared_review_unit_hash": "609d579b637123ea9204aaf283ee90fc2880469c617046a01dd4e01ee4373da3", + "prepared_review_unit_hash": "5876a61fc38e329008ac02b514f5f079b7c912b6d0613a2d502ef6146d0ccc0b", "component_budget": { "node_count": 13, "item_count": 13, "soft_pair_count": 40, - "serialized_chars": 40172, - "estimated_input_tokens": 10043, - "estimated_eval_tokens": 20342 + "serialized_chars": 40178, + "estimated_input_tokens": 10045, + "estimated_eval_tokens": 20346 }, "budget": { "node_count": 13, "item_count": 13, "soft_pair_count": 40, - "serialized_chars": 40172, - "estimated_input_tokens": 10043, - "estimated_eval_tokens": 20342 + "serialized_chars": 40178, + "estimated_input_tokens": 10045, + "estimated_eval_tokens": 20346 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is a set of parallel, model-specific output-tracing refactors, not duplicate fixes. The PRs share a pattern and tooling, but each one targets a different architecture and code path, so they should stay separate.", - "confidence": 0.93, + "summary": "These PRs share a common output-tracing refactor style, but they are mostly model-specific changes across different code paths, so they should not be collapsed as duplicates.", + "confidence": 0.86, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 44003 is the broadest representative in the set, spanning both `falcon_mamba` and `mamba` and showing the clearest instance of the shared output-tracing refactor pattern.", + "canonical_pr_reason": "PR 44025 is a good representative of the cluster: it applies the output-tracing refactor cleanly to two closely related models and shows the core `can_return_tuple` pattern without extra unrelated complexity.", "best_issue_reason": null, - "best_pr_reason": "PR 44003 is the strongest representative of this cluster because it covers multiple related Mamba-family files and the core tracing machinery, making it the best single exemplar of the refactor series.", + "best_pr_reason": "PR 44025 is the best global representative because it captures the shared refactor theme in a straightforward, self-contained way.", "soft_edge_verdicts": [ { "left": "pull_request:43998", "right": "pull_request:44002", "accept": false, - "reason": "Different model families (`timm_backbone` vs `upernet`); same refactor theme but not the same bug/change." + "reason": "Same refactor pattern, but different models and code paths; not the same underlying change." }, { "left": "pull_request:43998", "right": "pull_request:44000", "accept": false, - "reason": "`timm_backbone` and `vision_text_dual_encoder` are unrelated code paths; both only adopt output-tracing helpers." + "reason": "Different model families; both adjust tracing/output signatures, but they are independent PRs." }, { "left": "pull_request:43998", "right": "pull_request:44001", "accept": false, - "reason": "Separate models (`timm_backbone` vs `univnet`); no shared concrete defect." + "reason": "Both are output-tracing refactors, but for unrelated models and implementations." }, { "left": "pull_request:43998", "right": "pull_request:44003", "accept": false, - "reason": "Different architectures and files; this is a pattern match, not a duplicate fix." + "reason": "Unrelated model-specific changes; too broad to be the same fix." }, { "left": "pull_request:43998", "right": "pull_request:44029", "accept": false, - "reason": "`timm_backbone` and `rwkv` are distinct model implementations with different tracing behavior." + "reason": "Different architectures and code paths; similar goal, not the same concrete change." }, { "left": "pull_request:43999", "right": "pull_request:44001", "accept": false, - "reason": "`mobilenet_v1` and `univnet` touch unrelated forward paths; same tooling theme only." + "reason": "Both are tracing refactors, but they touch different models and cannot plausibly merge into one PR." }, { "left": "pull_request:43999", "right": "pull_request:44002", "accept": false, - "reason": "`mobilenet_v1` vs `upernet`; both refactor outputs, but not the same underlying change." + "reason": "Same broad pattern, but distinct model implementations and scopes." }, { "left": "pull_request:43999", "right": "pull_request:44025", "accept": false, - "reason": "Different vision models and different output contracts; not mergeable as one PR." + "reason": "Different models and files; shared refactor style is not enough for duplication." }, { "left": "pull_request:43999", "right": "pull_request:44026", "accept": false, - "reason": "`mobilenet_v1` and `vision_encoder_decoder` are separate code paths and refactor scopes." + "reason": "Separate model wrapper refactors; not the same underlying bug/change." }, { "left": "pull_request:43999", "right": "pull_request:44027", "accept": false, - "reason": "`mobilenet_v1` vs `speech_encoder_decoder`; parallel refactors, not duplicates." + "reason": "Same theme, but different encoder-decoder wrapper and unrelated code path." }, { "left": "pull_request:44000", "right": "pull_request:44001", "accept": false, - "reason": "`vision_text_dual_encoder` and `univnet` are unrelated model families; only the refactor pattern matches." + "reason": "These are separate model refactors, not one shared fix." }, { "left": "pull_request:44000", "right": "pull_request:44002", "accept": false, - "reason": "Different subsystems (`vision_text_dual_encoder` vs `upernet`); no shared concrete bug." + "reason": "Different model-specific output tracing updates; not duplicate PRs." }, { "left": "pull_request:44000", "right": "pull_request:44003", "accept": false, - "reason": "`vision_text_dual_encoder` and `falcon_mamba/mamba` change different forward implementations." + "reason": "Different subsystems and model implementations; only superficially similar." }, { "left": "pull_request:44000", "right": "pull_request:44025", "accept": false, - "reason": "Distinct model families and filenames; same output-tracing cleanup, not the same change." + "reason": "Same refactor motif, but unrelated models and code paths." }, { "left": "pull_request:44001", "right": "pull_request:44002", "accept": false, - "reason": "`univnet` and `upernet` are unrelated; only generic tracing refactor overlap." + "reason": "Both are output-tracing cleanups, but for different models with different implementations." }, { "left": "pull_request:44001", "right": "pull_request:44003", "accept": false, - "reason": "Different architectures (`univnet` vs `mamba` family) and different code paths." + "reason": "Not the same concrete code-path problem; different architecture and files." }, { "left": "pull_request:44001", "right": "pull_request:44025", "accept": false, - "reason": "Separate model implementations; no evidence they fix one shared defect." + "reason": "Similar helper usage, but unrelated model code and scope." }, { "left": "pull_request:44002", "right": "pull_request:44029", "accept": false, - "reason": "`upernet` and `rwkv` are different models with different output semantics." + "reason": "Different models and behaviors; too broad to be duplicate fixes." }, { "left": "pull_request:44002", "right": "pull_request:44003", "accept": false, - "reason": "`upernet` vs `mamba` family; same refactor style, not same bug." + "reason": "Distinct model implementations; no shared concrete bug." }, { "left": "pull_request:44003", "right": "pull_request:44028", "accept": false, - "reason": "`mamba` family and `superpoint` are unrelated implementations; no common code path." + "reason": "Different model families and refactor targets; not one mergeable change." }, { "left": "pull_request:44003", "right": "pull_request:44004", "accept": false, - "reason": "`mamba`/`falcon_mamba` and `codegen` are different architectures; not a single mergeable fix." + "reason": "Both are refactors around outputs, but the touched code paths are unrelated." }, { "left": "pull_request:43998", "right": "pull_request:44004", "accept": false, - "reason": "`timm_backbone` and `codegen` touch unrelated model code; same theme only." + "reason": "Different model-specific output/refactor work; not the same PR content." }, { "left": "pull_request:44001", "right": "pull_request:44004", "accept": false, - "reason": "`univnet` and `codegen` are different domains and output shapes; not duplicates." + "reason": "Shared theme only; the concrete code paths differ." }, { "left": "pull_request:44002", "right": "pull_request:44004", "accept": false, - "reason": "`upernet` and `codegen` are separate model paths with no shared defect." + "reason": "Different architectures and functions; not a duplicate." }, { "left": "pull_request:44025", "right": "pull_request:44026", "accept": false, - "reason": "Different composite models (`depth_anything` vs `vision_encoder_decoder`); not the same change." + "reason": "Both are refactors of different model wrappers; not the same underlying change." }, { "left": "pull_request:44025", "right": "pull_request:44027", "accept": false, - "reason": "`depth_anything` and `speech_encoder_decoder` are unrelated refactors." + "reason": "Separate model-specific output-tracing changes." }, { "left": "pull_request:44025", "right": "pull_request:44028", "accept": false, - "reason": "`depth_anything` and `superpoint` are different vision models with different output mechanics." + "reason": "Different models and code paths; same refactor style is insufficient." }, { "left": "pull_request:44025", "right": "pull_request:44029", "accept": false, - "reason": "`depth_anything` vs `rwkv`; distinct code paths and model families." + "reason": "Unrelated model implementations; not a duplicate fix." }, { "left": "pull_request:44025", "right": "pull_request:44030", "accept": false, - "reason": "`depth_anything` and `dpr` are unrelated model implementations." + "reason": "Different models and behavior; no shared concrete bug/change." }, { "left": "pull_request:44026", "right": "pull_request:44029", "accept": false, - "reason": "`vision_encoder_decoder` and `rwkv` are not the same bug/change." + "reason": "Different wrapper/model implementations; not the same fix." }, { "left": "pull_request:44026", "right": "pull_request:44027", "accept": false, - "reason": "`vision_encoder_decoder` vs `speech_encoder_decoder`; similar wrappers, but separate model code." + "reason": "Separate encoder-decoder wrapper changes, not one underlying change." }, { "left": "pull_request:44026", "right": "pull_request:44028", "accept": false, - "reason": "`vision_encoder_decoder` and `superpoint` are different model types and output paths." + "reason": "Different models and code paths; only broadly similar." }, { "left": "pull_request:44026", "right": "pull_request:44030", "accept": false, - "reason": "`vision_encoder_decoder` and `dpr` are distinct implementations; no shared concrete fix." + "reason": "Not the same concrete bug or change; just another tracing refactor." }, { "left": "pull_request:44027", "right": "pull_request:44028", "accept": false, - "reason": "`speech_encoder_decoder` and `superpoint` are unrelated; only the helper refactor overlaps." + "reason": "Different model families and implementations." }, { "left": "pull_request:44027", "right": "pull_request:44029", "accept": false, - "reason": "`speech_encoder_decoder` vs `rwkv`; different architecture and tracing behavior." + "reason": "Distinct code paths; shared output-tracing theme only." }, { "left": "pull_request:44027", "right": "pull_request:44030", "accept": false, - "reason": "`speech_encoder_decoder` and `dpr` are separate model paths, not duplicates." + "reason": "Separate model-specific refactors, not mergeable as one fix." }, { "left": "pull_request:44028", "right": "pull_request:44029", "accept": false, - "reason": "`superpoint` and `rwkv` are unrelated changes despite similar output-capturing work." + "reason": "Different models and files; not the same underlying issue." }, { "left": "pull_request:44028", "right": "pull_request:44030", "accept": false, - "reason": "`superpoint` and `dpr` target different models and output contracts." + "reason": "Same broad refactor style, but unrelated code paths." }, { "left": "pull_request:44029", "right": "pull_request:44030", "accept": false, - "reason": "`rwkv` and `dpr` are different model families; not the same underlying fix." + "reason": "Different architectures and implementations; not a duplicate pair." } ] }, @@ -25118,7 +25280,7 @@ { "label": "pull_request", "component_index": 15, - "component_count": 33, + "component_count": 32, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -25134,12 +25296,12 @@ "soft_pairs": [ "pull_request:44662|pull_request:45401" ], - "prepared_review_unit_hash": "371c7ea1367aeb62edd3c82403e7d5ddcf72a50f1f80a602fc95eafedcb8c3f3", + "prepared_review_unit_hash": "06f8acae46e46e18a02ba8d250c4efe92c9caa13b6b3154e47afc2366388b024", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6551, + "serialized_chars": 6552, "estimated_input_tokens": 1638, "estimated_eval_tokens": 3532 }, @@ -25147,7 +25309,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6551, + "serialized_chars": 6552, "estimated_input_tokens": 1638, "estimated_eval_tokens": 3532 }, @@ -25156,18 +25318,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two separate model-addition PRs: one for PenguinVL and one for Voxtral TTS. They share Transformers boilerplate and auto-registration files, but they implement different models with different codepaths, so they are not duplicates.", + "summary": "The cluster contains two unrelated model-addition PRs: one for PenguinVL and one for Voxtral TTS. They share some standard Hugging Face integration files, but they implement different models, different code paths, and different docs/tests, so they are not duplicates.", "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #45401 is the more canonical choice for this cluster because it is narrowly scoped to Voxtral TTS, explicitly targets issue #45027, and has a focused implementation for a single model release.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "PR #45401 is the best representative PR: it has an explicit issue link, a tighter scope, and clearly documents the intended Voxtral TTS support. PR #44662 is a separate PenguinVL implementation and should not be grouped as the same change.", + "best_pr_reason": "Neither PR is a duplicate candidate for the other; each is a distinct model implementation with separate architecture, processing, and tests.", "soft_edge_verdicts": [ { "left": "pull_request:44662", "right": "pull_request:45401", "accept": false, - "reason": "Different models and different underlying functionality. The overlap is only shared Transformers scaffolding (docs, auto-mappings, package registration), not the same bug or change, so they should not be merged as duplicates." + "reason": "Different models and different feature sets (PenguinVL vs Voxtral TTS); overlapping auto/docs files are generic integration changes, not the same underlying fix or change." } ] }, @@ -25181,7 +25343,7 @@ { "label": "pull_request", "component_index": 16, - "component_count": 33, + "component_count": 32, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -25197,7 +25359,7 @@ "soft_pairs": [ "pull_request:44979|pull_request:45363" ], - "prepared_review_unit_hash": "40d8d2ccda757175996a7b5a715655e22f8acdf96fd72630b3f66cb75fb9857b", + "prepared_review_unit_hash": "7d2f326e89c7a9e846ba2f1b0bd8f2e6cc6e95af312d64471d043d0299454d1a", "component_budget": { "node_count": 2, "item_count": 2, @@ -25219,18 +25381,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are related by theme (module/kernel fusion) but they are not the same change: one introduces a generic module-fusion API, the other wires up n-to-1 kernel fusion through KernelConfig and integration code paths.", + "summary": "Two open PRs both relate to fusion, but they target different layers: one adds a general Module Fusion API, the other wires n-to-1 kernel fusion through KernelConfig and integrations. They are related conceptually but not the same change.", "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45363 is the better representative of this cluster: it implements a concrete end-to-end fusion workflow across modeling/integration code, whereas PR 44979 is a more foundational API proposal in a separate code path.", + "canonical_pr_reason": "PR #44979 is the more canonical cluster item because it introduces the foundational module_fusion API and test coverage, while the other PR is a separate integration feature built on top of a different fusion mechanism.", "best_issue_reason": null, - "best_pr_reason": "PR 45363 is the most user-facing and complete of the two, with explicit KernelConfig integration and example usage; PR 44979 is broader infrastructure rather than the specific fused behavior.", + "best_pr_reason": "PR #44979 is the best representative of the cluster since it defines the core fusion abstraction rather than a specific example/integration path.", "soft_edge_verdicts": [ { "left": "pull_request:44979", "right": "pull_request:45363", "accept": false, - "reason": "Different underlying changes: 44979 adds a generic module-fusion API and tests, while 45363 implements n-to-1 kernel fusion via KernelConfig in integrations/modeling utilities. They are conceptually adjacent but not the same fix/feature and would not be merged as one PR." + "reason": "They share the broad theme of fusion, but #44979 adds a general Module Fusion API whereas #45363 implements n-to-1 kernel fusion via KernelConfig and integration hooks. Different code paths and not plausibly one merged PR." } ] }, @@ -25244,7 +25406,7 @@ { "label": "pull_request", "component_index": 17, - "component_count": 33, + "component_count": 32, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -25260,12 +25422,12 @@ "soft_pairs": [ "pull_request:45086|pull_request:45317" ], - "prepared_review_unit_hash": "63d856062941e5b4b484b436b5b1167241b394c51f01f25ca638bfc18b700584", + "prepared_review_unit_hash": "ed8828cc114882a7336d7bebd98f41ca0ed26dcebe00bafc7e355619c737f3d6", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4413, + "serialized_chars": 4414, "estimated_input_tokens": 1104, "estimated_eval_tokens": 2464 }, @@ -25273,7 +25435,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4413, + "serialized_chars": 4414, "estimated_input_tokens": 1104, "estimated_eval_tokens": 2464 }, @@ -25282,18 +25444,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both pull requests patch the same Mistral regex pre-tokenizer AttributeError in the same file and target the same issue; 45317 is the more complete version because it includes tests.", - "confidence": 0.98, + "summary": "Both pull requests fix the same Mistral pre-tokenizer AttributeError on the same code path; 45317 is the more complete version because it includes the code fix plus tests.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "pull_request:45317 is the better canonical PR: it fixes the same AttributeError as 45086 and also adds test coverage, making it the more complete change set.", + "canonical_pr_reason": "PR 45317 is the best canonical PR because it contains the same fix as 45086 and also adds test coverage, making it the more complete representative of this bug fix.", "best_issue_reason": null, - "best_pr_reason": "pull_request:45317 is the strongest representative of the cluster because it covers the full fix plus tests, while 45086 is the narrower code-only variant.", + "best_pr_reason": "PR 45317 is the best overall PR for this cluster because it addresses the same concrete bug as 45086 and is better validated by added tests.", "soft_edge_verdicts": [ { "left": "pull_request:45086", "right": "pull_request:45317", "accept": true, - "reason": "Same concrete bug fix in _patch_mistral_regex on the same code path, same target issue, and same changed file; 45317 is essentially the tested version of 45086." + "reason": "Same underlying AttributeError fix in _patch_mistral_regex, same file and issue target, with 45317 appearing to be the tested follow-up of 45086." } ] }, @@ -25307,7 +25469,7 @@ { "label": "pull_request", "component_index": 18, - "component_count": 33, + "component_count": 32, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -25323,7 +25485,7 @@ "soft_pairs": [ "pull_request:45115|pull_request:45569" ], - "prepared_review_unit_hash": "2527672c54bb54a30aa71cc017871ea3c3fc6ec18a12cfceafbeafc7fb9a5b2d", + "prepared_review_unit_hash": "f3bb93d546da5a65aac8a08471a25c31abbe3040c612185e7bcf68bd5129c1d8", "component_budget": { "node_count": 2, "item_count": 2, @@ -25345,18 +25507,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two distinct NemotronH PRs: one refactors NemotronH to inherit GraniteMoeHybrid and add conversion mapping, while the other splits NemotronH into Dense/Sparse variants with docs, auto-mapping, and tests. They overlap on shared model files but are not the same change.", - "confidence": 0.95, + "summary": "These PRs are related to the NemotronH family but address different change sets: one is a refactor/conversion-mapping update, the other introduces separate dense/sparse model variants and docs. They should not be treated as duplicates.", + "confidence": 0.89, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #45569 is the better canonical PR because it represents the larger, more user-facing feature work: introducing NemotronHDense/NemotronHSparse, updating docs/auto mappings, and adding tests. PR #45115 is a narrower refactor/conversion-mapping adjustment.", + "canonical_pr_reason": "PR 45569 is the more complete, user-facing NemotronH family implementation change, adding the new dense/sparse variants plus docs, auto-mappings, and tests; 45115 is a narrower refactor/conversion-mapping PR.", "best_issue_reason": null, - "best_pr_reason": "PR #45569 is the best representative of the cluster since it covers the main architectural split and packaging changes. PR #45115 is related but only addresses a smaller inheritance/conversion refactor.", + "best_pr_reason": "45569 is the best representative of the cluster because it covers the broader concrete model change and downstream integration work, whereas 45115 is a smaller internal refactor/mapping update.", "soft_edge_verdicts": [ { "left": "pull_request:45115", "right": "pull_request:45569", "accept": false, - "reason": "Shared filenames indicate both touch NemotronH internals, but the concrete changes differ: #45115 refactors inheritance and conversion key renaming, while #45569 adds separate Dense/Sparse model variants plus docs and tests. They are not the same underlying fix/change and would not plausibly merge as one PR." + "reason": "Not the same underlying change: 45115 focuses on inheritance/refactoring and checkpoint conversion renames for NemotronH, while 45569 adds distinct dense/sparse model packages, docs, auto-model wiring, and tests." } ] }, @@ -25370,7 +25532,7 @@ { "label": "pull_request", "component_index": 19, - "component_count": 33, + "component_count": 32, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -25386,40 +25548,40 @@ "soft_pairs": [ "pull_request:45332|pull_request:45333" ], - "prepared_review_unit_hash": "d0a6182857cc95b1722edf81f70281e688fee164d42955df0c3673facee35649", + "prepared_review_unit_hash": "72f13ed9c6c9c575bad74737493e57211688104248a3a7e502336d8dbdfb71c6", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6080, - "estimated_input_tokens": 1520, - "estimated_eval_tokens": 3296 + "serialized_chars": 6081, + "estimated_input_tokens": 1521, + "estimated_eval_tokens": 3298 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6080, - "estimated_input_tokens": 1520, - "estimated_eval_tokens": 3296 + "serialized_chars": 6081, + "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 not duplicates: PR #45332 is a broad heterogeneous model feature PR, while PR #45333 is a narrower configuration-only slice of the same overall theme.", - "confidence": 0.92, + "summary": "Two open PRs in the same heterogeneous-modeling initiative, but they are not duplicates: one is a broader umbrella for heterogeneous model support, the other is a narrower per-layer config-only PR.", + "confidence": 0.86, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #45332 is the better canonical candidate because it covers the full heterogeneous model feature set, including modeling, cache/masking/integration changes, not just per-layer configuration.", + "canonical_pr_reason": "PR #45332 is the broader umbrella change: it includes heterogeneous configuration plus modeling/cache/integration updates, so it best represents the full feature area in this cluster.", "best_issue_reason": null, - "best_pr_reason": "PR #45332 is the strongest standalone PR because it contains the broader end-to-end implementation; PR #45333 is a narrower subset focused on configuration utilities.", + "best_pr_reason": "PR #45332 is the best representative because it covers the widest concrete code-path surface and subsumes the config-only work while also adding the modeling side of the feature.", "soft_edge_verdicts": [ { "left": "pull_request:45332", "right": "pull_request:45333", "accept": false, - "reason": "They share the same feature area and some files, but #45332 is a much broader model-support PR while #45333 is configuration-only. They are not the same concrete change and would not plausibly collapse into one duplicate PR." + "reason": "Reject: #45333 appears to be a config-only slice, while #45332 extends into modeling, cache, and integration plumbing. They share scaffolding and docs, but they do not fix the same concrete problem and would not naturally collapse into one PR." } ] }, @@ -25433,7 +25595,7 @@ { "label": "pull_request", "component_index": 20, - "component_count": 33, + "component_count": 32, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -25449,12 +25611,12 @@ "soft_pairs": [ "pull_request:45415|pull_request:45425" ], - "prepared_review_unit_hash": "d177ba845645d9b4bad36a93d7351a2d2de2645f54528ed08ac9dc99c5169719", + "prepared_review_unit_hash": "3e038694865852d76c73b0087e3da3d3d8402a15e4e1b9fb06359813383a0a22", "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 }, @@ -25462,7 +25624,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5513, + "serialized_chars": 5514, "estimated_input_tokens": 1379, "estimated_eval_tokens": 3014 }, @@ -25471,18 +25633,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs are typing-related, but they address different change scopes: one is a broad type-checking cleanup across many Transformer modules, while the other adds/adjusts typing protocols and targeted fixes around `modeling_utils`/PEFT integration.", - "confidence": 0.88, + "summary": "Two typing-focused PRs, but they address different changes: one is a broad type-checking sweep across many transformer files, the other adds shared typing helpers/protocols and related modeling_utils fixes. They are related by theme, not the same underlying change.", + "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45425 is the better canonical representative because it is more focused and clearly centered on concrete typing API additions and related fixes, rather than a sweeping repo-wide type-checking pass.", + "canonical_pr_reason": "No true duplicate pair here; if one must represent the cluster, PR 45425 is the more focused, self-contained typing infrastructure change, while PR 45415 is a broad multi-file type-checking cleanup.", "best_issue_reason": null, - "best_pr_reason": "PR 45425 is the best standalone PR to keep: it has a narrower, more coherent purpose and is easier to evaluate/merge than the much broader type-checking cleanup in 45415.", + "best_pr_reason": "PR 45425 is the better representative because it has a tighter scope and a clearer concrete purpose. PR 45415 is a wide typing sweep touching many unrelated files, so it is less suitable as a canonical PR.", "soft_edge_verdicts": [ { "left": "pull_request:45415", "right": "pull_request:45425", "accept": false, - "reason": "Reject: these are not the same underlying change. 45415 is a broad typing cleanup across many files plus pyproject type-ignore config, while 45425 introduces typing helpers/protocols and targeted fixes in `_typing.py`, `modeling_utils`, PEFT, and flash-attention code. Shared typing files do not make them duplicate PRs." + "reason": "Both are typing-related, but they do not appear to fix the same concrete bug or implement the same change. 45415 is a broad type-checking pass across many files; 45425 adds shared typing protocols/helpers and targeted typing updates. They would not plausibly merge into one single fix." } ] }, @@ -25496,7 +25658,7 @@ { "label": "pull_request", "component_index": 21, - "component_count": 33, + "component_count": 32, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -25512,12 +25674,12 @@ "soft_pairs": [ "pull_request:45548|pull_request:45662" ], - "prepared_review_unit_hash": "d1b9a1f4a9d79bf968021b5960a0045ba48f17bb42a1bc61108f86dfd6e7738e", + "prepared_review_unit_hash": "5c94f0bf3b6b0f143a8bfd0d0850ca9e0cf9ab6f19897ed9496e57d8e66fc500", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4508, + "serialized_chars": 4507, "estimated_input_tokens": 1127, "estimated_eval_tokens": 2510 }, @@ -25525,7 +25687,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4508, + "serialized_chars": 4507, "estimated_input_tokens": 1127, "estimated_eval_tokens": 2510 }, @@ -25534,18 +25696,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two open PRs both touch expert-parallel loading paths, but they address different bugs: one fixes EP + DeepSpeed ZeRO-3 loading via accelerate launch, the other fixes expert parameters being overwritten under EP + FSDP2/rank-0 broadcast. Shared modeling_utils edits are not enough to make them duplicates.", + "summary": "These are related to expert parallelism, but they fix different bugs: one is about loading/serialization of distributed_config during accelerate/ZeRO-3, the other is about expert parameters being overwritten during FSDP2 loading. They should stay separate PRs.", "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #45662 is the better canonical representative for the cluster because it targets the more concrete expert-parallel overwrite failure and spans multiple relevant loading/integration paths.", + "canonical_pr_reason": "PR 45662 is the stronger representative of the cluster because it targets a concrete runtime corruption bug in the EP/FSDP2 load path with broader code changes; PR 45548 is a narrower serialization/loading compatibility fix.", "best_issue_reason": null, - "best_pr_reason": "PR #45662 is the strongest standalone fix: it addresses a specific distributed-loading bug with a clear failure mode and broader code impact than the narrower accelerate-launch loading patch.", + "best_pr_reason": "PR 45662 is the best overall representative: it has a clearer failure mode, touches the actual parameter-loading path, and addresses a more specific code-path bug than 45548.", "soft_edge_verdicts": [ { "left": "pull_request:45548", "right": "pull_request:45662", "accept": false, - "reason": "Reject: they concern different underlying EP distributed-loading issues and would not plausibly be merged into one PR without conflating separate fixes." + "reason": "Both mention EP, but the underlying problems differ: 45548 fixes distributed_config serialization and EP/ZeRO-3 loading via accelerate launch, while 45662 fixes experts being overwritten by rank-0 broadcast during FSDP2 loading. They are not the same concrete bug and would not be merged as one PR." } ] }, @@ -25559,7 +25721,7 @@ { "label": "pull_request", "component_index": 22, - "component_count": 33, + "component_count": 32, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -25575,12 +25737,12 @@ "soft_pairs": [ "pull_request:45639|pull_request:45645" ], - "prepared_review_unit_hash": "6b5666e9a2bfe0bcfd0f9e191c3b55d053cba0c0d332cc510d4235abab565075", + "prepared_review_unit_hash": "96775bba540a500e5402a92e1b498b87e4789aae3fac31458533c0fa7a32c6ee", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4671, + "serialized_chars": 4672, "estimated_input_tokens": 1168, "estimated_eval_tokens": 2592 }, @@ -25588,7 +25750,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4671, + "serialized_chars": 4672, "estimated_input_tokens": 1168, "estimated_eval_tokens": 2592 }, @@ -25597,18 +25759,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs target the same xdist-related captured_info logging collision around the testing debug artifact path; PR 45645 is the broader, more complete fix and subsumes the narrower file-write change in 45639.", - "confidence": 0.92, + "summary": "Both PRs target the same xdist-related captured_info logging problem under issue #45561; PR #45645 is the broader, more complete fix and subsumes the narrower utility-only change in #45639.", + "confidence": 0.89, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45645 is the best canonical representative because it addresses the core xdist collision in `testing_utils.py` and also updates CI log collection to read all `captured_info*.txt` files, making it the more complete end-to-end fix.", + "canonical_pr_reason": "PR #45645 is the better canonical PR because it includes the xdist-safe testing_utils change plus the CI workflow update needed to collect and preserve all captured_info artifacts.", "best_issue_reason": null, - "best_pr_reason": "PR 45645 is the strongest single artifact in the cluster: it fixes the underlying output-file collision and the downstream CI consumption path, whereas 45639 only covers the write-side change.", + "best_pr_reason": "PR #45645 is the strongest representative of the cluster: it addresses the same underlying captured_info/xdist collision and also fixes downstream CI log collection.", "soft_edge_verdicts": [ { "left": "pull_request:45639", "right": "pull_request:45645", "accept": true, - "reason": "Same underlying bug: xdist-safe handling of `captured_info` debug logs. 45645 includes the same `testing_utils.py` fix plus the workflow change needed to consume per-worker files, so they are merge-compatible parts of one change." + "reason": "Accept: both PRs fix the same captured_info xdist collision path and share the same target issue; #45645 appears to subsume #45639 rather than being a different change." } ] }, @@ -25622,7 +25784,7 @@ { "label": "pull_request", "component_index": 23, - "component_count": 33, + "component_count": 32, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -25688,7 +25850,7 @@ { "label": "pull_request", "component_index": 24, - "component_count": 33, + "component_count": 32, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -25704,12 +25866,12 @@ "soft_pairs": [ "pull_request:46126|pull_request:46269" ], - "prepared_review_unit_hash": "7d153538887ba8549ee47106bfa9a1123ed7ce9de7c749ac4c0e8f21c46b2cd3", + "prepared_review_unit_hash": "d05a646e90825bd11cd5c0a1b24ce89c614e362293a2c16dd98a7b21435141bf", "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 }, @@ -25717,7 +25879,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5526, + "serialized_chars": 5525, "estimated_input_tokens": 1382, "estimated_eval_tokens": 3020 }, @@ -25726,18 +25888,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two PRs touch some of the same distributed/MoE files, but they are not the same change: #46126 is a focused EP + Trainer integration, while #46269 is a broad distributed branch base with many unrelated edits. They should not be deduplicated.", - "confidence": 0.93, + "summary": "These are not duplicates: one PR is a focused EP/Trainer integration feature, while the other is a broad distributed branch base touching many unrelated areas. The overlap in distributed files is not enough to treat them as the same underlying change.", + "confidence": 0.86, "canonical_issue_reason": null, - "canonical_pr_reason": "#46126 is the more specific, self-contained feature PR with a clear concrete goal (EP + Trainer integration). #46269 is a broad branch-base PR spanning many unrelated distributed changes, so it is a worse canonical representative.", + "canonical_pr_reason": "PR #46126 is the more canonical representative because it has a specific, coherent feature scope (EP + Trainer integration on DistributedConfig) rather than an umbrella branch-base refactor.", "best_issue_reason": null, - "best_pr_reason": "#46126 is the best PR candidate because it cleanly represents the underlying EP/Trainer feature work without the noise of unrelated branch-base churn. It is easier to triage and understand as the canonical change.", + "best_pr_reason": "PR #46126 is the best PR for this cluster because it is the narrower, concrete change; PR #46269 is too broad and appears to bundle many unrelated distributed updates.", "soft_edge_verdicts": [ { "left": "pull_request:46126", "right": "pull_request:46269", "accept": false, - "reason": "Reject: shared filenames and vague distributed-topic overlap are not enough. #46269 is a broad base branch with many unrelated modifications, not the same concrete bug fix or feature as #46126, so they would not plausibly be merged into one PR." + "reason": "Reject: the titles and diffs indicate different scopes. #46126 is a targeted EP/Trainer integration PR, while #46269 is a large distributed branch-base PR spanning many files and likely multiple changes. Shared filenames alone do not make them the same concrete fix." } ] }, @@ -25751,7 +25913,7 @@ { "label": "pull_request", "component_index": 25, - "component_count": 33, + "component_count": 32, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -25805,220 +25967,232 @@ "pull_request:46504|pull_request:46716", "pull_request:46432|pull_request:46716" ], - "prepared_review_unit_hash": "57d2e4c49391c93d78699344d82a8682d498cb85564def9c7ed170c6550304e5", + "prepared_review_unit_hash": "aa1b9bdd6cc6c3be7cb6f71cfe4d96c975f54c019592de1e7ebb5028ac00b736", "component_budget": { "node_count": 10, "item_count": 10, "soft_pair_count": 31, - "serialized_chars": 26665, - "estimated_input_tokens": 6667, - "estimated_eval_tokens": 13590 + "serialized_chars": 26676, + "estimated_input_tokens": 6669, + "estimated_eval_tokens": 13594 }, "budget": { "node_count": 10, "item_count": 10, "soft_pair_count": 31, - "serialized_chars": 26665, - "estimated_input_tokens": 6667, - "estimated_eval_tokens": 13590 + "serialized_chars": 26676, + "estimated_input_tokens": 6669, + "estimated_eval_tokens": 13594 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are mostly unrelated workflow-maintenance PRs. Despite similar titles and some shared files, the diffs touch different jobs and different fixes, so none of the soft edges look like true duplicates.", + "summary": "This cluster is a set of unrelated workflow-maintenance PRs. The only apparent concentration is around `pr-ci-security-gate.yml`, but those PRs make separate security/permission tweaks rather than fixing the same concrete bug or change.", "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": "No single PR is a true canonical duplicate anchor here; the set spans separate CI/workflow changes rather than one underlying fix.", + "canonical_pr_reason": "No true duplicate PR stands out. If one PR must represent the cluster, `pull_request:46554` is the best anchor because it introduces the main PR CI security-gate logic; the others are separate workflow follow-ups or unrelated workflow edits.", "best_issue_reason": null, - "best_pr_reason": "PR 46554 is the most substantive and security-focused change, but it is still not a duplicate of the others.", + "best_pr_reason": "`pull_request:46554` is the most central and substantive change in the set, but it is still not a duplicate of the others; it best represents the security-gate subcluster only at a high level.", "soft_edge_verdicts": [ { "left": "pull_request:46138", "right": "pull_request:46554", "accept": false, - "reason": "Different workflow files and different changes; not the same underlying bug or fix." + "reason": "Different workflow files and different fixes: stdin handling for self-comment CI vs security-gate logic." }, { "left": "pull_request:46138", "right": "pull_request:46558", "accept": false, - "reason": "Different workflows and unrelated updates; only broad CI similarity." + "reason": "Unrelated workflow changes; one updates self-comment CI input handling, the other adjusts PR CI security-gate permissions/approval flow." }, { "left": "pull_request:46138", "right": "pull_request:46563", "accept": false, - "reason": "Different workflows and unrelated updates; not mergeable as one fix." + "reason": "Separate workflow files and separate concerns; no shared code path or same underlying bug." }, { "left": "pull_request:46138", "right": "pull_request:46716", "accept": false, - "reason": "Different workflows and unrelated CI updates." + "reason": "Different workflow behavior entirely; self-comment CI stdin handling is not the same change as security-gate secrets scoping." }, { "left": "pull_request:46138", "right": "pull_request:46504", "accept": false, - "reason": "Different workflow files; both are CI tweaks but fix different script behavior." + "reason": "Both are shell-safety tweaks, but in different workflows and for different scripts; not one concrete fix." }, { "left": "pull_request:46432", "right": "pull_request:46503", "accept": false, - "reason": "Different workflow files and unrelated changes." + "reason": "SSH runner hardening vs benchmark workflow trigger expansion; unrelated changes." }, { "left": "pull_request:46432", "right": "pull_request:46501", "accept": false, - "reason": "Different workflows; one is SSH runner hardening, the other is anti-slop permission adjustment." + "reason": "Different workflows and different intent; no duplicate underlying bug." }, { "left": "pull_request:46432", "right": "pull_request:46502", "accept": false, - "reason": "Different workflows and different operational concerns; not the same fix." + "reason": "SSH runner security changes are unrelated to assign-reviewers checkout behavior." }, { "left": "pull_request:46432", "right": "pull_request:46554", "accept": false, - "reason": "Different workflows and unrelated changes." + "reason": "One hardens SSH runner setup; the other adds PR CI security-gate checks." }, { "left": "pull_request:46432", "right": "pull_request:46558", "accept": false, - "reason": "Different workflows and unrelated changes." + "reason": "Separate workflow hardening efforts with different code paths and effects." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46563", + "accept": false, + "reason": "No shared bug/change; SSH runner token handling vs reusable workflow note in PR CI gate." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46716", + "accept": false, + "reason": "Different workflow and different security concern; not mergeable as one duplicate fix." }, { "left": "pull_request:46501", "right": "pull_request:46503", "accept": false, - "reason": "Different workflows and different purposes; only both are CI config changes." + "reason": "Anti-slop permissions update vs benchmark trigger change; unrelated." }, { "left": "pull_request:46501", "right": "pull_request:46502", "accept": false, - "reason": "Different workflow files and unrelated fixes." + "reason": "Different workflow files and different maintenance changes." }, { "left": "pull_request:46501", "right": "pull_request:46504", "accept": false, - "reason": "Different workflow files; not the same underlying bug or change." + "reason": "Anti-slop workflow permissions vs build-ci-docker-images shell input handling; separate changes." }, { "left": "pull_request:46501", "right": "pull_request:46554", "accept": false, - "reason": "Different workflow files and different concerns." + "reason": "Same broad GitHub Actions area, but different workflows and different problems." }, { "left": "pull_request:46502", "right": "pull_request:46503", "accept": false, - "reason": "Different workflow files and unrelated behavior changes." + "reason": "Assign-reviewers checkout ref fix is unrelated to benchmark workflow dispatch support." }, { "left": "pull_request:46502", "right": "pull_request:46504", "accept": false, - "reason": "Different workflow files and different fixes." + "reason": "Different workflow files and different behavior changes." }, { "left": "pull_request:46502", "right": "pull_request:46554", "accept": false, - "reason": "Different workflow files and unrelated changes." + "reason": "Checkout-base change for reviewers is not the same as PR CI security-gate logic." }, { "left": "pull_request:46503", "right": "pull_request:46504", "accept": false, - "reason": "Different workflow files and different CI triggers/scripts; not one fix." + "reason": "Benchmark workflow trigger change vs build-ci-docker-images input handling; not the same change." }, { "left": "pull_request:46503", "right": "pull_request:46554", "accept": false, - "reason": "Different workflow files and unrelated changes." + "reason": "Unrelated workflows and unrelated functionality." }, { "left": "pull_request:46504", "right": "pull_request:46554", "accept": false, - "reason": "Different workflow files and unrelated changes." + "reason": "Both touch workflow scripts, but they address different pipeline behaviors and code paths." }, { "left": "pull_request:46504", "right": "pull_request:46558", "accept": false, - "reason": "Different workflow files and unrelated fixes." + "reason": "Separate workflow tweaks; no common underlying bug." }, { "left": "pull_request:46554", "right": "pull_request:46558", "accept": false, - "reason": "Same file, but different changes: one adds checkout-and-diff security checks, the other adjusts permissions/approval flow." + "reason": "Same file, but different security-gate aspects: one adds checks, the other changes permissions/approval gating; they are distinct follow-ups." }, { "left": "pull_request:46554", "right": "pull_request:46563", "accept": false, - "reason": "Same file, but different changes: security-check logic versus reusable-workflow commentary." + "reason": "Reusable-workflow commentary/review note is not the same fix as adding checkout-and-diff security checks." }, { "left": "pull_request:46554", "right": "pull_request:46716", "accept": false, - "reason": "Same file, but different changes: workflow logic rewrite versus secrets handling." + "reason": "Secrets scoping change is a separate security adjustment, not the same change as the security-check implementation." }, { "left": "pull_request:46558", "right": "pull_request:46563", "accept": false, - "reason": "Same workflow file, but the patches address different aspects of the gate and are not one concrete fix." + "reason": "Both are in the same workflow, but one changes permissions/approval flow and the other adds explanatory notes; not duplicate fixes." }, { "left": "pull_request:46558", "right": "pull_request:46716", "accept": false, - "reason": "Same file, but different changes: permission/approval handling versus secrets inheritance." + "reason": "Permissions/approval gating vs secrets inheritance removal are different concerns and can be merged independently." }, { "left": "pull_request:46563", "right": "pull_request:46716", "accept": false, - "reason": "Same file, but different changes and different code paths." + "reason": "A review note about reusable-workflow safety is not the same as changing `secrets` scope." }, { "left": "pull_request:46504", "right": "pull_request:46563", "accept": false, - "reason": "Different workflow files and different CI behavior changes." + "reason": "Different workflow files and unrelated shell-vs-security-gate changes." }, { "left": "pull_request:46432", "right": "pull_request:46563", "accept": false, - "reason": "Different workflow files and unrelated changes." + "reason": "SSH runner token handling and PR CI reusable-workflow notes do not share the same code path." }, { "left": "pull_request:46504", "right": "pull_request:46716", "accept": false, - "reason": "Different workflow files and unrelated changes." + "reason": "Different workflow files and different concerns; no duplicate underlying fix." }, { "left": "pull_request:46432", "right": "pull_request:46716", "accept": false, - "reason": "Different workflow files and unrelated changes." + "reason": "SSH runner hardening is unrelated to PR CI secrets scoping." } ] }, @@ -26032,7 +26206,7 @@ { "label": "pull_request", "component_index": 26, - "component_count": 33, + "component_count": 32, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -26095,70 +26269,7 @@ { "label": "pull_request", "component_index": 27, - "component_count": 33, - "review_unit_index": 1, - "review_unit_count": 1, - "status": "reviewed", - "reason": null, - "source": "llm", - "cache_hit": false, - "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-46281-2", - "nodes": [ - "pull_request:46281", - "pull_request:46890" - ], - "soft_pairs": [ - "pull_request:46281|pull_request:46890" - ], - "prepared_review_unit_hash": "b5a044bef26c6d139cb7c86e609cceaa9a4d19efec2aa0f819288c607b0f4cfc", - "component_budget": { - "node_count": 2, - "item_count": 2, - "soft_pair_count": 1, - "serialized_chars": 4271, - "estimated_input_tokens": 1068, - "estimated_eval_tokens": 2392 - }, - "budget": { - "node_count": 2, - "item_count": 2, - "soft_pair_count": 1, - "serialized_chars": 4271, - "estimated_input_tokens": 1068, - "estimated_eval_tokens": 2392 - }, - "overflow_policy": "truncate_then_skip", - "trimmed": false, - "aggressively_trimmed": false, - "split": false, - "analyst_result": { - "summary": "Both PRs harden local checkpoint/file resolution against path traversal, but they protect different inputs and code paths: sharded checkpoint `weight_map` handling in `hub.py` vs `transformers_weights` / explicit filename resolution in `modeling_utils.py`.", - "confidence": 0.91, - "canonical_issue_reason": null, - "canonical_pr_reason": "PR 46281 is the cleaner representative of the cluster theme: it directly fixes untrusted shard filenames in the sharded-checkpoint loader with a narrowly scoped change.", - "best_issue_reason": null, - "best_pr_reason": "PR 46890 is the broader security-hardening change and has more review activity, but it is still a separate code path from 46281.", - "soft_edge_verdicts": [ - { - "left": "pull_request:46281", - "right": "pull_request:46890", - "accept": false, - "reason": "Reject: both are path-traversal fixes, but they target different loaders and different untrusted fields. The diffs touch separate functions/files and would not naturally merge into one PR." - } - ] - }, - "evaluator_result": null, - "evaluator_used": false, - "retried": false, - "accepted_nontrivial_soft_edge": false, - "error_kind": null, - "error_message": null - }, - { - "label": "pull_request", - "component_index": 28, - "component_count": 33, + "component_count": 32, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -26174,7 +26285,7 @@ "soft_pairs": [ "pull_request:46310|pull_request:47162" ], - "prepared_review_unit_hash": "6fd7d2767fbdc41eaf510d2b0823e1de7cd3f6c8c4944044a16c52a9bc8ae603", + "prepared_review_unit_hash": "d2280134a4bd9507d14136221b421481c226fd9a9608c77cd8da7f6624d4bca5", "component_budget": { "node_count": 2, "item_count": 2, @@ -26196,18 +26307,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs address the same off-by-one bug in MoonshineStreaming\u2019s right-side sliding window mask; PR 47162 is the broader, more complete fix and subsumes PR 46310.", - "confidence": 0.94, - "canonical_issue_reason": "Issue 46305 appears to be the underlying off-by-one right-window boundary bug in `sliding_window_mask_function` / `inner_mask`.", - "canonical_pr_reason": "PR 47162 is the better canonical PR because it fixes the same MoonshineStreaming bug, includes tests, and appears to supersede the narrower PR 46310 while also applying the same correction to Gemma4\u2019s analogous mask code.", - "best_issue_reason": "The shared issue target and identical boundary change strongly indicate a single underlying bug: the right window should include the boundary (`<=`) instead of excluding it (`<`).", - "best_pr_reason": "PR 47162 best represents the fix set because it contains the MoonshineStreaming correction plus validation coverage and broader related cleanup, whereas PR 46310 is only the narrower MoonshineStreaming-only version.", + "summary": "Both PRs fix the same right-window off-by-one in `sliding_window_mask_function` for MoonshineStreaming; PR 47162 is a broader, later version that also applies the same boundary fix to Gemma4 and adds tests.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 47162 is the better canonical PR because it contains the MoonshineStreaming boundary fix plus the related Gemma4 change and tests, making it the more complete implementation.", + "best_issue_reason": null, + "best_pr_reason": "PR 47162 is the strongest representative of this change set since it covers the same MoonshineStreaming bug and includes additional validation and the companion model fix.", "soft_edge_verdicts": [ { "left": "pull_request:46310", "right": "pull_request:47162", "accept": true, - "reason": "Both PRs fix the same concrete off-by-one in MoonshineStreaming\u2019s right-window mask; 47162 includes the same change and can plausibly subsume 46310." + "reason": "Both PRs correct the same off-by-one boundary in MoonshineStreaming's right window mask; 47162 is a superset rather than a different bug fix." } ] }, @@ -26220,8 +26331,8 @@ }, { "label": "pull_request", - "component_index": 29, - "component_count": 33, + "component_index": 28, + "component_count": 32, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -26237,7 +26348,7 @@ "soft_pairs": [ "pull_request:46574|pull_request:46580" ], - "prepared_review_unit_hash": "c30efa054957a9a0124b77df056586692208c785459d72940037b4db9c221faf", + "prepared_review_unit_hash": "8204f57297943be7f529472083c97b90d8bc52fba8bcb7b1dc811eb490e3a556", "component_budget": { "node_count": 2, "item_count": 2, @@ -26259,18 +26370,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two pull requests are unrelated fixes: one changes CodeLlama decode behavior to preserve real leading spaces, while the other adjusts tokenizer auto-selection for certain DeepSeek checkpoints. They should not be clustered as duplicates.", - "confidence": 0.98, + "summary": "The two pull requests are unrelated: one fixes CodeLlama decode-time stripping of real leading spaces, while the other fixes AutoTokenizer selecting the wrong tokenizer class for specific DeepSeek checkpoints. They should not be clustered as duplicates.", + "confidence": 0.99, "canonical_issue_reason": null, - "canonical_pr_reason": "No single canonical PR: the two PRs address different bugs in different code paths (CodeLlama decoding vs. DeepSeek tokenizer-class selection).", + "canonical_pr_reason": "No canonical PR: the PRs address different bugs in different code paths and cannot plausibly be merged into one change.", "best_issue_reason": null, - "best_pr_reason": "Neither PR is a better representative of the other; they solve separate issues and are not mergeable into one fix.", + "best_pr_reason": "No single best PR for the cluster; the items are unrelated, so neither is a valid global representative of the other.", "soft_edge_verdicts": [ { "left": "pull_request:46574", "right": "pull_request:46580", "accept": false, - "reason": "Different underlying problems and code paths: CodeLlama decoder stripping on decode versus DeepSeek auto-tokenizer misclassification. They do not appear to be the same change." + "reason": "Different targets and fixes: CodeLlama decoder initialization/leading-space stripping vs. DeepSeek checkpoint tokenizer-class override in AutoTokenizer." } ] }, @@ -26283,8 +26394,8 @@ }, { "label": "pull_request", - "component_index": 30, - "component_count": 33, + "component_index": 29, + "component_count": 32, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -26300,40 +26411,40 @@ "soft_pairs": [ "pull_request:46773|pull_request:47087" ], - "prepared_review_unit_hash": "68095d6ed89285c70a64f4ba626a139c6df548ebb72a6fecf54b4bd5c4d59561", + "prepared_review_unit_hash": "3a50d702fb7ca2ec532377dc0b7536ef02a543b5c6c5f3a8433f10b82a6018ad", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5432, - "estimated_input_tokens": 1358, - "estimated_eval_tokens": 2972 + "serialized_chars": 5433, + "estimated_input_tokens": 1359, + "estimated_eval_tokens": 2974 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5432, - "estimated_input_tokens": 1358, - "estimated_eval_tokens": 2972 + "serialized_chars": 5433, + "estimated_input_tokens": 1359, + "estimated_eval_tokens": 2974 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two PRs are related by theme (masking being skipped) but they fix different bugs in different code paths: 46773 targets batch-size-1 handling in linear-attention model forwards, while 47087 fixes recurrent-layer masking during continued/chunked forwards and cache continuation. They should not be deduplicated.", - "confidence": 0.97, + "summary": "These are related only at a high level (padding-mask handling), but they fix different concrete bugs: one is for linear-attention models skipping padding masks at batch size 1, the other is for recurrent attention continuing forwards/chunked prefill decode behavior. They should not be merged as duplicates.", + "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": "No single canonical PR: 46773 and 47087 address different masking regressions in different implementations, so neither can stand in for the other.", + "canonical_pr_reason": "PR 47087 is the stronger representative of the cluster because it has an explicit issue target, broader recurrent-mask logic in a shared utility, and tests across multiple models; it addresses a specific continued-forward masking bug.", "best_issue_reason": null, - "best_pr_reason": "47087 is the stronger standalone PR: it has an explicit issue link, a focused utility-level fix, and broader test coverage around the recurrent-mask continuation bug.", + "best_pr_reason": "PR 47087 is the best standalone PR in this pair because it fixes a clearly defined code-path problem in `create_recurrent_attention_mask` and includes direct test coverage; PR 46773 is a separate linear-attention batch-size-1 fix.", "soft_edge_verdicts": [ { "left": "pull_request:46773", "right": "pull_request:47087", "accept": false, - "reason": "Same broad masking topic, but the underlying bugs and code paths differ: batch-size-1 linear-attention masking vs. recurrent continued-forward/cache-continuation masking." + "reason": "Different underlying bugs and code paths: 46773 fixes a batch-size-1 condition in linear-attention model masking, while 47087 fixes recurrent masking being skipped on continued forwards/chunked prefill. They share the general theme of padding masks but not the same concrete change." } ] }, @@ -26346,8 +26457,8 @@ }, { "label": "pull_request", - "component_index": 31, - "component_count": 33, + "component_index": 30, + "component_count": 32, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -26363,7 +26474,7 @@ "soft_pairs": [ "pull_request:47074|pull_request:47076" ], - "prepared_review_unit_hash": "668ed5c6efe479c988678593021c5202e09f2218f8f2c6b0006d36060fead4e1", + "prepared_review_unit_hash": "aa7d88c57b1631977c848548261da20c539bc341d5ad73f8bf43391f6ffd33fc", "component_budget": { "node_count": 2, "item_count": 2, @@ -26385,18 +26496,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two unrelated pull requests in different multimodal code paths: one fixes a key mismatch in AnyToAnyPipeline, the other adds Gemma4 placeholder validation for audio/text inputs. They are not duplicates or mergeable into one change.", - "confidence": 0.97, + "summary": "The two PRs touch different multimodal code paths: one normalizes the AnyToAnyPipeline input key from `video` to `videos`, while the other validates Gemma4 audio placeholder batching. They are related only by broad multimodal processing, not the same underlying fix.", + "confidence": 0.99, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR: 47074 and 47076 fix different bugs in different components, with no shared file targets or concrete code-path overlap.", + "canonical_pr_reason": "No clear canonical PR for a duplicate cluster: these are distinct bug fixes in different components and should not be collapsed together.", "best_issue_reason": null, - "best_pr_reason": "47076 is the stronger standalone fix in this cluster because it addresses a specific input-validation bug and includes companion test coverage; 47074 is a smaller pipeline key-normalization fix.", + "best_pr_reason": "PR #47074 is the cleaner representative of a concrete, self-contained code-path fix with direct test coverage.", "soft_edge_verdicts": [ { "left": "pull_request:47074", "right": "pull_request:47076", "accept": false, - "reason": "Different underlying problems and code paths: 47074 normalizes the AnyToAnyPipeline payload key from images to videos, while 47076 validates Gemma4 audio placeholder batching. They do not appear to be the same bug or a single combined change." + "reason": "Different bugs in different pipelines/processors. PR #47074 fixes an input-key mismatch (`video` -> `videos`) in AnyToAnyPipeline; PR #47076 adds Gemma4 placeholder validation for audio/text batching. They do not look mergeable into one PR." } ] }, @@ -26409,8 +26520,8 @@ }, { "label": "pull_request", - "component_index": 32, - "component_count": 33, + "component_index": 31, + "component_count": 32, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -26426,7 +26537,7 @@ "soft_pairs": [ "pull_request:47105|pull_request:47129" ], - "prepared_review_unit_hash": "27359829971ccb171755fa388e49d64d2b6c965d0a0a873579660fe8212f0b9d", + "prepared_review_unit_hash": "f6a8f8b71b2aa138d08af78f2361e64646cf3841176026d40ccd709bc80d3076", "component_budget": { "node_count": 2, "item_count": 2, @@ -26448,18 +26559,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two PRs are unrelated: one re-enables a VITS forward test, the other fixes an RT-DETR v2 weight converter mapping issue. The soft similarity is superficial and should not be merged as a duplicate cluster.", - "confidence": 0.98, + "summary": "These PRs are not duplicates: one re-enables and tightens a VITS forward test, the other fixes an RT-DETR v2 weight-conversion key mapping issue. They touch different models, different code paths, and different problem types.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR: the changes target different models/code paths and do not appear to be the same underlying fix.", + "canonical_pr_reason": "PR 47129 is the stronger canonical PR because it fixes a concrete converter bug in production code, while PR 47105 is a test-only change for a different model.", "best_issue_reason": null, - "best_pr_reason": "Neither PR is a good global representative for the cluster because they solve unrelated problems in different subsystems.", + "best_pr_reason": "PR 47129 is the best representative of the cluster since it addresses the more substantive underlying defect and is clearly distinct from the VITS test update.", "soft_edge_verdicts": [ { "left": "pull_request:47105", "right": "pull_request:47129", "accept": false, - "reason": "Different artifacts and different fixes: VITS test expectations vs RT-DETR v2 converter key mapping. They do not look mergeable into one PR." + "reason": "Different artifacts: 47105 updates VITS tests and re-enables a skipped forward test; 47129 edits the RT-DETR v2 converter mapping logic. They do not fix the same code-path problem and would not plausibly be merged as one PR." } ] }, @@ -26472,8 +26583,8 @@ }, { "label": "pull_request", - "component_index": 33, - "component_count": 33, + "component_index": 32, + "component_count": 32, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -26496,70 +26607,70 @@ "pull_request:47123|pull_request:47150", "pull_request:47124|pull_request:47150" ], - "prepared_review_unit_hash": "bbba2464a29c84a8a7f080bd010182fd91438f350ddf7586b2dbf2c3c2569d09", + "prepared_review_unit_hash": "4d9800a0a0a193a3ae5f5c0ff1c3a99625d131e9054f98c1d34ccfbf27d404e7", "component_budget": { "node_count": 4, "item_count": 4, "soft_pair_count": 6, - "serialized_chars": 9331, - "estimated_input_tokens": 2333, - "estimated_eval_tokens": 4922 + "serialized_chars": 9334, + "estimated_input_tokens": 2334, + "estimated_eval_tokens": 4924 }, "budget": { "node_count": 4, "item_count": 4, "soft_pair_count": 6, - "serialized_chars": 9331, - "estimated_input_tokens": 2333, - "estimated_eval_tokens": 4922 + "serialized_chars": 9334, + "estimated_input_tokens": 2334, + "estimated_eval_tokens": 4924 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "All four PRs target different models and different failure modes, so they are not duplicates of one another. The only code-change PR is the Whisper fix; the others are test/environment updates for unrelated models.", - "confidence": 0.97, + "summary": "All four PRs are model-specific fixes for different failures and should not be deduplicated together; they touch unrelated code paths across EdgeTam, MiniMax-M3-VL, Falcon-Mamba, and Whisper.", + "confidence": 0.94, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 47150 is the strongest representative of the set because it fixes an actual library code path in Whisper, whereas the others are model-specific test or environment adjustments. It is not a duplicate of the others, but it is the most substantive single change here.", + "canonical_pr_reason": "If one PR must serve as the cluster representative, 47150 is the strongest canonical candidate because it makes a direct runtime fix in model source code; the other PRs are either different-model fixes or test-only adjustments.", "best_issue_reason": null, - "best_pr_reason": "PR 47150 is the best standalone PR in this cluster: it changes core Whisper generation logic to address a concrete bug, while the other PRs only adjust tests or loading setup for different models.", + "best_pr_reason": "47150 is the best overall PR candidate: it addresses a concrete generation logic bug in Whisper source code (`generation_config.max_length`) rather than only updating tests, and it targets a specific code path tied to the reported mismatch.", "soft_edge_verdicts": [ { "left": "pull_request:47122", "right": "pull_request:47123", "accept": false, - "reason": "Different models and different fixes: Edgetam drops an unexpected `original_sizes` kwarg in model forward, while MiniMax-M3-VL adjusts test loading with `offload_folder`. Not the same bug or change." + "reason": "Different models and different failure modes: EdgeTam forward kwargs handling vs. MiniMax-M3-VL test loading/offload setup. Not the same underlying bug or change." }, { "left": "pull_request:47122", "right": "pull_request:47124", "accept": false, - "reason": "Different subsystems and failure types: Edgetam fixes a backbone kwarg mismatch; Falcon-Mamba only updates expected generation outputs in tests." + "reason": "EdgeTam code-path fix vs. Falcon-Mamba expected-output updates in tests; unrelated model and unrelated issue." }, { "left": "pull_request:47122", "right": "pull_request:47150", "accept": false, - "reason": "Unrelated model bugs: Edgetam input-kwarg cleanup versus Whisper max-length handling for segmented generation." + "reason": "Different subsystems and bugs: EdgeTam backbone kwargs cleanup vs. Whisper generation length handling. No shared underlying fix." }, { "left": "pull_request:47123", "right": "pull_request:47124", "accept": false, - "reason": "Both are test-side changes, but for different models and different failure causes (`load_error` vs `output_mismatch`). No shared underlying bug." + "reason": "Both are test-oriented but for different models and distinct failures; not mergeable as one change." }, { "left": "pull_request:47123", "right": "pull_request:47150", "accept": false, - "reason": "MiniMax-M3-VL test loading workaround is unrelated to Whisper generation-length logic." + "reason": "MiniMax-M3-VL loading test fix is unrelated to Whisper generation logic; different code paths and symptoms." }, { "left": "pull_request:47124", "right": "pull_request:47150", "accept": false, - "reason": "Falcon-Mamba expected-output refresh is a test expectation update, not the same as Whisper\u2019s source-code fix for max_length handling." + "reason": "Falcon-Mamba test expectation updates are unrelated to Whisper source code fix; different model, different bug." } ] }, diff --git a/analysis/current/manifest.json b/analysis/current/manifest.json index ad287822751cd0dabd0f71d5080ef4333f92cb33..4b049d8175f5c8f07fc33a0b95ff4577e87b9c89 100644 --- a/analysis/current/manifest.json +++ b/analysis/current/manifest.json @@ -1,8 +1,8 @@ { - "analysis_id": "hybrid-model-20260708t120111z", + "analysis_id": "hybrid-model-20260708t180046z", "archived_artifacts": { - "hybrid": "snapshots/20260708T120111Z/analysis-runs/hybrid-model-20260708t120111z/analysis-report-hybrid.json", - "hybrid_reviews": "snapshots/20260708T120111Z/analysis-runs/hybrid-model-20260708t120111z/analysis-report-hybrid.llm-reviews.json" + "hybrid": "snapshots/20260708T180046Z/analysis-runs/hybrid-model-20260708t180046z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260708T180046Z/analysis-runs/hybrid-model-20260708t180046z/analysis-report-hybrid.llm-reviews.json" }, "artifacts": { "hybrid": "analysis/current/analysis-report-hybrid.json", @@ -10,9 +10,9 @@ }, "channel": "canonical", "model": null, - "published_at": "2026-07-08T12:14:09Z", + "published_at": "2026-07-08T18:12:45Z", "repo": "huggingface/transformers", "schema_version": 1, - "snapshot_id": 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involve DeepSpeed, but the reported failures are different and not the same code path." + }, + { + "left": "issue:43596", + "right": "issue:43638", + "accept": true, + "reason": "Same ZeRO-3 index-out-of-bounds failure on BERT-class models during init/loading." + }, + { + "left": "issue:43039", + "right": "issue:45161", + "accept": false, + "reason": "Liger Kernel cross-entropy routing and GPT-OSS tensor-parallel failure are different bugs." + }, + { + "left": "issue:43975", + "right": "issue:44457", + "accept": false, + "reason": "Incorrect detokenization and LoRA merge/save reload mismatch are unrelated." + }, + { + "left": "issue:44292", + "right": "issue:44457", + "accept": false, + "reason": "Qwen3 NVFP4 runtime failure and LoRA merge inconsistency are unrelated." + }, + { + "left": "issue:44841", + "right": "issue:46661", + "accept": false, + "reason": "Processor failure and remote-code config_class error are different issues." + }, + { + "left": "issue:43716", + "right": "issue:46869", + "accept": false, + "reason": "Different models and symptoms; not the same bug." + }, + { + "left": "issue:24643", + "right": "issue:30277", + "accept": false, + "reason": "Both mention DeepSpeed, but the runtime errors are different and not the same root cause." + }, + { + "left": "issue:34928", + "right": "issue:44805", + "accept": false, + "reason": "FSDP checkpointing recomputation mismatch is unrelated to mask indexing errors." + }, + { + "left": "issue:45685", + "right": "issue:46869", + "accept": false, + "reason": "MPS histogram limitation and YOLO multi-GPU device mapping are unrelated." + }, + { + "left": "issue:45859", + "right": "issue:45902", + "accept": true, + "reason": "Same Qwen3_5MoeTextRotaryEmbedding device/offload materialization problem around inv_freq handling." + }, + { + "left": "issue:34928", + "right": "issue:36331", + "accept": false, + "reason": "Activation-checkpointing tensor-size mismatch and trainer kwarg incompatibility are unrelated." + }, + { + "left": "issue:43638", + "right": "issue:45161", + "accept": false, + "reason": "ZeRO-3 BERT index error and GPT-OSS tensor-parallel failure are unrelated." + }, + { + "left": "issue:43596", + "right": "issue:45161", + "accept": false, + "reason": "Same as above: different models and different failure modes." + }, + { + "left": "issue:43716", + "right": "issue:45507", + "accept": false, + "reason": "Different bugs in different models; dtype mismatch is not the invalid-method issue." + }, + { + "left": "issue:44292", + "right": "issue:45237", + "accept": false, + "reason": "Qwen3 NVFP4 runtime failure and AMD GPU device-map failure are unrelated." + }, + { + "left": "issue:44841", + "right": "issue:46015", + "accept": false, + "reason": "Processor bug and outdated RAG docs are unrelated." + }, + { + "left": "issue:43039", + "right": "issue:43828", + "accept": false, + "reason": "Liger Kernel cross-entropy call and Phi-tiny-MoE autocast dtype mismatch are different failures." + }, + { + "left": "issue:30277", + "right": "issue:36331", + "accept": false, + "reason": "DeepSpeed collective mismatch and custom trainer loss-signature mismatch are unrelated." + }, + { + "left": "issue:34928", + "right": "issue:36010", + "accept": false, + "reason": "FSDP checkpointing mismatch and GenerationMixin import error are unrelated." + }, + { + "left": "issue:45237", + "right": "issue:46015", + "accept": false, + "reason": "AMD GPU model failure and docs cleanup are unrelated." + }, + { + "left": "issue:43039", + "right": "issue:44805", + "accept": false, + "reason": "Different code paths; Liger Kernel cross-entropy is unrelated to mask shape mismatch." + }, + { + "left": "issue:45800", + "right": "issue:46515", + "accept": true, + "reason": "Same torch 2.4.1 compatibility problem." + }, + { + "left": "issue:45823", + "right": "issue:45874", + "accept": false, + "reason": "Gemma4 device mismatch and reverse embedding lookup are different issues." + }, + { + "left": "issue:39290", + "right": "issue:45081", + "accept": false, + "reason": "Gemma3 config attribute error and Mistral tokenizer regex patch crash are unrelated." + }, + { + "left": "issue:43716", + "right": "issue:45685", + "accept": false, + "reason": "Different models and backends; not the same bug." + }, + { + "left": "issue:45507", + "right": "issue:45685", + "accept": false, + "reason": "Different MoE/model-specific failures on unrelated platforms." + }, + { + "left": "issue:44292", + "right": "issue:44918", + "accept": false, + "reason": "Qwen3 NVFP4 runtime failure and SFT embedding unpacking are unrelated." + }, + { + "left": "issue:44918", + "right": "issue:45161", + "accept": false, + "reason": "Different model-training bugs; no shared concrete fix." + }, + { + "left": "issue:43039", + "right": "issue:44918", + "accept": false, + "reason": "Liger Kernel cross-entropy issue and Qwen3.5 embedding unpacking are unrelated." + }, + { + "left": "issue:41762", + "right": "issue:43638", + "accept": true, + "reason": "Same ZeRO-3 empty-tensor index-out-of-bounds bug during model loading/init." + }, + { + "left": "issue:43827", + "right": "issue:44512", + "accept": false, + "reason": "Both are docs issues, but they cover different removed references and are not the same underlying change." + }, + { + "left": "issue:43425", + "right": "issue:44292", + "accept": false, + "reason": "Torch version incompatibility and Qwen3 NVFP4 runtime error are unrelated." + }, + { + "left": "issue:43828", + "right": "issue:45161", + "accept": false, + "reason": "Different bugs: autocast dtype mismatch vs tensor-parallel failure." + }, + { + "left": "issue:43541", + "right": "issue:43716", + "accept": false, + "reason": "Mixtral grouped_mm tracing failure and Mistral-3 dtype mismatch are unrelated." + }, + { + "left": "issue:43828", + "right": "issue:44292", + "accept": false, + "reason": "Phi-tiny-MoE autocast issue and Qwen3 NVFP4 failure are unrelated." + }, + { + "left": "issue:43828", + "right": "issue:45685", + "accept": false, + "reason": "Different model/runtime problems; autocast mismatch is unrelated to MPS histogram support." + }, + { + "left": "issue:43425", + "right": "issue:44292", + "accept": false, + "reason": "Torch compatibility and Qwen3 NVFP4 runtime failure are not the same issue." + }, + { + "left": "issue:43828", + "right": "issue:44292", + "accept": false, + "reason": "Different models and error surfaces; no common duplicate." + }, + { + "left": "issue:43541", + "right": "issue:43716", + "accept": false, + "reason": "Different concrete failures and code paths." + }, + { + "left": "issue:43828", + "right": "issue:44292", + "accept": false, + "reason": "Different models and error classes; not duplicates." + }, + { + "left": "issue:43828", + "right": "issue:45685", + "accept": false, + "reason": "Same general theme of runtime issues, but not the same underlying bug." + }, + { + "left": "issue:45874", + "right": "issue:46294", + "accept": false, + "reason": "Gemma4 reverse embedding lookup and Qwen3.5 video apply_chat_template mismatch are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded overall. The cluster is heterogeneous, and the named subgroups are supported by the packet: the ZeRO-3 index-out-of-bounds issues (43596/43638, with 41762 as a close variant), the torch 2.4.1 compatibility pair (45800/46515), and the Qwen3_5MoeTextRotaryEmbedding offload/materialization pair (45859/45902). The other soft-edge rejections are conservative and do not overstate linkage." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 2, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-516", + "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:43296|issue:46304", + "issue:43866|issue:46402", + "issue:41762|issue:43596", + "issue:39290|issue:41720", + "issue:43901|issue:44512", + "issue:44589|issue:46304", + "issue:45237|issue:45901", + "issue:43039|issue:44560", + "issue:45823|issue:46294", + "issue:43975|issue:46015", + "issue:44841|issue:45823", + "issue:43866|issue:46772", + "issue:44863|issue:46015", + "issue:45020|issue:46304", + "issue:45812|issue:45920", + "issue:43872|issue:46304", + "issue:44292|issue:46015", + "issue:43866|issue:44863", + "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:43792|issue:45070", + "issue:45362|issue:45464", + "issue:43596|issue:45800", + "issue:43541|issue:46869", + "issue:44292|issue:45901", + "issue:39290|issue:45823", + "issue:45464|issue:45685", + "issue:36010|issue:39290", + "issue:43541|issue:45685", + "issue:43541|issue:43828", + "issue:44841|issue:45084", + "issue:45507|issue:46869", + "issue:43404|issue:43866", + "issue:41093|issue:41762", + "issue:45399|issue:46661", + "issue:43572|issue:45070", + "issue:45800|issue:45823" + ], + "prepared_review_unit_hash": "51a072d30ceece21737c11739dce0b5fef361c1465a265896e4db8d2a46117c5", + "component_budget": { + "node_count": 516, + "item_count": 516, + "soft_pair_count": 1900, + "serialized_chars": 985297, + "estimated_input_tokens": 246325, + "estimated_eval_tokens": 492906 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 42, + "serialized_chars": 40040, + "estimated_input_tokens": 10010, + "estimated_eval_tokens": 20276 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly heterogeneous issue cluster with a small tokenizer-regression subgroup. One soft duplicate looks plausible; the rest are different model, subsystem, or symptom reports.", + "confidence": 0.28, + "canonical_issue_reason": "Issue 45920 is the broadest and most representative report in the tokenizer-regression subgroup, describing wrong token IDs across multiple models under v5.", + "canonical_pr_reason": null, + "best_issue_reason": "Best single issue to anchor the cluster: 45920, since it covers the widest surface area of the shared AutoTokenizer regression.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45800", + "right": "issue:46304", + "accept": false, + "reason": "Both mention version breakage, but one is torch compatibility and the other is USE_DISTRIBUTED=0 support; different failures." + }, + { + "left": "issue:43296", + "right": "issue:46304", + "accept": false, + "reason": "vLLM/Gemma3 load failure vs PyTorch distributed build issue; unrelated concrete bugs." + }, + { + "left": "issue:43866", + "right": "issue:46402", + "accept": false, + "reason": "Different models and symptoms: corrupted checkpoint vs text encoder weights not loaded." + }, + { + "left": "issue:41762", + "right": "issue:43596", + "accept": false, + "reason": "Both are IndexErrors during ZeRO-3 loading, but on different models and likely different code paths." + }, + { + "left": "issue:39290", + "right": "issue:41720", + "accept": false, + "reason": "Gemma3 config attribute error in vLLM vs Qwen3 auto device-map CUDA assert; unrelated." + }, + { + "left": "issue:43901", + "right": "issue:44512", + "accept": false, + "reason": "Both are docs issues only; they cover different documentation mismatches." + }, + { + "left": "issue:44589", + "right": "issue:46304", + "accept": false, + "reason": "Storage/type lookup error vs distributed-build compatibility issue; not the same bug." + }, + { + "left": "issue:45237", + "right": "issue:45901", + "accept": false, + "reason": "Different task and failure surface: AMD GPU runtime vs table-question-answering crash." + }, + { + "left": "issue:43039", + "right": "issue:44560", + "accept": false, + "reason": "Liger Kernel cross-entropy call issue vs Qwen3-VL video StopIteration; unrelated." + }, + { + "left": "issue:45823", + "right": "issue:46294", + "accept": false, + "reason": "Both involve model execution, but one is Gemma4 device placement and the other is Qwen video chat templating." + }, + { + "left": "issue:43975", + "right": "issue:46015", + "accept": false, + "reason": "Detokenization regression vs outdated RAG examples; different scopes entirely." + }, + { + "left": "issue:44841", + "right": "issue:45823", + "accept": false, + "reason": "Processor failure for Voxtral vs Gemma4 device mismatch; different model families and bugs." + }, + { + "left": "issue:43866", + "right": "issue:46772", + "accept": false, + "reason": "Checkpoint corruption report vs NVFP4 compatibility for DiffusionGemma; not duplicates." + }, + { + "left": "issue:44863", + "right": "issue:46015", + "accept": false, + "reason": "NemotronH checkpoint loading vs docs examples; unrelated." + }, + { + "left": "issue:45020", + "right": "issue:46304", + "accept": false, + "reason": "Remote-code breakage from recent versions vs PyTorch build/distributed support issue; different causes." + }, + { + "left": "issue:45812", + "right": "issue:45920", + "accept": true, + "reason": "Both report v5 AutoTokenizer returning wrong token IDs across models; same regression family and plausibly one fix." + }, + { + "left": "issue:43872", + "right": "issue:46304", + "accept": false, + "reason": "bitsandbytes parameter incompatibility vs USE_DISTRIBUTED=0 support breakage; unrelated." + }, + { + "left": "issue:44292", + "right": "issue:46015", + "accept": false, + "reason": "Qwen NVFP4 runtime error vs RAG docs issue; no shared bug." + }, + { + "left": "issue:43866", + "right": "issue:44863", + "accept": false, + "reason": "Corrupted checkpoint vs model implementation cannot load checkpoints; different failure modes." + }, + { + "left": "issue:39290", + "right": "issue:43531", + "accept": false, + "reason": "Different models and different sliding-window/config complaints; not the same underlying defect." + }, + { + "left": "issue:41093", + "right": "issue:43638", + "accept": false, + "reason": "Both are IndexErrors, but one is a mask-length mismatch and the other is a ZeRO-3 init/loading issue." + }, + { + "left": "issue:43792", + "right": "issue:45901", + "accept": false, + "reason": "Whisper load problem vs table-question-answering crash; unrelated." + }, + { + "left": "issue:43854", + "right": "issue:43866", + "accept": false, + "reason": "Unit-test load failure for GLM-4.7 Flash vs corrupted Ovis2 checkpoint; different root causes." + }, + { + "left": "issue:43425", + "right": "issue:45070", + "accept": false, + "reason": "Generic torch incompatibility vs pydantic PretrainedConfig field breakage; unrelated." + }, + { + "left": "issue:43975", + "right": "issue:45901", + "accept": false, + "reason": "Detokenization regression vs table QA crash; not duplicates." + }, + { + "left": "issue:43792", + "right": "issue:45070", + "accept": false, + "reason": "Whisper runtime/load issue vs pydantic model field regression; different bugs." + }, + { + "left": "issue:45362", + "right": "issue:45464", + "accept": false, + "reason": "Both mention Qwen3.5, but one is chat crash and the other is streaming chat/completions API failure." + }, + { + "left": "issue:43596", + "right": "issue:45800", + "accept": false, + "reason": "ZeRO-3 IndexError vs torch/transformers version incompatibility; different problem classes." + }, + { + "left": "issue:43541", + "right": "issue:46869", + "accept": false, + "reason": "Mixtral dynamo grouped_mm error vs YOLO multi-GPU device-map failure; unrelated." + }, + { + "left": "issue:44292", + "right": "issue:45901", + "accept": false, + "reason": "NVFP4 model run failure vs table QA crash; different subsystems." + }, + { + "left": "issue:39290", + "right": "issue:45823", + "accept": false, + "reason": "Gemma3/vLLM config attribute error vs Gemma4 device placement mismatch; different code paths." + }, + { + "left": "issue:45464", + "right": "issue:45685", + "accept": false, + "reason": "Chat streaming API failure vs MPS histogram operator limitation; unrelated." + }, + { + "left": "issue:36010", + "right": "issue:39290", + "accept": false, + "reason": "ImportError for GenerationMixin vs Gemma3 config attribute missing; different APIs and failures." + }, + { + "left": "issue:43541", + "right": "issue:45685", + "accept": false, + "reason": "Torch dynamo grouped_mm tracing error vs MPS histogram op limitation; unrelated." + }, + { + "left": "issue:43541", + "right": "issue:43828", + "accept": false, + "reason": "Mixtral dynamo tracing error vs dtype mismatch under autocast; different bugs." + }, + { + "left": "issue:44841", + "right": "issue:45084", + "accept": false, + "reason": "Voxtral processor failure vs template-node compile error; unrelated." + }, + { + "left": "issue:45507", + "right": "issue:46869", + "accept": false, + "reason": "Invalid method call in GraniteMoEHybrid vs YOLO multi-GPU device-map issue; different models and symptoms." + }, + { + "left": "issue:43404", + "right": "issue:43866", + "accept": false, + "reason": "Weight-tying bug in Mistral3 vs corrupted Ovis2 checkpoint; not the same bug." + }, + { + "left": "issue:41093", + "right": "issue:41762", + "accept": false, + "reason": "Different IndexError forms and different setups; not enough to treat as one bug." + }, + { + "left": "issue:45399", + "right": "issue:46661", + "accept": false, + "reason": "flash-attn2 fallback blocked by checks vs remote-code model_class config_class attribute error; unrelated." + }, + { + "left": "issue:43572", + "right": "issue:45070", + "accept": false, + "reason": "Missing pad_token_idx in StableLmConfig vs pydantic PretrainedConfig field breakage; different issues." + }, + { + "left": "issue:45800", + "right": "issue:45823", + "accept": false, + "reason": "Torch/transformers compatibility vs Gemma4 device mismatch; unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The cluster summary is grounded in the packet and stays conservative: it identifies one plausible tokenizer-regression subgroup while treating the rest as heterogeneous. The lone accepted soft pair (45812/45920) is a reasonable same-bug fit, and the other verdicts do not overstate duplication evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 3, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-516", + "nodes": [ + "issue:39186", + "issue:40990", + "issue:41093", + "issue:42915", + "issue:43054", + "issue:43296", + "issue:43366", + "issue:43404", + "issue:43531", + "issue:43541", + "issue:43596", + "issue:43645", + "issue:43716", + "issue:43828", + "issue:43873", + "issue:43994", + "issue:44291", + "issue:44360", + "issue:44387", + "issue:44479", + "issue:44492", + "issue:44512", + "issue:44530", + "issue:44805", + "issue:44863", + "issue:44918", + "issue:44960", + "issue:45005", + "issue:45020", + "issue:45070", + "issue:45161", + "issue:45183", + "issue:45399", + "issue:45464", + "issue:45507", + "issue:45632", + "issue:45698", + "issue:45759", + "issue:45800", + "issue:45902", + "issue:46165", + "issue:46294", + "issue:46463", + "issue:46468", + "issue:46640", + "issue:46661", + "issue:46869" + ], + "soft_pairs": [ + "issue:43296|issue:43366", + "issue:44805|issue:44918", + "issue:43541|issue:45161", + "issue:43828|issue:45464", + "issue:43366|issue:45464", + "issue:44291|issue:45070", + "issue:44387|issue:45005", + "issue:43531|issue:45070", + "issue:41093|issue:43596", + "issue:43716|issue:46294", + "issue:45020|issue:45800", + "issue:44479|issue:46294", + "issue:43054|issue:43994", + "issue:46468|issue:46869", + "issue:43596|issue:46165", + "issue:45759|issue:45902", + "issue:46640|issue:46661", + "issue:43716|issue:44918", + "issue:39186|issue:44918", + "issue:43645|issue:45399", + "issue:40990|issue:44960", + "issue:45632|issue:45698", + "issue:42915|issue:45399", + "issue:43404|issue:45005", + "issue:44360|issue:44512", + "issue:43873|issue:45005", + "issue:44492|issue:44512", + "issue:44530|issue:45005", + "issue:44918|issue:45507", + "issue:45183|issue:46463", + "issue:44863|issue:45005" + ], + "prepared_review_unit_hash": "ea0a3491be8bb687aa06e83ac1a6cd49875f74e14515a683b6538dacc48e2adf", + "component_budget": { + "node_count": 516, + "item_count": 516, + "soft_pair_count": 1900, + "serialized_chars": 985297, + "estimated_input_tokens": 246325, + "estimated_eval_tokens": 492906 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 36239, + "estimated_input_tokens": 9060, + "estimated_eval_tokens": 18376 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Most pairs are distinct model-specific bugs or regressions. The only strong duplicate match is the custom-code caching/path collision pair around `trust_remote_code` and `from_pretrained` loading the wrong module after save/load.", + "confidence": 0.69, + "canonical_issue_reason": "issue:45632 is the clearest root-cause report: it names the cache-path collision for `trust_remote_code` on local models with the same leaf directory name, which likely explains the related wrong-module loading symptom in issue:45698.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45632 is the best representative issue because it describes the underlying mechanism directly and is the most actionable canonical target for deduplication.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43296", + "right": "issue:43366", + "accept": false, + "reason": "Different failures: PaddleOCR-VL load failure in vLLM vs GGUF gpt-oss architecture support." + }, + { + "left": "issue:44805", + "right": "issue:44918", + "accept": false, + "reason": "Both mention tensor shape problems, but the contexts differ: mask/index mismatch vs embedding unpacking in TRL SFT." + }, + { + "left": "issue:43541", + "right": "issue:45161", + "accept": false, + "reason": "Different MoE/Torch Dynamo tracing vs tensor-parallel support problems; not the same code-path." + }, + { + "left": "issue:43828", + "right": "issue:45464", + "accept": false, + "reason": "Both are dtype/streaming-related model issues, but one is autocast on Phi-tiny-MoE and the other is Qwen3.5 chat/completions streaming." + }, + { + "left": "issue:43366", + "right": "issue:45464", + "accept": false, + "reason": "Unrelated: GGUF gpt-oss architecture support vs Qwen3.5 streaming inference failure." + }, + { + "left": "issue:44291", + "right": "issue:45070", + "accept": false, + "reason": "Init-empty-weights argument incompatibility is separate from the pydantic `PretrainedConfig` field breakage." + }, + { + "left": "issue:44387", + "right": "issue:45005", + "accept": false, + "reason": "Quantization memory/OOM regression and tied-weights translation-model bug are different issues." + }, + { + "left": "issue:43531", + "right": "issue:45070", + "accept": false, + "reason": "Qwen3-MoE sliding-window behavior is unrelated to the pydantic config-field regression." + }, + { + "left": "issue:41093", + "right": "issue:43596", + "accept": false, + "reason": "Both are IndexErrors, but one is mask length mismatch and the other is zero-sized tensor indexing under DeepSpeed ZeRO3." + }, + { + "left": "issue:43716", + "right": "issue:46294", + "accept": false, + "reason": "Different multimodal modalities: image preprocessor dtype mismatch vs video token/feature mismatch." + }, + { + "left": "issue:45020", + "right": "issue:45800", + "accept": false, + "reason": "Remote-code model breakage is broader and different from the torch/transformers version incompatibility." + }, + { + "left": "issue:44479", + "right": "issue:46294", + "accept": false, + "reason": "Both are video-related Qwen regressions, but the first is a broad v5.3.0 regression across multiple models while the second is a specific apply_chat_template mismatch." + }, + { + "left": "issue:43054", + "right": "issue:43994", + "accept": false, + "reason": "Same family and similar symptoms, but one reports worse text embeddings and the other nonsensical AutoModel/pipeline outputs; not enough to treat as one bug." + }, + { + "left": "issue:46468", + "right": "issue:46869", + "accept": false, + "reason": "Official Nemotron example breakage and YOLO multi-GPU device-map failure are unrelated." + }, + { + "left": "issue:43596", + "right": "issue:46165", + "accept": false, + "reason": "Different remote-code/loading failures: ZeRO3 init index error vs resume-training with local downloaded model." + }, + { + "left": "issue:45759", + "right": "issue:45902", + "accept": false, + "reason": "Composite Qwen config unwrapping issue is separate from uninitialized rotary embedding memory after meta-to-empty materialization." + }, + { + "left": "issue:46640", + "right": "issue:46661", + "accept": false, + "reason": "Flash Attention 2 availability/configuration issue is unrelated to remote-code model_class/config_class AttributeError." + }, + { + "left": "issue:43716", + "right": "issue:44918", + "accept": false, + "reason": "Image-preprocessor dtype mismatch is unrelated to Qwen3.5 input-embedding unpacking with TRL." + }, + { + "left": "issue:39186", + "right": "issue:44918", + "accept": false, + "reason": "FSDP weight-dimension error is a different failure mode from Qwen3.5 embedding unpacking." + }, + { + "left": "issue:43645", + "right": "issue:45399", + "accept": false, + "reason": "Jupyter/custom-model initialization breakage is unrelated to flash-attn fallback gating." + }, + { + "left": "issue:40990", + "right": "issue:44960", + "accept": false, + "reason": "High perplexity on gpt-oss-20b and the GLM5 issue are different model/regression reports." + }, + { + "left": "issue:45632", + "right": "issue:45698", + "accept": true, + "reason": "Both point to the same trust_remote_code/custom-module resolution bug: a path/cache collision leading to the wrong module being loaded after save/load." + }, + { + "left": "issue:42915", + "right": "issue:45399", + "accept": false, + "reason": "FineGrainedFP8Config failure and flash-attn fallback blocking are separate quantization/feature-availability issues." + }, + { + "left": "issue:43404", + "right": "issue:45005", + "accept": false, + "reason": "Tied lm_head weights in Mistral3 conditional generation is not the same as translation-model tied-weight issues in v5." + }, + { + "left": "issue:44360", + "right": "issue:44512", + "accept": false, + "reason": "A DSA indexer design discussion is unrelated to docs mentioning a removed run command." + }, + { + "left": "issue:43873", + "right": "issue:45005", + "accept": false, + "reason": "Offloading/quantization behavior is a different problem from tied weights on translation models." + }, + { + "left": "issue:44492", + "right": "issue:44512", + "accept": false, + "reason": "Cache-strategy typo and removed-command documentation are unrelated." + }, + { + "left": "issue:44530", + "right": "issue:45005", + "accept": false, + "reason": "PagedAttentionCache linear_attention crash is not the same as tied-weight translation-model issues." + }, + { + "left": "issue:44918", + "right": "issue:45507", + "accept": false, + "reason": "Qwen3.5 embedding unpacking and GraniteMoEHybrid invalid-method calls are different bugs." + }, + { + "left": "issue:45183", + "right": "issue:46463", + "accept": false, + "reason": "The XOR input validation bug is broader than the T5 decoder-input error-message issue." + }, + { + "left": "issue:44863", + "right": "issue:45005", + "accept": false, + "reason": "NemotronH checkpoint loading failure is unrelated to tied-weight translation model behavior." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The lone accepted duplicate pair (issue:45632 / issue:45698) is well supported by the titles and the stated cache/path-collision mechanism, and the rejected pairs are framed cautiously without overclaiming. " + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 4, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-516", + "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:43883", + "issue:43950", + "issue:43975", + "issue:44292", + "issue:44387", + "issue:44403", + "issue:44451", + "issue:44488", + "issue:44534", + "issue:44589", + "issue:44910", + "issue:44928", + "issue:44960", + "issue:44991", + "issue:45020", + "issue:45399", + "issue:45520", + "issue:45663", + "issue:45685", + "issue:45701", + "issue:45823", + "issue:45859", + "issue:45902", + "issue:45920", + "issue:45987", + "issue:46489", + "issue:46491", + "issue:46858", + "issue:46899", + "issue:46932" + ], + "soft_pairs": [ + "issue:43975|issue:44292", + "issue:46489|issue:46491", + "issue:39692|issue:43054", + "issue:43950|issue:44534", + "issue:36331|issue:41762", + "issue:43644|issue:43950", + "issue:43872|issue:44589", + "issue:46899|issue:46932", + "issue:43828|issue:44928", + "issue:43054|issue:45701", + "issue:45920|issue:46489", + "issue:38175|issue:43054", + "issue:45987|issue:46858", + "issue:43950|issue:45902", + "issue:43054|issue:43493", + "issue:44910|issue:45859", + "issue:42947|issue:44387", + "issue:45663|issue:45902", + "issue:44403|issue:44451", + "issue:41553|issue:43883", + "issue:24643|issue:28530", + "issue:43975|issue:45520", + "issue:44403|issue:44488", + "issue:43643|issue:45020", + "issue:41762|issue:42915", + "issue:42947|issue:43856", + "issue:44991|issue:45399", + "issue:43824|issue:43872", + "issue:45685|issue:45823", + "issue:43782|issue:44960" + ], + "prepared_review_unit_hash": "1c6b0805fc01386dca33e3b5f937968c9ac9edfe2ad0296419530ff1cdfbca14", + "component_budget": { + "node_count": 516, + "item_count": 516, + "soft_pair_count": 1900, + "serialized_chars": 985297, + "estimated_input_tokens": 246325, + "estimated_eval_tokens": 492906 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36898, + "estimated_input_tokens": 9225, + "estimated_eval_tokens": 18706 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This is a mixed cluster with several unrelated issues. I only accept a few pairs that clearly share the same underlying bug: non-persistent buffer corruption, SigLIP2 implementation discrepancy, static cache seq-length contract, and Gemma4 quantized embedder dtype casting.", + "confidence": 0.84, + "canonical_issue_reason": "Issue #43950 is the best canonical issue for the largest coherent subcluster: it states the non-persistent-buffer regression clearly and matches the near-duplicate #44534.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue #43950 is the strongest overall representative because it is broad, concrete, and has the clearest duplicate evidence among the issues shown.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43975", + "right": "issue:44292", + "accept": false, + "reason": "Different models and different failure modes; tokenizer detokenization bug vs NVFP4 load/runtime error." + }, + { + "left": "issue:46489", + "right": "issue:46491", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different model families and do not appear to be the same concrete bug." + }, + { + "left": "issue:39692", + "right": "issue:43054", + "accept": false, + "reason": "Docs/example errors and quantization failure are unrelated to the SigLIP2 embedding-quality complaint." + }, + { + "left": "issue:43950", + "right": "issue:44534", + "accept": true, + "reason": "Same non-persistent-buffer regression in Transformers 5.x; #44534 is a near-duplicate symptom of the corruption bug in #43950." + }, + { + "left": "issue:36331", + "right": "issue:41762", + "accept": false, + "reason": "Unexpected trainer kwarg and DeepSpeed ZeRO-3 index error are unrelated." + }, + { + "left": "issue:43643", + "right": "issue:43950", + "accept": false, + "reason": "Remote-code config field loss is a different bug from non-persistent-buffer corruption." + }, + { + "left": "issue:43872", + "right": "issue:44589", + "accept": false, + "reason": "Different quantization/storage incompatibilities with distinct error signatures." + }, + { + "left": "issue:46899", + "right": "issue:46932", + "accept": true, + "reason": "Both describe the same Gemma4 quantized vision/audio embedder dtype-casting bug; #46932 is explicitly the fix for the same issue." + }, + { + "left": "issue:43828", + "right": "issue:44928", + "accept": false, + "reason": "Different models and different root causes; autocast dtype mismatch is not the same as the Qwen3.5 position_ids/SDPA bug." + }, + { + "left": "issue:43054", + "right": "issue:45701", + "accept": false, + "reason": "Model embedding-quality regression vs version-dependent tokenization change are not the same underlying issue." + }, + { + "left": "issue:45920", + "right": "issue:46489", + "accept": false, + "reason": "#45920 is a broad multi-model tokenizer regression; #46489 is a specific DeepSeek-Coder v1 gap and not clearly the same fix." + }, + { + "left": "issue:38175", + "right": "issue:43054", + "accept": false, + "reason": "Zero probabilities and poorer text embeddings are different symptoms with no clear shared code path." + }, + { + "left": "issue:45987", + "right": "issue:46858", + "accept": true, + "reason": "Same API contract bug: `cache.get_seq_length()` returns a tensor instead of an int, breaking callers in different contexts." + }, + { + "left": "issue:43950", + "right": "issue:45902", + "accept": true, + "reason": "Both point to the same non-persistent-buffer materialization regression; #45902 is a model-specific manifestation of the buffer junk/uninitialized-memory bug." + }, + { + "left": "issue:43054", + "right": "issue:43493", + "accept": true, + "reason": "Same SigLIP2 discrepancy theme; #43054 reports degraded embeddings while #43493 frames the same HF-vs-JAX implementation mismatch." + }, + { + "left": "issue:44910", + "right": "issue:45859", + "accept": false, + "reason": "Flash-Attention crash from 3D position_ids is unrelated to CPU-offload incompatibility in the rotary embedding." + }, + { + "left": "issue:42947", + "right": "issue:44387", + "accept": false, + "reason": "Gradient checkpointing/LoRA effectiveness and int4 quantization OOM are separate performance issues." + }, + { + "left": "issue:45663", + "right": "issue:45902", + "accept": false, + "reason": "Gemma4 FSDP2 shared_kv_states KeyError is unrelated to the non-persistent-buffer materialization bug." + }, + { + "left": "issue:44403", + "right": "issue:44451", + "accept": false, + "reason": "Loading noise vs a hard model load failure are not the same bug." + }, + { + "left": "issue:41553", + "right": "issue:43883", + "accept": false, + "reason": "Bad tokenizer error messaging and missing tied-weights attribute are unrelated." + }, + { + "left": "issue:24643", + "right": "issue:28530", + "accept": false, + "reason": "DeepSpeed training weight-shape error and early-stopping metric handling are unrelated training issues." + }, + { + "left": "issue:43975", + "right": "issue:45520", + "accept": false, + "reason": "Tokenizer detokenization regression and Python 3.13 flash_attn import error are unrelated." + }, + { + "left": "issue:44403", + "right": "issue:44488", + "accept": false, + "reason": "Generic loading noise is not the same as the specific model-load failure." + }, + { + "left": "issue:43643", + "right": "issue:45020", + "accept": false, + "reason": "#45020 is a broad remote_code regression report, but #43643 is a specific AutoConfig missing-fields issue and not clearly the same concrete bug." + }, + { + "left": "issue:41762", + "right": "issue:42915", + "accept": false, + "reason": "DeepSpeed ZeRO-3 loading failure and Qwen3Moe FP8 failure are different code paths." + }, + { + "left": "issue:42947", + "right": "issue:43856", + "accept": false, + "reason": "LoRA checkpointing inefficiency and Qwen3 MoE memory usage are different issues." + }, + { + "left": "issue:44991", + "right": "issue:45399", + "accept": false, + "reason": "Tokenizer load failure and flash-attn2 fallback gating are unrelated." + }, + { + "left": "issue:43824", + "right": "issue:43872", + "accept": false, + "reason": "Missing model export/import symbol and bitsandbytes parameter incompatibility are unrelated." + }, + { + "left": "issue:45685", + "right": "issue:45823", + "accept": false, + "reason": "MPS histogram limitation in MoE and Gemma4 device-mismatch in forward are different bugs." + }, + { + "left": "issue:43782", + "right": "issue:44960", + "accept": false, + "reason": "Qwen3VL weight_only load error and GLM5 are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The cluster summary is grounded in the packet, and the accepted soft edges are conservative enough: the non-persistent-buffer, StaticCache seq-length, Gemma4 quantized-embedder, and SigLIP2 pairs all have clear title-level overlap consistent with the stated bug families. The rejected pairs also read appropriately cautious." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 5, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-516", + "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:45715", + "issue:45759", + "issue:45823", + "issue:45923", + "issue:46315", + "issue:46489", + "issue:46661", + "issue:46869", + "issue:46894", + "issue:46897" + ], + "soft_pairs": [ + "issue:45081|issue:45399", + "issue:41553|issue:43881", + "issue:45020|issue:45823", + "issue:44661|issue:45020", + "issue:43828|issue:45823", + "issue:45020|issue:45356", + "issue:42491|issue:44368", + "issue:43881|issue:43883", + "issue:45715|issue:46315", + "issue:43872|issue:46869", + "issue:45759|issue:46661", + "issue:43872|issue:44291", + "issue:43827|issue:44509", + "issue:45488|issue:46489", + "issue:45020|issue:46661", + "issue:43404|issue:43950", + "issue:46894|issue:46897", + "issue:43792|issue:44220", + "issue:43257|issue:45305", + "issue:36331|issue:41093", + "issue:42947|issue:45923", + "issue:43940|issue:45313", + "issue:43854|issue:44863", + "issue:24643|issue:30064", + "issue:44479|issue:44560", + "issue:44928|issue:45588", + "issue:41093|issue:44805", + "issue:41553|issue:44991" + ], + "prepared_review_unit_hash": "690b273cd671fd5f110c009cb33e0b1ed3ce0d11c87f166835ab531a3ee1f5ed", + "component_budget": { + "node_count": 516, + "item_count": 516, + "soft_pair_count": 1900, + "serialized_chars": 985297, + "estimated_input_tokens": 246325, + "estimated_eval_tokens": 492906 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 36176, + "estimated_input_tokens": 9044, + "estimated_eval_tokens": 18344 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Most items are unrelated, but a few soft pairs look like true duplicates around docs cleanup, model-loading regressions, and the same `_is_hf_initialized` TypeError. The rest are only loosely similar by subsystem or error shape and should stay separate.", + "confidence": 0.58, + "canonical_issue_reason": "Issue 45020 is the broadest, most general bug report here: it describes the shared remote_code loading regression across recent transformers versions and can serve as the anchor for that duplicate family.", + "canonical_pr_reason": null, + "best_issue_reason": "45020 is the strongest single representative issue in the set because it is broad, clearly stated, and captures a high-impact regression pattern rather than a narrow model-specific symptom.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45081", + "right": "issue:45399", + "accept": false, + "reason": "Both involve tokenizer/attention-related loading failures, but they describe different code paths and different failure modes; not enough evidence of the same underlying bug." + }, + { + "left": "issue:41553", + "right": "issue:43881", + "accept": false, + "reason": "Both are model-loading failures, but for different models and different symptoms; they look like separate issues rather than one shared defect." + }, + { + "left": "issue:45020", + "right": "issue:45823", + "accept": false, + "reason": "Remote_code loading regressions and a Gemma4 device-mismatch forward bug are unrelated code paths." + }, + { + "left": "issue:44661", + "right": "issue:45020", + "accept": false, + "reason": "One is an add-new-model-like tokenizer-mapping edge case; the other is a broad remote_code regression. Similar area, but not the same bug." + }, + { + "left": "issue:43828", + "right": "issue:45823", + "accept": false, + "reason": "Different failure types: dtype mismatch under autocast versus device placement mismatch during forward." + }, + { + "left": "issue:45020", + "right": "issue:45356", + "accept": false, + "reason": "Both mention loading/transformers regressions, but one is remote_code loading and the other is tokenizer codec handling for Kimi-K2.5; different root causes." + }, + { + "left": "issue:42491", + "right": "issue:44368", + "accept": false, + "reason": "Both touch LoRA/tie-word-embedding behavior, but one is an hf4.x vs hf5.x compatibility break and the other is a warning about tie_word_embeddings; not the same defect." + }, + { + "left": "issue:43881", + "right": "issue:43883", + "accept": false, + "reason": "Both are model-load failures, but they target different models and different missing/tied-weight problems." + }, + { + "left": "issue:45715", + "right": "issue:46315", + "accept": false, + "reason": "These are performance regressions in opposite tokenizer conversion directions; related theme, but not the same bug." + }, + { + "left": "issue:43872", + "right": "issue:46869", + "accept": false, + "reason": "bitsandbytes constructor incompatibility and YOLO multi-GPU device-map failures are different issues." + }, + { + "left": "issue:45759", + "right": "issue:46661", + "accept": false, + "reason": "Both involve AutoModel APIs and remote-code/composite configs, but the reported breakages are different and not clearly the same code path." + }, + { + "left": "issue:43872", + "right": "issue:44291", + "accept": true, + "reason": "Both report the same `_is_hf_initialized`/`_is_hf_initialized` TypeError during model loading; 43872 is a specific bitsandbytes symptom of the broader loading regression described in 44291." + }, + { + "left": "issue:43827", + "right": "issue:44509", + "accept": true, + "reason": "Both are docs cleanup issues about removed pipeline tasks in v5; same underlying documentation gap." + }, + { + "left": "issue:45488", + "right": "issue:46489", + "accept": false, + "reason": "Both affect DeepSeek tokenization, but one is a ByteLevel-vs-Metaspace override in LlamaTokenizer and the other is a DeepSeek-Coder v1 tokenizer regression; too different to merge." + }, + { + "left": "issue:45020", + "right": "issue:46661", + "accept": true, + "reason": "46661 is a concrete remote-code loading failure that fits the broader regression tracked by 45020, so they can be deduplicated." + }, + { + "left": "issue:43404", + "right": "issue:43950", + "accept": false, + "reason": "A tied lm_head bug and a non-persistent buffer loading regression are separate model state issues." + }, + { + "left": "issue:46894", + "right": "issue:46897", + "accept": false, + "reason": "They share a similar title pattern, but they are reported against different models; not enough evidence they are the same concrete bug." + }, + { + "left": "issue:43792", + "right": "issue:44220", + "accept": false, + "reason": "Both are ASR/audio-related, but one is a Whisper model failure and the other is a specific fbank feature extraction issue; too little evidence of one bug." + }, + { + "left": "issue:43257", + "right": "issue:45305", + "accept": false, + "reason": "Both involve DeepSpeed training, but one is weight-loading under ZeRO-3 and the other is gradient averaging with GAS; different problems." + }, + { + "left": "issue:36331", + "right": "issue:41093", + "accept": false, + "reason": "Unexpected compute_loss kwargs and a mask-shape IndexError are unrelated failures." + }, + { + "left": "issue:42947", + "right": "issue:45923", + "accept": false, + "reason": "Gradient checkpointing ineffective in PEFT LoRA and a missing supports_gradient_checkpointing flag are related only loosely; not the same concrete bug." + }, + { + "left": "issue:43940", + "right": "issue:45313", + "accept": false, + "reason": "Both are Qwen DeepSpeed ZeRO-3 weight-loading failures, but they name different model variants and different missing-weight symptoms; not clearly one duplicate." + }, + { + "left": "issue:43854", + "right": "issue:44863", + "accept": false, + "reason": "Different model families and different checkpoint-loading failures." + }, + { + "left": "issue:24643", + "right": "issue:30064", + "accept": false, + "reason": "A DeepSpeed training weight-shape error and an image-processor segmentation-map failure are unrelated." + }, + { + "left": "issue:44479", + "right": "issue:44560", + "accept": false, + "reason": "Both are video regressions, but they affect different Qwen variants and present different errors; not the same bug." + }, + { + "left": "issue:44928", + "right": "issue:45588", + "accept": false, + "reason": "Gradient explosion under RLHF and a flash-attention crash on s_aux=None are different code-path failures." + }, + { + "left": "issue:41093", + "right": "issue:44805", + "accept": true, + "reason": "The titles report the same mask-vs-tensor shape mismatch error; this looks like the same underlying off-by-one/indexing bug." + }, + { + "left": "issue:41553", + "right": "issue:44991", + "accept": false, + "reason": "A bad Voxtral tokenizer error message and an est-roberta tokenizer loading failure are different issues." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and the accepted soft pairs are conservative enough: the docs pair, the `_is_hf_initialized` loading regression pair, the mask-shape pair, and the remote_code family all have direct title-level support. The rejected pairs are generally framed cautiously and do not overclaim duplicate status." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 6, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-516", + "nodes": [ + "issue:36010", + "issue:38175", + "issue:41553", + "issue:42491", + "issue:42617", + "issue:42915", + "issue:43366", + "issue:43531", + "issue:43550", + "issue:43596", + "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:46468", + "issue:46489", + "issue:46515", + "issue:46858", + "issue:46899" + ], + "soft_pairs": [ + "issue:43716|issue:46468", + "issue:44530|issue:44863", + "issue:43366|issue:43828", + "issue:44863|issue:46402", + "issue:43366|issue:43531", + "issue:43596|issue:46515", + "issue:45325|issue:45902", + "issue:41553|issue:44488", + "issue:43366|issue:44589", + "issue:43638|issue:46515", + "issue:44155|issue:45584", + "issue:45663|issue:45823", + "issue:42915|issue:43957", + "issue:43824|issue:43957", + "issue:43716|issue:44560", + "issue:43950|issue:45834", + "issue:43645|issue:43646", + "issue:42617|issue:43366", + "issue:44560|issue:45685", + "issue:44910|issue:46858", + "issue:36010|issue:42915", + "issue:44560|issue:44918", + "issue:43550|issue:44910", + "issue:44683|issue:46515", + "issue:45812|issue:46489", + "issue:45823|issue:46515", + "issue:44661|issue:45823", + "issue:44560|issue:44805", + "issue:38175|issue:43994", + "issue:44877|issue:45030", + "issue:43638|issue:44661", + "issue:43596|issue:44661", + "issue:45672|issue:46899", + "issue:42491|issue:43720" + ], + "prepared_review_unit_hash": "fd87ab7e32f7c78431e1cb4b4c96f4dc61730de9ab951bb0c817d9a1ed3f1cb5", + "component_budget": { + "node_count": 516, + "item_count": 516, + "soft_pair_count": 1900, + "serialized_chars": 985297, + "estimated_input_tokens": 246325, + "estimated_eval_tokens": 492906 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 38042, + "estimated_input_tokens": 9511, + "estimated_eval_tokens": 19278 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is mostly heterogeneous transformers bug reports with only a few true duplicates. The clear duplicate-like pairs are custom model initialization (43645/43646), SigLIP2 bad outputs (38175/43994), and Gemma4 4-bit multimodal dtype casting (45672/46899).", + "confidence": 0.86, + "canonical_issue_reason": "43646 is the cleanest broad representative: it states the underlying Transformers 5.0 custom-model-initialization regression and is the wider of the duplicate pair with 43645.", + "canonical_pr_reason": null, + "best_issue_reason": "43646 is the best overall issue to anchor the cluster because it is concise, model-agnostic, and clearly captures a real regression rather than a model-specific symptom.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43716", + "right": "issue:46468", + "accept": false, + "reason": "Different models and failures: Gemma/Mistral-style dtype mismatch vs a broken Nemotron example." + }, + { + "left": "issue:44530", + "right": "issue:44863", + "accept": false, + "reason": "Both are loading-related, but they target different models and different failure modes." + }, + { + "left": "issue:43366", + "right": "issue:43828", + "accept": false, + "reason": "Unrelated: GGUF architecture support vs an autocast dtype mismatch in Phi-tiny-MoE." + }, + { + "left": "issue:44863", + "right": "issue:46402", + "accept": false, + "reason": "Both involve loading, but one is NemotronH checkpoint loading and the other is Sam3 text-encoder weight loading." + }, + { + "left": "issue:43366", + "right": "issue:43531", + "accept": false, + "reason": "Different Qwen/GGUF concerns; one is gpt-oss GGUF support, the other is a sliding_window bug." + }, + { + "left": "issue:43596", + "right": "issue:46515", + "accept": false, + "reason": "One is a concrete DeepSpeed ZeRO3/Bert IndexError; the other is a vague torch 2.4.1 incompatibility." + }, + { + "left": "issue:45325", + "right": "issue:45902", + "accept": false, + "reason": "Both touch rotary embeddings, but they are different models and different bugs." + }, + { + "left": "issue:41553", + "right": "issue:44488", + "accept": false, + "reason": "Both are model-loading complaints, but one is an AutoTokenizer error message and the other is a load regression for a specific model." + }, + { + "left": "issue:43366", + "right": "issue:44589", + "accept": false, + "reason": "Completely different problem classes: GGUF support vs a Float8 storage error." + }, + { + "left": "issue:43638", + "right": "issue:46515", + "accept": false, + "reason": "Different issues; ZeRO3/Bert IndexError versus a broad torch-version incompatibility report." + }, + { + "left": "issue:44155", + "right": "issue:45584", + "accept": false, + "reason": "Different subsystems and symptoms: batched AudioFlamingo3 inference leak vs Whisper empty-transcription generation failure." + }, + { + "left": "issue:45663", + "right": "issue:45823", + "accept": false, + "reason": "Same model family, but training/FSDP2 shared_kv_states and device_map PLE mismatch are different code-path bugs." + }, + { + "left": "issue:42915", + "right": "issue:43957", + "accept": false, + "reason": "Different root causes: Qwen3Moe FP8 config failure vs meta-device loading breakage." + }, + { + "left": "issue:43824", + "right": "issue:43957", + "accept": false, + "reason": "Different problems: missing Qwen2.5-VL import vs meta-device loading regression." + }, + { + "left": "issue:43716", + "right": "issue:44560", + "accept": false, + "reason": "Different models and failures: image-preprocessor dtype mismatch vs Qwen3-vl video StopIteration." + }, + { + "left": "issue:43950", + "right": "issue:45834", + "accept": false, + "reason": "Unrelated: non-persistent buffer corruption on from_pretrained vs long-ocr index error." + }, + { + "left": "issue:43645", + "right": "issue:43646", + "accept": true, + "reason": "Same underlying Transformers 5.0 custom model initialization regression; 43645 is just the notebook-specific manifestation." + }, + { + "left": "issue:42617", + "right": "issue:43366", + "accept": false, + "reason": "Not the same bug: 3d_parallel.py runtime failure vs GGUF architecture support." + }, + { + "left": "issue:44560", + "right": "issue:45685", + "accept": false, + "reason": "Different models and failures: Qwen3-vl StopIteration vs MPS histogram not implemented for Int." + }, + { + "left": "issue:44910", + "right": "issue:46858", + "accept": false, + "reason": "Both involve position/cache arithmetic, but they are distinct backend-specific bugs with different trigger paths." + }, + { + "left": "issue:36010", + "right": "issue:42915", + "accept": false, + "reason": "Different breakages: GenerationMixin import error vs Qwen3Moe FP8 config failure." + }, + { + "left": "issue:44560", + "right": "issue:44918", + "accept": false, + "reason": "Both mention Qwen3.5/embeddings, but one is video embedding inference and the other is TRL SFT unpacking." + }, + { + "left": "issue:43550", + "right": "issue:44910", + "accept": false, + "reason": "Different code paths: torch.compile with SDPA on Bamba vs Qwen3.5 flash-attention position_ids handling." + }, + { + "left": "issue:44683", + "right": "issue:46515", + "accept": false, + "reason": "Both mention torch compatibility, but they are opposite-version, unrelated failures." + }, + { + "left": "issue:45812", + "right": "issue:46489", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different models and likely different fixes." + }, + { + "left": "issue:45823", + "right": "issue:46515", + "accept": false, + "reason": "Unrelated: Gemma4 device-mapping issue vs generic torch incompatibility." + }, + { + "left": "issue:44661", + "right": "issue:45823", + "accept": false, + "reason": "Different areas: tokenizer-mapping helper failure vs Gemma4 PLE device mismatch." + }, + { + "left": "issue:44560", + "right": "issue:44805", + "accept": false, + "reason": "Different symptoms and models; no evidence of the same underlying bug." + }, + { + "left": "issue:38175", + "right": "issue:43994", + "accept": true, + "reason": "Same SigLIP2 model with the same broken output behavior; one report says zero probabilities, the other nonsensical pipeline results." + }, + { + "left": "issue:44877", + "right": "issue:45030", + "accept": false, + "reason": "Different config-validation problems on different models." + }, + { + "left": "issue:43638", + "right": "issue:44661", + "accept": false, + "reason": "Different bugs: ZeRO3/Bert IndexError versus tokenizer-mapping logic failure." + }, + { + "left": "issue:43596", + "right": "issue:44661", + "accept": false, + "reason": "No shared underlying bug; one is DeepSpeed/Bert initialization, the other is add-new-model-like tokenizer mapping." + }, + { + "left": "issue:45672", + "right": "issue:46899", + "accept": true, + "reason": "Same Gemma4 4-bit multimodal dtype-cast regression; 45672 is a specific audio-module manifestation of the broader audio/vision breakage." + }, + { + "left": "issue:42491", + "right": "issue:43720", + "accept": false, + "reason": "Different model families and unrelated loading issues." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet, and the accepted duplicates are supported by the issue titles. The rejection calls are appropriately conservative overall, with no clear overstatement of evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 7, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-516", + "nodes": [ + "issue:38175", + "issue:39692", + "issue:41720", + "issue:42491", + "issue:42915", + "issue:43257", + "issue:43317", + "issue:43632", + "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:44960", + "issue:44977", + "issue:44991", + "issue:45276", + "issue:45292", + "issue:45313", + "issue:45335", + "issue:45357", + "issue:45362", + "issue:45406", + "issue:45488", + "issue:45507", + "issue:45812", + "issue:45834", + "issue:46050", + "issue:46459", + "issue:46468", + "issue:46512", + "issue:46846", + "issue:46897", + "issue:46901" + ], + "soft_pairs": [ + "issue:43632|issue:45834", + "issue:44661|issue:44805", + "issue:43317|issue:44756", + "issue:38175|issue:39692", + "issue:43644|issue:44534", + "issue:41720|issue:42915", + "issue:42915|issue:44756", + "issue:42491|issue:45276", + "issue:44451|issue:44488", + "issue:44960|issue:44977", + "issue:44863|issue:46846", + "issue:46459|issue:46512", + "issue:45313|issue:45357", + "issue:45507|issue:46468", + "issue:43644|issue:43645", + "issue:39692|issue:43994", + "issue:43257|issue:43854", + "issue:44488|issue:44991", + "issue:43856|issue:43873", + "issue:42491|issue:45292", + "issue:43854|issue:43931", + "issue:42491|issue:45335", + "issue:43708|issue:44075", + "issue:43856|issue:44387", + "issue:44960|issue:46050", + "issue:44164|issue:44291", + "issue:46897|issue:46901", + "issue:45276|issue:45335", + "issue:45488|issue:45812", + "issue:45362|issue:45406" + ], + "prepared_review_unit_hash": "bac01f2d2ffc785bacba81eff43cbf74177ca37630cb7dce4b51a75b0065572e", + "component_budget": { + "node_count": 516, + "item_count": 516, + "soft_pair_count": 1900, + "serialized_chars": 985297, + "estimated_input_tokens": 246325, + "estimated_eval_tokens": 492906 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36517, + "estimated_input_tokens": 9130, + "estimated_eval_tokens": 18516 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous: many issues share broad themes like Transformers v5 regressions, loading failures, quantization/offloading, or model-specific bugs, but only one pair is a clear duplicate. The only strong merge candidate is the duplicated non-persistent-buffer regression.", + "confidence": 0.84, + "canonical_issue_reason": "issue:43644 is the original, broader report of the exact same 'non-persistent buffers with junk' regression; issue:44534 is a later duplicate with the same symptom.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43644 is the best representative issue for the only confirmed duplicate pair: it is earlier, broader, and has slightly more discussion/inbound attention than issue:44534.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43632", + "right": "issue:45834", + "accept": false, + "reason": "Different failures: hf-initialization flag regression vs Kosmos2.5 OCR index error." + }, + { + "left": "issue:44661", + "right": "issue:44805", + "accept": false, + "reason": "Unrelated symptoms: tokenizer mapping logic vs mask/tensor shape mismatch." + }, + { + "left": "issue:43317", + "right": "issue:44756", + "accept": false, + "reason": "Both involve loading/memory, but one is offload loading failure and the other is mmap OOM; not the same bug." + }, + { + "left": "issue:38175", + "right": "issue:39692", + "accept": false, + "reason": "Both mention SigLIP2, but one is a model output/probability bug and the other is a docs/example mismatch plus quantization failure." + }, + { + "left": "issue:43644", + "right": "issue:44534", + "accept": true, + "reason": "Same exact regression title and symptom: Transformers v5 fills non-persistent buffers with junk." + }, + { + "left": "issue:41720", + "right": "issue:42915", + "accept": false, + "reason": "Different Qwen3 failures: CUDA assert in auto device mapping vs FineGrainedFP8Config failure." + }, + { + "left": "issue:42915", + "right": "issue:44756", + "accept": false, + "reason": "Different subsystems and symptoms: Qwen3Moe FP8 config vs Strix Halo mmap OOM." + }, + { + "left": "issue:42491", + "right": "issue:45276", + "accept": false, + "reason": "Different models and bugs: Qwen3 MoE LoRA hf4.x/hf5.x incompatibility vs Gemma4 resize_token_embeddings propagation." + }, + { + "left": "issue:44451", + "right": "issue:44488", + "accept": false, + "reason": "Both are load failures for different BERT models, but the evidence is too model-specific to \u092a\u0941\u0937\u094d\u091f\u093f same underlying bug." + }, + { + "left": "issue:44960", + "right": "issue:44977", + "accept": false, + "reason": "Different models and different failure modes: GLM5 issue vs Qwen3.5 flash-attention generation bug." + }, + { + "left": "issue:44863", + "right": "issue:46846", + "accept": false, + "reason": "NemotronH checkpoint loading vs Qwen3.5 TP-plan missing entries are distinct code-path problems." + }, + { + "left": "issue:46459", + "right": "issue:46512", + "accept": false, + "reason": "Related dtype theme, but one is ignored dtype on load and the other is stale config dtype after from_config; not the same bug." + }, + { + "left": "issue:45313", + "right": "issue:45357", + "accept": false, + "reason": "Different Qwen3.5 problems: ZeRO-3 weight loading vs incorrect visual-encoder save_pretrained keys." + }, + { + "left": "issue:45507", + "right": "issue:46468", + "accept": false, + "reason": "Invalid method call in GraniteMoEHybrid is unrelated to the broken Nemotron example." + }, + { + "left": "issue:43644", + "right": "issue:43645", + "accept": false, + "reason": "Shared Transformers v5 context, but notebook custom-model initialization is a different failure from junk-filled non-persistent buffers." + }, + { + "left": "issue:39692", + "right": "issue:43994", + "accept": false, + "reason": "Both involve SigLIP2, but one is a docs/example error and the other is a runtime output correctness issue." + }, + { + "left": "issue:43257", + "right": "issue:43854", + "accept": false, + "reason": "Different models and issues: Qwen3 MoE weight conversion under accelerate/deepspeed vs GLM-4.7-Flash test load failure." + }, + { + "left": "issue:44488", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer/model loading regressions, but they concern different model families and likely different root causes." + }, + { + "left": "issue:43856", + "right": "issue:43873", + "accept": false, + "reason": "Different quantization/memory complaints: MoE training memory usage vs offloading not working with quantization." + }, + { + "left": "issue:42491", + "right": "issue:45292", + "accept": false, + "reason": "Different models and different resize_token_embeddings symptoms; no evidence of the same bug." + }, + { + "left": "issue:43854", + "right": "issue:43931", + "accept": false, + "reason": "GLM-4.7-Flash unit-test loading issue is unrelated to Qwen3-VL shape mismatch." + }, + { + "left": "issue:42491", + "right": "issue:45335", + "accept": false, + "reason": "Same broad resize_token_embeddings theme, but different model implementations and target submodules." + }, + { + "left": "issue:43708", + "right": "issue:44075", + "accept": false, + "reason": "Trainer checkpoint-resume max_steps bug is unrelated to optimizer argument handling." + }, + { + "left": "issue:43856", + "right": "issue:44387", + "accept": false, + "reason": "Both mention memory pressure, but one is training memory usage and the other is reserved-memory growth under int4 quantization." + }, + { + "left": "issue:44960", + "right": "issue:46050", + "accept": false, + "reason": "Different model families and different save/load regression patterns." + }, + { + "left": "issue:44164", + "right": "issue:44291", + "accept": false, + "reason": "Extra_state serialization and init_empty_weights/_is_hf_initialized are distinct issues." + }, + { + "left": "issue:46897", + "right": "issue:46901", + "accept": false, + "reason": "Both are training-loss double-shift reports, but they are model-specific and not enough evidence shows the same code-path bug." + }, + { + "left": "issue:45276", + "right": "issue:45335", + "accept": false, + "reason": "Both are resize_token_embeddings propagation bugs, but for different architectures and submodules; likely separate fixes." + }, + { + "left": "issue:45488", + "right": "issue:45812", + "accept": false, + "reason": "Different tokenizer regressions: LlamaTokenizer pre-tokenizer override vs wrong token IDs for Granite models." + }, + { + "left": "issue:45362", + "right": "issue:45406", + "accept": false, + "reason": "Qwen3.5 chat crash and Gemma4Processor missing _tokenizer are unrelated failures." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: 43644/44534 is the only clearly duplicate-looking pair, and the rest of the soft-edge rejections stay conservative rather than overstating similarity. The canonical-choice rationale is also supported by the timestamps, discussion/inbound counts, and matching regression titles." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 8, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-516", + "nodes": [ + "issue:36010", + "issue:39404", + "issue:39692", + "issue:41720", + "issue:42175", + "issue:42796", + "issue:42947", + "issue:43335", + "issue:43381", + "issue:43404", + "issue:43425", + "issue:43454", + "issue:43645", + "issue:43854", + "issue:43873", + "issue:43957", + "issue:44079", + "issue:44155", + "issue:44164", + "issue:44291", + "issue:44292", + "issue:44387", + "issue:44402", + "issue:44479", + "issue:44488", + "issue:44589", + "issue:44756", + "issue:44863", + "issue:44877", + "issue:44910", + "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:43425|issue:43957", + "issue:44910|issue:45588", + "issue:44402|issue:44488", + "issue:39692|issue:44960", + "issue:41720|issue:44155", + "issue:44291|issue:44756", + "issue:45663|issue:45759", + "issue:43404|issue:43454", + "issue:42947|issue:45704", + "issue:43873|issue:44387", + "issue:44079|issue:46829", + "issue:45663|issue:45859", + "issue:44292|issue:44912", + "issue:42947|issue:43381", + "issue:36010|issue:39404", + "issue:43957|issue:44756", + "issue:44155|issue:45823", + "issue:43335|issue:45663", + "issue:44387|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:45588|issue:45663", + "issue:45684|issue:45698", + "issue:43854|issue:45216", + "issue:43645|issue:44164", + "issue:45292|issue:45335", + "issue:42175|issue:43957", + "issue:44589|issue:44756" + ], + "prepared_review_unit_hash": "0709348369e9ff6a4bcf746d87c4c462d541c78f4f1eab373ea43c27734a1e70", + "component_budget": { + "node_count": 516, + "item_count": 516, + "soft_pair_count": 1900, + "serialized_chars": 985297, + "estimated_input_tokens": 246325, + "estimated_eval_tokens": 492906 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37384, + "estimated_input_tokens": 9346, + "estimated_eval_tokens": 18948 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab-bag of unrelated Transformers bugs; only one near-duplicate subgroup stands out around `resize_token_embeddings`/`output_embeddings`. Most soft edges should be rejected.", + "confidence": 0.69, + "canonical_issue_reason": "No single canonical issue fits the whole cluster because the items cover many unrelated regressions; within the one clear mini-cluster, issue 45292 is the broadest duplicate target for the `resize_token_embeddings` / `output_embeddings` problem.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 44910 is the strongest standalone issue in the set: it has a concrete crash, a clear affected model, and an explicit root-cause hypothesis around 3D `position_ids` handling.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43425", + "right": "issue:43957", + "accept": false, + "reason": "Both are model-loading/version regressions, but they describe different failures (`torch` incompatibility vs `torch.device('meta')` loading breakage) and different code paths." + }, + { + "left": "issue:44910", + "right": "issue:45588", + "accept": false, + "reason": "Both involve attention/backends, but one is Qwen3.5 3D `position_ids` causing flash-attn crashes; the other is `s_aux=None` crashing sink-less flash-attention code. Different bugs." + }, + { + "left": "issue:44402", + "right": "issue:44488", + "accept": false, + "reason": "Both mention the same model family, but one is a tokenizer vocab-size mismatch and the other is a model-loading regression. Not the same underlying bug." + }, + { + "left": "issue:39692", + "right": "issue:44960", + "accept": false, + "reason": "Completely different topics: SigLIP2 docs/example errors vs a GLM5 model-loading issue." + }, + { + "left": "issue:41720", + "right": "issue:44155", + "accept": false, + "reason": "Different failures: Qwen3 auto device mapping CUDA assert vs AudioFlamingo3 batched inference embedding/token leakage." + }, + { + "left": "issue:44291", + "right": "issue:44756", + "accept": false, + "reason": "`init_empty_weights` argument handling and Strix Halo mmap OOM are unrelated." + }, + { + "left": "issue:45663", + "right": "issue:45759", + "accept": false, + "reason": "Different multimodal/config issues: FSDP2 `shared_kv_states` bug vs `from_config` not unwrapping `text_config`." + }, + { + "left": "issue:43404", + "right": "issue:43454", + "accept": false, + "reason": "Both are about untied `lm_head`, but they affect different model classes and likely need separate fixes." + }, + { + "left": "issue:42947", + "right": "issue:45704", + "accept": false, + "reason": "Gradient checkpointing/LoRA behavior and a T5 RMSNorm memory leak are unrelated." + }, + { + "left": "issue:43873", + "right": "issue:44387", + "accept": false, + "reason": "Both concern quantization/memory, but one is offloading with quantization and the other is increased reserved memory under int4 quantization. Different root causes." + }, + { + "left": "issue:44079", + "right": "issue:46829", + "accept": false, + "reason": "`ModelOutput` key assignment and VideoPrism output-field mapping are separate output-object bugs." + }, + { + "left": "issue:45663", + "right": "issue:45859", + "accept": false, + "reason": "Different model-specific issues: Gemma4 FSDP2 `shared_kv_states` vs Qwen3_5Moe rotary embedding CPU offload." + }, + { + "left": "issue:44292", + "right": "issue:44912", + "accept": false, + "reason": "Different quantized-model load failures (`Qwen-3-8B-NVFP4` vs `git-oss-20b` MXFP4 fallback)." + }, + { + "left": "issue:42947", + "right": "issue:43381", + "accept": false, + "reason": "Both mention gradient checkpointing, but one is ineffective with PEFT LoRA and the other is forbidden in eval mode. Not the same bug." + }, + { + "left": "issue:36010", + "right": "issue:39404", + "accept": false, + "reason": "ImportError for `GenerationMixin` and Whisper `return_language` pipeline regression are unrelated." + }, + { + "left": "issue:43957", + "right": "issue:44756", + "accept": false, + "reason": "`torch.device('meta')` model-loading breakage and disabling mmap for Strix Halo OOM are distinct issues." + }, + { + "left": "issue:44155", + "right": "issue:45823", + "accept": false, + "reason": "AudioFlamingo3 batched inference leakage and Gemma4 PLE device mismatch are unrelated." + }, + { + "left": "issue:43335", + "right": "issue:45663", + "accept": false, + "reason": "SwitchTransformers sparse-layer construction and Gemma4 FSDP2 shared-KV handling are different code paths." + }, + { + "left": "issue:44387", + "right": "issue:44756", + "accept": false, + "reason": "Both are memory-related, but int4 reserved-memory growth and Strix Halo mmap OOM are not the same bug." + }, + { + "left": "issue:44863", + "right": "issue:46468", + "accept": false, + "reason": "NemotronH checkpoint loading and the official Nemotron example breaking are related by model family, but not the same concrete failure." + }, + { + "left": "issue:45276", + "right": "issue:45292", + "accept": true, + "reason": "Same `resize_token_embeddings`/`output_embeddings` regression; 45276 is a Gemma4-specific manifestation of the broader bug in 45292." + }, + { + "left": "issue:44479", + "right": "issue:44877", + "accept": false, + "reason": "Qwen VL video-input regression and strict config blocking `granite_speech` loading are unrelated." + }, + { + "left": "issue:43381", + "right": "issue:44928", + "accept": false, + "reason": "Eval-mode gradient checkpointing restriction is not the same as Qwen3.5 3D `position_ids` causing SDPA math fallback and NaNs." + }, + { + "left": "issue:44164", + "right": "issue:44756", + "accept": false, + "reason": "Save/from_pretrained `extra_state` handling and Strix Halo mmap OOM are unrelated." + }, + { + "left": "issue:42796", + "right": "issue:46326", + "accept": false, + "reason": "Tokenizer BPE-marker handling and `continue_final_message` for `mistral_common` tokenizers are different tokenizer bugs." + }, + { + "left": "issue:45588", + "right": "issue:45663", + "accept": false, + "reason": "Flash-attention `s_aux=None` crash and Gemma4 FSDP2 shared-KV rebuild are unrelated." + }, + { + "left": "issue:45684", + "right": "issue:45698", + "accept": false, + "reason": "Custom-model file permissions during save and wrong custom-module loading after save are different issues." + }, + { + "left": "issue:43854", + "right": "issue:45216", + "accept": false, + "reason": "Different model/version regressions: GLM-4.7-Flash test load issue vs Qwen3.5 checkpoint save corruption." + }, + { + "left": "issue:43645", + "right": "issue:44164", + "accept": false, + "reason": "Jupyter custom-model initialization breakage and `extra_state` save/load handling are separate regressions." + }, + { + "left": "issue:45292", + "right": "issue:45335", + "accept": false, + "reason": "Related theme, but not the same concrete bug: 45292 is about output embeddings, while 45335 is about `decoder.embed_tokens` in t5gemma." + }, + { + "left": "issue:42175", + "right": "issue:43957", + "accept": false, + "reason": "Packaging/back-end dependency issue and meta-device loading failure are unrelated." + }, + { + "left": "issue:44589", + "right": "issue:44756", + "accept": false, + "reason": "Missing `Float8_e4m3fnStorage` support and Strix Halo mmap OOM are not the same problem." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The assessment is grounded in the packet and stays conservative. The only accepted soft edge, issue:45276 vs issue:45292, is well-supported by the highly similar `resize_token_embeddings`/`output_embeddings` wording. The remaining pair rejections look appropriately cautious given the differing titles and problem descriptions. The cluster-level summary that this is mostly a grab-bag of unrelated bugs is also supported." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 9, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-516", + "nodes": [ + "issue:36032", + "issue:39404", + "issue:43425", + "issue:43452", + "issue:43596", + "issue:43611", + "issue:43645", + "issue:43646", + "issue:43708", + "issue:43716", + "issue:43828", + "issue:43856", + "issue:43901", + "issue:43906", + "issue:43994", + "issue:44079", + "issue:44164", + "issue:44265", + "issue:44402", + "issue:44451", + "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:46899", + "issue:46901" + ], + "soft_pairs": [ + "issue:43646|issue:43708", + "issue:44402|issue:44451", + "issue:46894|issue:46901", + "issue:43425|issue:43828", + "issue:46315|issue:46491", + "issue:45812|issue:46315", + "issue:44530|issue:45084", + "issue:39404|issue:45701", + "issue:43611|issue:43645", + "issue:43425|issue:46869", + "issue:44683|issue:45823", + "issue:43425|issue:43716", + "issue:39404|issue:46665", + "issue:43425|issue:45823", + "issue:44589|issue:45084", + "issue:44479|issue:44805", + "issue:43901|issue:44509", + "issue:43994|issue:44079", + "issue:43906|issue:44530", + "issue:44164|issue:45759", + "issue:36032|issue:43452", + "issue:44265|issue:44898", + "issue:46050|issue:46326", + "issue:43906|issue:46326", + "issue:44991|issue:45081", + "issue:39404|issue:44912", + "issue:44671|issue:44991", + "issue:45823|issue:46899", + "issue:45479|issue:46894", + "issue:44164|issue:46821", + "issue:43856|issue:44756", + "issue:43596|issue:44683" + ], + "prepared_review_unit_hash": "92f61a4ce2320e887e48aec9e3eb299d2c505ffe94fd6a2808cd6f3b3cc9c337", + "component_budget": { + "node_count": 516, + "item_count": 516, + "soft_pair_count": 1900, + "serialized_chars": 985297, + "estimated_input_tokens": 246325, + "estimated_eval_tokens": 492906 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37545, + "estimated_input_tokens": 9387, + "estimated_eval_tokens": 19030 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: most items are distinct Transformers v5 regressions spanning tokenizer loading, custom model init, quantization, training, and docs. I did not find any soft pair that clearly refers to the same concrete bug/change.", + "confidence": 0.78, + "canonical_issue_reason": "No single true duplicate stands out; issue:43646 is the closest representative because it is the broadest generic v5 custom-model initialization regression in the set.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43646 is the best cluster representative: it captures a broad, recurring v5 custom-model breakage theme, even though the cluster itself is not a single duplicate family.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43646", + "right": "issue:43708", + "accept": false, + "reason": "Custom model initialization breakage vs Trainer checkpoint resume step calculation; different code paths." + }, + { + "left": "issue:44402", + "right": "issue:44451", + "accept": false, + "reason": "Tokenizer vocab-size mismatch for one model vs a separate model-loading failure; not the same bug." + }, + { + "left": "issue:46894", + "right": "issue:46901", + "accept": false, + "reason": "Both mention double-shifted training loss, but they are different model families with no evidence of one shared failing implementation." + }, + { + "left": "issue:43425", + "right": "issue:43828", + "accept": false, + "reason": "Torch version incompatibility vs autocast dtype mismatch are unrelated failures." + }, + { + "left": "issue:46315", + "right": "issue:46491", + "accept": false, + "reason": "Performance regression in token conversion vs leading-space round-trip correctness regression." + }, + { + "left": "issue:45812", + "right": "issue:46315", + "accept": false, + "reason": "Wrong token IDs for Granite models vs slow `convert_tokens_to_ids`; different symptoms and fixes." + }, + { + "left": "issue:44530", + "right": "issue:45084", + "accept": false, + "reason": "PagedAttention/linear_attention crash vs template compilation error; different subsystems." + }, + { + "left": "issue:39404", + "right": "issue:45701", + "accept": false, + "reason": "Whisper pipeline `return_language` regression vs docs/tokenization version behavior; not the same issue." + }, + { + "left": "issue:43611", + "right": "issue:43645", + "accept": false, + "reason": "Base-model-prefix loading failure vs notebook-defined custom model initialization; related area but different bugs." + }, + { + "left": "issue:43425", + "right": "issue:46869", + "accept": false, + "reason": "Torch compatibility issue vs YOLO multi-GPU `device_map=\"auto\"` failure." + }, + { + "left": "issue:44683", + "right": "issue:45823", + "accept": false, + "reason": "`flex_attention` compile failure on newer torch vs Gemma4 PLE forward device mismatch." + }, + { + "left": "issue:43425", + "right": "issue:43716", + "accept": false, + "reason": "Torch version incompatibility vs multimodal dtype mismatch." + }, + { + "left": "issue:39404", + "right": "issue:46665", + "accept": false, + "reason": "Whisper pipeline behavior regression vs inconsistent `from_pretrained` behavior inside Python classes." + }, + { + "left": "issue:43425", + "right": "issue:45823", + "accept": false, + "reason": "Torch compatibility vs device-map forward mismatch; different underlying problems." + }, + { + "left": "issue:44589", + "right": "issue:45084", + "accept": false, + "reason": "Float8 storage lookup failure vs template compilation error; no shared bug." + }, + { + "left": "issue:44479", + "right": "issue:44805", + "accept": false, + "reason": "Video-input regression in specific models vs mask/tensor shape mismatch; not the same code path." + }, + { + "left": "issue:43901", + "right": "issue:44509", + "accept": false, + "reason": "Separate documentation regressions about different removed/changed pipeline APIs." + }, + { + "left": "issue:43994", + "right": "issue:44079", + "accept": false, + "reason": "Model output key assignment bug may affect outputs, but it is not clearly the same as nonsensical model/pipeline results." + }, + { + "left": "issue:43906", + "right": "issue:44530", + "accept": false, + "reason": "Isolated reproduction of another issue vs PagedAttention linear_attention crash; unrelated." + }, + { + "left": "issue:44164", + "right": "issue:45759", + "accept": false, + "reason": "`extra_state` serialization bug vs `text_config` unwrapping for composite configs; different loading/saving paths." + }, + { + "left": "issue:36032", + "right": "issue:43452", + "accept": false, + "reason": "T5 tokenizer special-token method conflict vs gguf loading failure; distinct tokenizer/model-loading issues." + }, + { + "left": "issue:44265", + "right": "issue:44898", + "accept": false, + "reason": "`torch.export`/`torch_compilable_check` failure vs Perceiver interpolation at non-default resolution; different problems." + }, + { + "left": "issue:46050", + "right": "issue:46326", + "accept": false, + "reason": "Quantized save/load corruption vs mistral_common `continue_final_message` bug; unrelated behavior." + }, + { + "left": "issue:43906", + "right": "issue:46326", + "accept": false, + "reason": "Repro issue vs tokenizer `continue_final_message` regression; no shared bug." + }, + { + "left": "issue:44991", + "right": "issue:45081", + "accept": false, + "reason": "Tokenizer load regression for a specific model vs Mistral regex patch crash." + }, + { + "left": "issue:39404", + "right": "issue:44912", + "accept": false, + "reason": "Whisper pipeline regression vs MXFP4 quantization fallback; unrelated." + }, + { + "left": "issue:44671", + "right": "issue:44991", + "accept": false, + "reason": "CamemBERT masked-LM predictions regression vs tokenizer loading failure for a different model." + }, + { + "left": "issue:45823", + "right": "issue:46899", + "accept": false, + "reason": "Device-map forward mismatch vs 4-bit multimodal embedder dtype-cast bug; different code paths." + }, + { + "left": "issue:45479", + "right": "issue:46894", + "accept": false, + "reason": "Degenerate sequence-classification zero loss vs ASR training-loss double-shift; not the same bug." + }, + { + "left": "issue:44164", + "right": "issue:46821", + "accept": false, + "reason": "Serialization/loading bug vs TimesFM `window_size` attribute error." + }, + { + "left": "issue:43856", + "right": "issue:44756", + "accept": false, + "reason": "MoE training memory inefficiency vs mmap OOM workaround; same broad area but not the same issue." + }, + { + "left": "issue:43596", + "right": "issue:44683", + "accept": false, + "reason": "DeepSpeed/BertModel zero3 index error vs compiled flex_attention failure on newer torch." + } + ] + }, + "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": 27, + "review_unit_index": 10, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-516", + "nodes": [ + "issue:32090", + "issue:34567", + "issue:36032", + "issue:39404", + "issue:40444", + "issue:40990", + "issue:42175", + "issue:42796", + "issue:42915", + "issue:43299", + "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:43931", + "issue:44206", + "issue:44220", + "issue:44451", + "issue:44462", + "issue:44488", + "issue:44530", + "issue:44661", + "issue:44683", + "issue:44737", + "issue:44811", + "issue:44987", + "issue:44991", + "issue:45081", + "issue:45084", + "issue:45479", + "issue:45584", + "issue:45859", + "issue:46178", + "issue:46285", + "issue:46326", + "issue:46402", + "issue:46489", + "issue:46897", + "issue:47050" + ], + "soft_pairs": [ + "issue:43299|issue:43931", + "issue:43632|issue:47050", + "issue:45479|issue:46897", + "issue:44488|issue:44987", + "issue:44488|issue:45081", + "issue:43611|issue:43644", + "issue:36032|issue:42915", + "issue:44462|issue:46489", + "issue:42796|issue:43404", + "issue:43716|issue:45084", + "issue:46285|issue:46402", + "issue:44661|issue:44683", + "issue:32090|issue:39404", + "issue:43643|issue:44530", + "issue:44451|issue:44987", + "issue:43541|issue:45084", + "issue:42915|issue:44530", + "issue:44737|issue:45859", + "issue:40990|issue:43421", + "issue:34567|issue:40444", + "issue:43644|issue:43646", + "issue:42175|issue:46178", + "issue:40444|issue:46326", + "issue:43582|issue:43632", + "issue:36032|issue:43645", + "issue:44206|issue:44220", + "issue:44811|issue:45584", + "issue:43452|issue:43482", + "issue:44987|issue:44991" + ], + "prepared_review_unit_hash": "1589ebb40d3da38b57a4252d7fe43329495eaf45865b0abf8733b555c209b3d7", + "component_budget": { + "node_count": 516, + "item_count": 516, + "soft_pair_count": 1900, + "serialized_chars": 985297, + "estimated_input_tokens": 246325, + "estimated_eval_tokens": 492906 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36515, + "estimated_input_tokens": 9129, + "estimated_eval_tokens": 18514 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a collection of unrelated Transformers regressions across tokenization, model loading, training, audio feature extraction, and backend support. I only see one soft-edge pair that looks like the same underlying bug: the audio feature-extraction crash around `_torch_extract_fbank_features`.", + "confidence": 0.86, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43299", + "right": "issue:43931", + "accept": false, + "reason": "Same general Qwen3-VL family, but the titles point to different symptoms (model loading breakage vs. weight-shape mismatch) and not clearly the same concrete bug." + }, + { + "left": "issue:43632", + "right": "issue:47050", + "accept": false, + "reason": "Different subsystems and failures: a Transformers v5 initialization flag regression vs. an ONNX attention dtype mismatch." + }, + { + "left": "issue:45479", + "right": "issue:46897", + "accept": false, + "reason": "Both mention training-loss anomalies, but one is a sequence-classification zero-loss bug and the other is a Florence2 double-shift pattern; not the same code-path." + }, + { + "left": "issue:44488", + "right": "issue:44987", + "accept": false, + "reason": "Both are tokenizer/model loading failures, but they involve different repositories and different failure modes." + }, + { + "left": "issue:44488", + "right": "issue:45081", + "accept": false, + "reason": "Unrelated failures: loading a BERT tokenizer vs. a Mistral regex patch crash." + }, + { + "left": "issue:43611", + "right": "issue:43644", + "accept": false, + "reason": "Both are broad v5 regressions, but one is about base_model_prefix model loading and the other about non-persistent buffer initialization; not the same bug." + }, + { + "left": "issue:36032", + "right": "issue:42915", + "accept": false, + "reason": "Tokenizer method-name conflict vs. Qwen3Moe FP8 loading failure; different code paths." + }, + { + "left": "issue:44462", + "right": "issue:46489", + "accept": false, + "reason": "Both concern tokenizers, but one is repository tokenizer.json selection and the other is DeepSeek-Coder output correctness; too different to merge." + }, + { + "left": "issue:42796", + "right": "issue:43404", + "accept": false, + "reason": "Different model families and failures: Ministral tokenizer BPE handling vs. Mistral3 lm_head weight tying." + }, + { + "left": "issue:43716", + "right": "issue:45084", + "accept": false, + "reason": "Image preprocessor/model dtype mismatch is unrelated to a template-node compilation TypeError." + }, + { + "left": "issue:46285", + "right": "issue:46402", + "accept": false, + "reason": "Different model classes and problems: CLIP structure inconsistency vs. Sam3 text encoder weights not loading." + }, + { + "left": "issue:44661", + "right": "issue:44683", + "accept": false, + "reason": "Model-mapping helper failure vs. torch flex_attention compilation regression; no shared bug." + }, + { + "left": "issue:32090", + "right": "issue:39404", + "accept": false, + "reason": "Trainer GPU broadcast error and Whisper return_language regression are unrelated." + }, + { + "left": "issue:43643", + "right": "issue:44530", + "accept": false, + "reason": "AutoConfig remote-code field loss is unrelated to Qwen3.5 paged-attention group-type crashes." + }, + { + "left": "issue:44451", + "right": "issue:44987", + "accept": false, + "reason": "Both are load failures, but they target different repos/models and do not look like the same defect." + }, + { + "left": "issue:43541", + "right": "issue:45084", + "accept": false, + "reason": "Torch Dynamo grouped_mm tracing failure is unrelated to the template compilation error." + }, + { + "left": "issue:42915", + "right": "issue:44530", + "accept": false, + "reason": "Both are Qwen-related, but one is FP8 config loading and the other is cache/paged-attention runtime behavior; different bugs." + }, + { + "left": "issue:44737", + "right": "issue:45859", + "accept": false, + "reason": "XLNet positional encoding device placement bug vs. Qwen3_5Moe CPU-offload incompatibility; unrelated." + }, + { + "left": "issue:40990", + "right": "issue:43421", + "accept": false, + "reason": "Perplexity regression on a model vs. tokenizer backend post-processor update behavior; not the same issue." + }, + { + "left": "issue:34567", + "right": "issue:40444", + "accept": false, + "reason": "TrainerState token-count tracking and multi-image iterable-dataset finetuning failure are unrelated." + }, + { + "left": "issue:43644", + "right": "issue:43646", + "accept": false, + "reason": "Both are Transformers v5 init regressions, but one is about non-persistent buffers and the other about custom model initialization in notebooks; not the same concrete bug." + }, + { + "left": "issue:42175", + "right": "issue:46178", + "accept": false, + "reason": "Both involve backend availability, but one is pip extra packaging and the other is a BACKENDS_MAPPING validation error; different layers." + }, + { + "left": "issue:40444", + "right": "issue:46326", + "accept": false, + "reason": "Multi-image Qwen2.5-VL finetuning failure and mistral_common continue_final_message behavior are unrelated." + }, + { + "left": "issue:43582", + "right": "issue:43632", + "accept": false, + "reason": "Apple Silicon allocator warmup TypeError is unrelated to the _is_hf_initialized regression." + }, + { + "left": "issue:36032", + "right": "issue:43645", + "accept": false, + "reason": "T5 tokenizer special-token conflict and custom model initialization in Jupyter are different bugs." + }, + { + "left": "issue:44206", + "right": "issue:44220", + "accept": true, + "reason": "Both point to the same audio feature-extraction path and the same underlying `_torch_extract_fbank_features`/feature-extractor crash." + }, + { + "left": "issue:44811", + "right": "issue:45584", + "accept": false, + "reason": "Both are Whisper-related, but batch_decode skip_special_tokens handling and empty-transcription generation after align_special_tokens are different behaviors." + }, + { + "left": "issue:43452", + "right": "issue:43482", + "accept": false, + "reason": "Both involve GGUF loading, but one is a broad `gguf_file`/from_pretrained breakage and the other is a specific Qwen2.5-GGUF failure; not clearly the same fix." + }, + { + "left": "issue:44987", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer-loading regressions in v5, but they affect different models and likely different code paths." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary stays grounded in the packet and is conservative: it characterizes most pairs as unrelated, and the only accepted soft edge is a plausible audio feature-extraction match between 44206 and 44220. No overstatement stands out." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 11, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-516", + "nodes": [ + "issue:28530", + "issue:34567", + "issue:36032", + "issue:42915", + "issue:43208", + "issue:43262", + "issue:43317", + "issue:43322", + "issue:43377", + "issue:43404", + "issue:43482", + "issue:43531", + "issue:43540", + "issue:43632", + "issue:43645", + "issue:43646", + "issue:43742", + "issue:43746", + "issue:43792", + "issue:43819", + "issue:43883", + "issue:43994", + "issue:44008", + "issue:44062", + "issue:44265", + "issue:44291", + "issue:44403", + "issue:44451", + "issue:44464", + "issue:44466", + "issue:44488", + "issue:44534", + "issue:44589", + "issue:44610", + "issue:44849", + "issue:44877", + "issue:44987", + "issue:45081", + "issue:45084", + "issue:45325", + "issue:45507", + "issue:45987", + "issue:46326", + "issue:46661", + "issue:46821", + "issue:46869", + "issue:46899", + "issue:47013" + ], + "soft_pairs": [ + "issue:45084|issue:45507", + "issue:43317|issue:43482", + "issue:43746|issue:46326", + "issue:43262|issue:43377", + "issue:43208|issue:47013", + "issue:43792|issue:46869", + "issue:44403|issue:45081", + "issue:42915|issue:45084", + "issue:43645|issue:46661", + "issue:43646|issue:44534", + "issue:43377|issue:43819", + "issue:44849|issue:45325", + "issue:43883|issue:44488", + "issue:44987|issue:45081", + "issue:28530|issue:34567", + "issue:43404|issue:44466", + "issue:42915|issue:44291", + "issue:43994|issue:44610", + "issue:36032|issue:43742", + "issue:44451|issue:45081", + "issue:44464|issue:45987", + "issue:44062|issue:44987", + "issue:44008|issue:46899", + "issue:42915|issue:44589", + "issue:44265|issue:44610", + "issue:43531|issue:44877", + "issue:43632|issue:46821", + "issue:43322|issue:43540" + ], + "prepared_review_unit_hash": "2a819bf3d48f1d8f0ff8cb526fca366cebf939116fde44631053d2e62e0ec9b0", + "component_budget": { + "node_count": 516, + "item_count": 516, + "soft_pair_count": 1900, + "serialized_chars": 985297, + "estimated_input_tokens": 246325, + "estimated_eval_tokens": 492906 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36231, + "estimated_input_tokens": 9058, + "estimated_eval_tokens": 18372 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a loose thematic grouping of unrelated Transformers issues, with only a few nearby regressions around v5 model initialization/loading. None of the soft pairs look like safe duplicates, so I would not merge them into a single issue cluster.", + "confidence": 0.81, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "issue:43646 is the broadest representative of the v5 custom model initialization regression, but the cluster is too heterogeneous for it to serve as a true canonical duplicate.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45084", + "right": "issue:45507", + "accept": false, + "reason": "Different bugs: template compilation failure vs an invalid method call in GraniteMoEHybrid." + }, + { + "left": "issue:43317", + "right": "issue:43482", + "accept": false, + "reason": "Both are loading failures, but they involve different model paths and failure modes." + }, + { + "left": "issue:43746", + "right": "issue:46326", + "accept": false, + "reason": "PEFT checkpoint loading and mistral_common message continuation are unrelated issues." + }, + { + "left": "issue:43262", + "right": "issue:43377", + "accept": false, + "reason": "Audio chat-template sampling rate bug and MIMI padding-mask bug are separate code paths." + }, + { + "left": "issue:43208", + "right": "issue:47013", + "accept": false, + "reason": "Same model family, but the reported xLSTM failures are different defects with different triggers." + }, + { + "left": "issue:43792", + "right": "issue:46869", + "accept": false, + "reason": "Whisper runtime failure and YOLO multi-GPU device-map failure are unrelated." + }, + { + "left": "issue:44403", + "right": "issue:45081", + "accept": false, + "reason": "Generic loading noise and Mistral regex patch crashes are not the same underlying bug." + }, + { + "left": "issue:42915", + "right": "issue:45084", + "accept": false, + "reason": "FineGrainedFP8Config failure and template-node compilation error are different problems." + }, + { + "left": "issue:43645", + "right": "issue:46661", + "accept": false, + "reason": "Both concern custom model loading in v5, but one is notebook initialization and the other is remote-code config_class resolution." + }, + { + "left": "issue:43646", + "right": "issue:44534", + "accept": false, + "reason": "Custom model initialization regression and non-persistent buffer corruption are unrelated." + }, + { + "left": "issue:43377", + "right": "issue:43819", + "accept": false, + "reason": "MIMI batching/padding-mask mismatch and DAC latent/forward mismatch are distinct model bugs." + }, + { + "left": "issue:44849", + "right": "issue:45325", + "accept": false, + "reason": "Different Qwen variants and different symptoms: hidden-states output vs rope index scaling." + }, + { + "left": "issue:43883", + "right": "issue:44488", + "accept": false, + "reason": "Missing tied-weights metadata and a specific model loading failure are not the same issue." + }, + { + "left": "issue:44987", + "right": "issue:45081", + "accept": false, + "reason": "A version-specific load failure for one model and a tokenizer regex patch crash are separate regressions." + }, + { + "left": "issue:28530", + "right": "issue:34567", + "accept": false, + "reason": "Early stopping metric selection and token-count tracking are unrelated trainer issues." + }, + { + "left": "issue:43404", + "right": "issue:44466", + "accept": false, + "reason": "Both mention lm_head weights, but one is missing tying and the other is inconsistent serialization." + }, + { + "left": "issue:42915", + "right": "issue:44291", + "accept": false, + "reason": "FP8 config failure and init_empty_weights/_is_hf_initialized argument handling are different breakages." + }, + { + "left": "issue:43994", + "right": "issue:44610", + "accept": false, + "reason": "Different subsystems: model inference output quality vs processor image-size mismatch." + }, + { + "left": "issue:36032", + "right": "issue:43742", + "accept": false, + "reason": "Tokenizer special-token method conflict and MobileLLM key error are unrelated." + }, + { + "left": "issue:44451", + "right": "issue:45081", + "accept": false, + "reason": "Different model-loading failures with different root causes." + }, + { + "left": "issue:44464", + "right": "issue:45987", + "accept": false, + "reason": "Chunked generation under compilation and cache sequence-length typing are separate cache/generation bugs." + }, + { + "left": "issue:44062", + "right": "issue:44987", + "accept": false, + "reason": "AddedToken kwarg collision and a model load regression are not the same defect." + }, + { + "left": "issue:44008", + "right": "issue:46899", + "accept": false, + "reason": "Variable-name collision in Gemma3n forward and quantized multimodal dtype casting are different bugs." + }, + { + "left": "issue:42915", + "right": "issue:44589", + "accept": false, + "reason": "FP8 model config failure and Float8 storage resolution failure are different low-level issues." + }, + { + "left": "issue:44265", + "right": "issue:44610", + "accept": false, + "reason": "torch.export failure with torch_compilable_check is unrelated to processor image-size mismatch." + }, + { + "left": "issue:43531", + "right": "issue:44877", + "accept": false, + "reason": "Sliding-window behavior in Qwen3-MoE and strict config loading for granite_speech are unrelated." + }, + { + "left": "issue:43632", + "right": "issue:46821", + "accept": false, + "reason": "_is_hf_initialized breakage and TimesFM window_size AttributeError are different v5 regressions." + }, + { + "left": "issue:43322", + "right": "issue:43540", + "accept": false, + "reason": "Llava Next loading crash and Qwen3OmniMoe video-processing ValueError are separate 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": 27, + "review_unit_index": 12, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-516", + "nodes": [ + "issue:33666", + "issue:35707", + "issue:36032", + "issue:40444", + "issue:40990", + "issue:41720", + "issue:42175", + "issue:42796", + "issue:43089", + "issue:43296", + "issue:43381", + "issue:43421", + "issue:43425", + "issue:43482", + "issue:43525", + "issue:43531", + "issue:43611", + "issue:43632", + "issue:43716", + "issue:43746", + "issue:43792", + "issue:43883", + "issue:44079", + "issue:44220", + "issue:44291", + "issue:44403", + "issue:44479", + "issue:44534", + "issue:44568", + "issue:44589", + "issue:44683", + "issue:44756", + "issue:44811", + "issue:44991", + "issue:45081", + "issue:45216", + "issue:45325", + "issue:45357", + "issue:45538", + "issue:45542", + "issue:45663", + "issue:45812", + "issue:45923", + "issue:45987", + "issue:46315", + "issue:46491", + "issue:46710", + "issue:46899" + ], + "soft_pairs": [ + "issue:36032|issue:41720", + "issue:44479|issue:45325", + "issue:43089|issue:45987", + "issue:43425|issue:44403", + "issue:43296|issue:43531", + "issue:45216|issue:45357", + "issue:40444|issue:45325", + "issue:43611|issue:44534", + "issue:44991|issue:46315", + "issue:44220|issue:44683", + "issue:43883|issue:44991", + "issue:43716|issue:46899", + "issue:44403|issue:44991", + "issue:43381|issue:45923", + "issue:42796|issue:43746", + "issue:45812|issue:46491", + "issue:43632|issue:44756", + "issue:43792|issue:44589", + "issue:33666|issue:40444", + "issue:44291|issue:44589", + "issue:40990|issue:44811", + "issue:42796|issue:46710", + "issue:43482|issue:43525", + "issue:35707|issue:40444", + "issue:44079|issue:45663", + "issue:43531|issue:44291", + "issue:43421|issue:44568", + "issue:41720|issue:45081", + "issue:42175|issue:45542", + "issue:43482|issue:45538" + ], + "prepared_review_unit_hash": "31cb67a28ee9aa1e63294ff59bbf4f3140b3d7b029af7342138eaabb6c995dc9", + "component_budget": { + "node_count": 516, + "item_count": 516, + "soft_pair_count": 1900, + "serialized_chars": 985297, + "estimated_input_tokens": 246325, + "estimated_eval_tokens": 492906 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36833, + "estimated_input_tokens": 9209, + "estimated_eval_tokens": 18674 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Noisy cluster of mostly unrelated model/tokenizer/backend bugs. The only true duplicate-like pair is the Qwen3.5 save_pretrained regression (45216/45357); everything else is only broad topical similarity.", + "confidence": 0.89, + "canonical_issue_reason": "issue:45216 is the broadest and earliest report of the only clear duplicate thread in this set: Qwen3.5 save_pretrained producing incorrect checkpoint/visual encoder keys. It\u2019s a better anchor than the narrower follow-up.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45216 best represents the shared bug thread because it describes the main regression at a higher level and can subsume issue:45357 as the same underlying save_pretrained problem.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:36032", + "right": "issue:41720", + "accept": false, + "reason": "Different bugs: T5 tokenizer class conflict vs Qwen3 auto device mapping CUDA assert." + }, + { + "left": "issue:44479", + "right": "issue:45325", + "accept": false, + "reason": "Both are Qwen VL regressions, but one is a video-input regression across several models and the other is a still-image rope/position_ids bug." + }, + { + "left": "issue:43089", + "right": "issue:45987", + "accept": false, + "reason": "Generation performance overhead vs StaticCache return-type contract bug; unrelated code paths." + }, + { + "left": "issue:43425", + "right": "issue:44403", + "accept": false, + "reason": "Torch 2.10 compatibility issue vs noisy transformer-loading output; not the same underlying bug." + }, + { + "left": "issue:43296", + "right": "issue:43531", + "accept": false, + "reason": "PaddleOCR-VL loading failure vs Qwen3-MoE sliding_window behavior; different models and failures." + }, + { + "left": "issue:45216", + "right": "issue:45357", + "accept": true, + "reason": "Same underlying Qwen3.5 save_pretrained regression: incorrect checkpoint/visual encoder key serialization, with 45357 reading like a narrower follow-up." + }, + { + "left": "issue:40444", + "right": "issue:45325", + "accept": false, + "reason": "IterableDataset multi-image finetuning failure vs still-image rope scaling regression; different bug surface." + }, + { + "left": "issue:43611", + "right": "issue:44534", + "accept": false, + "reason": "Loading break around base_model_prefix vs non-persistent buffers being filled with junk; unrelated mechanisms." + }, + { + "left": "issue:44991", + "right": "issue:46315", + "accept": false, + "reason": "Tokenizer load failure for EMBEDDIA/est-roberta vs slow tokenizer performance regression in convert_tokens_to_ids; different issues." + }, + { + "left": "issue:44220", + "right": "issue:44683", + "accept": false, + "reason": "Audio feature extraction bug vs compiled flex_attention failing on newer torch; unrelated subsystems." + }, + { + "left": "issue:43883", + "right": "issue:44991", + "accept": false, + "reason": "Missing all_tied_weights_keys on Molmo vs tokenizer loading failure; not the same bug." + }, + { + "left": "issue:43716", + "right": "issue:46899", + "accept": false, + "reason": "Both are multimodal dtype issues, but they involve different models and different cast locations; not one bug." + }, + { + "left": "issue:44403", + "right": "issue:44991", + "accept": false, + "reason": "Unnecessary loading noise vs tokenizer load failure; no shared code path." + }, + { + "left": "issue:43381", + "right": "issue:45923", + "accept": false, + "reason": "Eval-mode gradient checkpointing limitation vs missing supports_gradient_checkpointing metadata; related theme, different bug." + }, + { + "left": "issue:42796", + "right": "issue:43746", + "accept": false, + "reason": "Tokenizer BPE marker handling vs PEFT adapter local-checkpoint loading; unrelated." + }, + { + "left": "issue:45812", + "right": "issue:46491", + "accept": false, + "reason": "Both tokenizer regressions, but different models and different symptoms: Granite token IDs vs CodeLlama leading-space round-trip." + }, + { + "left": "issue:43632", + "right": "issue:44756", + "accept": false, + "reason": "_is_hf_initialized / init logic bug vs mmap OOM mitigation; unrelated." + }, + { + "left": "issue:43792", + "right": "issue:44589", + "accept": false, + "reason": "Whisper runtime failure vs Float8 storage lookup error; different bugs." + }, + { + "left": "issue:33666", + "right": "issue:40444", + "accept": false, + "reason": "Both involve Qwen VL training, but one is multi-GPU training and the other is multi-image iterable-dataset finetuning; not the same issue." + }, + { + "left": "issue:44291", + "right": "issue:44589", + "accept": false, + "reason": "init_empty_weights/_is_hf_initialized TypeError vs Float8 storage lookup failure; unrelated." + }, + { + "left": "issue:40990", + "right": "issue:44811", + "accept": false, + "reason": "High perplexity on GPT-OSS vs Whisper batch_decode skip_special_tokens bug; unrelated." + }, + { + "left": "issue:42796", + "right": "issue:46710", + "accept": false, + "reason": "Tokenizer BPE-marker regression vs DeepSeek accuracy regression; too different to unify." + }, + { + "left": "issue:43482", + "right": "issue:43525", + "accept": false, + "reason": "Qwen2.5-GGUF loading failure under transformers v5 vs Llama4Config missing pad_token_id; different model/config problems." + }, + { + "left": "issue:35707", + "right": "issue:40444", + "accept": false, + "reason": "Progressive generation with inputs_embeds/past_key_values vs multi-image IterableDataset finetuning failure; different paths." + }, + { + "left": "issue:44079", + "right": "issue:45663", + "accept": false, + "reason": "ModelOutput key assignment bug vs Gemma4 FSDP2 shared_kv_states KeyError; unrelated." + }, + { + "left": "issue:43531", + "right": "issue:44291", + "accept": false, + "reason": "Qwen3-MoE sliding_window issue vs init_empty_weights/_is_hf_initialized bug; no concrete overlap." + }, + { + "left": "issue:43421", + "right": "issue:44568", + "accept": false, + "reason": "Both touch special tokens, but one is runtime post-processor updating and the other is add_special_tokens not adding BOS/EOS; different fixes." + }, + { + "left": "issue:41720", + "right": "issue:45081", + "accept": false, + "reason": "Qwen3 auto device-mapping CUDA assert vs Mistral regex patch crash; unrelated." + }, + { + "left": "issue:42175", + "right": "issue:45542", + "accept": false, + "reason": "Both mention TensorFlow/backend packaging, but one is missing TF in the torch extra and the other is a tensorboard-only installation/backend detection issue." + }, + { + "left": "issue:43482", + "right": "issue:45538", + "accept": false, + "reason": "Qwen2.5-GGUF loading failure vs CLIPTokenizer model_max_length behavior; unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The conclusions are conservative and grounded in the packet. The only accepted pair, issue:45216/issue:45357, is a plausible duplicate-thread relation based on the shared Qwen3.5 save_pretrained / incorrect checkpoint-key regression. The other soft-edge rejections are phrased cautiously and do not overclaim sameness. The cluster summary stays within the evidence available from titles and metadata." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 13, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-516", + "nodes": [ + "issue:40444", + "issue:40990", + "issue:41553", + "issue:42175", + "issue:42796", + "issue:42915", + "issue:43262", + "issue:43296", + "issue:43317", + "issue:43377", + "issue:43454", + "issue:43482", + "issue:43493", + "issue:43582", + "issue:43606", + "issue:43611", + "issue:43644", + "issue:43646", + "issue:43701", + "issue:43746", + "issue:43818", + "issue:43856", + "issue:43873", + "issue:43994", + "issue:44079", + "issue:44265", + "issue:44291", + "issue:44462", + "issue:44466", + "issue:44479", + "issue:44509", + "issue:44534", + "issue:44829", + "issue:44877", + "issue:45072", + "issue:45325", + "issue:45357", + "issue:45381", + "issue:45479", + "issue:45491", + "issue:45584", + "issue:45701", + "issue:45812", + "issue:45823", + "issue:45834", + "issue:46402", + "issue:46821", + "issue:46909" + ], + "soft_pairs": [ + "issue:44462|issue:45812", + "issue:43296|issue:46821", + "issue:44079|issue:44534", + "issue:42175|issue:43296", + "issue:43317|issue:43856", + "issue:44509|issue:46909", + "issue:43611|issue:43646", + "issue:43377|issue:45491", + "issue:43644|issue:44079", + "issue:43818|issue:46402", + "issue:40444|issue:45381", + "issue:44265|issue:45072", + "issue:43818|issue:45357", + "issue:43493|issue:43994", + "issue:45325|issue:45834", + "issue:45325|issue:45381", + "issue:44829|issue:45479", + "issue:43454|issue:44466", + "issue:44291|issue:44877", + "issue:42915|issue:43482", + "issue:43701|issue:45325", + "issue:43873|issue:45701", + "issue:42796|issue:45381", + "issue:43606|issue:44265", + "issue:41553|issue:43582", + "issue:40990|issue:45584", + "issue:44479|issue:45823", + "issue:43262|issue:43746" + ], + "prepared_review_unit_hash": "67aaf3dd2a51aa2244719134bac5358388b79ef1527916d1d5f49434f947e4a0", + "component_budget": { + "node_count": 516, + "item_count": 516, + "soft_pair_count": 1900, + "serialized_chars": 985297, + "estimated_input_tokens": 246325, + "estimated_eval_tokens": 492906 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36292, + "estimated_input_tokens": 9073, + "estimated_eval_tokens": 18402 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Most pairs are unrelated or only broadly similar. The only clear duplicate here is the non-persistent-buffer junk regression: 43644 \u2194 44534. The SigLIP2 pair (43493 \u2194 43994) is related thematically, but the titles alone are not enough to safely collapse them as the same bug.", + "confidence": 0.89, + "canonical_issue_reason": "issue:43644 is the best canonical issue anchor: issue:44534 restates the same non-persistent-buffer junk regression almost verbatim, so 43644 is the cleanest dedupe target.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43644 is the strongest issue candidate overall because it has the clearest near-verbatim duplicate and the most explicit, isolated regression description.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44462", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions, but one ignores tokenizer.json while the other reports wrong Granite token IDs; different failure modes." + }, + { + "left": "issue:43296", + "right": "issue:46821", + "accept": false, + "reason": "Model loading failure for PaddleOCR-VL and an AttributeError on TimesFM window_size are unrelated bugs." + }, + { + "left": "issue:44079", + "right": "issue:44534", + "accept": false, + "reason": "ModelOutput key bookkeeping is unrelated to the non-persistent-buffer buffer serialization regression." + }, + { + "left": "issue:42175", + "right": "issue:43296", + "accept": false, + "reason": "Packaging/backend install issue versus a specific model load failure; not the same underlying bug." + }, + { + "left": "issue:43317", + "right": "issue:43856", + "accept": false, + "reason": "GPU/CPU offload dequantization failure and MoE training memory inefficiency are different code paths and symptoms." + }, + { + "left": "issue:44509", + "right": "issue:46909", + "accept": false, + "reason": "Both are documentation-related, but they concern different docs and different mistakes." + }, + { + "left": "issue:43611", + "right": "issue:43646", + "accept": false, + "reason": "Both involve Transformers v5 regressions, but base_model_prefix loading and custom model initialization are distinct issues." + }, + { + "left": "issue:43377", + "right": "issue:45491", + "accept": false, + "reason": "Padding-mask batching bug in MIMI encoder versus Gemma3 NaNs from sliding-window all-padding windows; different underlying problems." + }, + { + "left": "issue:43644", + "right": "issue:44079", + "accept": false, + "reason": "Non-persistent-buffer junk is unrelated to ModelOutput key assignment behavior." + }, + { + "left": "issue:43818", + "right": "issue:46402", + "accept": false, + "reason": "Video-LLaVA temporal-attention/weight-sharing bug and Sam3 text-encoder weight loading are different models and failures." + }, + { + "left": "issue:40444", + "right": "issue:45381", + "accept": false, + "reason": "Multi-image IterableDataset finetuning failure is not the same as the Qwen2.5-VL video position-id regression." + }, + { + "left": "issue:44265", + "right": "issue:45072", + "accept": false, + "reason": "torch.export failure with torch_compilable_check is unrelated to dtype mismatch during bf16 inference." + }, + { + "left": "issue:43818", + "right": "issue:45357", + "accept": false, + "reason": "Video-LLaVA architecture bug and Qwen3.5 visual-key save_pretrained regression are different targets." + }, + { + "left": "issue:43493", + "right": "issue:43994", + "accept": false, + "reason": "The SigLIP2 titles are related, but the available evidence is too thin to conclude they are the same concrete bug or a mergeable duplicate." + }, + { + "left": "issue:45325", + "right": "issue:45834", + "accept": false, + "reason": "Both mention indexing problems, but Qwen2.5-VL rope-index scaling and Kosmos2.5 OCR long-input index errors are distinct." + }, + { + "left": "issue:45325", + "right": "issue:45381", + "accept": false, + "reason": "Related Qwen2.5-VL positioning area, but still-image temporal scaling and video vision_position_ids are not clearly the same bug." + }, + { + "left": "issue:44829", + "right": "issue:45479", + "accept": false, + "reason": "Degenerate training with flash_attention_3 is different from zero-loss behavior tied to single_label_classification with num_labels=1." + }, + { + "left": "issue:43454", + "right": "issue:44466", + "accept": false, + "reason": "AyaVision lm_head weight tying failure and lm_head serialization inconsistency are separate weight-handling bugs." + }, + { + "left": "issue:44291", + "right": "issue:44877", + "accept": false, + "reason": "Unexpected _is_hf_initialized argument in init_empty_weights and strict granite_speech config loading are different compatibility issues." + }, + { + "left": "issue:42915", + "right": "issue:43482", + "accept": false, + "reason": "Qwen3Moe FineGrainedFP8Config failure and Qwen2.5-GGUF loading failure in v5 are unrelated." + }, + { + "left": "issue:43701", + "right": "issue:45325", + "accept": false, + "reason": "Checkpoint key mismatch on resume is unrelated to Qwen2.5-VL rope-index scaling." + }, + { + "left": "issue:43873", + "right": "issue:45701", + "accept": false, + "reason": "Quantization/offload behavior and tokenization changes across versions are not the same bug." + }, + { + "left": "issue:42796", + "right": "issue:45381", + "accept": false, + "reason": "Ministral tokenizer BPE-marker handling is unrelated to the Qwen2.5-VL video position-id issue." + }, + { + "left": "issue:43606", + "right": "issue:44265", + "accept": false, + "reason": "CPU offload device mismatch in forward pass is unrelated to torch.export and torch_compilable_check." + }, + { + "left": "issue:41553", + "right": "issue:43582", + "accept": false, + "reason": "Voxtral AutoTokenizer error messaging and Apple Silicon caching_allocator_warmup TypeError are unrelated." + }, + { + "left": "issue:40990", + "right": "issue:45584", + "accept": false, + "reason": "High perplexity on gpt-oss-20b and Whisper empty-transcription failure are different model/task bugs." + }, + { + "left": "issue:44479", + "right": "issue:45823", + "accept": false, + "reason": "Qwen video-input regression and Gemma4 PLE device mismatch are different model families and failure modes." + }, + { + "left": "issue:43262", + "right": "issue:43746", + "accept": false, + "reason": "Audio processor sampling-rate defaulting and GraniteSpeech PEFT checkpoint loading are unrelated." + }, + { + "left": "issue:43644", + "right": "issue:44534", + "accept": true, + "reason": "These are the same regression: Transformers v5 fills non-persistent buffers with junk, with nearly identical wording and scope." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The 43644 \u2194 44534 duplicate call is well grounded by the titles and is conservative. However, the accepted 43493 \u2194 43994 pair overstates the evidence: the packet only gives two similar SigLIP2 titles, not enough to conclude they are the same bug or a near-verbatim duplicate. Because the summary also claims only two convincing soft duplicate pairs, the result is a bit too strong for the available evidence; it should stay more cautious about 43493 \u2194 43994." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 14, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-516", + "nodes": [ + "issue:34634", + "issue:35707", + "issue:36331", + "issue:39692", + "issue:40444", + "issue:40990", + "issue:41720", + "issue:42617", + "issue:42796", + "issue:42915", + "issue:42947", + "issue:43257", + "issue:43317", + "issue:43322", + "issue:43377", + "issue:43454", + "issue:43550", + "issue:43572", + "issue:43606", + "issue:43720", + "issue:43749", + "issue:43819", + "issue:43828", + "issue:43873", + "issue:43881", + "issue:44186", + "issue:44265", + "issue:44387", + "issue:44488", + "issue:44534", + "issue:44568", + "issue:44610", + "issue:44877", + "issue:44898", + "issue:44977", + "issue:44991", + "issue:45072", + "issue:45701", + "issue:45704", + "issue:45759", + "issue:45823", + "issue:45920", + "issue:45923", + "issue:46050", + "issue:46209", + "issue:46305", + "issue:46315", + "issue:46821" + ], + "soft_pairs": [ + "issue:43828|issue:46821", + "issue:35707|issue:41720", + "issue:34634|issue:35707", + "issue:39692|issue:40444", + "issue:41720|issue:45823", + "issue:44186|issue:44265", + "issue:43606|issue:43819", + "issue:43454|issue:43550", + "issue:43257|issue:45923", + "issue:42796|issue:46209", + "issue:45823|issue:46821", + "issue:44568|issue:45920", + "issue:43377|issue:44610", + "issue:43454|issue:45072", + "issue:42617|issue:42915", + "issue:40990|issue:42947", + "issue:46305|issue:46315", + "issue:43572|issue:45759", + "issue:43377|issue:44898", + "issue:43454|issue:43720", + "issue:43749|issue:44534", + "issue:43317|issue:43873", + "issue:36331|issue:42617", + "issue:41720|issue:43322", + "issue:43322|issue:46050", + "issue:36331|issue:42915", + "issue:44877|issue:44991", + "issue:41720|issue:44977", + "issue:44387|issue:45704", + "issue:40990|issue:45701", + "issue:43881|issue:44488", + "issue:41720|issue:42617" + ], + "prepared_review_unit_hash": "42188f95593fed3d8efe8f5b0e5d223a3d28cf373eb484d1d3d65eed61d338f9", + "component_budget": { + "node_count": 516, + "item_count": 516, + "soft_pair_count": 1900, + "serialized_chars": 985297, + "estimated_input_tokens": 246325, + "estimated_eval_tokens": 492906 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37219, + "estimated_input_tokens": 9305, + "estimated_eval_tokens": 18866 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster does not look like a true duplicate set. The items are mostly unrelated, model-specific bugs or regressions with only weak thematic overlap around loading/offloading/tokenization; none of the soft edges should be merged.", + "confidence": 0.93, + "canonical_issue_reason": "If forced to pick an umbrella issue, issue 43873 is the broadest open report around offloading/quantization, but the cluster is too heterogeneous to treat it as a true canonical duplicate.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43873 is the best loose umbrella candidate because it is open and covers the broadest recurring theme in the set, though it still does not actually represent the whole cluster well.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43828", + "right": "issue:46821", + "accept": false, + "reason": "Different failures in different components: autocast dtype mismatch vs a TimesFM window_size AttributeError." + }, + { + "left": "issue:35707", + "right": "issue:41720", + "accept": false, + "reason": "Unrelated bugs: inputs_embeds/past_key_values generation vs Qwen3 auto device mapping cudaErrorAssert." + }, + { + "left": "issue:34634", + "right": "issue:35707", + "accept": false, + "reason": "BarkProcessor voice_preset issue is unrelated to progressive generation with inputs_embeds/past_key_values." + }, + { + "left": "issue:39692", + "right": "issue:40444", + "accept": false, + "reason": "Different models and failure modes: SigLIP2 doc/example mismatch vs Qwen2.5-VL iterable dataset with multiple images." + }, + { + "left": "issue:41720", + "right": "issue:45823", + "accept": false, + "reason": "Both involve device_map-related errors, but they are different model-specific failures and not the same code-path bug." + }, + { + "left": "issue:44186", + "right": "issue:44265", + "accept": false, + "reason": "Tokenizer crashes on NER/padding are unrelated to torch.export failures around torch_compilable_check." + }, + { + "left": "issue:43606", + "right": "issue:43819", + "accept": false, + "reason": "CPU offload device mismatch in Bark-small is unrelated to DAC.from_latents missing STE behavior." + }, + { + "left": "issue:43454", + "right": "issue:43550", + "accept": false, + "reason": "Weight tying/generation corruption in AyaVisionConfig is unrelated to Bamba torch.compile SDPA failure." + }, + { + "left": "issue:43257", + "right": "issue:45923", + "accept": false, + "reason": "Qwen3 MoE loading/weight conversion and a missing gradient_checkpointing flag are different bugs." + }, + { + "left": "issue:42796", + "right": "issue:46209", + "accept": false, + "reason": "Tokenizer BPE-marker handling is unrelated to FP8 inference failure on B200." + }, + { + "left": "issue:45823", + "right": "issue:46821", + "accept": false, + "reason": "Gemma4 PLE device mismatch and TimesFM window_size AttributeError are unrelated." + }, + { + "left": "issue:44568", + "right": "issue:45920", + "accept": false, + "reason": "A tokenizer special-token regression for one model is not the same as a broad wrong-token-IDs regression across many models." + }, + { + "left": "issue:43377", + "right": "issue:44610", + "accept": false, + "reason": "MIMI padding-mask batch inconsistency is unrelated to OmDet-Turbo processor/model resolution mismatch." + }, + { + "left": "issue:43454", + "right": "issue:45072", + "accept": false, + "reason": "AyaVision lm_head tying bug is unrelated to SwitchTransformers/TimmWrapperModel dtype mismatches." + }, + { + "left": "issue:42617", + "right": "issue:42915", + "accept": false, + "reason": "3d_parallel.py runtime failure is unrelated to Qwen3Moe FineGrainedFP8Config loading." + }, + { + "left": "issue:40990", + "right": "issue:42947", + "accept": false, + "reason": "High perplexity on gpt-oss-20b is unrelated to PEFT LoRA gradient checkpointing behavior." + }, + { + "left": "issue:46305", + "right": "issue:46315", + "accept": false, + "reason": "MoonshineStreaming off-by-one masking and convert_tokens_to_ids slowdown are different bugs." + }, + { + "left": "issue:43572", + "right": "issue:45759", + "accept": false, + "reason": "Missing pad_token_idx in StableLmConfig is unrelated to text_config unwrapping for composite Qwen multimodal configs." + }, + { + "left": "issue:43377", + "right": "issue:44898", + "accept": false, + "reason": "MIMI encoder padding-mask inconsistency is unrelated to Perceiver non-default resolution failures." + }, + { + "left": "issue:43454", + "right": "issue:43720", + "accept": false, + "reason": "lm_head weight-tying corruption is unrelated to BitNet packed-weight unpacking during accelerate loading." + }, + { + "left": "issue:43749", + "right": "issue:44534", + "accept": false, + "reason": "Broken FSDP CPU RAM efficient loading is not the same as non-persistent buffers being filled with junk." + }, + { + "left": "issue:43317", + "right": "issue:43873", + "accept": false, + "reason": "Both touch offloading/quantization, but one is a dequantized-model load failure on gpu+cpu offload and the other is a broad generic offloading complaint; not the same concrete bug." + }, + { + "left": "issue:36331", + "right": "issue:42617", + "accept": false, + "reason": "Trainer compute_loss signature regression is unrelated to running 3d_parallel.py." + }, + { + "left": "issue:41720", + "right": "issue:43322", + "accept": false, + "reason": "Qwen3 auto device-map cuda assert and Llava Next segmentation fault are different model-loading failures." + }, + { + "left": "issue:43322", + "right": "issue:46050", + "accept": false, + "reason": "Segfault loading Llava Next is unrelated to sinq quantized save/load breakage." + }, + { + "left": "issue:36331", + "right": "issue:42915", + "accept": false, + "reason": "Unexpected compute_loss keyword arg and Qwen3Moe FP8 config failures are unrelated." + }, + { + "left": "issue:44877", + "right": "issue:44991", + "accept": false, + "reason": "Strict config loading for granite_speech is unrelated to tokenizer loading failure for EMBEDDIA/est-roberta." + }, + { + "left": "issue:41720", + "right": "issue:44977", + "accept": false, + "reason": "Qwen3 device-map cuda assert and Qwen3.5 flash-attention generation problems are different failure modes." + }, + { + "left": "issue:44387", + "right": "issue:45704", + "accept": false, + "reason": "Int4 quantization OOM regression is unrelated to a T5 apex.FusedRMSNorm memory leak." + }, + { + "left": "issue:40990", + "right": "issue:45701", + "accept": false, + "reason": "High perplexity on one model is not the same as a general tokenizer-version regression, despite both involving tokenization-related symptoms." + }, + { + "left": "issue:43881", + "right": "issue:44488", + "accept": false, + "reason": "Two load failures for different models, with no evidence they share the same underlying bug." + }, + { + "left": "issue:41720", + "right": "issue:42617", + "accept": false, + "reason": "Qwen3 auto device-map cuda assert is unrelated to 3d_parallel.py execution failure." + } + ] + }, + "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": 27, + "review_unit_index": 15, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-516", + "nodes": [ + "issue:26413", + "issue:28530", + "issue:33666", + "issue:36010", + "issue:41720", + "issue:42617", + "issue:42915", + "issue:43065", + "issue:43295", + "issue:43317", + "issue:43404", + "issue:43450", + "issue:43526", + "issue:43531", + "issue:43550", + "issue:43572", + "issue:43577", + "issue:43606", + "issue:43646", + "issue:43708", + "issue:43720", + "issue:43873", + "issue:43881", + "issue:43883", + "issue:44008", + "issue:44186", + "issue:44423", + "issue:44451", + "issue:44466", + "issue:44610", + "issue:44734", + "issue:44756", + "issue:44898", + "issue:44991", + "issue:45072", + "issue:45161", + "issue:45357", + "issue:45406", + "issue:45685", + "issue:45701", + "issue:45823", + "issue:46402", + "issue:46612", + "issue:46665", + "issue:46821", + "issue:46858", + "issue:46869", + "issue:47020" + ], + "soft_pairs": [ + "issue:43450|issue:45701", + "issue:44466|issue:45357", + "issue:43065|issue:46402", + "issue:26413|issue:28530", + "issue:43873|issue:44756", + "issue:44186|issue:45072", + "issue:46612|issue:46858", + "issue:45685|issue:46821", + "issue:43295|issue:45701", + "issue:43550|issue:43720", + "issue:43577|issue:43708", + "issue:43646|issue:46665", + "issue:36010|issue:42617", + "issue:44451|issue:47020", + "issue:43550|issue:43606", + "issue:44186|issue:44610", + "issue:42915|issue:43317", + "issue:43404|issue:45357", + "issue:44610|issue:44898", + "issue:46821|issue:46869", + "issue:28530|issue:33666", + "issue:41720|issue:45161", + "issue:44734|issue:46858", + "issue:43881|issue:44991", + "issue:44008|issue:45823", + "issue:43531|issue:43572", + "issue:44423|issue:45406", + "issue:43526|issue:43883" + ], + "prepared_review_unit_hash": "c75296111f3f57e038e89c57ab2030fb6af793c0bc50566e3487cbae8121993d", + "component_budget": { + "node_count": 516, + "item_count": 516, + "soft_pair_count": 1900, + "serialized_chars": 985297, + "estimated_input_tokens": 246325, + "estimated_eval_tokens": 492906 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36191, + "estimated_input_tokens": 9048, + "estimated_eval_tokens": 18352 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a heterogeneous mix of unrelated issue reports, so there is no single canonical issue/PR. All soft edges are rejected: the paired items may share broad themes like generation, loading, or multimodal models, but they describe different concrete failures and code paths.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43450", + "right": "issue:45701", + "accept": false, + "reason": "Different problems: video processor batch-shape bug vs tokenizer/version-dependent tokenization changes." + }, + { + "left": "issue:44466", + "right": "issue:45357", + "accept": false, + "reason": "Both involve serialization, but one is tied-weight device-dependent saving and the other is incorrect visual encoder keys in Qwen3.5." + }, + { + "left": "issue:43065", + "right": "issue:46402", + "accept": false, + "reason": "Same model family, but unrelated failures: dummy Conv2d placeholder vs text encoder weights not being loaded." + }, + { + "left": "issue:26413", + "right": "issue:28530", + "accept": false, + "reason": "Both are trainer issues, but one is checkpoint resume/epoch iterator failure and the other is early-stopping metric lookup." + }, + { + "left": "issue:43873", + "right": "issue:44756", + "accept": false, + "reason": "Both are memory/offload related, but the root causes differ: quantization offload vs Strix Halo mmap OOM." + }, + { + "left": "issue:44186", + "right": "issue:45072", + "accept": false, + "reason": "Different subsystems and failures: tokenizer crashes on NER/batched padding vs dtype mismatches in model inference." + }, + { + "left": "issue:46612", + "right": "issue:46858", + "accept": false, + "reason": "Both touch cache logic, but one is beam-search cache reorder skipping for some models and the other is static-cache prefill arithmetic on non-CUDA backends." + }, + { + "left": "issue:45685", + "right": "issue:46821", + "accept": false, + "reason": "Unrelated failures: MPS histogram op not implemented for Int vs TimesFM window_size attribute error." + }, + { + "left": "issue:43295", + "right": "issue:45701", + "accept": false, + "reason": "Both mention version/regression effects, but one is processor.tokenizer/image-passing API breakage and the other is tokenization output changes." + }, + { + "left": "issue:43550", + "right": "issue:43720", + "accept": false, + "reason": "Different code paths: torch.compile + SDPA failure vs accelerate loading not unpacking packed BitNet weights." + }, + { + "left": "issue:43577", + "right": "issue:43708", + "accept": false, + "reason": "One is model dtype propagation on load; the other is resume_from_checkpoint max_steps calculation when batch size changes." + }, + { + "left": "issue:43646", + "right": "issue:46665", + "accept": false, + "reason": "Both concern model initialization patterns, but the concrete bugs are different: custom init broken in 5.0 vs from_pretrained behavior inside Python classes." + }, + { + "left": "issue:36010", + "right": "issue:42617", + "accept": false, + "reason": "Different symptoms and subsystems: missing GenerationMixin import vs failure to run 3d_parallel.py." + }, + { + "left": "issue:44451", + "right": "issue:47020", + "accept": false, + "reason": "Both are tokenizer-loading complaints, but one is a specific model load failure and the other is an XLMRobertaTokenizer/Unigram constructor type mismatch." + }, + { + "left": "issue:43550", + "right": "issue:43606", + "accept": false, + "reason": "Both are GPU/offload related, but one is compile/SDPA and the other is CPU offload device mismatch for bark-small." + }, + { + "left": "issue:44186", + "right": "issue:44610", + "accept": false, + "reason": "Both are processor/input-shape issues, but they affect different models and different preprocessing paths." + }, + { + "left": "issue:42915", + "right": "issue:43317", + "accept": false, + "reason": "Both involve loading/quantization, but one is FineGrainedFP8Config on Qwen3Moe and the other is dequantized model loading with gpu+cpu offload." + }, + { + "left": "issue:43404", + "right": "issue:45357", + "accept": false, + "reason": "Different multimodal serialization bugs: untied lm_head weight in Mistral3 vs incorrect visual encoder keys in Qwen3.5." + }, + { + "left": "issue:44610", + "right": "issue:44898", + "accept": false, + "reason": "Both are image-resolution related, but one is a processor/model size mismatch and the other is Perceiver non-default resolution handling with interpolation." + }, + { + "left": "issue:46821", + "right": "issue:46869", + "accept": false, + "reason": "Unrelated issues: TimesFM window_size AttributeError vs YOLO multi-GPU device_map auto failure." + }, + { + "left": "issue:28530", + "right": "issue:33666", + "accept": false, + "reason": "Different training concerns: early stopping metric configuration vs Qwen2-VL multi-GPU training." + }, + { + "left": "issue:41720", + "right": "issue:45161", + "accept": false, + "reason": "Both mention parallelism/device placement, but one is Qwen3 auto device mapping cudaErrorAssert and the other is GPT-OSS MoE tensor-parallelism." + }, + { + "left": "issue:44734", + "right": "issue:46858", + "accept": false, + "reason": "Both involve generation cache, but the failures are distinct: KV continuation indexing in serve vs static-cache prefill arithmetic." + }, + { + "left": "issue:43881", + "right": "issue:44991", + "accept": false, + "reason": "Different loading layers and artifacts: model loading failure for glm-4v-9b vs tokenizer loading failure for est-roberta." + }, + { + "left": "issue:44008", + "right": "issue:45823", + "accept": false, + "reason": "Same Gemma-related area, but different bugs: variable name collision in forward vs device mismatch with device_map='auto'." + }, + { + "left": "issue:43531", + "right": "issue:43572", + "accept": false, + "reason": "Unrelated: Qwen3-MoE sliding_window issue vs missing pad_token_idx in StableLmConfig." + }, + { + "left": "issue:44423", + "right": "issue:45406", + "accept": false, + "reason": "Both are serve/multimodal processor crashes, but one is a 'str' .to() failure and the other is a missing _tokenizer attribute." + }, + { + "left": "issue:43526", + "right": "issue:43883", + "accept": false, + "reason": "Completely different: BeitImageProcessorFast label reduction bug vs Molmo tied-weights attribute error." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 16, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-516", + "nodes": [ + "issue:28530", + "issue:29159", + "issue:30064", + "issue:33357", + "issue:34567", + "issue:34634", + "issue:35707", + "issue:36032", + "issue:36331", + "issue:41720", + "issue:42490", + "issue:42915", + "issue:43316", + "issue:43322", + "issue:43329", + "issue:43388", + "issue:43425", + "issue:43452", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43606", + "issue:43653", + "issue:43720", + "issue:43746", + "issue:43782", + "issue:43873", + "issue:44186", + "issue:44361", + "issue:44464", + "issue:44492", + "issue:44509", + "issue:44534", + "issue:44671", + "issue:44743", + "issue:44913", + "issue:45059", + "issue:45632", + "issue:45684", + "issue:45701", + "issue:45704", + "issue:45759", + "issue:46291", + "issue:46665", + "issue:46821", + "issue:46858", + "issue:47020", + "issue:47145" + ], + "soft_pairs": [ + "issue:42915|issue:46291", + "issue:36331|issue:41720", + "issue:44464|issue:46858", + "issue:44671|issue:44743", + "issue:45632|issue:45684", + "issue:44186|issue:44361", + "issue:43425|issue:46821", + "issue:28530|issue:30064", + "issue:43316|issue:44913", + "issue:45701|issue:47145", + "issue:42915|issue:43322", + "issue:33357|issue:35707", + "issue:29159|issue:36032", + "issue:30064|issue:34634", + "issue:43873|issue:45704", + "issue:43540|issue:43782", + "issue:43531|issue:45759", + "issue:44492|issue:44509", + "issue:44534|issue:46665", + "issue:43550|issue:43653", + "issue:43452|issue:47020", + "issue:41720|issue:43746", + "issue:43606|issue:43720", + "issue:42490|issue:43329", + "issue:34567|issue:35707", + "issue:43531|issue:46821", + "issue:43388|issue:45059", + "issue:34634|issue:41720", + "issue:43606|issue:43653" + ], + "prepared_review_unit_hash": "ee3b287cf7cd082c6303523d8b571f7cc93e2c025ae14a69510c616429b91032", + "component_budget": { + "node_count": 516, + "item_count": 516, + "soft_pair_count": 1900, + "serialized_chars": 985297, + "estimated_input_tokens": 246325, + "estimated_eval_tokens": 492906 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36473, + "estimated_input_tokens": 9119, + "estimated_eval_tokens": 18494 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is very heterogeneous: the soft pairs share only broad subsystem vocabulary and do not look like true duplicates or mergeable PRs. I would not accept any of the candidate edges.", + "confidence": 0.93, + "canonical_issue_reason": "issue:45701 is the broadest, most cross-cutting regression report in the set and has strong reference/discussion activity, so it is the best available anchor even though the cluster itself is not a true duplicate group.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45701 is the least specific, most general user-facing regression among the issues here, making it the most reasonable cluster representative.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42915", + "right": "issue:46291", + "accept": false, + "reason": "Different problems: Qwen3Moe FP8 loading failure vs pipelines import-time kernels version/revision requirement." + }, + { + "left": "issue:36331", + "right": "issue:41720", + "accept": false, + "reason": "Unrelated surfaces: Trainer.compute_loss API break vs Qwen3 auto device mapping CUDA assert." + }, + { + "left": "issue:44464", + "right": "issue:46858", + "accept": false, + "reason": "Both involve generation/cache behavior, but one is chunked generation with compiled forward and the other is static-cache seq_length arithmetic on non-CUDA backends; not the same bug." + }, + { + "left": "issue:44671", + "right": "issue:44743", + "accept": false, + "reason": "Different models and failure modes: CamemBERT masked LM predictions vs Qwen3 recurrent state reset in modular code." + }, + { + "left": "issue:45632", + "right": "issue:45684", + "accept": false, + "reason": "Both concern local model handling, but one is a trust_remote_code cache path collision and the other is save_pretrained permission propagation." + }, + { + "left": "issue:44186", + "right": "issue:44361", + "accept": false, + "reason": "Both are tokenizer crashes, but they affect different tokenizers and different task paths; not the same underlying defect." + }, + { + "left": "issue:43425", + "right": "issue:46821", + "accept": false, + "reason": "Torch version compatibility vs a TimesFM window_size AttributeError are different issues with no concrete code-path overlap." + }, + { + "left": "issue:28530", + "right": "issue:30064", + "accept": false, + "reason": "Early stopping metric selection is unrelated to image processor void segmentation map handling." + }, + { + "left": "issue:43316", + "right": "issue:44913", + "accept": false, + "reason": "API discrepancy in Gemma3TextConfig is not the same as GPTNeoXConfig rotary_pct persistence on reload." + }, + { + "left": "issue:45701", + "right": "issue:47145", + "accept": false, + "reason": "Tokenization version drift is unrelated to FP8 compressed-tensors weight_scale omission during loading." + }, + { + "left": "issue:42915", + "right": "issue:43322", + "accept": false, + "reason": "Qwen3Moe FineGrainedFP8Config failure and Llava Next segmentation fault are different model-specific loading bugs." + }, + { + "left": "issue:33357", + "right": "issue:35707", + "accept": false, + "reason": "MacOS bus error in CLIP model loading is unrelated to progressive generation with inputs_embeds and past_key_values." + }, + { + "left": "issue:29159", + "right": "issue:36032", + "accept": false, + "reason": "Tokenizer slow/fast inconsistency is a different bug from T5 tokenizer construction failing on add_special_tokens name collision." + }, + { + "left": "issue:30064", + "right": "issue:34634", + "accept": false, + "reason": "Void segmentation map processing and BarkProcessor voice_preset handling affect different processors and code paths." + }, + { + "left": "issue:43873", + "right": "issue:45704", + "accept": false, + "reason": "Offloading/quantization behavior is not the same as T5 using apex.FusedRMSNorm memory leak." + }, + { + "left": "issue:43540", + "right": "issue:43782", + "accept": false, + "reason": "Video input ValueError in Qwen3OmniMoe is unrelated to Qwen3VL weight_only loading error." + }, + { + "left": "issue:43531", + "right": "issue:45759", + "accept": false, + "reason": "Sliding_window behavior in Qwen3-MoE and AutoModelForCausalLM.from_config text_config unwrapping are different configuration issues." + }, + { + "left": "issue:44492", + "right": "issue:44509", + "accept": false, + "reason": "A cache-strategy typo is not the same as stale docs mentioning removed pipeline tasks." + }, + { + "left": "issue:44534", + "right": "issue:46665", + "accept": false, + "reason": "Non-persistent buffer junk in v5 is unrelated to inconsistent from_pretrained behavior inside Python classes." + }, + { + "left": "issue:43550", + "right": "issue:43653", + "accept": false, + "reason": "Both are CI/model loading issues, but one is SDPA/torch.compile on Bamba and the other is BigBirdTokenizer special-token registration." + }, + { + "left": "issue:43452", + "right": "issue:47020", + "accept": false, + "reason": "gguf_file from_pretrained breakage is different from XLMRobertaTokenizer passing a dict to Unigram." + }, + { + "left": "issue:41720", + "right": "issue:43746", + "accept": false, + "reason": "Qwen3 auto device mapping cudaErrorAssert and GraniteSpeech PEFT adapter local-checkpoint loading are unrelated failures." + }, + { + "left": "issue:43606", + "right": "issue:43720", + "accept": false, + "reason": "CPU offload device mismatch for bark-small is not the same bug as BitNet packed weights not being unpacked during accelerate loading." + }, + { + "left": "issue:42490", + "right": "issue:43329", + "accept": false, + "reason": "Trailing-slash local model import warning and undefined video-branch multimodal token logic are different defects." + }, + { + "left": "issue:34567", + "right": "issue:35707", + "accept": false, + "reason": "TrainerState token counting not updating is unrelated to progressive generation with inputs_embeds/past_key_values." + }, + { + "left": "issue:43531", + "right": "issue:46821", + "accept": false, + "reason": "Qwen3-MoE sliding_window configuration and TimesFM window_size AttributeError are separate model config bugs." + }, + { + "left": "issue:43388", + "right": "issue:45059", + "accept": false, + "reason": "gather_for_metrics tuple-label truncation and SAM3 PCS text/bbox behavior are different downstream failures." + }, + { + "left": "issue:34634", + "right": "issue:41720", + "accept": false, + "reason": "BarkProcessor voice_preset handling and Qwen3 device-mapping CUDA assert have no shared code path." + }, + { + "left": "issue:43606", + "right": "issue:43653", + "accept": false, + "reason": "Both touch loading/CI, but CPU offload device mismatch and BigBirdTokenizer special-token decode 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": 27, + "review_unit_index": 17, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-516", + "nodes": [ + "issue:30064", + "issue:36010", + "issue:39692", + "issue:41720", + "issue:42886", + "issue:43381", + "issue:43421", + "issue:43493", + "issue:43526", + "issue:43531", + "issue:43540", + "issue:43644", + "issue:43746", + "issue:43844", + "issue:43873", + "issue:43881", + "issue:43927", + "issue:44062", + "issue:44077", + "issue:44368", + "issue:44451", + "issue:44514", + "issue:44545", + "issue:44589", + "issue:44610", + "issue:44625", + "issue:44843", + "issue:44898", + "issue:44918", + "issue:44936", + "issue:44987", + "issue:44991", + "issue:45042", + "issue:45072", + "issue:45357", + "issue:45406", + "issue:45464", + "issue:45479", + "issue:45704", + "issue:45759", + "issue:45859", + "issue:45923", + "issue:46050", + "issue:46402", + "issue:46655", + "issue:46665", + "issue:46693", + "issue:46858" + ], + "soft_pairs": [ + "issue:45406|issue:45464", + "issue:43531|issue:44589", + "issue:45759|issue:45859", + "issue:44451|issue:44991", + "issue:43540|issue:46858", + "issue:44077|issue:44625", + "issue:45357|issue:46402", + "issue:43644|issue:46665", + "issue:44987|issue:45042", + "issue:43526|issue:43881", + "issue:44062|issue:44451", + "issue:44898|issue:45072", + "issue:44625|issue:45479", + "issue:43381|issue:43844", + "issue:39692|issue:44610", + "issue:41720|issue:45704", + "issue:43746|issue:46050", + "issue:44368|issue:45357", + "issue:43381|issue:45704", + "issue:44918|issue:44936", + "issue:46655|issue:46693", + "issue:43421|issue:43927", + "issue:45759|issue:45923", + "issue:45704|issue:45923", + "issue:43746|issue:43873", + "issue:42886|issue:44843", + "issue:44514|issue:44545", + "issue:30064|issue:36010", + "issue:39692|issue:43493" + ], + "prepared_review_unit_hash": "65f2cf808b08b01de7b2f0c17ba7ec522c5ec9e6157c2f172b9234db51a998a1", + "component_budget": { + "node_count": 516, + "item_count": 516, + "soft_pair_count": 1900, + "serialized_chars": 985297, + "estimated_input_tokens": 246325, + "estimated_eval_tokens": 492906 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36597, + "estimated_input_tokens": 9150, + "estimated_eval_tokens": 18556 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is heterogeneous, with mostly broad thematic overlap rather than grounded duplicates. I would treat the soft links as weak similarity signals, not as evidence of one duplicate cluster.", + "confidence": 0.39, + "canonical_issue_reason": "issue:44514 is the closest issue anchor in the set because it forms the only near-duplicate-looking pair (with 44545), but the evidence is still not strong enough to call the cluster a true duplicate set.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44514 is the most representative issue to anchor triage, since it is the strongest near-match in the packet and has the clearest concrete reproduction context among the issues.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45406", + "right": "issue:45464", + "accept": false, + "reason": "Different models and failure modes: Gemma4Processor attribute access vs Qwen3.5 streaming API crash." + }, + { + "left": "issue:43531", + "right": "issue:44589", + "accept": false, + "reason": "Sliding-window behavior and a Float8 storage lookup error are unrelated code paths." + }, + { + "left": "issue:45759", + "right": "issue:45859", + "accept": false, + "reason": "Multimodal config unwrapping vs CPU-offload rotary embedding compatibility are different bugs." + }, + { + "left": "issue:44451", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer/load failures, but for different models and without evidence of the same root cause." + }, + { + "left": "issue:43540", + "right": "issue:46858", + "accept": false, + "reason": "Video-input processing in Qwen3OmniMoe is unrelated to static-cache slice arithmetic under torch.compile." + }, + { + "left": "issue:44077", + "right": "issue:44625", + "accept": false, + "reason": "A post-init restriction and a num_labels propagation bug do not share the same underlying code path." + }, + { + "left": "issue:45357", + "right": "issue:46402", + "accept": false, + "reason": "Both involve model persistence/loading, but the models and failure mechanisms differ." + }, + { + "left": "issue:43644", + "right": "issue:46665", + "accept": false, + "reason": "Non-persistent buffer junk values are unrelated to from_pretrained behavior inside Python classes." + }, + { + "left": "issue:44987", + "right": "issue:45042", + "accept": false, + "reason": "Specific model loading failure vs image processors requiring torchvision are different regressions." + }, + { + "left": "issue:43526", + "right": "issue:43881", + "accept": false, + "reason": "BeitImageProcessorFast label reduction and glm-4v-9b loading failure are not the same bug." + }, + { + "left": "issue:44062", + "right": "issue:44451", + "accept": false, + "reason": "Tokenizer AddedToken construction error is distinct from a model load failure for ScandiBERT." + }, + { + "left": "issue:44898", + "right": "issue:45072", + "accept": false, + "reason": "Image resolution handling and dtype mismatch in bfloat16 inference are different problems." + }, + { + "left": "issue:44625", + "right": "issue:45479", + "accept": false, + "reason": "Both mention labels, but one is config propagation and the other is a loss-degeneration bug across models." + }, + { + "left": "issue:43381", + "right": "issue:43844", + "accept": false, + "reason": "Gradient checkpointing in eval mode and ZeRO-3 gradient explosion are unrelated." + }, + { + "left": "issue:39692", + "right": "issue:44610", + "accept": false, + "reason": "Both are multimodal-facing, but one is doc/example breakage and the other is a processor/model resolution mismatch." + }, + { + "left": "issue:41720", + "right": "issue:45704", + "accept": false, + "reason": "Qwen3 auto device mapping CUDA assert and a T5 RMSNorm memory leak do not share a code path." + }, + { + "left": "issue:43746", + "right": "issue:46050", + "accept": false, + "reason": "Local PEFT checkpoint loading and quantized-save/load breakage are different save/load bugs." + }, + { + "left": "issue:44368", + "right": "issue:45357", + "accept": false, + "reason": "A configuration warning is not the same issue as incorrect visual encoder keys being saved." + }, + { + "left": "issue:43381", + "right": "issue:45704", + "accept": false, + "reason": "Training-mode checkpointing behavior and an apex memory leak are unrelated." + }, + { + "left": "issue:44918", + "right": "issue:44936", + "accept": false, + "reason": "Embedding unpacking in Qwen3.5 and post-train evaluate failure are different trainer issues." + }, + { + "left": "issue:46655", + "right": "issue:46693", + "accept": false, + "reason": "Video padding calculation and FA2 long-context performance regression are unrelated." + }, + { + "left": "issue:43421", + "right": "issue:43927", + "accept": false, + "reason": "Runtime post-processor updates and saved custom token IDs are different tokenizer persistence problems." + }, + { + "left": "issue:45759", + "right": "issue:45923", + "accept": false, + "reason": "Config unwrapping for multimodal CausalLM creation is unrelated to a missing gradient-checkpointing flag." + }, + { + "left": "issue:45704", + "right": "issue:45923", + "accept": false, + "reason": "Apex memory leak and missing supports_gradient_checkpointing flag do not point to the same bug." + }, + { + "left": "issue:43746", + "right": "issue:43873", + "accept": false, + "reason": "PEFT local checkpoint loading is different from offloading/quantization behavior." + }, + { + "left": "issue:42886", + "right": "issue:44843", + "accept": false, + "reason": "Both mention HF_HUB_OFFLINE tokenizer problems, but one is cache loading and the other is a Mistral regex/model_info offline regression; related, not proven duplicate." + }, + { + "left": "issue:44514", + "right": "issue:44545", + "accept": false, + "reason": "The titles are very similar, but the packet does not ground a true same-bug duplicate claim beyond thematic overlap." + }, + { + "left": "issue:30064", + "right": "issue:36010", + "accept": false, + "reason": "Void segmentation map processing and a GenerationMixin import error are unrelated." + }, + { + "left": "issue:39692", + "right": "issue:43493", + "accept": false, + "reason": "Both involve SigLIP2, but one is docs/example breakage and the other is an implementation discrepancy against JAX." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The summary is mostly conservative, but the output overstates two soft edges. In the packet, both accepted pairs are only thematic similarities and are marked deterministic_accept=false: 42886\u219444843 is a related HF_HUB_OFFLINE tokenizer issue, but the packet does not ground a true duplicate claim; 44514\u219444545 also looks similar, but calling it an exact same bug/model is stronger than the packet supports. Because the accepted verdicts are not sufficiently grounded, reject the cluster-level summary." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 18, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-516", + "nodes": [ + "issue:30064", + "issue:36331", + "issue:39692", + "issue:41720", + "issue:43295", + "issue:43421", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43596", + "issue:43611", + "issue:43643", + "issue:43653", + "issue:43720", + "issue:43782", + "issue:43819", + "issue:43873", + "issue:43927", + "issue:43994", + "issue:44062", + "issue:44186", + "issue:44220", + "issue:44361", + "issue:44464", + "issue:44488", + "issue:44625", + "issue:44661", + "issue:44671", + "issue:44857", + "issue:44898", + "issue:44991", + "issue:44995", + "issue:45081", + "issue:45356", + "issue:45381", + "issue:45834", + "issue:45907", + "issue:45987", + "issue:46032", + "issue:46294", + "issue:46463", + "issue:46665", + "issue:46693", + "issue:46829", + "issue:46832", + "issue:46858", + "issue:47020", + "issue:47050" + ], + "soft_pairs": [ + "issue:43421|issue:43653", + "issue:43994|issue:44671", + "issue:44464|issue:47050", + "issue:46032|issue:46463", + "issue:43782|issue:45381", + "issue:44857|issue:47050", + "issue:45081|issue:45356", + "issue:43421|issue:44186", + "issue:45356|issue:45907", + "issue:44995|issue:46858", + "issue:39692|issue:43873", + "issue:39692|issue:47050", + "issue:43720|issue:43819", + "issue:43295|issue:45834", + "issue:43653|issue:43720", + "issue:43550|issue:43927", + "issue:46829|issue:46832", + "issue:43550|issue:44361", + "issue:43596|issue:44220", + "issue:43531|issue:43643", + "issue:44625|issue:47050", + "issue:44062|issue:44488", + "issue:43540|issue:46294", + "issue:45381|issue:46693", + "issue:45987|issue:46829", + "issue:43611|issue:46665", + "issue:30064|issue:36331", + "issue:41720|issue:44991", + "issue:44220|issue:44661", + "issue:44186|issue:44898", + "issue:43653|issue:43819", + "issue:44488|issue:47020", + "issue:43550|issue:43819" + ], + "prepared_review_unit_hash": "74a73b0423b269b6ddad746d97ec871bfeccfeb65810202e64d7b9b61b1b3ef8", + "component_budget": { + "node_count": 516, + "item_count": 516, + "soft_pair_count": 1900, + "serialized_chars": 985297, + "estimated_input_tokens": 246325, + "estimated_eval_tokens": 492906 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37894, + "estimated_input_tokens": 9474, + "estimated_eval_tokens": 19204 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is mostly a collection of unrelated bug reports across tokenizers, model loading, generation, vision, and cache behavior. Only the Mistral/Kimi tokenizer regression pair looks like the same underlying fix_mistral_regex / codec-path issue; the rest should stay separate.", + "confidence": 0.9, + "canonical_issue_reason": "issue:45356 is the broader regression report for the shared tokenizer/fix_mistral_regex path, while issue:45081 is the narrower crash symptom on that same path.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45356 is the most representative duplicate target because it captures the versioned regression and the tokenizer-codec warning/crash family.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43421", + "right": "issue:43653", + "accept": false, + "reason": "Both are tokenizer special-token topics, but one is a runtime-update feature and the other is a BigBird-specific registration bug." + }, + { + "left": "issue:43994", + "right": "issue:44671", + "accept": false, + "reason": "Different models and failure modes: SigLIP2 output quality vs CamemBERT masked-LM predictions." + }, + { + "left": "issue:44464", + "right": "issue:47050", + "accept": false, + "reason": "Chunked generation/compiled forward inconsistency is unrelated to ONNX fp16 dtype mismatch." + }, + { + "left": "issue:46032", + "right": "issue:46463", + "accept": false, + "reason": "Cache/use_cache correctness is not the same bug as T5 decoder-input validation messaging." + }, + { + "left": "issue:43782", + "right": "issue:45381", + "accept": false, + "reason": "Different Qwen variants and different bugs: weight_only load failure vs video position IDs." + }, + { + "left": "issue:44857", + "right": "issue:47050", + "accept": false, + "reason": "AMP loss crash and ONNX attention dtype mismatch are separate code paths." + }, + { + "left": "issue:45081", + "right": "issue:45356", + "accept": true, + "reason": "Same tokenizer regression path around fix_mistral_regex / codec handling; one reports the crash, the other the broader regression symptom." + }, + { + "left": "issue:43421", + "right": "issue:44186", + "accept": false, + "reason": "General special-token update behavior is not the same as LayoutLMv2 NER/padding crashes." + }, + { + "left": "issue:45356", + "right": "issue:45907", + "accept": false, + "reason": "Tokenizer regression is unrelated to list_repo_files not forwarding revision." + }, + { + "left": "issue:44995", + "right": "issue:46858", + "accept": false, + "reason": "Both mention cache, but one is stale indexer cache and the other is static-cache length tensor semantics." + }, + { + "left": "issue:39692", + "right": "issue:43873", + "accept": false, + "reason": "SigLIP2 documentation errors are unrelated to quantization/offloading behavior." + }, + { + "left": "issue:39692", + "right": "issue:47050", + "accept": false, + "reason": "Documentation/model mismatch is unrelated to fp16 ONNX export dtype errors." + }, + { + "left": "issue:43720", + "right": "issue:43819", + "accept": false, + "reason": "Packed-weight loading and DAC latent conversion are different model-specific bugs." + }, + { + "left": "issue:43295", + "right": "issue:45834", + "accept": false, + "reason": "Processor/tokenizer regression is unrelated to Kosmos2.5 long-ocr index errors." + }, + { + "left": "issue:43653", + "right": "issue:43720", + "accept": false, + "reason": "BigBird special-token registration and BitNet packed-weight unpacking are unrelated." + }, + { + "left": "issue:43550", + "right": "issue:43927", + "accept": false, + "reason": "torch.compile SDPA failure is unrelated to DiaConfig token-ID persistence." + }, + { + "left": "issue:46829", + "right": "issue:46832", + "accept": false, + "reason": "VideoPrism output-field mixup and RT-DETR feature-level mismatch are different issues." + }, + { + "left": "issue:43550", + "right": "issue:44361", + "accept": false, + "reason": "Bamba SDPA compile failure and MLuke tokenizer AttributeError do not share a root cause." + }, + { + "left": "issue:43596", + "right": "issue:44220", + "accept": false, + "reason": "DeepSpeed zero3/BertModel indexing and fbank feature extraction are unrelated." + }, + { + "left": "issue:43531", + "right": "issue:43643", + "accept": false, + "reason": "Qwen3-MoE sliding-window handling is unrelated to AutoConfig trust_remote_code field loss." + }, + { + "left": "issue:44625", + "right": "issue:47050", + "accept": false, + "reason": "num_labels propagation is unrelated to fp16 ONNX attention dtype mismatch." + }, + { + "left": "issue:44062", + "right": "issue:44488", + "accept": false, + "reason": "AddedToken special-argument duplication is unrelated to loading cjvt/sleng-bert." + }, + { + "left": "issue:43540", + "right": "issue:46294", + "accept": false, + "reason": "Both are video-input bugs, but they affect different Qwen model families and show different failure modes." + }, + { + "left": "issue:45381", + "right": "issue:46693", + "accept": false, + "reason": "Qwen2.5-VL video position IDs are unrelated to the FA2 long-context performance regression." + }, + { + "left": "issue:45987", + "right": "issue:46829", + "accept": false, + "reason": "StaticCache sequence-length type bug is unrelated to VideoPrism output packaging." + }, + { + "left": "issue:43611", + "right": "issue:46665", + "accept": false, + "reason": "base_model_prefix loading regression and from_pretrained-in-classes behavior are different model-loading issues." + }, + { + "left": "issue:30064", + "right": "issue:36331", + "accept": false, + "reason": "Image-processor segmentation-map failure is unrelated to CustomTrainer compute_loss argument mismatch." + }, + { + "left": "issue:41720", + "right": "issue:44991", + "accept": false, + "reason": "Qwen3 auto-device-map assert and tokenizer loading for EMBEDDIA/est-roberta are unrelated." + }, + { + "left": "issue:44220", + "right": "issue:44661", + "accept": false, + "reason": "Audio feature extraction and add-new-model-like mapping logic are different code paths." + }, + { + "left": "issue:44186", + "right": "issue:44898", + "accept": false, + "reason": "LayoutLMv2 tokenizer crashes and Perceiver non-default-resolution failures are unrelated." + }, + { + "left": "issue:43653", + "right": "issue:43819", + "accept": false, + "reason": "BigBird mask-token registration is unrelated to DAC from_latents / STE behavior." + }, + { + "left": "issue:44488", + "right": "issue:47020", + "accept": false, + "reason": "Loading a specific tokenizer and Unigram sequence-vs-dict initialization are distinct tokenizer bugs." + }, + { + "left": "issue:43550", + "right": "issue:43819", + "accept": false, + "reason": "torch.compile SDPA issues are unrelated to DAC latent conversion mismatches." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet, and the only accepted soft pair (issue:45081 / issue:45356) is well-supported by the titles. The rejected pairs are conservative and do not overstate relatedness." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 19, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-516", + "nodes": [ + "issue:34634", + "issue:36010", + "issue:39692", + "issue:43322", + "issue:43335", + "issue:43421", + "issue:43540", + "issue:43550", + "issue:43577", + "issue:43582", + "issue:43606", + "issue:43618", + "issue:43643", + "issue:43644", + "issue:43697", + "issue:43749", + "issue:43756", + "issue:43782", + "issue:43818", + "issue:44008", + "issue:44186", + "issue:44442", + "issue:44448", + "issue:44479", + "issue:44561", + "issue:44671", + "issue:44811", + "issue:44821", + "issue:44843", + "issue:44877", + "issue:44977", + "issue:44991", + "issue:45020", + "issue:45072", + "issue:45081", + "issue:45084", + "issue:45183", + "issue:45479", + "issue:45584", + "issue:45685", + "issue:45834", + "issue:45987", + "issue:46291", + "issue:46512", + "issue:46858", + "issue:46932", + "issue:47020" + ], + "soft_pairs": [ + "issue:43335|issue:43756", + "issue:43643|issue:44877", + "issue:45987|issue:46932", + "issue:43618|issue:43697", + "issue:44821|issue:45084", + "issue:44008|issue:46858", + "issue:34634|issue:36010", + "issue:39692|issue:45834", + "issue:44843|issue:45081", + "issue:43540|issue:44008", + "issue:44186|issue:44442", + "issue:44448|issue:44671", + "issue:45584|issue:45834", + "issue:45183|issue:45479", + "issue:44991|issue:47020", + "issue:43322|issue:45685", + "issue:44991|issue:46291", + "issue:43644|issue:43749", + "issue:43606|issue:45072", + "issue:44561|issue:45020", + "issue:43550|issue:45072", + "issue:43421|issue:44811", + "issue:43577|issue:43818", + "issue:44479|issue:45834", + "issue:43582|issue:46512", + "issue:43782|issue:44977" + ], + "prepared_review_unit_hash": "cc8fdbeace08b2ea3b808881973d135db5b25a989b2b0c402007fde81e5e52bc", + "component_budget": { + "node_count": 516, + "item_count": 516, + "soft_pair_count": 1900, + "serialized_chars": 985297, + "estimated_input_tokens": 246325, + "estimated_eval_tokens": 492906 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 26, + "serialized_chars": 35230, + "estimated_input_tokens": 8808, + "estimated_eval_tokens": 17872 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "All soft-edge pairs look like different bugs or feature requests, not duplicate reports. The set is a grab bag of unrelated model, tokenizer, cache, dtype, and remote-code regressions, so none of the proposed links should be merged.", + "confidence": 0.91, + "canonical_issue_reason": "Issue 45020 is the broadest and most representative issue in the set: it describes a general class of recent-version regressions breaking remote_code models, which is the closest thing here to a cluster anchor.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45020 is the best standalone issue candidate because it is the most general, high-level regression report and can subsume multiple remote_code-related breakages better than the model-specific bugs.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43335", + "right": "issue:43756", + "accept": false, + "reason": "Different models and failure modes: SwitchTransformers sparse-layer config bug vs Smollm3 RoPE-layer dropping." + }, + { + "left": "issue:43643", + "right": "issue:44877", + "accept": false, + "reason": "Both involve config loading, but one is missing fields from trust_remote_code AutoConfig and the other is strict config rejection for granite_speech; not the same bug." + }, + { + "left": "issue:45987", + "right": "issue:46932", + "accept": false, + "reason": "StaticCache sequence-length return type is unrelated to Gemma4 quantized embedder dtype casting." + }, + { + "left": "issue:43618", + "right": "issue:43697", + "accept": false, + "reason": "CLIP attentions output regression and RTDetrV2 output drift are different code paths and symptoms." + }, + { + "left": "issue:44821", + "right": "issue:45084", + "accept": false, + "reason": "ImageProcessor-from-URL loading failure is unrelated to a template compilation TypeError." + }, + { + "left": "issue:44008", + "right": "issue:46858", + "accept": false, + "reason": "Gemma3n variable-name collision in forward() is unrelated to cache.get_seq_length() returning a device tensor." + }, + { + "left": "issue:34634", + "right": "issue:36010", + "accept": false, + "reason": "BarkProcessor voice_preset bug and GenerationMixin import error are separate issues in different parts of transformers." + }, + { + "left": "issue:39692", + "right": "issue:45834", + "accept": false, + "reason": "SigLIP2 documentation errors are unrelated to Kosmos2.5 OCR long-input index failures." + }, + { + "left": "issue:44843", + "right": "issue:45081", + "accept": false, + "reason": "Both touch _patch_mistral_regex, but one is an offline model_info() call and the other is a backend_tokenizer attribute crash; distinct root causes." + }, + { + "left": "issue:43540", + "right": "issue:44008", + "accept": false, + "reason": "Qwen3OmniMoe video-input ValueError and Gemma3n audio-mask variable collision are unrelated model-specific bugs." + }, + { + "left": "issue:44186", + "right": "issue:44442", + "accept": false, + "reason": "Tokenizer crash on NER/batched padding is a processing bug, while FastSpeech2ConformerTokenizer failing to load is a different initialization problem." + }, + { + "left": "issue:44448", + "right": "issue:44671", + "accept": false, + "reason": "Different models and outputs: Pegasus v4/v5 divergence vs CamemBERT masked-LM prediction regression." + }, + { + "left": "issue:45584", + "right": "issue:45834", + "accept": false, + "reason": "Whisper empty-transcription generation failure is unrelated to Kosmos2.5 OCR long-input indexing." + }, + { + "left": "issue:45183", + "right": "issue:45479", + "accept": false, + "reason": "Input validation XOR messaging and single-label-classification zero-loss are different layers of the sequence-classification stack." + }, + { + "left": "issue:44991", + "right": "issue:47020", + "accept": false, + "reason": "Both are tokenizer-loading issues, but the affected tokenizer classes and failure mechanisms differ; not the same underlying bug." + }, + { + "left": "issue:43322", + "right": "issue:45685", + "accept": false, + "reason": "Llava Next segfault and MPS histogram_mps Int error are unrelated platform/model failures." + }, + { + "left": "issue:44991", + "right": "issue:46291", + "accept": false, + "reason": "Tokenizer loading failure for a specific model is unrelated to importing transformers.pipelines with kernels v0.15 dependency constraints." + }, + { + "left": "issue:43644", + "right": "issue:43749", + "accept": false, + "reason": "Non-persistent buffer junk initialization and FSDP CPU RAM efficient loading are different loading/runtime issues." + }, + { + "left": "issue:43606", + "right": "issue:45072", + "accept": false, + "reason": "CPU offload device mismatch for bark-small and bfloat16 dtype mismatch in SwitchTransformers/TimmWrapperModel are different bugs." + }, + { + "left": "issue:44561", + "right": "issue:45020", + "accept": false, + "reason": "Issue 45020 is a broad umbrella, but 44561 is a specific regression caused by removing is_torch_fx_available; not the same concrete fix." + }, + { + "left": "issue:43550", + "right": "issue:45072", + "accept": false, + "reason": "torch.compile + SDPA failure in Bamba is unrelated to the reported dtype mismatches in inference." + }, + { + "left": "issue:43421", + "right": "issue:44811", + "accept": false, + "reason": "Runtime special-token post-processor updates and Whisper batch_decode skip_special_tokens behavior are separate tokenizer/decoder concerns." + }, + { + "left": "issue:43577", + "right": "issue:43818", + "accept": false, + "reason": "Blip2 dtype preservation and Video-LLaVA missing temporal attention/weight sharing are unrelated model-loading vs architecture bugs." + }, + { + "left": "issue:44479", + "right": "issue:45834", + "accept": false, + "reason": "Qwen VL video-input regression and Kosmos2.5 OCR index error are different multimodal models and failures." + }, + { + "left": "issue:43582", + "right": "issue:46512", + "accept": false, + "reason": "Apple Silicon caching_allocator_warmup TypeError is unrelated to from_config(dtype=...) leaving config.dtype stale." + }, + { + "left": "issue:43782", + "right": "issue:44977", + "accept": false, + "reason": "Qwen3VL weight_only loading error and Qwen3.5 flash-attention generation bug are different code paths and symptoms." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 20, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-516", + "nodes": [ + "issue:28218", + "issue:29159", + "issue:34634", + "issue:36331", + "issue:42175", + "issue:43262", + "issue:43388", + "issue:43540", + "issue:43577", + "issue:43582", + "issue:43645", + "issue:43653", + "issue:43716", + "issue:43720", + "issue:43749", + "issue:43782", + "issue:43819", + "issue:43825", + "issue:43827", + "issue:43931", + "issue:43994", + "issue:44008", + "issue:44291", + "issue:44589", + "issue:44610", + "issue:44671", + "issue:44805", + "issue:44857", + "issue:44912", + "issue:44936", + "issue:45003", + "issue:45042", + "issue:45072", + "issue:45081", + "issue:45325", + "issue:45381", + "issue:45701", + "issue:46032", + "issue:46175", + "issue:46285", + "issue:46294", + "issue:46463", + "issue:46665", + "issue:46697", + "issue:46728", + "issue:46846", + "issue:46932" + ], + "soft_pairs": [ + "issue:44805|issue:44936", + "issue:43825|issue:43994", + "issue:43388|issue:46032", + "issue:46294|issue:46463", + "issue:43716|issue:44008", + "issue:43931|issue:46846", + "issue:28218|issue:29159", + "issue:43540|issue:45381", + "issue:44610|issue:45072", + "issue:43749|issue:44291", + "issue:43720|issue:45072", + "issue:43645|issue:46665", + "issue:43825|issue:43827", + "issue:34634|issue:36331", + "issue:42175|issue:45081", + "issue:44671|issue:45701", + "issue:43577|issue:43582", + "issue:46175|issue:46932", + "issue:45003|issue:46285", + "issue:43782|issue:45325", + "issue:46697|issue:46728", + "issue:43582|issue:44857", + "issue:43262|issue:43819", + "issue:43653|issue:44912", + "issue:44589|issue:45042" + ], + "prepared_review_unit_hash": "73b0f894a48ca25602156e824f9a0c79534bf4491768ee3c2a38174eafcb9adc", + "component_budget": { + "node_count": 516, + "item_count": 516, + "soft_pair_count": 1900, + "serialized_chars": 985297, + "estimated_input_tokens": 246325, + "estimated_eval_tokens": 492906 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 25, + "serialized_chars": 35138, + "estimated_input_tokens": 8785, + "estimated_eval_tokens": 17826 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Heterogeneous cluster spanning many unrelated bugs; all soft pairs look like false positives based on titles alone, with only broad subsystem overlap in a few cases.", + "confidence": 0.9, + "canonical_issue_reason": "No single canonical issue stands out: the items cover unrelated models, loaders, tokenizers, audio/video processors, and trainer paths, and none of the soft pairs are the same concrete bug.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44936 is the best standalone representative because it describes a concrete, user-visible training/evaluation failure with a clear reproduction path.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44805", + "right": "issue:44936", + "accept": false, + "reason": "Both are training-related failures, but one is a mask/index shape mismatch and the other is an evaluate-after-train regression; different code paths and symptoms." + }, + { + "left": "issue:43825", + "right": "issue:43994", + "accept": false, + "reason": "Both mention pipeline(), but one is an error-message/docs regression and the other is a model output quality bug in SigLIP2; not the same bug." + }, + { + "left": "issue:43388", + "right": "issue:46032", + "accept": false, + "reason": "Different subsystems entirely: distributed metric gathering vs Mamba cache behavior." + }, + { + "left": "issue:46294", + "right": "issue:46463", + "accept": false, + "reason": "Different models and failures: Qwen video chat-template mismatch vs T5 decoder-input validation message." + }, + { + "left": "issue:43716", + "right": "issue:44008", + "accept": false, + "reason": "Both are multimodal model issues, but one is a dtype mismatch and the other is a forward-pass variable collision." + }, + { + "left": "issue:43931", + "right": "issue:46846", + "accept": false, + "reason": "Both are Qwen VL-related, but one is a weight-shape load error and the other is a tensor-parallel plan/OOM issue." + }, + { + "left": "issue:28218", + "right": "issue:29159", + "accept": false, + "reason": "Tokenizer-related, but one is added-token spacing and the other is a broad slow/fast tokenizer inconsistency report." + }, + { + "left": "issue:43540", + "right": "issue:45381", + "accept": false, + "reason": "Both involve video inputs, but they affect different Qwen families and different position/input calculations." + }, + { + "left": "issue:44610", + "right": "issue:45072", + "accept": false, + "reason": "Completely different problems: image processor sizing vs bfloat16 dtype mismatch." + }, + { + "left": "issue:43749", + "right": "issue:44291", + "accept": false, + "reason": "Both are loading regressions, but the former is FSDP RAM-efficient loading and the latter is an init_empty_weights argument mismatch." + }, + { + "left": "issue:43720", + "right": "issue:45072", + "accept": false, + "reason": "Different failure modes: packed-weight unpacking during load vs inference dtype mismatch." + }, + { + "left": "issue:43645", + "right": "issue:46665", + "accept": false, + "reason": "Both concern model initialization, but one is a v5 notebook breakage and the other is from_pretrained inside custom Python classes." + }, + { + "left": "issue:43825", + "right": "issue:43827", + "accept": false, + "reason": "One is a runtime error-message bug; the other is stale documentation after pipeline removals." + }, + { + "left": "issue:34634", + "right": "issue:36331", + "accept": false, + "reason": "Unrelated issues in different areas: BarkProcessor voice presets vs CustomTrainer compute_loss signature." + }, + { + "left": "issue:42175", + "right": "issue:45081", + "accept": false, + "reason": "No underlying common bug; backend packaging and Mistral regex patching are unrelated." + }, + { + "left": "issue:44671", + "right": "issue:45701", + "accept": false, + "reason": "Both mention tokenization, but one is a CamemBERT masked-LM regression and the other is a version-wide tokenization change report." + }, + { + "left": "issue:43577", + "right": "issue:43582", + "accept": false, + "reason": "Different bugs: BLIP2 dtype propagation vs Apple Silicon warmup TypeError." + }, + { + "left": "issue:46175", + "right": "issue:46932", + "accept": false, + "reason": "Same model family, but one is a huge one-hot position-embedding inefficiency and the other is a dtype casting bug for quantized embedders." + }, + { + "left": "issue:45003", + "right": "issue:46285", + "accept": false, + "reason": "Different areas: unsafe sys.modules access vs CLIP structure inconsistency." + }, + { + "left": "issue:43782", + "right": "issue:45325", + "accept": false, + "reason": "Both are Qwen VL issues, but one is a from_pretrained load error and the other is a rope-index scaling bug." + }, + { + "left": "issue:46697", + "right": "issue:46728", + "accept": false, + "reason": "Both are image-preprocessing/resolution bugs, but they affect different models and different padding/count logic." + }, + { + "left": "issue:43582", + "right": "issue:44857", + "accept": false, + "reason": "Different environments and failures: Apple Silicon warmup TypeError vs CUDA AMP loss crash." + }, + { + "left": "issue:43262", + "right": "issue:43819", + "accept": false, + "reason": "Both are audio-related, but one is a sampling-rate default bug and the other is a DAC forward/from_latents mismatch." + }, + { + "left": "issue:43653", + "right": "issue:44912", + "accept": false, + "reason": "Tokenizer special-token registration and MXFP4 quantized loading are unrelated 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": 27, + "review_unit_index": 21, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-516", + "nodes": [ + "issue:36010", + "issue:36331", + "issue:38175", + "issue:39692", + "issue:42175", + "issue:42490", + "issue:43257", + "issue:43262", + "issue:43329", + "issue:43450", + "issue:43452", + "issue:43526", + "issue:43531", + "issue:43550", + "issue:43638", + "issue:43643", + "issue:43645", + "issue:43696", + "issue:43697", + "issue:43742", + "issue:43746", + "issue:43819", + "issue:43854", + "issue:43906", + "issue:43927", + "issue:44060", + "issue:44368", + "issue:44554", + "issue:44610", + "issue:44811", + "issue:44912", + "issue:44936", + "issue:44977", + "issue:44991", + "issue:45020", + "issue:45042", + "issue:45081", + "issue:45084", + "issue:45372", + "issue:45406", + "issue:45538", + "issue:45600", + "issue:45759", + "issue:45859", + "issue:46209", + "issue:46291", + "issue:46326", + "issue:47050" + ], + "soft_pairs": [ + "issue:43742|issue:45020", + "issue:45372|issue:46326", + "issue:43550|issue:44912", + "issue:36010|issue:43645", + "issue:36010|issue:36331", + "issue:43257|issue:43329", + "issue:43906|issue:46209", + "issue:43531|issue:45042", + "issue:43526|issue:43697", + "issue:43452|issue:44991", + "issue:43638|issue:44936", + "issue:42175|issue:46291", + "issue:43819|issue:43927", + "issue:45081|issue:45406", + "issue:44060|issue:44368", + "issue:43329|issue:45600", + "issue:45084|issue:45538", + "issue:43526|issue:44554", + "issue:42490|issue:43257", + "issue:43746|issue:44811", + "issue:43643|issue:45759", + "issue:43854|issue:44977", + "issue:45859|issue:47050", + "issue:38175|issue:44610", + "issue:39692|issue:44912", + "issue:43262|issue:44811", + "issue:43257|issue:43696", + "issue:43329|issue:43450" + ], + "prepared_review_unit_hash": "58a4bf02143938ce1c8d2d74af9fe2fc325cc5f8f92ec9a0283068261a264bc4", + "component_budget": { + "node_count": 516, + "item_count": 516, + "soft_pair_count": 1900, + "serialized_chars": 985297, + "estimated_input_tokens": 246325, + "estimated_eval_tokens": 492906 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36530, + "estimated_input_tokens": 9133, + "estimated_eval_tokens": 18522 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous Transformers bug reports. The nearest common theme is recent-version regressions around remote/custom-code and model loading, but none of the soft pairs look like true duplicates of the same concrete bug.", + "confidence": 0.66, + "canonical_issue_reason": "issue:45020 is the broadest representative of the only coherent subtheme here: recent Transformers versions breaking remote/custom-code model loading.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45020 is the best issue to anchor the cluster because it states the widest user-facing regression and can subsume a few nearby loading/config complaints, even though the cluster is not truly uniform.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43742", + "right": "issue:45020", + "accept": false, + "reason": "Both are loading regressions, but one is a specific MobileLLM key error while the other is a broad remote_code breakage; not the same underlying bug." + }, + { + "left": "issue:45372", + "right": "issue:46326", + "accept": false, + "reason": "Different code paths: Gemma 4 processor loading fails on a missing import, while the other is a mistral_common continue_final_message behavior bug." + }, + { + "left": "issue:43550", + "right": "issue:44912", + "accept": false, + "reason": "One is a Bamba torch.compile+SDPA failure, the other is an MXFP4 quantization fallback issue for git-oss; different concrete failures." + }, + { + "left": "issue:36010", + "right": "issue:43645", + "accept": false, + "reason": "GenerationMixin import breakage and custom model initialization in notebooks are distinct symptoms with different causes." + }, + { + "left": "issue:36010", + "right": "issue:36331", + "accept": false, + "reason": "ImportError for GenerationMixin is unrelated to CustomTrainer.compute_loss receiving an unexpected keyword argument." + }, + { + "left": "issue:43257", + "right": "issue:43329", + "accept": false, + "reason": "Qwen3 MOE weight conversion under accelerate/deepspeed is unrelated to the undefined video-token helper variables in multimodal token counting." + }, + { + "left": "issue:43906", + "right": "issue:46209", + "accept": false, + "reason": "A reproduction of a prior issue is not the same as the FP8/B200 inference problem; different model/runtime context." + }, + { + "left": "issue:43531", + "right": "issue:45042", + "accept": false, + "reason": "Sliding-window behavior in Qwen3-MoE is not the same bug as PIL backend processors incorrectly requiring torchvision." + }, + { + "left": "issue:43526", + "right": "issue:43697", + "accept": false, + "reason": "BeitImageProcessorFast label reduction and RTDetrV2 output differences are separate image-processing/model-output issues." + }, + { + "left": "issue:43452", + "right": "issue:44991", + "accept": false, + "reason": "gguf_file loading failures and EMBEDDIA/est-roberta tokenizer loading failures are different from-pretrained problems." + }, + { + "left": "issue:43638", + "right": "issue:44936", + "accept": false, + "reason": "A Zero3/non-pretrained BERT index error is not the same as trainer.evaluate failing after trainer.train()." + }, + { + "left": "issue:42175", + "right": "issue:46291", + "accept": false, + "reason": "Missing TensorFlow from a torch install extra and kernels v0.15 import failures are unrelated dependency issues." + }, + { + "left": "issue:43819", + "right": "issue:43927", + "accept": false, + "reason": "DAC.from_latents/STE mismatch and DiaConfig losing token IDs during save-load are different model/config bugs." + }, + { + "left": "issue:45081", + "right": "issue:45406", + "accept": false, + "reason": "Tokenizer regex patching crash and Gemma4Processor missing _tokenizer are separate loading failures." + }, + { + "left": "issue:44060", + "right": "issue:44368", + "accept": false, + "reason": "They both mention tied-weights warnings, but one is an incorrect warning/tie bug and the other is a user-facing warning about tie_word_embeddings in fine-tuning." + }, + { + "left": "issue:43329", + "right": "issue:45600", + "accept": false, + "reason": "Undefined video-branch helpers in multimodal token counting are unrelated to stale auto_mappings references causing CI breakage." + }, + { + "left": "issue:45084", + "right": "issue:45538", + "accept": false, + "reason": "Template compilation TypeError and CLIPTokenizer model_max_length behavior are not the same issue." + }, + { + "left": "issue:43526", + "right": "issue:44554", + "accept": false, + "reason": "Beit label reduction and MPS attention correctness are different subsystems and failure modes." + }, + { + "left": "issue:42490", + "right": "issue:43257", + "accept": false, + "reason": "Trailing-slash local model import warnings are unrelated to Qwen3 MOE weight conversion under accelerate/deepspeed." + }, + { + "left": "issue:43746", + "right": "issue:44811", + "accept": false, + "reason": "PEFT adapter local checkpoint loading and Whisper batch_decode skip_special_tokens behavior are different processor/model-loading bugs." + }, + { + "left": "issue:43643", + "right": "issue:45759", + "accept": false, + "reason": "Both involve config loading, but missing fields from trust_remote_code and unwrapping text_config in composite Qwen configs are not the same concrete bug." + }, + { + "left": "issue:43854", + "right": "issue:44977", + "accept": false, + "reason": "GLM-4.7 loading in tests and Qwen3.5 flash-attention generation are unrelated model-specific problems." + }, + { + "left": "issue:45859", + "right": "issue:47050", + "accept": false, + "reason": "CPU offload incompatibility in Qwen3_5MoeTextRotaryEmbedding is unrelated to Canine fp16 ONNX export dtype mismatch." + }, + { + "left": "issue:38175", + "right": "issue:44610", + "accept": false, + "reason": "Zero probabilities in SigLIP2 and OmDet-Turbo processor size mismatch are different model/processor bugs." + }, + { + "left": "issue:39692", + "right": "issue:44912", + "accept": false, + "reason": "SigLIP2 documentation errors and git-oss MXFP4 loading fallback are not the same underlying defect." + }, + { + "left": "issue:43262", + "right": "issue:44811", + "accept": false, + "reason": "Audio chat-template sampling-rate defaulting and Whisper batch_decode ignoring skip_special_tokens are distinct audio processor issues." + }, + { + "left": "issue:43257", + "right": "issue:43696", + "accept": false, + "reason": "Qwen3 MOE conversion failure and GPT-oss out-of-memory are not comparable duplicates." + }, + { + "left": "issue:43329", + "right": "issue:43450", + "accept": false, + "reason": "Both mention video processors, but one is a missing helper in token counting and the other is an incorrect batched output shape; 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": 27, + "review_unit_index": 22, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-516", + "nodes": [ + "issue:28282", + "issue:29159", + "issue:29870", + "issue:33357", + "issue:34567", + "issue:34689", + "issue:39379", + "issue:40990", + "issue:42175", + "issue:42915", + "issue:43257", + "issue:43329", + "issue:43425", + "issue:43454", + "issue:43525", + "issue:43540", + "issue:43577", + "issue:43650", + "issue:43697", + "issue:43742", + "issue:43749", + "issue:43824", + "issue:43906", + "issue:43931", + "issue:44291", + "issue:44387", + "issue:44479", + "issue:44554", + "issue:44568", + "issue:44617", + "issue:44756", + "issue:44821", + "issue:44912", + "issue:44987", + "issue:45042", + "issue:45137", + "issue:45356", + "issue:45357", + "issue:45405", + "issue:45459", + "issue:45538", + "issue:45803", + "issue:46291", + "issue:46421", + "issue:46424", + "issue:46701", + "issue:47145" + ], + "soft_pairs": [ + "issue:43329|issue:44479", + "issue:42915|issue:43742", + "issue:43257|issue:43931", + "issue:44291|issue:45042", + "issue:44912|issue:47145", + "issue:34567|issue:40990", + "issue:42915|issue:44821", + "issue:44387|issue:44617", + "issue:29159|issue:34567", + "issue:45459|issue:45803", + "issue:43650|issue:43906", + "issue:46421|issue:46424", + "issue:43525|issue:46291", + "issue:28282|issue:29870", + "issue:43749|issue:44756", + "issue:44987|issue:45538", + "issue:43425|issue:46291", + "issue:28282|issue:34689", + "issue:43540|issue:46701", + "issue:43454|issue:43577", + "issue:44568|issue:45356", + "issue:33357|issue:34567", + "issue:39379|issue:44554", + "issue:42175|issue:43824", + "issue:45137|issue:45405", + "issue:43697|issue:45357" + ], + "prepared_review_unit_hash": "f838851c3f02a68bc8fc796579e54df19442d6cdd96b32c9ba664135bc298d41", + "component_budget": { + "node_count": 516, + "item_count": 516, + "soft_pair_count": 1900, + "serialized_chars": 985297, + "estimated_input_tokens": 246325, + "estimated_eval_tokens": 492906 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 26, + "serialized_chars": 34949, + "estimated_input_tokens": 8738, + "estimated_eval_tokens": 17732 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is a loose collection of thematically similar but distinct issues (tokenizers, loading failures, quantization, video/VLM regressions, cache behavior, and training metrics). None of the soft pairs look like the same underlying bug/change, so I would not merge any of them as duplicates.", + "confidence": 0.93, + "canonical_issue_reason": "issue:42915 is the clearest anchor among the noisy set: it is a specific, well-scoped model-loading/config failure and sits in one of the few small soft-similarity groups. That said, the cluster does not contain a true duplicate-equivalent representative.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:42915 is the best issue candidate overall because it is specific, concrete, and sufficiently self-contained to represent the closest subgroup of related loading/config problems. It is not a strong duplicate of the other soft-linked issues, just the most usable anchor.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43329", + "right": "issue:44479", + "accept": false, + "reason": "Both are video-input bugs in multimodal models, but one is a specific undefined-variable issue in `_get_num_multimodal_tokens` while the other is a broader v5.3.0 regression across several Qwen variants. Related area, not the same bug." + }, + { + "left": "issue:42915", + "right": "issue:43742", + "accept": false, + "reason": "Both involve loading failures, but they affect different models and failure modes (FineGrainedFP8Config vs a key error on MobileLLM-125M). Too broad to be duplicates." + }, + { + "left": "issue:43257", + "right": "issue:43931", + "accept": false, + "reason": "Both mention Qwen3 family loading issues, but one is about MOE weights not being converted with accelerate+deepspeed and the other is a shape mismatch for a VL model. Different underlying problems." + }, + { + "left": "issue:44291", + "right": "issue:45042", + "accept": false, + "reason": "These are unrelated: unexpected `_is_hf_initialized` during `init_empty_weights` versus PIL image processors incorrectly requiring torchvision." + }, + { + "left": "issue:44912", + "right": "issue:47145", + "accept": false, + "reason": "Both are quantization/loading correctness bugs, but one is MXFP4 falling back to bf16 and the other is FP8 frozen checkpoints missing `weight_scale`. Different formats and code paths." + }, + { + "left": "issue:34567", + "right": "issue:40990", + "accept": false, + "reason": "Trainer token-count tracking and gpt-oss perplexity are unrelated symptoms; no shared code-path bug is evident." + }, + { + "left": "issue:42915", + "right": "issue:44821", + "accept": false, + "reason": "A Qwen3Moe FP8/config load failure and an AutoImageProcessor-from-URL import/load failure are different problems." + }, + { + "left": "issue:44387", + "right": "issue:44617", + "accept": false, + "reason": "Both are memory-related, but one is CUDA reserved-memory growth under int4 quantization and the other is Sam3Video OOM. Not the same bug." + }, + { + "left": "issue:29159", + "right": "issue:34567", + "accept": false, + "reason": "Tokenizer slow/fast inconsistency is unrelated to TrainerState's `num_input_tokens_seen` not updating." + }, + { + "left": "issue:45459", + "right": "issue:45803", + "accept": false, + "reason": "Both criticize exception handling, but they are in different code paths and hide different classes of problems. Similar smell, not duplicate bug." + }, + { + "left": "issue:43650", + "right": "issue:43906", + "accept": false, + "reason": "One is a nonspecific request, the other is an isolated reproduction of a separate referenced issue. No duplicate evidence." + }, + { + "left": "issue:46421", + "right": "issue:46424", + "accept": false, + "reason": "Both mention cache behavior, but one is about lazy initialization causing recompilation and the other about `max_cache_length` being ignored except for quantized cache. Different defect." + }, + { + "left": "issue:43525", + "right": "issue:46291", + "accept": false, + "reason": "Missing `pad_token_id` on Llama4Config is unrelated to kernels v0.15 import failures in `transformers.pipelines`." + }, + { + "left": "issue:28282", + "right": "issue:29870", + "accept": false, + "reason": "PyTorch import absence for AutoModel and a Bart `generate()` unbound-local error are different issues." + }, + { + "left": "issue:43749", + "right": "issue:44756", + "accept": false, + "reason": "Both involve memory/loading concerns, but one is FSDP CPU/RAM-efficient loading and the other is disabling mmap on Strix Halo to avoid OOM. Different root cause." + }, + { + "left": "issue:44987", + "right": "issue:45538", + "accept": false, + "reason": "A model-load failure on `transformers>=5.1.0` and CLIPTokenizer's absurd `model_max_length` are unrelated tokenizer/model issues." + }, + { + "left": "issue:43425", + "right": "issue:46291", + "accept": false, + "reason": "Torch 2.10 incompatibility is not the same as kernels v0.15 requiring version/revision for pipeline import." + }, + { + "left": "issue:28282", + "right": "issue:34689", + "accept": false, + "reason": "Both are loading failures, but one is a missing PyTorch dependency and the other is a version-specific model loading breakage for Llama 3.2 Vision. Not duplicates." + }, + { + "left": "issue:43540", + "right": "issue:46701", + "accept": false, + "reason": "Video-input processing in Qwen3OmniMoe and an image-text-to-text pipeline failure in DiffusionGemma are different multimodal paths." + }, + { + "left": "issue:43454", + "right": "issue:43577", + "accept": false, + "reason": "Tying lm_head weights in AyaVisionConfig and dtype propagation in BLIP2 are separate correctness bugs." + }, + { + "left": "issue:44568", + "right": "issue:45356", + "accept": false, + "reason": "Both are tokenizer regressions, but one is about special-token insertion in mdeberta and the other is codec handling / warning behavior in Kimi-K2.5. Different bugs." + }, + { + "left": "issue:39379", + "right": "issue:44554", + "accept": false, + "reason": "An incorrect `full_text_row_masked_out_mask` handling bug in mllama is unrelated to an MPS attention correctness issue with mismatched value/query head dims." + }, + { + "left": "issue:42175", + "right": "issue:43824", + "accept": false, + "reason": "Backend packaging for pip extras and an import error for Qwen2_5_VL are different issues." + }, + { + "left": "issue:45137", + "right": "issue:45405", + "accept": false, + "reason": "DeepSpeed ZeRO3 deque failure and a version bump for PEFT are unrelated." + }, + { + "left": "issue:43697", + "right": "issue:45357", + "accept": false, + "reason": "RTDetrV2 output differences in v5 and Qwen3.5 save_pretrained key mismatch are separate model-specific regressions." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 23, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-516", + "nodes": [ + "issue:24643", + "issue:27957", + "issue:28282", + "issue:29127", + "issue:29159", + "issue:34567", + "issue:36331", + "issue:38175", + "issue:41720", + "issue:42175", + "issue:42915", + "issue:43404", + "issue:43452", + "issue:43540", + "issue:43577", + "issue:43582", + "issue:43742", + "issue:43749", + "issue:44062", + "issue:44291", + "issue:44479", + "issue:44488", + "issue:44560", + "issue:44568", + "issue:44792", + "issue:44821", + "issue:44849", + "issue:44857", + "issue:44898", + "issue:44936", + "issue:44964", + "issue:44987", + "issue:44991", + "issue:45042", + "issue:45081", + "issue:45127", + "issue:45381", + "issue:45488", + "issue:45538", + "issue:45701", + "issue:45907", + "issue:46512", + "issue:46693", + "issue:46821", + "issue:46832", + "issue:46869", + "issue:47020" + ], + "soft_pairs": [ + "issue:44857|issue:46832", + "issue:43404|issue:45127", + "issue:45081|issue:47020", + "issue:28282|issue:29127", + "issue:43742|issue:44291", + "issue:44936|issue:46821", + "issue:42915|issue:45538", + "issue:44479|issue:46693", + "issue:45538|issue:46869", + "issue:44062|issue:44991", + "issue:24643|issue:29159", + "issue:43452|issue:43582", + "issue:27957|issue:28282", + "issue:42915|issue:43749", + "issue:43577|issue:46512", + "issue:41720|issue:43540", + "issue:44849|issue:45701", + "issue:42175|issue:44488", + "issue:43540|issue:44560", + "issue:43540|issue:44479", + "issue:44291|issue:44821", + "issue:44987|issue:45907", + "issue:44479|issue:45381", + "issue:38175|issue:44898", + "issue:34567|issue:36331", + "issue:44792|issue:44964", + "issue:44062|issue:45081", + "issue:44568|issue:45488", + "issue:45042|issue:45081" + ], + "prepared_review_unit_hash": "9edaf608ce849272aca537aae80218368fdcb9d2020478af052353a953d972a5", + "component_budget": { + "node_count": 516, + "item_count": 516, + "soft_pair_count": 1900, + "serialized_chars": 985297, + "estimated_input_tokens": 246325, + "estimated_eval_tokens": 492906 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35860, + "estimated_input_tokens": 8965, + "estimated_eval_tokens": 18186 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a heterogeneous set of unrelated issues, with one likely duplicate pair in the Qwen2.5-VL/Qwen3 video-regression area. I would keep the broader video regression report as the anchor.", + "confidence": 0.77, + "canonical_issue_reason": "issue:44479 is the broadest and most central report among the only likely duplicate pair; it covers the wider video-input regression across multiple Qwen VL variants and can subsume the more specific qwen2.5-vl report.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44479 best represents the cluster\u2019s only strong duplicate relationship and is the most general issue description in that area.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44857", + "right": "issue:46832", + "accept": false, + "reason": "Different models and failures: LwDetr AMP crash vs RT-DETR feature-level mismatch." + }, + { + "left": "issue:43404", + "right": "issue:45127", + "accept": false, + "reason": "Both mention weight tying, but they concern different models and different failure modes." + }, + { + "left": "issue:45081", + "right": "issue:47020", + "accept": false, + "reason": "Unrelated tokenizer bugs affecting different tokenizer implementations and code paths." + }, + { + "left": "issue:28282", + "right": "issue:29127", + "accept": false, + "reason": "ImportError about missing PyTorch is unrelated to LayoutLMv3 box/clarity handling." + }, + { + "left": "issue:43742", + "right": "issue:44291", + "accept": false, + "reason": "KeyError loading MobileLLM is not the same as the init_empty_weights unexpected-argument regression." + }, + { + "left": "issue:44936", + "right": "issue:46821", + "accept": false, + "reason": "Trainer lifecycle bug vs TimesFM window_size AttributeError; different subsystems." + }, + { + "left": "issue:42915", + "right": "issue:45538", + "accept": false, + "reason": "Qwen3Moe FP8 loading and CLIPTokenizer max length are unrelated." + }, + { + "left": "issue:44479", + "right": "issue:46693", + "accept": false, + "reason": "Video-input regression and FA2 long-context performance regression are different problems." + }, + { + "left": "issue:45538", + "right": "issue:46869", + "accept": false, + "reason": "Tokenizer max-length bug is unrelated to YOLO auto device-map failures." + }, + { + "left": "issue:44062", + "right": "issue:44991", + "accept": false, + "reason": "AddedToken keyword collision is unrelated to loading a specific tokenizer model." + }, + { + "left": "issue:24643", + "right": "issue:29159", + "accept": false, + "reason": "DeepSpeed weight-dimension error and tokenizer slow/fast inconsistency are different issues." + }, + { + "left": "issue:43452", + "right": "issue:43582", + "accept": false, + "reason": "gguf loading breakage and AppleSilicon allocator TypeError do not share a concrete code path." + }, + { + "left": "issue:27957", + "right": "issue:28282", + "accept": false, + "reason": "Flash Attention 2 support for XLMRoberta is unrelated to missing-PyTorch import errors." + }, + { + "left": "issue:42915", + "right": "issue:43749", + "accept": false, + "reason": "FP8 Qwen3Moe failure and FSDP CPU RAM-efficient loading are separate bugs." + }, + { + "left": "issue:43577", + "right": "issue:46512", + "accept": false, + "reason": "Both are dtype-related, but one is model loading behavior and the other is config staleness; not the same bug." + }, + { + "left": "issue:41720", + "right": "issue:43540", + "accept": false, + "reason": "Auto device-mapping CUDA assert and video-input processing failure are different issues." + }, + { + "left": "issue:44849", + "right": "issue:45701", + "accept": false, + "reason": "Qwen3.5 hidden-state bug is not the same as version-dependent tokenization changes." + }, + { + "left": "issue:42175", + "right": "issue:44488", + "accept": false, + "reason": "Packaging/backend dependency issue and model loading failure are unrelated." + }, + { + "left": "issue:43540", + "right": "issue:44560", + "accept": false, + "reason": "Both involve video inputs, but they are different model families and distinct failure symptoms." + }, + { + "left": "issue:43540", + "right": "issue:44479", + "accept": false, + "reason": "Same broad area, but different model families and not clearly the same concrete regression." + }, + { + "left": "issue:44291", + "right": "issue:44821", + "accept": false, + "reason": "init_empty_weights argument handling and AutoImageProcessor-from-URL loading are unrelated." + }, + { + "left": "issue:44987", + "right": "issue:45907", + "accept": false, + "reason": "Model loading regression and repo_files revision forwarding are different concerns." + }, + { + "left": "issue:44479", + "right": "issue:45381", + "accept": true, + "reason": "Both report the same Qwen2.5-VL video-input regression, with 45381 appearing to be the more specific symptom of the broader 44479 bug." + }, + { + "left": "issue:38175", + "right": "issue:44898", + "accept": false, + "reason": "Zero probabilities in SigLIP2 and Perceiver non-default-resolution failure are unrelated vision-model bugs." + }, + { + "left": "issue:34567", + "right": "issue:36331", + "accept": false, + "reason": "TrainerState token counting and CustomTrainer compute_loss signature breakage are different trainer issues." + }, + { + "left": "issue:44792", + "right": "issue:44964", + "accept": false, + "reason": "Janus image-generation test failure and Phi-4 multimodal loading failure are separate model-specific problems." + }, + { + "left": "issue:44062", + "right": "issue:45081", + "accept": false, + "reason": "Tokenizer AddedToken collision and Mistral regex patch crash are distinct tokenizer bugs." + }, + { + "left": "issue:44568", + "right": "issue:45488", + "accept": false, + "reason": "Different tokenizer families and different behaviors; not the same underlying change." + }, + { + "left": "issue:45042", + "right": "issue:45081", + "accept": false, + "reason": "Image-processor torchvision dependency issue is unrelated to Mistral tokenizer regex patching." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The cluster summary is grounded in the packet and stays conservative: it identifies one clearly supported duplicate pair (44479/45381) and treats the rest as mostly unrelated. The anchor/canonical choice of 44479 is reasonable because it is the broader issue report. No soft-edge verdict looks overstated." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 24, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-516", + "nodes": [ + "issue:24643", + "issue:28282", + "issue:29870", + "issue:32090", + "issue:43257", + "issue:43452", + "issue:43526", + "issue:43531", + "issue:43540", + "issue:43577", + "issue:43582", + "issue:43697", + "issue:43716", + "issue:43742", + "issue:43756", + "issue:43906", + "issue:44488", + "issue:44568", + "issue:44589", + "issue:44625", + "issue:44737", + "issue:44821", + "issue:44877", + "issue:44913", + "issue:45072", + "issue:45216", + "issue:45325", + "issue:45357", + "issue:45405", + "issue:45479", + "issue:45588", + "issue:45600", + "issue:45663", + "issue:45672", + "issue:45674", + "issue:45823", + "issue:45920", + "issue:46121", + "issue:46399", + "issue:46463", + "issue:46468", + "issue:46491", + "issue:46693", + "issue:46701", + "issue:46821", + "issue:46829", + "issue:46846", + "issue:46899" + ], + "soft_pairs": [ + "issue:43257|issue:43756", + "issue:43742|issue:44589", + "issue:43582|issue:46821", + "issue:43531|issue:44821", + "issue:43756|issue:46399", + "issue:43756|issue:45325", + "issue:45405|issue:45600", + "issue:44737|issue:46463", + "issue:43716|issue:46701", + "issue:43906|issue:46693", + "issue:45823|issue:46463", + "issue:43577|issue:45072", + "issue:44568|issue:46491", + "issue:24643|issue:29870", + "issue:45672|issue:45674", + "issue:44625|issue:44877", + "issue:43452|issue:44488", + "issue:43540|issue:46693", + "issue:43906|issue:46468", + "issue:28282|issue:32090", + "issue:43697|issue:46829", + "issue:44913|issue:46121", + "issue:45663|issue:46846", + "issue:44737|issue:45588", + "issue:43526|issue:45479", + "issue:46463|issue:46899", + "issue:43697|issue:45216", + "issue:45357|issue:45920" + ], + "prepared_review_unit_hash": "2972f1fe7d0151b25f433560baf1d28c9d70cb8a5a3a1f7f0f7c3677d043eace", + "component_budget": { + "node_count": 516, + "item_count": 516, + "soft_pair_count": 1900, + "serialized_chars": 985297, + "estimated_input_tokens": 246325, + "estimated_eval_tokens": 492906 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36585, + "estimated_input_tokens": 9147, + "estimated_eval_tokens": 18550 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a grab-bag of unrelated bug reports across many models, tokenizers, quantization paths, and generation/training code paths. The soft pairs do not look like duplicate reports of the same underlying issue.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "No single issue is a good canonical representative because the items span many distinct subsystems and root causes (model loading, dtype mismatches, tokenizer behavior, generation, config handling, and performance regressions).", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43257", + "right": "issue:43756", + "accept": false, + "reason": "Different bugs: Qwen3 MoE loading with accelerate/deepspeed vs Smollm3 RoPE layer dropping." + }, + { + "left": "issue:43742", + "right": "issue:44589", + "accept": false, + "reason": "Unrelated failures: MobileLLM config/key loading error vs Float8 storage lookup error." + }, + { + "left": "issue:43582", + "right": "issue:46821", + "accept": false, + "reason": "Different code paths and models: Apple Silicon warmup TypeError vs TimesFM `window_size` attribute error." + }, + { + "left": "issue:43531", + "right": "issue:44821", + "accept": false, + "reason": "Qwen3-MoE sliding window handling is unrelated to AutoImageProcessor URL loading." + }, + { + "left": "issue:43756", + "right": "issue:46399", + "accept": false, + "reason": "Smollm3 RoPE-layer issue and Qwen3.5 kernel-registration crash are distinct problems." + }, + { + "left": "issue:43756", + "right": "issue:45325", + "accept": false, + "reason": "Different multimodal/model-specific bugs: Smollm3 RoPE layers vs Qwen2.5-VL rope index scaling." + }, + { + "left": "issue:45405", + "right": "issue:45600", + "accept": false, + "reason": "PEFT version pinning issue is unrelated to stale auto_mappings references to removed configs." + }, + { + "left": "issue:44737", + "right": "issue:46463", + "accept": false, + "reason": "XLNet CPU tensor creation bug and T5 decoder-input validation error do not share a concrete root cause." + }, + { + "left": "issue:43716", + "right": "issue:46701", + "accept": false, + "reason": "Different failures: Mistral-3 dtype mismatch vs DiffusionGemma image-text pipeline broken." + }, + { + "left": "issue:43906", + "right": "issue:46693", + "accept": false, + "reason": "One is a reproduction of an older issue; the other is a FlashAttention performance regression." + }, + { + "left": "issue:45823", + "right": "issue:46463", + "accept": false, + "reason": "Gemma4 device-map/PLE mismatch is unrelated to T5 decoder validation messaging." + }, + { + "left": "issue:43577", + "right": "issue:45072", + "accept": false, + "reason": "Both mention dtype, but they affect different models and different mismatch mechanisms." + }, + { + "left": "issue:44568", + "right": "issue:46491", + "accept": false, + "reason": "Tokenizer round-trip spacing bug in CodeLlama is unrelated to missing BOS/EOS insertion in mDeBERTa." + }, + { + "left": "issue:24643", + "right": "issue:29870", + "accept": false, + "reason": "DeepSpeed weight-shape RuntimeError and Bart generate UnboundLocalError are distinct bugs." + }, + { + "left": "issue:45672", + "right": "issue:45674", + "accept": false, + "reason": "Both are quantization-related, but one is a Gemma4 uint8 finfo crash in audio/vision modules and the other is a BitsAndBytes skip-modules exclusion bug." + }, + { + "left": "issue:44625", + "right": "issue:44877", + "accept": false, + "reason": "Qwen3.5 `num_labels` propagation and strict config rejection for granite_speech are different config-loading issues." + }, + { + "left": "issue:43452", + "right": "issue:44488", + "accept": false, + "reason": "Both concern model loading, but the gguf_file regression and the sleng-bert loading failure are not the same underlying bug." + }, + { + "left": "issue:43540", + "right": "issue:46693", + "accept": false, + "reason": "Qwen3OmniMoe video-input ValueError is unrelated to a long-context FlashAttention performance regression." + }, + { + "left": "issue:43906", + "right": "issue:46468", + "accept": false, + "reason": "A repro of issue 38071 is not the same as the broken official Nemotron example." + }, + { + "left": "issue:28282", + "right": "issue:32090", + "accept": false, + "reason": "Missing PyTorch import and `_gpu_broadcast_one` NoneType error are unrelated." + }, + { + "left": "issue:43697", + "right": "issue:46829", + "accept": false, + "reason": "RTDetrV2 output drift in v5 and VideoPrism output field mismatch are different issues." + }, + { + "left": "issue:44913", + "right": "issue:46121", + "accept": false, + "reason": "GPTNeoX rotary_pct reload regression is not the same as `convert_rope_params_to_dict` TypeError on JSON-loaded lists." + }, + { + "left": "issue:45663", + "right": "issue:46846", + "accept": false, + "reason": "Gemma4 FSDP2 shared_kv_states bug and Qwen3.5 linear_attn TP-plan omission are different model-specific problems." + }, + { + "left": "issue:44737", + "right": "issue:45588", + "accept": false, + "reason": "XLNet CPU arange bug and flash_attention `s_aux=None` crash are unrelated." + }, + { + "left": "issue:43526", + "right": "issue:45479", + "accept": false, + "reason": "BeitImageProcessorFast label reduction bug and zero-loss sequence-classification bug are not the same defect." + }, + { + "left": "issue:46463", + "right": "issue:46899", + "accept": false, + "reason": "T5 decoder-input validation messaging and Gemma4 4-bit multimodal dtype casting are unrelated." + }, + { + "left": "issue:43697", + "right": "issue:45216", + "accept": false, + "reason": "Different regressions: RTDetrV2 output changes vs Qwen3.5 save_pretrained checkpoint corruption." + }, + { + "left": "issue:45357", + "right": "issue:45920", + "accept": false, + "reason": "Qwen3.5 visual encoder key saving bug is unrelated to AutoTokenizer wrong token IDs across multiple models." + } + ] + }, + "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": 27, + "review_unit_index": 25, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-516", + "nodes": [ + "issue:29159", + "issue:33357", + "issue:38175", + "issue:41762", + "issue:43295", + "issue:43452", + "issue:43525", + "issue:43531", + "issue:43643", + "issue:43646", + "issue:43653", + "issue:43688", + "issue:43720", + "issue:43742", + "issue:43749", + "issue:43756", + "issue:43761", + "issue:43819", + "issue:43994", + "issue:44361", + "issue:44442", + "issue:44466", + "issue:44493", + "issue:44568", + "issue:44811", + "issue:44843", + "issue:44857", + "issue:44898", + "issue:44936", + "issue:45005", + "issue:45200", + "issue:45356", + "issue:45372", + "issue:45375", + "issue:45542", + "issue:45701", + "issue:45704", + "issue:46050", + "issue:46170", + "issue:46178", + "issue:46402", + "issue:46463", + "issue:46701", + "issue:46829", + "issue:46832", + "issue:46932", + "issue:47000" + ], + "soft_pairs": [ + "issue:41762|issue:44936", + "issue:43720|issue:44898", + "issue:44466|issue:45005", + "issue:45200|issue:46463", + "issue:43643|issue:45375", + "issue:44493|issue:46050", + "issue:44361|issue:44442", + "issue:38175|issue:43295", + "issue:43688|issue:43749", + "issue:43653|issue:44361", + "issue:43452|issue:44843", + "issue:43531|issue:43742", + "issue:43994|issue:44898", + "issue:43819|issue:44811", + "issue:43761|issue:46829", + "issue:45372|issue:46170", + "issue:44857|issue:47000", + "issue:43525|issue:46701", + "issue:29159|issue:33357", + "issue:45542|issue:46178", + "issue:46832|issue:46932", + "issue:43295|issue:45356", + "issue:43688|issue:45704", + "issue:43688|issue:45701", + "issue:43653|issue:44568", + "issue:43646|issue:43749", + "issue:43756|issue:46402" + ], + "prepared_review_unit_hash": "21c51f269ce50c3cad8d133df6087f66e4af58a90f6cc31b70474e80b280e225", + "component_budget": { + "node_count": 516, + "item_count": 516, + "soft_pair_count": 1900, + "serialized_chars": 985297, + "estimated_input_tokens": 246325, + "estimated_eval_tokens": 492906 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 35501, + "estimated_input_tokens": 8876, + "estimated_eval_tokens": 18008 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This is a loose cluster of mostly unrelated Transformers regressions, with a heavy tilt toward tokenizer/config/loading bugs. There is no single underlying bug spanning the whole set, so the cluster is best represented by one broad v5 regression report rather than any narrow model-specific issue. All soft edges are too weak or too generic to merge.", + "confidence": 0.36, + "canonical_issue_reason": "issue:43646 is the broadest, most central regression report in the set: it captures a v5-era break in custom model initialization and can act as the cluster anchor for the many downstream initialization/loading complaints.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43646 is the best single representative because it is general, version-scoped, and closer to the cluster-wide theme of v5 regressions than the more model-specific tokenization or output-shape bugs.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41762", + "right": "issue:44936", + "accept": false, + "reason": "Different failures: Gemma3 ZeRO-3 loading IndexError vs trainer lifecycle evaluate/train issue; no shared code path." + }, + { + "left": "issue:43720", + "right": "issue:44898", + "accept": false, + "reason": "Unrelated subsystems: BitNet packed-weight loading vs Perceiver image-resolution handling." + }, + { + "left": "issue:44466", + "right": "issue:45005", + "accept": false, + "reason": "Both mention tied weights, but one is device-dependent serialization of lm_head.weight and the other is a broader translation-model symptom; not clearly the same concrete bug." + }, + { + "left": "issue:45200", + "right": "issue:46463", + "accept": false, + "reason": "Different models and logic: Gemma 4 token_type defaults vs T5 decoder-input validation message." + }, + { + "left": "issue:43643", + "right": "issue:45375", + "accept": false, + "reason": "Both involve config fields, but one is AutoConfig/trust_remote_code missing fields and the other is a specific Qwen3_5MoeVisionConfig field dropped by strict parsing; not the same bug." + }, + { + "left": "issue:44493", + "right": "issue:46050", + "accept": false, + "reason": "Unexpected position-id keys and sinq quantization save/load breakage are different serialization problems." + }, + { + "left": "issue:44361", + "right": "issue:44442", + "accept": false, + "reason": "Both are tokenizer loading issues, but they affect different tokenizer classes and error modes." + }, + { + "left": "issue:38175", + "right": "issue:43295", + "accept": false, + "reason": "Both are multimodal/model regressions, but the symptoms and affected APIs differ substantially." + }, + { + "left": "issue:43688", + "right": "issue:43749", + "accept": false, + "reason": "Aux-loss normalization and FSDP CPU RAM efficient loading are unrelated." + }, + { + "left": "issue:43653", + "right": "issue:44361", + "accept": false, + "reason": "Both are tokenizer bugs, but one is special-token registration/empty decode and the other is an AttributeError on tasks; no concrete shared failure." + }, + { + "left": "issue:43452", + "right": "issue:44843", + "accept": false, + "reason": "Both touch AutoTokenizer.from_pretrained, but one is gguf_file support and the other is an offline-mode model_info() call; different root causes." + }, + { + "left": "issue:43531", + "right": "issue:43742", + "accept": false, + "reason": "Sliding-window MoE behavior and a MobileLLM key error are distinct loading/model-shape issues." + }, + { + "left": "issue:43994", + "right": "issue:44898", + "accept": false, + "reason": "Both are vision-model inference regressions, but the models and failure mechanisms do not match." + }, + { + "left": "issue:43819", + "right": "issue:44811", + "accept": false, + "reason": "DAC latent conversion mismatch and Whisper batch_decode skip_special_tokens are unrelated code paths." + }, + { + "left": "issue:43761", + "right": "issue:46829", + "accept": false, + "reason": "Both involve hidden_states/output fields, but different model families and opposite symptoms; too generic to be one bug." + }, + { + "left": "issue:45372", + "right": "issue:46170", + "accept": false, + "reason": "Gemma processor import failure and Windows/ROCm torch.distributed dependency errors are unrelated." + }, + { + "left": "issue:44857", + "right": "issue:47000", + "accept": false, + "reason": "Both are detection losses, but one is AMP/CUDA crash and the other is an infeasible cost-matrix error." + }, + { + "left": "issue:43525", + "right": "issue:46701", + "accept": false, + "reason": "Llama4 config missing pad_token_id is unrelated to the DiffusionGemma image-text pipeline failure." + }, + { + "left": "issue:29159", + "right": "issue:33357", + "accept": false, + "reason": "Tokenizer consistency issue and CLIP Mac bus error are unrelated." + }, + { + "left": "issue:45542", + "right": "issue:46178", + "accept": false, + "reason": "Both concern backend availability, but the dependency stacks and failures differ (tensorflow vs tensorflow_text)." + }, + { + "left": "issue:46832", + "right": "issue:46932", + "accept": false, + "reason": "RT-DETR feature-level TypeError and Gemma4 quantized-embedder dtype casting are unrelated." + }, + { + "left": "issue:43295", + "right": "issue:45356", + "accept": false, + "reason": "Both are tokenizer regressions, but they involve different models and different causes (processor/tokenizer regression vs codec handling/mistral regex warning)." + }, + { + "left": "issue:43688", + "right": "issue:45704", + "accept": false, + "reason": "Aux-loss normalization and T5 apex FusedRMSNorm memory leak are unrelated." + }, + { + "left": "issue:43688", + "right": "issue:45701", + "accept": false, + "reason": "Aux-loss normalization and tokenization-version changes are different bug classes." + }, + { + "left": "issue:43653", + "right": "issue:44568", + "accept": false, + "reason": "Special-token registration in BigBirdTokenizer and BOS/EOS omission in mdeberta-v3 are different tokenizer bugs." + }, + { + "left": "issue:43646", + "right": "issue:43749", + "accept": false, + "reason": "Custom model initialization regression and FSDP CPU RAM efficient loading failure are different load paths." + }, + { + "left": "issue:43756", + "right": "issue:46402", + "accept": false, + "reason": "Smollm3 RoPE-layer omission and Sam3 text-encoder weight loading are unrelated model-specific issues." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 26, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-516", + "nodes": [ + "issue:32090", + "issue:33666", + "issue:36010", + "issue:36331", + "issue:41720", + "issue:42898", + "issue:43262", + "issue:43278", + "issue:43295", + "issue:43452", + "issue:43504", + "issue:43550", + "issue:43577", + "issue:43606", + "issue:43611", + "issue:43653", + "issue:43688", + "issue:43720", + "issue:43761", + "issue:43782", + "issue:43927", + "issue:44464", + "issue:44466", + "issue:44479", + "issue:44484", + "issue:44514", + "issue:44554", + "issue:44610", + "issue:44625", + "issue:44704", + "issue:44734", + "issue:44743", + "issue:44821", + "issue:44843", + "issue:44977", + "issue:44991", + "issue:45290", + "issue:45440", + "issue:45491", + "issue:46002", + "issue:46050", + "issue:46491", + "issue:46612", + "issue:46693", + "issue:46821", + "issue:46846", + "issue:47013" + ], + "soft_pairs": [ + "issue:44464|issue:44743", + "issue:43653|issue:43927", + "issue:44821|issue:46821", + "issue:42898|issue:46491", + "issue:43452|issue:43577", + "issue:44843|issue:44991", + "issue:44479|issue:44625", + "issue:43761|issue:47013", + "issue:33666|issue:36010", + "issue:44484|issue:44704", + "issue:32090|issue:33666", + "issue:44466|issue:46050", + "issue:43688|issue:45440", + "issue:41720|issue:44464", + "issue:44977|issue:46693", + "issue:44464|issue:44977", + "issue:44734|issue:46612", + "issue:43504|issue:43550", + "issue:33666|issue:36331", + "issue:43504|issue:43720", + "issue:43262|issue:43295", + "issue:43278|issue:43688", + "issue:43782|issue:46693", + "issue:45491|issue:46002", + "issue:43720|issue:43927", + "issue:43577|issue:44554", + "issue:43611|issue:46846", + "issue:43606|issue:43927", + "issue:43504|issue:44610", + "issue:44514|issue:45290" + ], + "prepared_review_unit_hash": "943fba79f3a450fcf07c16bfb9a90fcb41757ba6302ee0b96aa220f3debd2c6c", + "component_budget": { + "node_count": 516, + "item_count": 516, + "soft_pair_count": 1900, + "serialized_chars": 985297, + "estimated_input_tokens": 246325, + "estimated_eval_tokens": 492906 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36441, + "estimated_input_tokens": 9111, + "estimated_eval_tokens": 18478 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is a loose collection of mostly unrelated Transformers bug reports across tokenization, generation, model loading, processors, and distributed training. None of the soft-similarity pairs looks like the same underlying bug/change, so I would not merge any of them as duplicates.", + "confidence": 0.96, + "canonical_issue_reason": "issue:46693 is the strongest standalone report here: it is open, highly discussed, and framed as a concrete regression with clear impact and reproduction context.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:46693 is the most actionable and representative issue in the set, but it is not a duplicate of the others.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44464", + "right": "issue:44743", + "accept": false, + "reason": "Both are generation correctness bugs, but one is about compiled forward chunking and the other about Qwen3.5 recurrent-state reset; different code paths and models." + }, + { + "left": "issue:43653", + "right": "issue:43927", + "accept": false, + "reason": "Tokenizer special-token registration vs config custom token IDs after save/load are different failure modes." + }, + { + "left": "issue:44821", + "right": "issue:46821", + "accept": false, + "reason": "AutoImageProcessor URL loading and TimesFM window_size AttributeError are unrelated subsystems." + }, + { + "left": "issue:42898", + "right": "issue:46491", + "accept": false, + "reason": "Both involve tokenizer behavior, but one is a global cleanup-space change and the other is a CodeLlama-specific leading-space round-trip regression." + }, + { + "left": "issue:43452", + "right": "issue:43577", + "accept": false, + "reason": "Model/tokenizer loading with gguf_file is unrelated to Blip2 dtype propagation." + }, + { + "left": "issue:44843", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer load regressions, but the offline model_info call bug and the est-roberta tokenizer failure have different root causes." + }, + { + "left": "issue:44479", + "right": "issue:44625", + "accept": false, + "reason": "Video-input regression in Qwen VL models vs num_labels propagation in Qwen3.5 are different bugs." + }, + { + "left": "issue:43761", + "right": "issue:47013", + "accept": false, + "reason": "CLIPVision hidden_states handling and xLSTM train-mode return unpacking are unrelated code paths." + }, + { + "left": "issue:33666", + "right": "issue:36010", + "accept": false, + "reason": "Multi-GPU training discussion is unrelated to the GenerationMixin import error." + }, + { + "left": "issue:44484", + "right": "issue:44704", + "accept": false, + "reason": "save_pretrained shard size behavior and AutoProcessor cached_file kwargs forwarding are different issues." + }, + { + "left": "issue:32090", + "right": "issue:33666", + "accept": false, + "reason": "The Trainer _gpu_broadcast_one NoneType error and Qwen2-VL multi-GPU training are only broadly related to distributed training, not the same bug." + }, + { + "left": "issue:44466", + "right": "issue:46050", + "accept": false, + "reason": "Serialization differences for lm_head.weight and sinq quantization save/load failures are distinct problems." + }, + { + "left": "issue:43688", + "right": "issue:45440", + "accept": false, + "reason": "Both touch MoE models, but auxiliary-loss normalization and DeepSeekV3MoE divergence are separate defects." + }, + { + "left": "issue:41720", + "right": "issue:44464", + "accept": false, + "reason": "Auto device mapping cuda assert and compiled-forward chunked generation inconsistency are unrelated." + }, + { + "left": "issue:44977", + "right": "issue:46693", + "accept": false, + "reason": "Qwen3.5 flash-attention correctness versus FA2 long-context performance regression are different symptoms and likely different fixes." + }, + { + "left": "issue:44464", + "right": "issue:44977", + "accept": false, + "reason": "Compiled-forward generation inconsistency and flash-attention regression are not the same underlying bug." + }, + { + "left": "issue:44734", + "right": "issue:46612", + "accept": false, + "reason": "KV-cache continuation indexing in serve and beam-search cache reorder skipping in legacy models are different generation paths." + }, + { + "left": "issue:43504", + "right": "issue:43550", + "accept": false, + "reason": "Legacy-field model loading and Bamba torch.compile SDPA failure are unrelated." + }, + { + "left": "issue:33666", + "right": "issue:36331", + "accept": false, + "reason": "General multi-GPU training and a compute_loss signature regression are not duplicates." + }, + { + "left": "issue:43504", + "right": "issue:43720", + "accept": false, + "reason": "Beit preset loading and BitNet packed-weight unpacking during accelerate loading are different load-path bugs." + }, + { + "left": "issue:43262", + "right": "issue:43295", + "accept": false, + "reason": "Audio processor sampling-rate defaults and processor.tokenizer/image handling regressions are separate processor issues." + }, + { + "left": "issue:43278", + "right": "issue:43688", + "accept": false, + "reason": "Embedding dtype drift during eval and MoE auxiliary-loss normalization are unrelated." + }, + { + "left": "issue:43782", + "right": "issue:46693", + "accept": false, + "reason": "Qwen3VL weight_only load error and FA2 performance regression do not share a concrete code path." + }, + { + "left": "issue:45491", + "right": "issue:46002", + "accept": false, + "reason": "Gemma3 mixed-length sliding-window NaNs and classification-head NaNs on init/checkout are different bugs." + }, + { + "left": "issue:43720", + "right": "issue:43927", + "accept": false, + "reason": "BitNet packed-weight loading and DiaConfig custom token ID persistence are unrelated." + }, + { + "left": "issue:43577", + "right": "issue:44554", + "accept": false, + "reason": "Blip2 dtype propagation and MPS attention correctness are separate issues." + }, + { + "left": "issue:43611", + "right": "issue:46846", + "accept": false, + "reason": "base_model_prefix load breakage and Qwen3.5 TP-plan missing entries are unrelated regression sources." + }, + { + "left": "issue:43606", + "right": "issue:43927", + "accept": false, + "reason": "CPU offload device mismatch and DiaConfig token ID loss have no common underlying bug." + }, + { + "left": "issue:43504", + "right": "issue:44610", + "accept": false, + "reason": "Beit legacy-field loading and OmDet-Turbo processor/model image-size mismatch are different problems." + }, + { + "left": "issue:44514", + "right": "issue:45290", + "accept": false, + "reason": "Both are apply_chat_template crashes, but one is a batched padding=False bug and the other is an assistant-tool-call/no-content case; too different to treat as the same fix." + } + ] + }, + "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": 27, + "review_unit_index": 27, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-516", + "nodes": [ + "issue:28218", + "issue:33357", + "issue:33666", + "issue:39692", + "issue:42796", + "issue:43278", + "issue:43295", + "issue:43452", + "issue:43493", + "issue:43525", + "issue:43572", + "issue:43575", + "issue:43643", + "issue:43646", + "issue:43701", + "issue:43720", + "issue:43825", + "issue:43844", + "issue:43927", + "issue:43994", + "issue:44291", + "issue:44361", + "issue:44451", + "issue:44466", + "issue:44488", + "issue:44554", + "issue:44561", + "issue:44568", + "issue:44589", + "issue:44625", + "issue:44792", + "issue:44843", + "issue:44849", + "issue:44964", + "issue:44977", + "issue:45405", + "issue:45520", + "issue:45584", + "issue:45812", + "issue:45823", + "issue:46050", + "issue:46192", + "issue:46209", + "issue:46365", + "issue:46489", + "issue:46710", + "issue:46821", + "issue:46832" + ], + "soft_pairs": [ + "issue:43525|issue:43572", + "issue:43643|issue:44561", + "issue:43720|issue:44361", + "issue:44625|issue:45584", + "issue:44964|issue:45405", + "issue:43493|issue:43825", + "issue:44977|issue:46209", + "issue:44554|issue:46365", + "issue:28218|issue:33357", + "issue:43452|issue:44451", + "issue:45823|issue:46050", + "issue:39692|issue:43295", + "issue:42796|issue:44977", + "issue:43994|issue:46192", + "issue:43493|issue:43844", + "issue:43278|issue:43844", + "issue:43278|issue:43701", + "issue:43646|issue:44466", + "issue:46209|issue:46710", + "issue:44568|issue:46489", + "issue:33357|issue:33666", + "issue:43927|issue:44361", + "issue:43575|issue:45405", + "issue:44792|issue:45405", + "issue:44849|issue:46209", + "issue:44568|issue:45812", + "issue:43572|issue:44291", + "issue:44488|issue:44843", + "issue:46821|issue:46832", + "issue:44589|issue:45520" + ], + "prepared_review_unit_hash": "4dab07bc4e5194a789f3c2cffcb6846500d412557631dc9d9eb466611f2b3997", + "component_budget": { + "node_count": 516, + "item_count": 516, + "soft_pair_count": 1900, + "serialized_chars": 985297, + "estimated_input_tokens": 246325, + "estimated_eval_tokens": 492906 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36730, + "estimated_input_tokens": 9183, + "estimated_eval_tokens": 18622 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The candidate pairs are mostly loose thematic similarities rather than true duplicates; the cluster is heterogeneous and does not collapse to one underlying bug or change.", + "confidence": 0.9, + "canonical_issue_reason": "No strong canonical issue exists here: the items span unrelated bugs across tokenizers, configs, training, model loading, and docs. I would not designate a single issue as the cluster's duplicate target.", + "canonical_pr_reason": null, + "best_issue_reason": "No issue is a good global representative because the set is not one coherent problem. If forced, the most concrete bug reports are still too different to serve as a safe canonical target.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43525", + "right": "issue:43572", + "accept": false, + "reason": "Both are config attribute regressions after v5, but they affect different models and different missing fields (`pad_token_id` vs `pad_token_idx`)." + }, + { + "left": "issue:43643", + "right": "issue:44561", + "accept": false, + "reason": "Both mention `trust_remote_code`, but the failures are different: missing fields in `AutoConfig` output vs removal of `is_torch_fx_available` breaking custom models." + }, + { + "left": "issue:43720", + "right": "issue:44361", + "accept": false, + "reason": "Completely different code paths: BitNet weight loading vs MLukeTokenizer task-time AttributeError." + }, + { + "left": "issue:44625", + "right": "issue:45584", + "accept": false, + "reason": "Unrelated symptoms and subsystems: Qwen3.5 label propagation vs Whisper empty transcription after token alignment." + }, + { + "left": "issue:44964", + "right": "issue:45405", + "accept": false, + "reason": "Model loading failure for Phi-4 multimodal is unrelated to a PEFT version bump / packaging issue." + }, + { + "left": "issue:43493", + "right": "issue:43825", + "accept": false, + "reason": "SigLIP2 implementation discrepancy is unrelated to the pipeline translation error-message regression." + }, + { + "left": "issue:44977", + "right": "issue:46209", + "accept": false, + "reason": "Different inference failures in different models and hardware paths; no shared underlying bug." + }, + { + "left": "issue:44554", + "right": "issue:46365", + "accept": false, + "reason": "MPS attention correctness issue and Trainer import conflict are unrelated." + }, + { + "left": "issue:28218", + "right": "issue:33357", + "accept": false, + "reason": "Tokenizer spacing bug and MacOS bus error on CLIP are unrelated." + }, + { + "left": "issue:43452", + "right": "issue:44451", + "accept": false, + "reason": "Both involve loading models, but one is a `gguf_file` API regression and the other is a specific repo load failure; not the same bug." + }, + { + "left": "issue:45823", + "right": "issue:46050", + "accept": false, + "reason": "Device mismatch during forward and post-save quantization breakage are different failures." + }, + { + "left": "issue:39692", + "right": "issue:43295", + "accept": false, + "reason": "Both touch multimodal processor/tokenizer usage, but one is a doc example error list and the other is a processor API regression." + }, + { + "left": "issue:42796", + "right": "issue:44977", + "accept": false, + "reason": "Different tokenizer/model behavior problems with no concrete shared code-path issue." + }, + { + "left": "issue:43994", + "right": "issue:46192", + "accept": false, + "reason": "SigLIP2 nonsensical outputs and ignored `return_tensors` kwargs are unrelated." + }, + { + "left": "issue:43493", + "right": "issue:43844", + "accept": false, + "reason": "Implementation discrepancy vs training gradient explosion are unrelated." + }, + { + "left": "issue:43278", + "right": "issue:43844", + "accept": false, + "reason": "Different training/eval dtype behavior and a ZeRO-3 gradient issue are not the same bug." + }, + { + "left": "issue:43278", + "right": "issue:43701", + "accept": false, + "reason": "Embedding dtype regression and resume checkpoint key mismatch are unrelated." + }, + { + "left": "issue:43646", + "right": "issue:44466", + "accept": false, + "reason": "Both are v5 regressions, but initialization breakage and device-dependent serialization are different concrete problems." + }, + { + "left": "issue:46209", + "right": "issue:46710", + "accept": false, + "reason": "Both are model inference regressions, but they affect different models and failure modes." + }, + { + "left": "issue:44568", + "right": "issue:46489", + "accept": false, + "reason": "Both are tokenizer bugs in v5+, but they concern different models and different mechanisms; not one same underlying defect." + }, + { + "left": "issue:33357", + "right": "issue:33666", + "accept": false, + "reason": "CLIP Mac bus error and Qwen2-VL multi-GPU training are unrelated." + }, + { + "left": "issue:43927", + "right": "issue:44361", + "accept": false, + "reason": "DiaConfig save/load metadata loss and MLukeTokenizer AttributeError are unrelated." + }, + { + "left": "issue:43575", + "right": "issue:45405", + "accept": false, + "reason": "OOM during tensor-parallel loading is unrelated to an unreleased PEFT version requirement." + }, + { + "left": "issue:44792", + "right": "issue:45405", + "accept": false, + "reason": "Janus image generation test failure is unrelated to the PEFT version bump issue." + }, + { + "left": "issue:44849", + "right": "issue:46209", + "accept": false, + "reason": "Qwen3.5 hidden-state bug and FP8 inference failure are different issues." + }, + { + "left": "issue:44568", + "right": "issue:45812", + "accept": false, + "reason": "Different tokenizer regressions affecting different models; too broad to merge." + }, + { + "left": "issue:43572", + "right": "issue:44291", + "accept": false, + "reason": "Config field rename/missing attribute and `init_empty_weights` unexpected argument are unrelated." + }, + { + "left": "issue:44488", + "right": "issue:44843", + "accept": false, + "reason": "Model loading failure for a specific repo and offline-mode tokenizer patching are unrelated." + }, + { + "left": "issue:46821", + "right": "issue:46832", + "accept": false, + "reason": "TimesFM `window_size` attribute error and RT-DETR feature-level mismatch are unrelated." + }, + { + "left": "issue:44589", + "right": "issue:45520", + "accept": false, + "reason": "Different import/runtime failures in different modules; no shared bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 28, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-516", + "nodes": [ + "issue:28218", + "issue:29159", + "issue:29942", + "issue:30333", + "issue:32090", + "issue:34567", + "issue:42490", + "issue:43257", + "issue:43299", + "issue:43334", + "issue:43504", + "issue:43572", + "issue:43606", + "issue:43653", + "issue:43696", + "issue:43824", + "issue:43844", + "issue:43873", + "issue:43937", + "issue:43994", + "issue:44112", + "issue:44464", + "issue:44493", + "issue:44589", + "issue:44849", + "issue:44869", + "issue:44964", + "issue:45072", + "issue:45084", + "issue:45200", + "issue:45229", + "issue:45245", + "issue:45357", + "issue:45520", + "issue:45584", + "issue:45588", + "issue:45759", + "issue:45823", + "issue:46050", + "issue:46285", + "issue:46399", + "issue:46701", + "issue:46710", + "issue:46752", + "issue:46832", + "issue:46846", + "issue:47145" + ], + "soft_pairs": [ + "issue:43334|issue:45759", + "issue:43824|issue:44589", + "issue:43504|issue:43606", + "issue:44849|issue:45357", + "issue:43334|issue:43572", + "issue:45245|issue:46710", + "issue:43257|issue:43299", + "issue:44493|issue:46285", + "issue:43504|issue:43653", + "issue:43606|issue:44112", + "issue:45072|issue:46832", + "issue:44849|issue:47145", + "issue:46399|issue:46846", + "issue:44464|issue:45584", + "issue:43844|issue:44964", + "issue:43994|issue:44493", + "issue:43873|issue:46050", + "issue:29159|issue:32090", + "issue:44869|issue:46752", + "issue:43937|issue:46701", + "issue:45200|issue:45229", + "issue:45229|issue:45823", + "issue:42490|issue:43696", + "issue:45588|issue:46050", + "issue:45084|issue:45520", + "issue:29942|issue:30333", + "issue:28218|issue:34567" + ], + "prepared_review_unit_hash": "8284eb19e81cef8818dec85eb17bb2d41df850ec2fc61dda680e75d15dd85012", + "component_budget": { + "node_count": 516, + "item_count": 516, + "soft_pair_count": 1900, + "serialized_chars": 985297, + "estimated_input_tokens": 246325, + "estimated_eval_tokens": 492906 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 35292, + "estimated_input_tokens": 8823, + "estimated_eval_tokens": 17902 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is heterogeneous; the soft pairs mostly share surface topic words but describe different bugs, so none should be merged. If a representative issue is needed, the active offloading/quantization report is the best anchor.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "issue:43873 is the best single anchor: it is open, high-activity, and broadly scoped compared with the rest of the set, though the cluster is not a true duplicate group.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43334", + "right": "issue:45759", + "accept": false, + "reason": "Both involve Qwen multimodal loading, but they are different failures: one is a missing pad_token_id on Qwen3-VL, the other is AutoModelForCausalLM.from_config not unwrapping text_config." + }, + { + "left": "issue:43824", + "right": "issue:44589", + "accept": false, + "reason": "These are unrelated import/type errors in different code paths; they do not point to the same underlying bug." + }, + { + "left": "issue:43504", + "right": "issue:43606", + "accept": false, + "reason": "Different subsystems and failure modes: BEiT legacy-field loading vs Bark CPU offload device mismatch." + }, + { + "left": "issue:44849", + "right": "issue:45357", + "accept": false, + "reason": "Same model family, but different bugs: output_hidden_states behavior vs incorrect visual encoder keys on save_pretrained." + }, + { + "left": "issue:43334", + "right": "issue:43572", + "accept": false, + "reason": "Both are missing-config-field reports, but they affect different models and fields (pad_token_id vs pad_token_idx) and are not the same bug." + }, + { + "left": "issue:45245", + "right": "issue:46710", + "accept": false, + "reason": "Completely different issues: category-count overflow vs a model accuracy regression after upgrade." + }, + { + "left": "issue:43257", + "right": "issue:43299", + "accept": false, + "reason": "Both mention Qwen3 MOE loading, but one is accelerate+deepspeed conversion loss and the other is a dev-version loading breakage; not the same concrete defect." + }, + { + "left": "issue:44493", + "right": "issue:46285", + "accept": false, + "reason": "These are different structural regressions affecting different model classes; the symptoms and fix locations do not match." + }, + { + "left": "issue:43504", + "right": "issue:43653", + "accept": false, + "reason": "No shared bug: BEiT legacy field loading vs BigBirdTokenizer special-token registration/decoding." + }, + { + "left": "issue:43606", + "right": "issue:44112", + "accept": false, + "reason": "Different CI failures in different models; one is a runtime device mismatch, the other is a stale test issue." + }, + { + "left": "issue:45072", + "right": "issue:46832", + "accept": false, + "reason": "Both are inference-time errors, but one is dtype mismatch in bf16 and the other is RT-DETR feature-level mismatch; separate code paths." + }, + { + "left": "issue:44849", + "right": "issue:47145", + "accept": false, + "reason": "These are unrelated: a Qwen3.5 hidden-states bug versus FP8 checkpoint loading missing weight_scale application." + }, + { + "left": "issue:46399", + "right": "issue:46846", + "accept": false, + "reason": "Same model family, but one is kernel registration for rotary embeddings and the other is a tensor-parallel plan omission causing OOM/shape errors." + }, + { + "left": "issue:44464", + "right": "issue:45584", + "accept": false, + "reason": "Both are generation-related, but they are different bugs in different flows: compiled forward inconsistency vs Whisper empty-transcription crash." + }, + { + "left": "issue:43844", + "right": "issue:44964", + "accept": false, + "reason": "Different problems entirely: ZeRO-3 gradient behavior vs model loading failure for Phi-4 multimodal." + }, + { + "left": "issue:43937", + "right": "issue:44493", + "accept": false, + "reason": "GenerationConfig validation on GLM-5 is unrelated to the unexpected position-id key issue." + }, + { + "left": "issue:43873", + "right": "issue:46050", + "accept": false, + "reason": "Both touch quantization/offloading, but one is about offloading behavior with quantization and the other is a sinq save/load corruption bug." + }, + { + "left": "issue:29159", + "right": "issue:32090", + "accept": false, + "reason": "Tokenizer inconsistency and trainer GPU broadcast type error are unrelated subsystems and symptoms." + }, + { + "left": "issue:44869", + "right": "issue:46752", + "accept": false, + "reason": "Both are decode/template edge cases, but they are distinct crashes with different triggers and code paths." + }, + { + "left": "issue:43937", + "right": "issue:46701", + "accept": false, + "reason": "GenerationConfig invalidity is not the same bug as the DiffusionGemmaGenerationOutput pipeline failure." + }, + { + "left": "issue:45200", + "right": "issue:45229", + "accept": false, + "reason": "Same model family, but one is a missing default input field and the other is a multi-GPU OOM; not duplicates." + }, + { + "left": "issue:45229", + "right": "issue:45823", + "accept": false, + "reason": "Both are Gemini/Gemma-style inference issues, but one is CUDA OOM and the other is a device mismatch during forward." + }, + { + "left": "issue:42490", + "right": "issue:43696", + "accept": false, + "reason": "A trailing-slash import warning and a GPT-oss CUDA OOM are unrelated." + }, + { + "left": "issue:45588", + "right": "issue:46050", + "accept": false, + "reason": "Flash-attention integration crash vs quantized-model save/load corruption are different bugs." + }, + { + "left": "issue:45084", + "right": "issue:45520", + "accept": false, + "reason": "Compilation of non-template nodes and a Python 3.13 flash_attn import key error are unrelated." + }, + { + "left": "issue:29942", + "right": "issue:30333", + "accept": false, + "reason": "Flash Attention 2 CI failures and MLFlow status reporting on training failure are unrelated." + }, + { + "left": "issue:28218", + "right": "issue:34567", + "accept": false, + "reason": "Tokenizer added-space behavior and TrainerState token-count tracking are different issues in different components." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 29, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-516", + "nodes": [ + "issue:15354", + "issue:29870", + "issue:29942", + "issue:37428", + "issue:38175", + "issue:39692", + "issue:41720", + "issue:42490", + "issue:42915", + "issue:43065", + "issue:43295", + "issue:43450", + "issue:43493", + "issue:43540", + "issue:43550", + "issue:43572", + "issue:43575", + "issue:43701", + "issue:43824", + "issue:43844", + "issue:43873", + "issue:43957", + "issue:44186", + "issue:44423", + "issue:44521", + "issue:44554", + "issue:44610", + "issue:44734", + "issue:44977", + "issue:44987", + "issue:45072", + "issue:45198", + "issue:45200", + "issue:45290", + "issue:45406", + "issue:45446", + "issue:45520", + "issue:45588", + "issue:45759", + "issue:45823", + "issue:46121", + "issue:46178", + "issue:46192", + "issue:46369", + "issue:46701", + "issue:46710", + "issue:46821" + ], + "soft_pairs": [ + "issue:43065|issue:46369", + "issue:15354|issue:38175", + "issue:44554|issue:45446", + "issue:43493|issue:43701", + "issue:41720|issue:46710", + "issue:44977|issue:46701", + "issue:44423|issue:44734", + "issue:37428|issue:43957", + "issue:43295|issue:43450", + "issue:44977|issue:46710", + "issue:45072|issue:45198", + "issue:45588|issue:45759", + "issue:45406|issue:46121", + "issue:43540|issue:45200", + "issue:43295|issue:43873", + "issue:43572|issue:46821", + "issue:43295|issue:44610", + "issue:44186|issue:46192", + "issue:45823|issue:46192", + "issue:43450|issue:43575", + "issue:43550|issue:43844", + "issue:43572|issue:44987", + "issue:29870|issue:29942", + "issue:45520|issue:46178", + "issue:37428|issue:43824", + "issue:45200|issue:45823", + "issue:42490|issue:43493", + "issue:39692|issue:46192", + "issue:43295|issue:43493", + "issue:44521|issue:45290", + "issue:42915|issue:43824" + ], + "prepared_review_unit_hash": "1c4d4b35a4e87b417191406c016ea641407dab90fd4d2f3d82a74a2f1cd139c4", + "component_budget": { + "node_count": 516, + "item_count": 516, + "soft_pair_count": 1900, + "serialized_chars": 985297, + "estimated_input_tokens": 246325, + "estimated_eval_tokens": 492906 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 36583, + "estimated_input_tokens": 9146, + "estimated_eval_tokens": 18548 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: most items are unrelated bugs across different models, processors, import paths, and runtime features. No PRs are present, and none of the soft pairs should be merged as duplicates.", + "confidence": 0.89, + "canonical_issue_reason": "Issue 43295 is the closest representative hub: it is a concrete regression in processor/tokenizer handling for multimodal custom code, which is the broadest recurring theme among a few items here. Even so, the cluster is not a true duplicate set.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43295 is the best single issue to represent the cluster because it is a clear, user-facing regression and most plausibly sits near the largest visible subtheme (multimodal processor/tokenizer breakage).", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43065", + "right": "issue:46369", + "accept": false, + "reason": "Same model family, but one is a Sam3PixelDecoder architecture detail and the other is a memory overflow report; different bugs and fixes." + }, + { + "left": "issue:15354", + "right": "issue:38175", + "accept": false, + "reason": "TorchScript GeneratorExp support and SigLIP2 zero-probabilities are unrelated failures in different code paths." + }, + { + "left": "issue:44554", + "right": "issue:45446", + "accept": false, + "reason": "MPS attention correctness and a flex_attention import/version check are separate issues, not the same bug." + }, + { + "left": "issue:43493", + "right": "issue:43701", + "accept": false, + "reason": "SigLIP2 implementation mismatch and resume_from_checkpoint key mismatch have no concrete overlap." + }, + { + "left": "issue:41720", + "right": "issue:46710", + "accept": false, + "reason": "Qwen3 auto device-map cuda asserts and DeepSeek accuracy regression are different problems with different symptoms." + }, + { + "left": "issue:44977", + "right": "issue:46701", + "accept": false, + "reason": "Flash-attention generation failure in Qwen3.5 and a DiffusionGemma pipeline issue are unrelated." + }, + { + "left": "issue:44423", + "right": "issue:44734", + "accept": false, + "reason": "Both touch serve, but one is a multimodal continuous-batching crash and the other is KV-cache continuation indexing; distinct code paths." + }, + { + "left": "issue:37428", + "right": "issue:43957", + "accept": false, + "reason": "ImportError for a flash-attention helper and meta-device loading breakage are separate import/runtime regressions." + }, + { + "left": "issue:43295", + "right": "issue:43450", + "accept": false, + "reason": "Processor.tokenizer regression and batched video shape handling are both multimodal-adjacent but not the same defect." + }, + { + "left": "issue:44977", + "right": "issue:46710", + "accept": false, + "reason": "Flash-attention generation breakage and an accuracy regression after upgrade are not the same underlying issue." + }, + { + "left": "issue:45072", + "right": "issue:45198", + "accept": false, + "reason": "dtype mismatches in inference and Wav2Vec2 save/tokenization failures are unrelated model-specific bugs." + }, + { + "left": "issue:45588", + "right": "issue:45759", + "accept": false, + "reason": "A flash_attention s_aux=None crash and from_config text_config unwrapping are different multimodal/config code paths." + }, + { + "left": "issue:45406", + "right": "issue:46121", + "accept": false, + "reason": "Gemma4Processor missing _tokenizer in serve and rope-parameter JSON list handling are unrelated bugs." + }, + { + "left": "issue:43540", + "right": "issue:45200", + "accept": false, + "reason": "Video-input processing failure in Qwen3OmniMoe and Gemma4 mm_token_type_ids defaults are different multimodal issues." + }, + { + "left": "issue:43295", + "right": "issue:43873", + "accept": false, + "reason": "Processor/tokenizer regression and quantization offloading behavior are not the same bug." + }, + { + "left": "issue:43572", + "right": "issue:46821", + "accept": false, + "reason": "StableLm pad_token_idx config fallout and TimesFM window_size AttributeError are unrelated config issues." + }, + { + "left": "issue:43295", + "right": "issue:44610", + "accept": false, + "reason": "Both involve processors, but one is a tokenizer API regression and the other is an image-size mismatch in OmDet-Turbo." + }, + { + "left": "issue:44186", + "right": "issue:46192", + "accept": false, + "reason": "LayoutLMv2Tokenizer crashes on NER/padding and return_tensors being ignored are different tokenizer behaviors." + }, + { + "left": "issue:45823", + "right": "issue:46192", + "accept": false, + "reason": "Gemma4 PLE device placement and return_tensors handling are unrelated issues." + }, + { + "left": "issue:43450", + "right": "issue:43575", + "accept": false, + "reason": "A batched video processor shape bug and a tensor-parallel OOM are completely different failure modes." + }, + { + "left": "issue:43550", + "right": "issue:43844", + "accept": false, + "reason": "torch.compile SDPA failure and ZeRO-3 gradient growth are distinct training/runtime problems." + }, + { + "left": "issue:43572", + "right": "issue:44987", + "accept": false, + "reason": "Missing pad_token_idx in config and a transformers version load failure are unrelated." + }, + { + "left": "issue:29870", + "right": "issue:29942", + "accept": false, + "reason": "BART generate UnboundLocalError and Flash Attention 2 test failures do not describe the same underlying bug." + }, + { + "left": "issue:45520", + "right": "issue:46178", + "accept": false, + "reason": "Both are backend/import issues, but for different backends and modules, so they should not be merged." + }, + { + "left": "issue:37428", + "right": "issue:43824", + "accept": false, + "reason": "Both are ImportErrors, but they involve different symbols and packages with different root causes." + }, + { + "left": "issue:45200", + "right": "issue:45823", + "accept": false, + "reason": "Same model family, but one is an input-argument default bug and the other is a device-map forward mismatch." + }, + { + "left": "issue:42490", + "right": "issue:43493", + "accept": false, + "reason": "A trailing-slash import warning and a SigLIP2 implementation discrepancy are unrelated." + }, + { + "left": "issue:39692", + "right": "issue:46192", + "accept": false, + "reason": "Doc example errors for SigLIP2 and return_tensors being ignored are separate issues." + }, + { + "left": "issue:43295", + "right": "issue:43493", + "accept": false, + "reason": "Processor/tokenizer regression and SigLIP2 JAX discrepancy are different bugs in different layers." + }, + { + "left": "issue:44521", + "right": "issue:45290", + "accept": false, + "reason": "Both involve apply_chat_template, but one is assistant_masks on multimodal inputs and the other is tool-call/no-content crashes; different defects." + }, + { + "left": "issue:42915", + "right": "issue:43824", + "accept": false, + "reason": "Qwen3Moe FP8 config failure and a Qwen2.5-VL import error are unrelated 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": 27, + "review_unit_index": 30, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-516", + "nodes": [ + "issue:28218", + "issue:35141", + "issue:41720", + "issue:43262", + "issue:43278", + "issue:43334", + "issue:43335", + "issue:43388", + "issue:43450", + "issue:43452", + "issue:43525", + "issue:43526", + "issue:43550", + "issue:43606", + "issue:43653", + "issue:43819", + "issue:43824", + "issue:43827", + "issue:43856", + "issue:43901", + "issue:43950", + "issue:43975", + "issue:44112", + "issue:44442", + "issue:44466", + "issue:44561", + "issue:44610", + "issue:44737", + "issue:44792", + "issue:44857", + "issue:44898", + "issue:45083", + "issue:45127", + "issue:45198", + "issue:45200", + "issue:45325", + "issue:45381", + "issue:45412", + "issue:45563", + "issue:45593", + "issue:46192", + "issue:46209", + "issue:46234", + "issue:46285", + "issue:46512", + "issue:46894", + "issue:46899", + "issue:46932" + ], + "soft_pairs": [ + "issue:45381|issue:46209", + "issue:28218|issue:35141", + "issue:44466|issue:45127", + "issue:44737|issue:46894", + "issue:43278|issue:43856", + "issue:43452|issue:46512", + "issue:43653|issue:44112", + "issue:43262|issue:43450", + "issue:43824|issue:43975", + "issue:43950|issue:46285", + "issue:43334|issue:43525", + "issue:44442|issue:45198", + "issue:43526|issue:46192", + "issue:45200|issue:46899", + "issue:45200|issue:46932", + "issue:44898|issue:45412", + "issue:44792|issue:45563", + "issue:43819|issue:44112", + "issue:43335|issue:43550", + "issue:45200|issue:45325", + "issue:41720|issue:46209", + "issue:44561|issue:46234", + "issue:44610|issue:44857", + "issue:43827|issue:43901", + "issue:43819|issue:45083", + "issue:44857|issue:45593", + "issue:43388|issue:43526", + "issue:43606|issue:45083" + ], + "prepared_review_unit_hash": "a0ca5923954409cd24ded7c20a397d2282eac4df329defb0cf897761d5921130", + "component_budget": { + "node_count": 516, + "item_count": 516, + "soft_pair_count": 1900, + "serialized_chars": 985297, + "estimated_input_tokens": 246325, + "estimated_eval_tokens": 492906 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36569, + "estimated_input_tokens": 9143, + "estimated_eval_tokens": 18542 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This looks like a noisy, heterogeneous cluster: the proposed soft pairs mostly share only superficial subsystem similarity, not the same underlying bug or change. I would reject all soft edges and treat the cluster as false-positive overlap rather than true duplicates.", + "confidence": 0.9, + "canonical_issue_reason": "issue:45200 is the most connected item in this set and a concrete, reproducible bug report, so it is the best available cluster representative, even though the surrounding soft matches are not true duplicates.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45200 is the strongest representative by soft-link degree and specificity; it is actionable and clearly described, though the cluster itself is too mixed to justify a tight canonical beyond that.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45381", + "right": "issue:46209", + "accept": false, + "reason": "Both are multimodal/model-runtime failures, but one is a Qwen2.5-VL position-id bug and the other is an FP8/B200 inference issue; different code paths and symptoms." + }, + { + "left": "issue:28218", + "right": "issue:35141", + "accept": false, + "reason": "Tokenizer spacing after added tokens is unrelated to embedding resize/reinit behavior; one is detokenization, the other is model weight initialization." + }, + { + "left": "issue:44466", + "right": "issue:45127", + "accept": false, + "reason": "Serialization of tied weights depends on device state, while the other is LoRA merge collapse with extended vocab; different failure mechanisms." + }, + { + "left": "issue:44737", + "right": "issue:46894", + "accept": false, + "reason": "XLNet CPU placement bug and CohereASR double-shift training-loss bug are unrelated model-specific issues." + }, + { + "left": "issue:43278", + "right": "issue:43856", + "accept": false, + "reason": "A dtype regression in evaluation is not the same as Qwen3 MoE memory inefficiency during training." + }, + { + "left": "issue:43452", + "right": "issue:46512", + "accept": false, + "reason": "Tokenizer/model loading failure with gguf_file is distinct from from_config dtype handling and stale config metadata." + }, + { + "left": "issue:43653", + "right": "issue:44112", + "accept": false, + "reason": "BigBirdTokenizer special-token registration is unrelated to a GraniteSpeech CI device-override test failure." + }, + { + "left": "issue:43262", + "right": "issue:43450", + "accept": false, + "reason": "Audio chat-template sampling-rate defaulting and batched video shape handling are separate processor bugs." + }, + { + "left": "issue:43824", + "right": "issue:43975", + "accept": false, + "reason": "An import error for a missing class and a detokenization regression in a different model are not the same defect." + }, + { + "left": "issue:43950", + "right": "issue:46285", + "accept": false, + "reason": "Non-persistent buffer corruption on from_pretrained and CLIP class structure divergence are different regressions." + }, + { + "left": "issue:43334", + "right": "issue:43525", + "accept": false, + "reason": "Both mention missing pad_token_id, but they affect different configs/models and likely different config plumbing paths." + }, + { + "left": "issue:44442", + "right": "issue:45198", + "accept": false, + "reason": "AutoTokenizer loading failure for one tokenizer is unrelated to save_pretrained/tokenization failure in a different model family." + }, + { + "left": "issue:43526", + "right": "issue:46192", + "accept": false, + "reason": "Label reduction in BeitImageProcessorFast is unrelated to return_tensors being ignored when text_kwargs is passed." + }, + { + "left": "issue:45200", + "right": "issue:46899", + "accept": false, + "reason": "One is about mm_token_type_ids defaulting for text-only fine-tuning, the other about unsafe dtype casting in quantized embedders." + }, + { + "left": "issue:45200", + "right": "issue:46932", + "accept": false, + "reason": "Different Gemma4 issues: token-type defaults versus quantized vision/audio embedder casting." + }, + { + "left": "issue:44898", + "right": "issue:45412", + "accept": false, + "reason": "Perceiver position interpolation failure and RT-DETR memory reclamation are unrelated bugs." + }, + { + "left": "issue:44792", + "right": "issue:45563", + "accept": false, + "reason": "A failing image-generation test and a stale generate() warning are not the same functional problem." + }, + { + "left": "issue:43819", + "right": "issue:44112", + "accept": false, + "reason": "DAC latent/forward mismatch has no overlap with a stale device-override CI test." + }, + { + "left": "issue:43335", + "right": "issue:43550", + "accept": false, + "reason": "Sparse-layer construction in SwitchTransformers and torch.compile/SDPA failure in Bamba are distinct model/runtime issues." + }, + { + "left": "issue:45200", + "right": "issue:45325", + "accept": false, + "reason": "Both are Qwen/Gemma multimodal issues, but one is mm_token_type_ids defaults and the other is rope-index temporal scaling." + }, + { + "left": "issue:41720", + "right": "issue:46209", + "accept": false, + "reason": "Both are GPU inference failures, but one is an auto-device-map cuda assert and the other is an FP8/B200 compatibility problem." + }, + { + "left": "issue:44561", + "right": "issue:46234", + "accept": false, + "reason": "Missing different import-utils helpers affects different remote-code/model paths; not the same missing-symbol bug." + }, + { + "left": "issue:44610", + "right": "issue:44857", + "accept": false, + "reason": "Processor image-size mismatch and float16 AMP crash in a loss function are unrelated." + }, + { + "left": "issue:43827", + "right": "issue:43901", + "accept": false, + "reason": "Both are docs issues, but they target different pipelines and different deprecated arguments." + }, + { + "left": "issue:43819", + "right": "issue:45083", + "accept": false, + "reason": "A DAC latent conversion mismatch is unrelated to Qwen3-Omni feature-extract length computation." + }, + { + "left": "issue:44857", + "right": "issue:45593", + "accept": false, + "reason": "An AMP/CUDA crash in a loss kernel is not the same as missing auxiliary losses when denoising is off." + }, + { + "left": "issue:43388", + "right": "issue:43526", + "accept": false, + "reason": "Both involve label handling, but the last-batch gather bug and Beit reduce_labels bug happen in different layers and code paths." + }, + { + "left": "issue:43606", + "right": "issue:45083", + "accept": false, + "reason": "CPU offload device mismatch for Bark-small is unrelated to Qwen3-Omni feature-extraction length 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": 27, + "review_unit_index": 31, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-516", + "nodes": [ + "issue:28282", + "issue:29127", + "issue:29942", + "issue:32090", + "issue:33357", + "issue:34689", + "issue:35141", + "issue:37428", + "issue:38175", + "issue:39692", + "issue:42490", + "issue:43278", + "issue:43335", + "issue:43425", + "issue:43504", + "issue:43526", + "issue:43550", + "issue:43611", + "issue:43653", + "issue:43819", + "issue:43825", + "issue:43854", + "issue:44112", + "issue:44206", + "issue:44351", + "issue:44448", + "issue:44466", + "issue:44493", + "issue:44514", + "issue:44521", + "issue:44743", + "issue:44855", + "issue:45083", + "issue:45290", + "issue:45412", + "issue:45520", + "issue:45584", + "issue:45588", + "issue:45593", + "issue:45759", + "issue:45859", + "issue:46170", + "issue:46285", + "issue:46326", + "issue:46424", + "issue:46512", + "issue:46821", + "issue:46858" + ], + "soft_pairs": [ + "issue:46512|issue:46821", + "issue:37428|issue:43425", + "issue:44206|issue:45584", + "issue:43335|issue:43653", + "issue:45759|issue:46285", + "issue:38175|issue:45412", + "issue:46424|issue:46858", + "issue:29942|issue:32090", + "issue:28282|issue:33357", + "issue:43611|issue:44466", + "issue:43335|issue:43504", + "issue:44855|issue:45083", + "issue:43550|issue:44112", + "issue:45520|issue:46170", + "issue:37428|issue:44351", + "issue:44448|issue:44743", + "issue:43335|issue:45083", + "issue:43335|issue:44112", + "issue:45290|issue:46326", + "issue:43335|issue:45593", + "issue:43278|issue:43825", + "issue:34689|issue:35141", + "issue:44514|issue:44521", + "issue:45588|issue:45859", + "issue:42490|issue:43854", + "issue:29127|issue:32090", + "issue:39692|issue:43526", + "issue:43819|issue:44493" + ], + "prepared_review_unit_hash": "4703ec7fe95b4a1c13fac3d77fda42a524d1f1cadb32b3bcc6ba9f0b849b55a6", + "component_budget": { + "node_count": 516, + "item_count": 516, + "soft_pair_count": 1900, + "serialized_chars": 985297, + "estimated_input_tokens": 246325, + "estimated_eval_tokens": 492906 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36516, + "estimated_input_tokens": 9129, + "estimated_eval_tokens": 18514 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous: import errors, model-loading regressions, cache bugs, chat-template issues, CI failures, and model-specific behavior changes. The soft pairs share only broad subsystem similarity, not the same concrete underlying bug/change, so none should be merged as duplicates.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "If a single representative is needed, issue:44521 is the best fit because it is current, detailed, and tied to a core multimodal apply_chat_template path; however, the cluster does not really have one true canonical issue.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46512", + "right": "issue:46821", + "accept": false, + "reason": "Different bugs in unrelated paths: dtype/config staleness vs TimesFM window_size handling." + }, + { + "left": "issue:37428", + "right": "issue:43425", + "accept": false, + "reason": "Both are version-related, but one is a missing internal symbol import and the other is a general Torch 2.10 incompatibility." + }, + { + "left": "issue:44206", + "right": "issue:45584", + "accept": false, + "reason": "LayoutLMv3 feature-extractor argument validation and Whisper empty-transcription behavior are unrelated." + }, + { + "left": "issue:43335", + "right": "issue:43653", + "accept": false, + "reason": "SwitchTransformers sparse-layer creation and BigBirdTokenizer special-token registration are different issues." + }, + { + "left": "issue:45759", + "right": "issue:46285", + "accept": false, + "reason": "Different model families and different failures: Qwen multimodal config unwrapping vs CLIP text-model structure drift." + }, + { + "left": "issue:38175", + "right": "issue:45412", + "accept": false, + "reason": "SigLIP2 zero-probabilities and RT-DETR memory release are separate model-specific bugs." + }, + { + "left": "issue:46424", + "right": "issue:46858", + "accept": false, + "reason": "Both involve cache logic, but one is quantized-cache length config and the other is static-cache slice arithmetic on non-CUDA backends." + }, + { + "left": "issue:29942", + "right": "issue:32090", + "accept": false, + "reason": "Flash Attention 2 test failures and Trainer GPU broadcast NoneType errors are not the same bug." + }, + { + "left": "issue:28282", + "right": "issue:33357", + "accept": false, + "reason": "An AutoModel import error due to missing PyTorch is unrelated to a MacOS bus error loading CLIP." + }, + { + "left": "issue:43611", + "right": "issue:44466", + "accept": false, + "reason": "Base-model-prefix loading regression and lm_head serialization inconsistency are different v5 problems." + }, + { + "left": "issue:43335", + "right": "issue:43504", + "accept": false, + "reason": "Sparse-layer initialization in SwitchTransformers and BEiT legacy-field loading are unrelated." + }, + { + "left": "issue:44855", + "right": "issue:45083", + "accept": false, + "reason": "Python 3.13 DebertaV2 import parsing failure and qwen3_omni_moe feature-length behavior are different code paths." + }, + { + "left": "issue:43550", + "right": "issue:44112", + "accept": false, + "reason": "Bamba SDPA/torch.compile failure and GraniteSpeech CI device-override staleness are unrelated." + }, + { + "left": "issue:45520", + "right": "issue:46170", + "accept": false, + "reason": "Python 3.13 flash_attn import handling and Windows ROCm torch.distributed dependency issues are separate." + }, + { + "left": "issue:37428", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but they concern different missing symbols and different regressions." + }, + { + "left": "issue:44448", + "right": "issue:44743", + "accept": false, + "reason": "Pegasus v4/v5 output differences and qwen3 recurrent-state reset are not the same defect." + }, + { + "left": "issue:43335", + "right": "issue:45083", + "accept": false, + "reason": "SwitchTransformers config bug and qwen3_omni_moe helper behavior are unrelated." + }, + { + "left": "issue:43335", + "right": "issue:44112", + "accept": false, + "reason": "SwitchTransformers sparse-layer bug does not overlap with a GraniteSpeech CI failure." + }, + { + "left": "issue:45290", + "right": "issue:46326", + "accept": false, + "reason": "Both touch chat-template/tokenization, but one is assistant tool-call handling and the other is continue_final_message on mistral_common tokenizers." + }, + { + "left": "issue:43335", + "right": "issue:45593", + "accept": false, + "reason": "SwitchTransformers sparse-layer creation and D-FINE auxiliary-loss behavior are unrelated." + }, + { + "left": "issue:43278", + "right": "issue:43825", + "accept": false, + "reason": "Embedding dtype mismatch on eval and pipeline translation-task messaging are different concerns." + }, + { + "left": "issue:34689", + "right": "issue:35141", + "accept": false, + "reason": "Llama Vision model loading regression and token-embedding resize/post_init reinitialization are different bugs." + }, + { + "left": "issue:44514", + "right": "issue:44521", + "accept": false, + "reason": "Both are apply_chat_template multimodal issues, but one is a batched-padding crash and the other is all-zero assistant masks; not enough evidence they are the same bug." + }, + { + "left": "issue:45588", + "right": "issue:45859", + "accept": false, + "reason": "flash_attention.py attribute handling and Qwen3_5Moe CPU-offload compatibility are separate problems." + }, + { + "left": "issue:42490", + "right": "issue:43854", + "accept": false, + "reason": "A trailing-slash local-model import warning is unrelated to GLM-4.7-Flash loading failures." + }, + { + "left": "issue:29127", + "right": "issue:32090", + "accept": false, + "reason": "LayoutLMv3 box-info error handling and Trainer broadcast NoneType are different failures." + }, + { + "left": "issue:39692", + "right": "issue:43526", + "accept": false, + "reason": "SigLIP2 docs/example issues and BEiT fast image-processor label reduction are not the same underlying bug." + }, + { + "left": "issue:43819", + "right": "issue:44493", + "accept": false, + "reason": "DAC forward/from_latents mismatch and position-id key warnings 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": 27, + "review_unit_index": 32, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-516", + "nodes": [ + "issue:10000", + "issue:15354", + "issue:26413", + "issue:27957", + "issue:28218", + "issue:29870", + "issue:29942", + "issue:31501", + "issue:32090", + "issue:33357", + "issue:34689", + "issue:35141", + "issue:38175", + "issue:39692", + "issue:42490", + "issue:43278", + "issue:43329", + "issue:43550", + "issue:43575", + "issue:43606", + "issue:43701", + "issue:43720", + "issue:44112", + "issue:44206", + "issue:44448", + "issue:44464", + "issue:44493", + "issue:44617", + "issue:44779", + "issue:44857", + "issue:45072", + "issue:45083", + "issue:45127", + "issue:45245", + "issue:45290", + "issue:45310", + "issue:45381", + "issue:45459", + "issue:45478", + "issue:45593", + "issue:45823", + "issue:46234", + "issue:46424", + "issue:46431", + "issue:46566", + "issue:46697", + "issue:47000" + ], + "soft_pairs": [ + "issue:43606|issue:44857", + "issue:46431|issue:46566", + "issue:43720|issue:44112", + "issue:39692|issue:44493", + "issue:28218|issue:32090", + "issue:45310|issue:45478", + "issue:44448|issue:44779", + "issue:43701|issue:45083", + "issue:44206|issue:45823", + "issue:44617|issue:46697", + "issue:26413|issue:31501", + "issue:45127|issue:45245", + "issue:45459|issue:46234", + "issue:42490|issue:43575", + "issue:32090|issue:33357", + "issue:44857|issue:45072", + "issue:45593|issue:47000", + "issue:43550|issue:45083", + "issue:27957|issue:34689", + "issue:44464|issue:46424", + "issue:38175|issue:44493", + "issue:29942|issue:35141", + "issue:29870|issue:32090", + "issue:45290|issue:45381", + "issue:10000|issue:15354", + "issue:43278|issue:43329" + ], + "prepared_review_unit_hash": "a8ad41f67bcd07fcbae58f6edf3d0a3d7ed3a4c1c7382da30d5b0232682bc8b6", + "component_budget": { + "node_count": 516, + "item_count": 516, + "soft_pair_count": 1900, + "serialized_chars": 985297, + "estimated_input_tokens": 246325, + "estimated_eval_tokens": 492906 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 26, + "serialized_chars": 34963, + "estimated_input_tokens": 8741, + "estimated_eval_tokens": 17738 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Only one soft pair is a clear duplicate: the two Qwen3.5-MoE from_pretrained regression reports. The rest describe different models, failures, or code paths and should stay separate.", + "confidence": 0.96, + "canonical_issue_reason": "issue:45310 is the better canonical issue: it is the earlier, fuller report for the Qwen3.5-MoE from_pretrained regression and already captures the same bug as 45478.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45310 is the best issue anchor for this cluster because it is the clearest, most complete duplicate target among the provided issues.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43606", + "right": "issue:44857", + "accept": false, + "reason": "Different bugs: CPU offload device mismatch in Bark vs float16 AMP crash in LwDetrImageLoss." + }, + { + "left": "issue:46431", + "right": "issue:46566", + "accept": false, + "reason": "Different code paths: missing chat template error vs DiffusionGemma weights stuck on meta with device_map=auto." + }, + { + "left": "issue:43720", + "right": "issue:44112", + "accept": false, + "reason": "Different failures in different models/subsystems; not the same underlying bug." + }, + { + "left": "issue:39692", + "right": "issue:44493", + "accept": false, + "reason": "SigLIP2 doc example errors are unrelated to the position-id/key warning issue." + }, + { + "left": "issue:28218", + "right": "issue:32090", + "accept": false, + "reason": "Tokenizer added-space bug and Trainer _gpu_broadcast_one NoneType error are unrelated." + }, + { + "left": "issue:45310", + "right": "issue:45478", + "accept": true, + "reason": "Same reported regression: transformers>=5.4.0 breaks Qwen3.5 MoE from_pretrained; 45478 is the duplicate of 45310." + }, + { + "left": "issue:44448", + "right": "issue:44779", + "accept": false, + "reason": "Both are output regressions, but they affect different models and likely different tokenizer/generation code paths." + }, + { + "left": "issue:43701", + "right": "issue:45083", + "accept": false, + "reason": "Resume-from-checkpoint key mismatch is unrelated to qwen3_omni_moe feature-length helper behavior." + }, + { + "left": "issue:44206", + "right": "issue:45823", + "accept": false, + "reason": "Unsupported center argument in LaserFeatureExtractor and Gemma4 PLE device mismatch are different bugs." + }, + { + "left": "issue:44617", + "right": "issue:46697", + "accept": false, + "reason": "CUDA OOM in Sam3Video is unrelated to Swin2SR image over-padding." + }, + { + "left": "issue:26413", + "right": "issue:31501", + "accept": false, + "reason": "Both mention training not progressing, but the concrete causes are different; not enough evidence for duplicate status." + }, + { + "left": "issue:45127", + "right": "issue:45245", + "accept": false, + "reason": "LoRA/vocab collapse and category-count limit errors are distinct issues." + }, + { + "left": "issue:45459", + "right": "issue:46234", + "accept": false, + "reason": "Tokenizer protobuf error masking and missing import_utils helper are unrelated." + }, + { + "left": "issue:42490", + "right": "issue:43575", + "accept": false, + "reason": "Local-path import warning and tp OOM when loading Qwen2-57B are different problems." + }, + { + "left": "issue:32090", + "right": "issue:33357", + "accept": false, + "reason": "Trainer broadcast NoneType error and MacOS CLIP bus error are unrelated." + }, + { + "left": "issue:44857", + "right": "issue:45072", + "accept": false, + "reason": "Both are dtype-related, but they hit different models and failure modes; not the same concrete bug." + }, + { + "left": "issue:45593", + "right": "issue:47000", + "accept": false, + "reason": "Auxiliary-loss handling in D-FINE and RTDetrLoss infeasible cost matrix are different issues." + }, + { + "left": "issue:43550", + "right": "issue:45083", + "accept": false, + "reason": "torch.compile+SDPA failure in Bamba and qwen3_omni_moe feature-length helper behavior are unrelated." + }, + { + "left": "issue:27957", + "right": "issue:34689", + "accept": false, + "reason": "Different models and different loading/runtime failures." + }, + { + "left": "issue:44464", + "right": "issue:46424", + "accept": false, + "reason": "Chunked generation inconsistency and max_cache_length only honored for quantized cache are related to generation/cache, but not the same underlying bug." + }, + { + "left": "issue:38175", + "right": "issue:44493", + "accept": false, + "reason": "Unexpected zero probabilities in SigLIP2 and unexpected position-id key warnings are unrelated." + }, + { + "left": "issue:29942", + "right": "issue:35141", + "accept": false, + "reason": "Flash Attention 2 test failures and output embedding reinitialization after resize are different bugs." + }, + { + "left": "issue:29870", + "right": "issue:32090", + "accept": false, + "reason": "BART generate decoder_attention_mask bug and Trainer broadcast NoneType bug are unrelated." + }, + { + "left": "issue:45290", + "right": "issue:45381", + "accept": false, + "reason": "Chat-template tool-call crash and qwen2.5-vl video vision_position_ids bug are different code paths." + }, + { + "left": "issue:10000", + "right": "issue:15354", + "accept": false, + "reason": "German DistilBertModel error and torch.jit GeneratorExp export failure are unrelated." + }, + { + "left": "issue:43278", + "right": "issue:43329", + "accept": false, + "reason": "Training/evaluate dtype drift and multimodal video-token helper undefined names are different bugs." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The Qwen3.5-MoE pair (45310/45478) is the only clearly duplicate-looking match from the titles and timing, and the other pair verdicts avoid overclaiming." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 33, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-516", + "nodes": [ + "issue:25251", + "issue:29127", + "issue:29870", + "issue:32090", + "issue:33290", + "issue:33357", + "issue:34567", + "issue:37428", + "issue:39692", + "issue:40444", + "issue:41720", + "issue:42175", + "issue:42490", + "issue:43278", + "issue:43381", + "issue:43526", + "issue:43575", + "issue:43701", + "issue:43873", + "issue:43927", + "issue:43976", + "issue:44186", + "issue:44360", + "issue:44361", + "issue:44448", + "issue:44466", + "issue:44561", + "issue:44568", + "issue:44779", + "issue:44855", + "issue:44871", + "issue:44977", + "issue:45198", + "issue:45229", + "issue:45290", + "issue:45440", + "issue:45491", + "issue:45588", + "issue:45698", + "issue:45803", + "issue:45823", + "issue:45920", + "issue:46192", + "issue:46399", + "issue:46421", + "issue:46655", + "issue:46858" + ], + "soft_pairs": [ + "issue:37428|issue:42175", + "issue:45290|issue:46655", + "issue:44448|issue:44977", + "issue:29870|issue:33290", + "issue:44360|issue:44561", + "issue:43278|issue:43381", + "issue:44855|issue:46399", + "issue:40444|issue:43526", + "issue:45920|issue:46192", + "issue:32090|issue:33290", + "issue:43927|issue:45698", + "issue:44977|issue:45229", + "issue:42490|issue:43873", + "issue:46421|issue:46858", + "issue:25251|issue:32090", + "issue:43873|issue:45229", + "issue:44448|issue:44466", + "issue:43381|issue:43701", + "issue:43976|issue:45440", + "issue:44871|issue:44977", + "issue:29127|issue:34567", + "issue:33357|issue:39692", + "issue:43278|issue:43575", + "issue:44561|issue:44779", + "issue:45588|issue:45823", + "issue:44568|issue:45491", + "issue:44361|issue:45198", + "issue:44186|issue:45198", + "issue:41720|issue:45229", + "issue:45198|issue:45803" + ], + "prepared_review_unit_hash": "c34962e7c7ea791231266059a649339196876cea6af201705f0a90db121c9170", + "component_budget": { + "node_count": 516, + "item_count": 516, + "soft_pair_count": 1900, + "serialized_chars": 985297, + "estimated_input_tokens": 246325, + "estimated_eval_tokens": 492906 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36459, + "estimated_input_tokens": 9115, + "estimated_eval_tokens": 18486 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items are mostly unrelated one-off bug reports; none of the soft-similarity pairs look like true duplicates. The strongest anchor in the set is the broad v5 tokenizer regression report affecting many models.", + "confidence": 0.84, + "canonical_issue_reason": "issue:45920 is the broadest and most central bug report here: it covers a concrete tokenizer regression across multiple model families and already has inbound references.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45920 is the best representative issue for this cluster because it is the most broadly scoped and most likely to attract related reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:37428", + "right": "issue:42175", + "accept": false, + "reason": "Unrelated subsystems: flash-attention import error vs missing TensorFlow in a torch-only install." + }, + { + "left": "issue:45290", + "right": "issue:46655", + "accept": false, + "reason": "Both are multimodal/input-processing bugs, but one is chat-template tool-call handling and the other is video padding calculation." + }, + { + "left": "issue:44448", + "right": "issue:44977", + "accept": false, + "reason": "Different model/regression cases: Pegasus output drift vs Qwen3.5 flash-attention generation failure." + }, + { + "left": "issue:29870", + "right": "issue:33290", + "accept": false, + "reason": "Different failure modes: BART generate() UnboundLocalError vs DeepSpeed/Adafactor OOM." + }, + { + "left": "issue:44360", + "right": "issue:44561", + "accept": false, + "reason": "No common code path; DSA indexer/ReLU discussion is unrelated to trust_remote_code breakage." + }, + { + "left": "issue:43278", + "right": "issue:43381", + "accept": false, + "reason": "Both involve eval-time behavior, but one is dtype drift and the other is gradient checkpointing support." + }, + { + "left": "issue:44855", + "right": "issue:46399", + "accept": false, + "reason": "Both are import/runtime errors, but they affect different models and stem from different code paths." + }, + { + "left": "issue:40444", + "right": "issue:43526", + "accept": false, + "reason": "Different vision bugs: iterable dataset with multiple images vs BEiTFast label reduction." + }, + { + "left": "issue:45920", + "right": "issue:46192", + "accept": false, + "reason": "Both are tokenizer-related v5 issues, but one is wrong token IDs and the other is return_tensors being ignored." + }, + { + "left": "issue:32090", + "right": "issue:33290", + "accept": false, + "reason": "Completely different problems: trainer broadcast NoneType vs optimizer memory usage/OOM." + }, + { + "left": "issue:43927", + "right": "issue:45698", + "accept": false, + "reason": "Both concern save/load customization, but one loses custom token IDs and the other loads the wrong custom module." + }, + { + "left": "issue:44977", + "right": "issue:45229", + "accept": false, + "reason": "Generation issue vs multi-GPU CUDA OOM; not the same bug." + }, + { + "left": "issue:42490", + "right": "issue:43873", + "accept": false, + "reason": "Local-path import warning is unrelated to quantization/offloading behavior." + }, + { + "left": "issue:46421", + "right": "issue:46858", + "accept": false, + "reason": "Both cache/compile related, but one is spurious recompilation and the other is device-tensor seq_length arithmetic breakage." + }, + { + "left": "issue:25251", + "right": "issue:32090", + "accept": false, + "reason": "Pipeline top_k nesting bug is unrelated to trainer broadcast errors." + }, + { + "left": "issue:43873", + "right": "issue:45229", + "accept": false, + "reason": "Quantization/offloading behavior is unrelated to Gemma4 multi-GPU OOM." + }, + { + "left": "issue:44448", + "right": "issue:44466", + "accept": false, + "reason": "Both are v5-related model issues, but one is output drift and the other is serialization of tied weights." + }, + { + "left": "issue:43381", + "right": "issue:43701", + "accept": false, + "reason": "Eval-mode gradient checkpointing and resume-from-checkpoint key mismatch are unrelated." + }, + { + "left": "issue:43976", + "right": "issue:45440", + "accept": false, + "reason": "Python version compatibility issue vs DeepSeekV3 implementation divergence." + }, + { + "left": "issue:44871", + "right": "issue:44977", + "accept": false, + "reason": "Gemma EOS config mismatch is unrelated to Qwen3.5 flash-attention generation failure." + }, + { + "left": "issue:29127", + "right": "issue:34567", + "accept": false, + "reason": "LayoutLMv3 error messaging and TrainerState token counting are unrelated." + }, + { + "left": "issue:33357", + "right": "issue:39692", + "accept": false, + "reason": "MacOS bus error in CLIP loading vs a SigLIP2 doc/example issue." + }, + { + "left": "issue:43278", + "right": "issue:43575", + "accept": false, + "reason": "Eval dtype change and Qwen2-57B TP OOM are different issues." + }, + { + "left": "issue:44561", + "right": "issue:44779", + "accept": false, + "reason": "Both are v5 regressions, but one breaks trust_remote_code via removed helper and the other is tokenizer output correctness." + }, + { + "left": "issue:45588", + "right": "issue:45823", + "accept": false, + "reason": "Different forward-path bugs: flash_attention.py s_aux handling vs device mismatch with device_map='auto'." + }, + { + "left": "issue:44568", + "right": "issue:45491", + "accept": false, + "reason": "Tokenizer special-token regression is unrelated to Gemma3 NaN embeddings from sliding-window attention." + }, + { + "left": "issue:44361", + "right": "issue:45198", + "accept": false, + "reason": "Different tokenizer/preprocessing failures affecting different models and code paths." + }, + { + "left": "issue:44186", + "right": "issue:45198", + "accept": false, + "reason": "LayoutLMv2Tokenizer NER/padding crash is unrelated to Wav2Vec2 save/tokenization failure." + }, + { + "left": "issue:41720", + "right": "issue:45229", + "accept": false, + "reason": "cudaErrorAssert on auto device mapping is not the same as multi-GPU OOM." + }, + { + "left": "issue:45198", + "right": "issue:45803", + "accept": false, + "reason": "Wav2Vec2 save/tokenization failure and Fuyu convert_to_tensors exception handling 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": 27, + "review_unit_index": 34, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-516", + "nodes": [ + "issue:27957", + "issue:29127", + "issue:29870", + "issue:29942", + "issue:30064", + "issue:33290", + "issue:33357", + "issue:34689", + "issue:35141", + "issue:42490", + "issue:42915", + "issue:42994", + "issue:43065", + "issue:43066", + "issue:43381", + "issue:43412", + "issue:43421", + "issue:43575", + "issue:43611", + "issue:43653", + "issue:43701", + "issue:43756", + "issue:43994", + "issue:44206", + "issue:44265", + "issue:44387", + "issue:44442", + "issue:44462", + "issue:44479", + "issue:44743", + "issue:44977", + "issue:45072", + "issue:45198", + "issue:45245", + "issue:45372", + "issue:45406", + "issue:45412", + "issue:45440", + "issue:45459", + "issue:45491", + "issue:45563", + "issue:45588", + "issue:45593", + "issue:45712", + "issue:46121", + "issue:46369", + "issue:46693", + "issue:46701" + ], + "soft_pairs": [ + "issue:43611|issue:46121", + "issue:44977|issue:45563", + "issue:29870|issue:34689", + "issue:29942|issue:30064", + "issue:43653|issue:44743", + "issue:44206|issue:44479", + "issue:42915|issue:42994", + "issue:43756|issue:45440", + "issue:43653|issue:44442", + "issue:44265|issue:45198", + "issue:43065|issue:43994", + "issue:43065|issue:45412", + "issue:43575|issue:43701", + "issue:29127|issue:33357", + "issue:43412|issue:45588", + "issue:45491|issue:46693", + "issue:45372|issue:45588", + "issue:42490|issue:43381", + "issue:29127|issue:35141", + "issue:45245|issue:45563", + "issue:45459|issue:45712", + "issue:45440|issue:45593", + "issue:43994|issue:45412", + "issue:45372|issue:45406", + "issue:45406|issue:46701", + "issue:43575|issue:44387", + "issue:43421|issue:45491", + "issue:43066|issue:44462", + "issue:45412|issue:46369", + "issue:44442|issue:45072", + "issue:45372|issue:45459", + "issue:27957|issue:33290" + ], + "prepared_review_unit_hash": "7c9793c01a1fbef148c6e5e333809ace2a4766aed339773e17357e635a5229bb", + "component_budget": { + "node_count": 516, + "item_count": 516, + "soft_pair_count": 1900, + "serialized_chars": 985297, + "estimated_input_tokens": 246325, + "estimated_eval_tokens": 492906 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37285, + "estimated_input_tokens": 9322, + "estimated_eval_tokens": 18900 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The candidate pairs are mostly false positives: they share broad subsystems at most, but not the same concrete bug/change. No PRs were provided. I\u2019d anchor the set on the active FA2 regression report, but it is not a duplicate of the others.", + "confidence": 0.61, + "canonical_issue_reason": "issue:46693 is the most representative issue here: open, highly discussed, and tied to a concrete Flash Attention 2 regression. It is a better anchor than the nearby FA2 test-failure reports, though not a duplicate of them.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:46693 is the strongest standalone issue for triage: it has the most activity and a clear, actionable regression description.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43611", + "right": "issue:46121", + "accept": false, + "reason": "One is a base_model_prefix loading regression; the other is a rope-validation TypeError from JSON-loaded lists. Different code paths and symptoms." + }, + { + "left": "issue:44977", + "right": "issue:45563", + "accept": false, + "reason": "Qwen3.5 flash-attention generation failure vs a stale warning in paged generate(); unrelated bugs." + }, + { + "left": "issue:29870", + "right": "issue:34689", + "accept": false, + "reason": "BART decoder_attention_mask UnboundLocalError and Llama 3.2 Vision loading breakage are separate model-specific regressions." + }, + { + "left": "issue:29942", + "right": "issue:30064", + "accept": false, + "reason": "Flash Attention 2 test failures vs image processor void segmentation map handling; no shared underlying bug." + }, + { + "left": "issue:43653", + "right": "issue:44743", + "accept": false, + "reason": "BigBirdTokenizer special-token registration vs Qwen3.5 recurrent-state caching; different components and failure modes." + }, + { + "left": "issue:44206", + "right": "issue:44479", + "accept": false, + "reason": "Feature extractor center-arg crash and video-input regression in Qwen models do not point to the same code-path." + }, + { + "left": "issue:42915", + "right": "issue:42994", + "accept": false, + "reason": "FineGrainedFP8Config failure for Qwen3Moe and quantized model saving failure are distinct quantization issues." + }, + { + "left": "issue:43756", + "right": "issue:45440", + "accept": false, + "reason": "Smollm3 RoPE-layer mismatch and DeepseekV3MoE divergence from remote implementation are unrelated model-specific bugs." + }, + { + "left": "issue:43653", + "right": "issue:44442", + "accept": false, + "reason": "Both are tokenizer-related, but one is BigBird mask-token registration and the other is AutoTokenizer loading FastSpeech2ConformerTokenizer; not the same bug." + }, + { + "left": "issue:44265", + "right": "issue:45198", + "accept": false, + "reason": "torch.export failure on torch_compilable_check vs Wav2Vec2 save_pretrained/tokenization failure; different surfaces and causes." + }, + { + "left": "issue:43065", + "right": "issue:43994", + "accept": false, + "reason": "Dummy Conv2d in Sam3PixelDecoder and SigLIP2 nonsensical AutoModel output are separate issues." + }, + { + "left": "issue:43065", + "right": "issue:45412", + "accept": false, + "reason": "A dummy layer in Sam3PixelDecoder and an RT-DETR memory leak are not the same underlying bug." + }, + { + "left": "issue:43575", + "right": "issue:43701", + "accept": false, + "reason": "Tensor-parallel OOM while loading a Qwen2 model vs resume_from_checkpoint key mismatch; unrelated." + }, + { + "left": "issue:29127", + "right": "issue:33357", + "accept": false, + "reason": "LayoutLMv3 error-message clarity and a MacOS bus error on CLIP loading are different problems." + }, + { + "left": "issue:43412", + "right": "issue:45588", + "accept": false, + "reason": "Gemma3n export failures and flash_attention.py crashing on s_aux=None are separate code paths." + }, + { + "left": "issue:45491", + "right": "issue:46693", + "accept": false, + "reason": "Both touch FA2/long-context, but one is Gemma3 NaNs with mixed-length padding and the other is a performance regression after 5.2.0; not the same concrete bug." + }, + { + "left": "issue:45372", + "right": "issue:45588", + "accept": false, + "reason": "Gemma 4 processor loading import error vs flash_attention AttributeError on sink-less models; different failures." + }, + { + "left": "issue:42490", + "right": "issue:43381", + "accept": false, + "reason": "Trailing-slash local path warning and gradient checkpointing in eval mode are unrelated." + }, + { + "left": "issue:29127", + "right": "issue:35141", + "accept": false, + "reason": "LayoutLMv3 box-count error messaging and token-embedding reinitialization after resize are unrelated." + }, + { + "left": "issue:45245", + "right": "issue:45563", + "accept": false, + "reason": "Category-count runtime limit vs stale generate() warning; no common underlying bug." + }, + { + "left": "issue:45459", + "right": "issue:45712", + "accept": false, + "reason": "Tokenizer exception masking without protobuf and leftover dummy classes in dummy_pt_objects are unrelated maintenance issues." + }, + { + "left": "issue:45440", + "right": "issue:45593", + "accept": false, + "reason": "DeepseekV3MoE divergence and D-FINE auxiliary-loss behavior are different model implementations." + }, + { + "left": "issue:43994", + "right": "issue:45412", + "accept": false, + "reason": "SigLIP2 inference nonsense and RT-DETR memory release/leak behavior are unrelated." + }, + { + "left": "issue:45372", + "right": "issue:45406", + "accept": false, + "reason": "Gemma 4 processor import failure and Gemma4Processor missing _tokenizer in serve are related to the same model family, but they are distinct bugs with different root causes." + }, + { + "left": "issue:45406", + "right": "issue:46701", + "accept": false, + "reason": "Gemma4Processor serve crash and DiffusionGemmaGenerationOutput pipeline failure are different problems." + }, + { + "left": "issue:43575", + "right": "issue:44387", + "accept": false, + "reason": "OOM when loading a specific Qwen2 model with tp and a Transformers 5.x int4 memory regression are both OOMs, but not the same bug." + }, + { + "left": "issue:43421", + "right": "issue:45491", + "accept": false, + "reason": "Runtime special-token post-processor update bug vs Gemma3 mixed-length NaNs; unrelated." + }, + { + "left": "issue:43066", + "right": "issue:44462", + "accept": false, + "reason": "Wrong tokenizer decoder type in v5 and ignoring tokenizer.json are both tokenizer-loading issues, but not the same concrete defect." + }, + { + "left": "issue:45412", + "right": "issue:46369", + "accept": false, + "reason": "RT-DETR memory leak and sam3-litetext memory overflow are separate memory issues in different models." + }, + { + "left": "issue:44442", + "right": "issue:45072", + "accept": false, + "reason": "FastSpeech2ConformerTokenizer loading failure and bfloat16 dtype mismatches in SwitchTransformers/TimmWrapperModel are unrelated." + }, + { + "left": "issue:45372", + "right": "issue:45459", + "accept": false, + "reason": "Gemma 4 processor import breakage and protobuf decode-error masking are different tokenizer/processor issues." + }, + { + "left": "issue:27957", + "right": "issue:33290", + "accept": false, + "reason": "XLMRoberta Flash Attention 2 support and Adafactor OOM in deepspeed 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": 27, + "review_unit_index": 35, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-516", + "nodes": [ + "issue:27957", + "issue:29127", + "issue:29870", + "issue:33290", + "issue:34689", + "issue:35141", + "issue:42175", + "issue:42490", + "issue:42915", + "issue:43262", + "issue:43316", + "issue:43334", + "issue:43381", + "issue:43525", + "issue:43526", + "issue:43531", + "issue:43646", + "issue:43720", + "issue:43761", + "issue:43824", + "issue:43873", + "issue:43931", + "issue:43994", + "issue:44077", + "issue:44186", + "issue:44206", + "issue:44279", + "issue:44442", + "issue:44479", + "issue:44514", + "issue:44743", + "issue:44811", + "issue:44857", + "issue:44898", + "issue:44977", + "issue:45245", + "issue:45250", + "issue:45381", + "issue:45588", + "issue:45834", + "issue:45859", + "issue:46121", + "issue:46234", + "issue:46369", + "issue:46399", + "issue:46640", + "issue:46693", + "issue:46821" + ], + "soft_pairs": [ + "issue:43526|issue:45834", + "issue:27957|issue:29127", + "issue:43824|issue:44279", + "issue:43526|issue:46693", + "issue:33290|issue:34689", + "issue:33290|issue:35141", + "issue:44857|issue:45588", + "issue:43994|issue:46369", + "issue:43526|issue:44186", + "issue:42915|issue:43931", + "issue:43334|issue:43531", + "issue:45250|issue:46640", + "issue:43381|issue:43873", + "issue:45588|issue:46821", + "issue:43646|issue:44077", + "issue:46121|issue:46399", + "issue:44514|issue:45381", + "issue:43761|issue:45859", + "issue:44977|issue:45245", + "issue:44743|issue:44811", + "issue:44442|issue:44898", + "issue:43262|issue:44206", + "issue:42490|issue:44743", + "issue:43720|issue:44442", + "issue:27957|issue:29870", + "issue:42175|issue:46234", + "issue:43316|issue:43525", + "issue:44077|issue:44479" + ], + "prepared_review_unit_hash": "f1186cdb10c3c74ec13b18cb0e780a4ccf98a22d0a9ce89847e19f670969e3ac", + "component_budget": { + "node_count": 516, + "item_count": 516, + "soft_pair_count": 1900, + "serialized_chars": 985297, + "estimated_input_tokens": 246325, + "estimated_eval_tokens": 492906 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 35980, + "estimated_input_tokens": 8995, + "estimated_eval_tokens": 18246 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items do not form a coherent duplicate cluster; they span unrelated bugs across OCR, model loading, quantization, Flash Attention, tokenizers, and packaging. No soft-edge pair is strong enough to merge.", + "confidence": 0.96, + "canonical_issue_reason": "No single canonical issue: the set is heterogeneous and the titles point to different subsystems and failure modes rather than one underlying bug.", + "canonical_pr_reason": null, + "best_issue_reason": "No issue is a good global representative because there is no shared concrete problem across the cluster; any choice would be arbitrary.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43526", + "right": "issue:45834", + "accept": false, + "reason": "Different bugs in different vision/OCR paths: label reduction vs long OCR indexing." + }, + { + "left": "issue:27957", + "right": "issue:29127", + "accept": false, + "reason": "Unrelated models and failures: Flash Attention support vs LayoutLMv3 box validation messaging." + }, + { + "left": "issue:43824", + "right": "issue:44279", + "accept": false, + "reason": "Import/export issue for a specific Qwen class vs a generic dependency complaint." + }, + { + "left": "issue:43526", + "right": "issue:46693", + "accept": false, + "reason": "Different domains: BEiT image processor label handling vs FA2 long-context performance regression." + }, + { + "left": "issue:33290", + "right": "issue:34689", + "accept": false, + "reason": "OOM with Adafactor/DeepSpeed is unrelated to Llama 3.2 model loading failure." + }, + { + "left": "issue:33290", + "right": "issue:35141", + "accept": false, + "reason": "Optimizer memory use is not the same as embedding reinitialization during post_init." + }, + { + "left": "issue:44857", + "right": "issue:45588", + "accept": false, + "reason": "Different crash sites: LwDetrImageLoss AMP/CUDA vs flash_attention.py sink handling." + }, + { + "left": "issue:43994", + "right": "issue:46369", + "accept": false, + "reason": "SigLIP2 inference quality issue is unrelated to SAM3 LiteText memory overflow." + }, + { + "left": "issue:43526", + "right": "issue:44186", + "accept": false, + "reason": "Different tokenizer/processor code paths and different symptoms." + }, + { + "left": "issue:42915", + "right": "issue:43931", + "accept": false, + "reason": "Qwen3MoE FP8 config failure is distinct from Qwen3-VL weight-shape mismatch." + }, + { + "left": "issue:43334", + "right": "issue:43531", + "accept": false, + "reason": "Both are Qwen-family, but one is a missing config attribute and the other is a sliding-window behavior bug." + }, + { + "left": "issue:45250", + "right": "issue:46640", + "accept": false, + "reason": "Both mention Flash Attention 2, but the reports are too generic to show the same underlying bug." + }, + { + "left": "issue:43381", + "right": "issue:43873", + "accept": false, + "reason": "Gradient checkpointing in eval mode is unrelated to quantization offloading behavior." + }, + { + "left": "issue:45588", + "right": "issue:46821", + "accept": false, + "reason": "Different components entirely: flash attention sink handling vs TimesFM window_size attribute error." + }, + { + "left": "issue:43646", + "right": "issue:44077", + "accept": false, + "reason": "Custom model init breakage in Transformers v5 is not the same as patchtsmixer post_init policy." + }, + { + "left": "issue:46121", + "right": "issue:46399", + "accept": false, + "reason": "ROPE validation TypeError is unrelated to Qwen3.5 kernel registration/decorator failure." + }, + { + "left": "issue:44514", + "right": "issue:45381", + "accept": false, + "reason": "Both are Qwen2.5-VL, but one crashes in chat template batching and the other has wrong video position ids." + }, + { + "left": "issue:43761", + "right": "issue:45859", + "accept": false, + "reason": "CLIPVision hidden_states regression is unrelated to Qwen3_5Moe CPU offload compatibility." + }, + { + "left": "issue:44977", + "right": "issue:45245", + "accept": false, + "reason": "Qwen3.5 Flash Attention generation bug is unrelated to the category-count runtime error." + }, + { + "left": "issue:44743", + "right": "issue:44811", + "accept": false, + "reason": "Qwen recurrent-state caching bug and Whisper batch_decode token skipping are different code paths." + }, + { + "left": "issue:44442", + "right": "issue:44898", + "accept": false, + "reason": "Tokenizer loading failure and Perceiver resolution/interpolation failure are unrelated." + }, + { + "left": "issue:43262", + "right": "issue:44206", + "accept": false, + "reason": "Audio processor sample-rate defaulting is not the same as LASR feature extractor center-arg crash." + }, + { + "left": "issue:42490", + "right": "issue:44743", + "accept": false, + "reason": "Local-path import warning is unrelated to Qwen recurrent state reset." + }, + { + "left": "issue:43720", + "right": "issue:44442", + "accept": false, + "reason": "BitNet packed-weight loading failure is unrelated to FastSpeech2Conformer tokenizer loading." + }, + { + "left": "issue:27957", + "right": "issue:29870", + "accept": false, + "reason": "XLM-R Flash Attention support and BART generate decoder mask bug are different failures." + }, + { + "left": "issue:42175", + "right": "issue:46234", + "accept": false, + "reason": "Packaging/backends issue is unrelated to a missing import_utils availability helper." + }, + { + "left": "issue:43316", + "right": "issue:43525", + "accept": false, + "reason": "Gemma3TextConfig API mismatch is distinct from Llama4Config missing pad_token_id." + }, + { + "left": "issue:44077", + "right": "issue:44479", + "accept": false, + "reason": "PatchTSMixer post_init policy and Qwen video-input regression 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": 27, + "review_unit_index": 36, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-516", + "nodes": [ + "issue:16998", + "issue:22355", + "issue:25251", + "issue:27957", + "issue:28282", + "issue:32090", + "issue:42617", + "issue:42907", + "issue:43232", + "issue:43316", + "issue:43388", + "issue:43493", + "issue:43550", + "issue:43575", + "issue:43606", + "issue:43643", + "issue:43701", + "issue:43742", + "issue:43749", + "issue:43761", + "issue:43827", + "issue:43873", + "issue:43931", + "issue:44062", + "issue:44079", + "issue:44188", + "issue:44190", + "issue:44442", + "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:46506", + "issue:46697", + "issue:46829", + "issue:46932" + ], + "soft_pairs": [ + "issue:45003|issue:45440", + "issue:43493|issue:43827", + "issue:43873|issue:44871", + "issue:44062|issue:45907", + "issue:45325|issue:46697", + "issue:44855|issue:45137", + "issue:43643|issue:44913", + "issue:43316|issue:45759", + "issue:43749|issue:43931", + "issue:44987|issue:46178", + "issue:44190|issue:44496", + "issue:42617|issue:43575", + "issue:43931|issue:45216", + "issue:43701|issue:46506", + "issue:44442|issue:45803", + "issue:43232|issue:43388", + "issue:43550|issue:43701", + "issue:43575|issue:43742", + "issue:43761|issue:44079", + "issue:27957|issue:32090", + "issue:43761|issue:44188", + "issue:43606|issue:43701", + "issue:25251|issue:28282", + "issue:46829|issue:46932", + "issue:42907|issue:45698", + "issue:16998|issue:22355" + ], + "prepared_review_unit_hash": "b78d5825df5bbe8dac87d6121424183c8151e9f87cd5ad65fe7d235f2d31e91e", + "component_budget": { + "node_count": 516, + "item_count": 516, + "soft_pair_count": 1900, + "serialized_chars": 985297, + "estimated_input_tokens": 246325, + "estimated_eval_tokens": 492906 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 26, + "serialized_chars": 34931, + "estimated_input_tokens": 8733, + "estimated_eval_tokens": 17722 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is a loose mix of unrelated Transformers bug reports; none of the soft pairs look like true duplicates, so there is no strong canonical grouping signal.", + "confidence": 0.72, + "canonical_issue_reason": "Issue #43749 is the best canonical stand-in only because it is one of the broadest, most central loading regressions and has the strongest cross-reference activity in this set; however, the overall cluster is heterogeneous.", + "canonical_pr_reason": null, + "best_issue_reason": "#43749 is the most suitable representative issue for dedupe triage: it has high discussion/inbound reference activity and describes a concrete, broadly impactful regression in a core loading path.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45003", + "right": "issue:45440", + "accept": false, + "reason": "Different problems: unsafe sys.modules access in modeling_utils vs a DeepSeekV3MoE implementation divergence." + }, + { + "left": "issue:43493", + "right": "issue:43827", + "accept": false, + "reason": "One is a SigLIP2 model parity bug; the other is a documentation cleanup for removed pipeline() usage." + }, + { + "left": "issue:43873", + "right": "issue:44871", + "accept": false, + "reason": "Quantization/offloading behavior is unrelated to the Gemma-3 eos_token_id configuration mismatch." + }, + { + "left": "issue:44062", + "right": "issue:45907", + "accept": false, + "reason": "Tokenizer AddedToken constructor failure is unrelated to list_repo_files failing to forward revision." + }, + { + "left": "issue:45325", + "right": "issue:46697", + "accept": false, + "reason": "Qwen2.5-VL rope-index math and Swin2SR image padding are different preprocessing bugs." + }, + { + "left": "issue:44855", + "right": "issue:45137", + "accept": false, + "reason": "Python 3.13 JIT parsing/import failure is unrelated to the DeepSpeed ZeRO3 deque error." + }, + { + "left": "issue:43643", + "right": "issue:44913", + "accept": false, + "reason": "Missing fields from trust_remote_code config loading is distinct from rotary_pct not persisting on reload." + }, + { + "left": "issue:43316", + "right": "issue:45759", + "accept": false, + "reason": "Gemma3TextConfig API inconsistency is not the same as failing to unwrap text_config for composite Qwen multimodal configs." + }, + { + "left": "issue:43749", + "right": "issue:43931", + "accept": false, + "reason": "FSDP CPU RAM efficient loading regression is a different loading path than Qwen3-VL weight-shape mismatch." + }, + { + "left": "issue:44987", + "right": "issue:46178", + "accept": false, + "reason": "A transformer model loading regression is unrelated to the tensorflow_text backend registration error." + }, + { + "left": "issue:44190", + "right": "issue:44496", + "accept": false, + "reason": "Local dataset loading in an example script is unrelated to AutoTokenizer failing on a specific tokenizer class." + }, + { + "left": "issue:42617", + "right": "issue:43575", + "accept": false, + "reason": "3d_parallel.py execution failure is not the same bug as Qwen2-57B tensor-parallel OOM on load." + }, + { + "left": "issue:43931", + "right": "issue:45216", + "accept": false, + "reason": "Weight-shape mismatch on load is different from saving an incorrect checkpoint via save_pretrained." + }, + { + "left": "issue:43701", + "right": "issue:46506", + "accept": false, + "reason": "Checkpoint resume key mismatch is unrelated to PPDocLayoutV3 CPU/CUDA numerical divergence." + }, + { + "left": "issue:44442", + "right": "issue:45803", + "accept": false, + "reason": "Tokenizer loading failure is not the same as a bare except swallowing errors in FuyuBatchFeature conversion." + }, + { + "left": "issue:43232", + "right": "issue:43388", + "accept": false, + "reason": "Generation kwargs synchronization and gather_for_metrics tuple handling are different Trainer/metrics bugs." + }, + { + "left": "issue:43550", + "right": "issue:43701", + "accept": false, + "reason": "torch.compile + SDPA failure is unrelated to resume_from_checkpoint key mismatches." + }, + { + "left": "issue:43575", + "right": "issue:43742", + "accept": false, + "reason": "OOM while loading a large Qwen model is not the same as a KeyError loading MobileLLM-125M." + }, + { + "left": "issue:43761", + "right": "issue:44079", + "accept": false, + "reason": "CLIPVisionModel returning hidden_states=None is a model forward bug, not the generic ModelOutput key assignment issue." + }, + { + "left": "issue:27957", + "right": "issue:32090", + "accept": false, + "reason": "Flash Attention 2 behavior in XLMRoberta is unrelated to the NoneType broadcast error in Trainer." + }, + { + "left": "issue:43761", + "right": "issue:44188", + "accept": false, + "reason": "Missing hidden_states output is unrelated to attention-kernel divergence under torch.compile." + }, + { + "left": "issue:43606", + "right": "issue:43701", + "accept": false, + "reason": "CPU offload device mismatch for bark-small is a different issue than checkpoint resume key mismatches." + }, + { + "left": "issue:25251", + "right": "issue:28282", + "accept": false, + "reason": "Pipeline top_k output nesting and missing PyTorch dependency are entirely different issues." + }, + { + "left": "issue:46829", + "right": "issue:46932", + "accept": false, + "reason": "VideoPrism output field confusion is not the same as Gemma4 quantized embedder dtype casting." + }, + { + "left": "issue:42907", + "right": "issue:45698", + "accept": false, + "reason": "Saving dequantized model weights is a different failure mode than loading the wrong custom module after save_pretrained." + }, + { + "left": "issue:16998", + "right": "issue:22355", + "accept": false, + "reason": "DeBERTa max length question and missing transformers.onnx module 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": 27, + "review_unit_index": 37, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-516", + "nodes": [ + "issue:43065", + "issue:43295", + "issue:43316", + "issue:43352", + "issue:43404", + "issue:43441", + "issue:43452", + "issue:43504", + "issue:43540", + "issue:43572", + "issue:43646", + "issue:43650", + "issue:43716", + "issue:43825", + "issue:44077", + "issue:44162", + "issue:44242", + "issue:44464", + "issue:44496", + "issue:44514", + "issue:44534", + "issue:44610", + "issue:44617", + "issue:44792", + "issue:44871", + "issue:44913", + "issue:44977", + "issue:45127", + "issue:45200", + "issue:45542", + "issue:45584", + "issue:45600", + "issue:45632", + "issue:45698", + "issue:45803", + "issue:46050", + "issue:46170", + "issue:46178", + "issue:46202", + "issue:46234", + "issue:46291", + "issue:46365", + "issue:46369", + "issue:46421", + "issue:46424", + "issue:46640", + "issue:46821", + "issue:46894" + ], + "soft_pairs": [ + "issue:43295|issue:43825", + "issue:43295|issue:44871", + "issue:44871|issue:45584", + "issue:46234|issue:46291", + "issue:44077|issue:44534", + "issue:43316|issue:43716", + "issue:43316|issue:46821", + "issue:44464|issue:46421", + "issue:43646|issue:44913", + "issue:43452|issue:44496", + "issue:44871|issue:46050", + "issue:45803|issue:46365", + "issue:44162|issue:44792", + "issue:43404|issue:43441", + "issue:44242|issue:46894", + "issue:43065|issue:44617", + "issue:43540|issue:44514", + "issue:44610|issue:46369", + "issue:45632|issue:46424", + "issue:43572|issue:46178", + "issue:45542|issue:46234", + "issue:44792|issue:45600", + "issue:45803|issue:46170", + "issue:44792|issue:44977", + "issue:43504|issue:45698", + "issue:43650|issue:46202", + "issue:43352|issue:46640", + "issue:45127|issue:45200" + ], + "prepared_review_unit_hash": "df2c6025f8b5ab6bf8d513f62e1d78848c7f6dfd120b4dc624c6676692c0b543", + "component_budget": { + "node_count": 516, + "item_count": 516, + "soft_pair_count": 1900, + "serialized_chars": 985297, + "estimated_input_tokens": 246325, + "estimated_eval_tokens": 492906 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 35919, + "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: most pairs are only superficially similar and do not look like the same underlying bug/change. The best representative issue is the custom-module loading regression around save_pretrained/from_pretrained, which has the broadest signal in the set.", + "confidence": 0.41, + "canonical_issue_reason": "Issue 45698 is the strongest representative target: it is a concrete loading/serialization regression, has the highest discussion/inbound activity, and best matches the duplicate pattern of custom model load failures in this cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45698 is the most central and actionable bug here, with broad impact on model loading and the clearest duplicate-triage value.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43295", + "right": "issue:43825", + "accept": false, + "reason": "Different failures: processor.tokenizer/image handling regression vs pipeline translation-task error messaging." + }, + { + "left": "issue:43295", + "right": "issue:44871", + "accept": false, + "reason": "Custom model processor regression and Gemma EOS-token config mismatch are unrelated." + }, + { + "left": "issue:44871", + "right": "issue:45584", + "accept": false, + "reason": "Gemma eos_token_id inconsistency and Whisper empty-transcription failure are different bugs." + }, + { + "left": "issue:46234", + "right": "issue:46291", + "accept": false, + "reason": "Missing import-utils helper vs kernels dependency/version requirement during pipelines import; distinct issues." + }, + { + "left": "issue:44077", + "right": "issue:44534", + "accept": false, + "reason": "Optional post_init validation and non-persistent buffer junk in v5 are separate migration regressions." + }, + { + "left": "issue:43316", + "right": "issue:43716", + "accept": false, + "reason": "Gemma3TextConfig API discrepancy and Mistral-3 dtype mismatch are different model-specific problems." + }, + { + "left": "issue:43316", + "right": "issue:46821", + "accept": false, + "reason": "Text-config discrepancy and TimesFM window_size AttributeError are unrelated." + }, + { + "left": "issue:44464", + "right": "issue:46421", + "accept": false, + "reason": "Chunked generation inconsistency with compiled forward is not the same as spurious recompilation from cache lazy init." + }, + { + "left": "issue:43646", + "right": "issue:44913", + "accept": false, + "reason": "Broad custom model initialization breakage and GPTNeoX rotary_pct reload reset are different defects." + }, + { + "left": "issue:43452", + "right": "issue:44496", + "accept": false, + "reason": "GGUF loader breakage and unrecognized-model config.json failure are separate loading paths." + }, + { + "left": "issue:44871", + "right": "issue:46050", + "accept": false, + "reason": "Gemma EOS-token mismatch and quantized save/load corruption are different persistence/config bugs." + }, + { + "left": "issue:45803", + "right": "issue:46365", + "accept": false, + "reason": "Bare except swallowing interrupts 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 unrelated." + }, + { + "left": "issue:43404", + "right": "issue:43441", + "accept": false, + "reason": "lm_head weight tying bug and FlashAttention support failure are distinct Mistral-family issues." + }, + { + "left": "issue:44242", + "right": "issue:46894", + "accept": false, + "reason": "Missing load-balancing loss and training-loss double-shift are both loss bugs but not the same mechanism." + }, + { + "left": "issue:43065", + "right": "issue:44617", + "accept": false, + "reason": "Dummy Conv2d placeholder in Sam3PixelDecoder is not the same as Sam3Video CUDA OOM." + }, + { + "left": "issue:43540", + "right": "issue:44514", + "accept": false, + "reason": "Video-input processing failure and batched chat-template padding crash occur in different code paths." + }, + { + "left": "issue:44610", + "right": "issue:46369", + "accept": false, + "reason": "Processor image-size mismatch and Sam3LiteText memory overflow are different problems." + }, + { + "left": "issue:45632", + "right": "issue:46424", + "accept": false, + "reason": "Cache path collision and max_cache_length semantics are unrelated cache bugs." + }, + { + "left": "issue:43572", + "right": "issue:46178", + "accept": false, + "reason": "Missing config field and backend mapping import error are different issues." + }, + { + "left": "issue:45542", + "right": "issue:46234", + "accept": false, + "reason": "TensorBoard/TensorFlow backend error is unrelated to the missing import-utils availability helper." + }, + { + "left": "issue:44792", + "right": "issue:45600", + "accept": false, + "reason": "Janus generation test failure and stale auto_mappings references are unrelated." + }, + { + "left": "issue:45803", + "right": "issue:46170", + "accept": false, + "reason": "Exception-swallowing bug and Windows ROCm torch.distributed import dependency are different issues." + }, + { + "left": "issue:44792", + "right": "issue:44977", + "accept": false, + "reason": "Janus test failure and Qwen3.5 FlashAttention generation bug are unrelated." + }, + { + "left": "issue:43504", + "right": "issue:45698", + "accept": false, + "reason": "Both involve loading, but one is legacy-field preset parsing and the other is wrong custom-module resolution after save/load." + }, + { + "left": "issue:43650", + "right": "issue:46202", + "accept": false, + "reason": "Placeholder issue and Gemma pipeline roundtrip failure are clearly unrelated." + }, + { + "left": "issue:43352", + "right": "issue:46640", + "accept": false, + "reason": "Generic Flash Attention issue is too vague and not clearly the same concrete bug as NemotronHForCausalLM lacking FA2 support." + }, + { + "left": "issue:45127", + "right": "issue:45200", + "accept": false, + "reason": "LoRA/extended-vocabulary collapse and Gemma 4 mm_token_type_ids defaulting are different model behavior 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": 27, + "review_unit_index": 38, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-516", + "nodes": [ + "issue:25251", + "issue:27957", + "issue:29870", + "issue:35141", + "issue:41950", + "issue:42490", + "issue:43335", + "issue:43388", + "issue:43475", + "issue:43525", + "issue:43531", + "issue:43550", + "issue:43644", + "issue:43673", + "issue:43688", + "issue:43827", + "issue:43931", + "issue:43994", + "issue:44060", + "issue:44077", + "issue:44190", + "issue:44242", + "issue:44534", + "issue:44617", + "issue:44734", + "issue:44743", + "issue:44855", + "issue:44869", + "issue:44877", + "issue:44913", + "issue:44964", + "issue:45072", + "issue:45245", + "issue:45381", + "issue:45406", + "issue:45563", + "issue:45584", + "issue:45588", + "issue:45632", + "issue:46082", + "issue:46369", + "issue:46421", + "issue:46617", + "issue:46697", + "issue:46832", + "issue:46858", + "issue:46897", + "issue:46932" + ], + "soft_pairs": [ + "issue:43525|issue:43531", + "issue:44534|issue:44913", + "issue:35141|issue:42490", + "issue:41950|issue:43475", + "issue:43673|issue:44743", + "issue:43388|issue:43688", + "issue:44190|issue:44964", + "issue:44855|issue:45588", + "issue:29870|issue:35141", + "issue:44869|issue:46832", + "issue:45072|issue:46932", + "issue:45632|issue:46617", + "issue:45245|issue:46858", + "issue:46082|issue:46697", + "issue:43827|issue:43994", + "issue:44734|issue:45406", + "issue:44617|issue:45584", + "issue:43644|issue:44913", + "issue:25251|issue:27957", + "issue:43335|issue:44855", + "issue:43931|issue:44060", + "issue:44242|issue:46897", + "issue:44077|issue:44877", + "issue:43673|issue:46421", + "issue:45563|issue:45584", + "issue:45381|issue:46369", + "issue:43550|issue:44190" + ], + "prepared_review_unit_hash": "3f2c030b28b0b52d975b9ccfeeb5f3935c47a368f7d62ea2121d782877d662a3", + "component_budget": { + "node_count": 516, + "item_count": 516, + "soft_pair_count": 1900, + "serialized_chars": 985297, + "estimated_input_tokens": 246325, + "estimated_eval_tokens": 492906 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 36032, + "estimated_input_tokens": 9008, + "estimated_eval_tokens": 18272 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The listed soft pairs are mostly unrelated issues across different models, pipelines, and subsystems; none of the proposed edges should be merged as duplicates. The cluster also appears to contain a separate near-duplicate theme around non-persistent buffer initialization, but that pair was not among the soft edges.", + "confidence": 0.93, + "canonical_issue_reason": "issue:43644 is the clearest broad regression report in the set: it describes a core v5 initialization bug with a concrete symptom and wider potential impact, making it the best representative issue among these heterogeneous reports.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43644 is the strongest standalone issue to anchor this cluster because it is specific, reproducible, and has broader scope than the model-specific or documentation-only reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43525", + "right": "issue:43531", + "accept": false, + "reason": "Different bugs in different models/config paths: missing pad_token_id vs sliding-window handling in Qwen3-MoE." + }, + { + "left": "issue:44534", + "right": "issue:44913", + "accept": false, + "reason": "Both are config-related, but one is a v5 buffer-initialization regression and the other is a GPTNeoX config reload issue with rotary_pct." + }, + { + "left": "issue:35141", + "right": "issue:42490", + "accept": false, + "reason": "Unrelated: embedding reinitialization after resize vs import warning for local model paths ending in a slash." + }, + { + "left": "issue:41950", + "right": "issue:43475", + "accept": false, + "reason": "Different failures in different video/SAM3 code paths; one is a pipeline processor lookup issue, the other is a missing output attribute." + }, + { + "left": "issue:43673", + "right": "issue:44743", + "accept": false, + "reason": "Both mention cache, but they affect different mechanisms and models: generation cache missing vs recurrent state reset in modular_qwen3_5." + }, + { + "left": "issue:43388", + "right": "issue:43688", + "accept": false, + "reason": "Different training/eval bugs: gather_for_metrics label trimming vs auxiliary loss normalization." + }, + { + "left": "issue:44190", + "right": "issue:44964", + "accept": false, + "reason": "Different problems: local dataset loading in an example script vs model loading failure for Phi-4 multimodal." + }, + { + "left": "issue:44855", + "right": "issue:45588", + "accept": false, + "reason": "Completely different failures: Python 3.13 JIT parsing/import error vs flash_attention crash on s_aux=None." + }, + { + "left": "issue:29870", + "right": "issue:35141", + "accept": false, + "reason": "Different code paths and symptoms: BART generate() unbound local error vs embedding resize/post_init reinitialization." + }, + { + "left": "issue:44869", + "right": "issue:46832", + "accept": false, + "reason": "Different model families and failure modes: Whisper decode crash vs RT-DETR feature-level mismatch." + }, + { + "left": "issue:45072", + "right": "issue:46932", + "accept": false, + "reason": "Both are dtype-related, but they concern different models and different casting bugs; not the same concrete issue." + }, + { + "left": "issue:45632", + "right": "issue:46617", + "accept": false, + "reason": "Related to trust_remote_code/cache, but one is a leaf-directory cache collision and the other is a FileNotFoundError loading from cache." + }, + { + "left": "issue:45245", + "right": "issue:46858", + "accept": false, + "reason": "Unrelated: category count limit error vs static-cache slice arithmetic failure with torch.compile." + }, + { + "left": "issue:46082", + "right": "issue:46697", + "accept": false, + "reason": "Different validation/processing bugs: LlamaConfig head_dim rejection vs image over-padding in Swin2SR." + }, + { + "left": "issue:43827", + "right": "issue:43994", + "accept": false, + "reason": "Docs referencing pipeline() after removal is not the same as a SigLIP2 model producing bad outputs with AutoModel/pipeline." + }, + { + "left": "issue:44734", + "right": "issue:45406", + "accept": false, + "reason": "Both are in transformers serve, but they are distinct crashes: KV-cache continuation indexing vs missing _tokenizer on Gemma4Processor." + }, + { + "left": "issue:44617", + "right": "issue:45584", + "accept": false, + "reason": "Different issues entirely: SAM3 video OOM vs Whisper empty transcription failure after token alignment." + }, + { + "left": "issue:43644", + "right": "issue:44913", + "accept": false, + "reason": "Different config/runtime bugs: junk-filled non-persistent buffers vs rotary_pct not persisting on reload." + }, + { + "left": "issue:25251", + "right": "issue:27957", + "accept": false, + "reason": "Different topics: pipeline output nesting from top_k vs XLMRoberta Flash Attention 2 support." + }, + { + "left": "issue:43335", + "right": "issue:44855", + "accept": false, + "reason": "No overlap beyond being bugs: sparse-layer creation in SwitchTransformers vs a Python 3.13 indentation/JIT parsing problem." + }, + { + "left": "issue:43931", + "right": "issue:44060", + "accept": false, + "reason": "Different Qwen model bugs: weight shape mismatch on load vs incorrect tied-weights warning across layers." + }, + { + "left": "issue:44242", + "right": "issue:46897", + "accept": false, + "reason": "Not the same bug: missing load-balancing loss when router logits are off vs a Florence2 training-loss double-shift issue." + }, + { + "left": "issue:44077", + "right": "issue:44877", + "accept": false, + "reason": "Different config-policy bugs: optional post_init restriction vs strict config blocking granite_speech loading." + }, + { + "left": "issue:43673", + "right": "issue:46421", + "accept": false, + "reason": "Both involve cache initialization, but one is missing GenerationMixin cache in chunked_prefill while the other is spurious recompilation from lazy cache init." + }, + { + "left": "issue:45563", + "right": "issue:45584", + "accept": false, + "reason": "Different generation bugs: stale warning for num_return_sequences vs empty-transcription crash in Whisper alignment." + }, + { + "left": "issue:45381", + "right": "issue:46369", + "accept": false, + "reason": "Different models and symptoms: wrong vision_position_ids in qwen2.5-vl video input vs SAM3 litetext memory overflow." + }, + { + "left": "issue:43550", + "right": "issue:44190", + "accept": false, + "reason": "Different code paths and failure types: torch.compile/SDPA failure in Bamba-9B-v2 vs local dataset loading in an example script." + } + ] + }, + "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": 27, + "review_unit_index": 39, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-516", + "nodes": [ + "issue:25251", + "issue:29870", + "issue:39692", + "issue:41720", + "issue:43065", + "issue:43295", + "issue:43335", + "issue:43526", + "issue:43540", + "issue:43643", + "issue:43854", + "issue:44112", + "issue:44190", + "issue:44246", + "issue:44462", + "issue:44464", + "issue:44479", + "issue:44496", + "issue:44521", + "issue:44610", + "issue:44617", + "issue:44734", + "issue:44779", + "issue:44792", + "issue:44933", + "issue:44938", + "issue:44964", + "issue:45003", + "issue:45127", + "issue:45245", + "issue:45276", + "issue:45290", + "issue:45357", + "issue:45362", + "issue:45381", + "issue:45542", + "issue:45563", + "issue:45584", + "issue:45588", + "issue:45600", + "issue:45907", + "issue:46369", + "issue:46489", + "issue:46655", + "issue:46697", + "issue:46752", + "issue:47013" + ], + "soft_pairs": [ + "issue:41720|issue:45245", + "issue:44933|issue:45362", + "issue:43065|issue:44610", + "issue:43335|issue:44190", + "issue:45588|issue:47013", + "issue:44479|issue:44734", + "issue:43854|issue:44792", + "issue:44617|issue:46369", + "issue:45381|issue:46655", + "issue:39692|issue:44190", + "issue:43295|issue:45276", + "issue:45127|issue:45357", + "issue:44464|issue:45563", + "issue:44779|issue:46489", + "issue:45276|issue:45584", + "issue:43540|issue:44734", + "issue:45290|issue:46752", + "issue:44112|issue:45600", + "issue:25251|issue:29870", + "issue:44521|issue:45381", + "issue:44462|issue:45907", + "issue:43643|issue:44496", + "issue:43526|issue:46697", + "issue:44938|issue:45542", + "issue:43854|issue:44964", + "issue:44246|issue:45003" + ], + "prepared_review_unit_hash": "6d5dc117dc89c351170d323233709349a5e0089f8b634d38074c14675b81aa8f", + "component_budget": { + "node_count": 516, + "item_count": 516, + "soft_pair_count": 1900, + "serialized_chars": 985297, + "estimated_input_tokens": 246325, + "estimated_eval_tokens": 492906 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 26, + "serialized_chars": 35007, + "estimated_input_tokens": 8752, + "estimated_eval_tokens": 17760 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a set of unrelated Transformers bug reports with no PRs. The only likely duplicate-looking pair is the DeepSeek tokenizer regression reports; the rest share at most a broad subsystem/theme, not the same underlying bug.", + "confidence": 0.78, + "canonical_issue_reason": "issue:44779 is the broadest/oldest clear anchor for the only likely duplicate pair: a DeepSeek tokenizer regression in v5 that works in v4.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:46489 is the most actionable issue in the cluster because it narrows the tokenizer regression to DeepSeek-Coder v1 and explicitly points to a gap in PR #44801's fix.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41720", + "right": "issue:45245", + "accept": false, + "reason": "Different bugs: CUDA assert during Qwen3 auto device mapping vs a category-count limit error." + }, + { + "left": "issue:44933", + "right": "issue:45362", + "accept": false, + "reason": "Unrelated: missing image_utils import vs Qwen3.5 chat crash." + }, + { + "left": "issue:43065", + "right": "issue:44610", + "accept": false, + "reason": "Both are vision-model issues, but one is a dummy Conv2d in Sam3PixelDecoder and the other is a processor/model input-size mismatch." + }, + { + "left": "issue:43335", + "right": "issue:44190", + "accept": false, + "reason": "Different areas and failure modes: SwitchTransformers sparse-layer config bug vs local dataset loading in an image-classification script." + }, + { + "left": "issue:45588", + "right": "issue:47013", + "accept": false, + "reason": "Distinct code paths: flash-attention sinkless-model crash vs xLSTM train-mode unpacking crash." + }, + { + "left": "issue:44479", + "right": "issue:44734", + "accept": false, + "reason": "Both involve generation, but one is a video-input regression and the other is KV-cache continuation tensor indexing in serve." + }, + { + "left": "issue:43854", + "right": "issue:44792", + "accept": false, + "reason": "Different models and failures: GLM-4.7 loading in unit tests vs a janus image-generation test case." + }, + { + "left": "issue:44617", + "right": "issue:46369", + "accept": false, + "reason": "Both mention memory, but one is Sam3Video CUDA OOM and the other is Sam3-litetext memory overflow; not the same bug." + }, + { + "left": "issue:45381", + "right": "issue:46655", + "accept": false, + "reason": "Both are video-processing regressions, but one is wrong vision_position_ids for Qwen2.5-VL and the other is incorrect padding in SmolVLM." + }, + { + "left": "issue:39692", + "right": "issue:44190", + "accept": false, + "reason": "SigLIP2 docs example errors are unrelated to loading a local dataset in an example script." + }, + { + "left": "issue:43295", + "right": "issue:45276", + "accept": false, + "reason": "Different regressions: processor.tokenizer/custom image passing breakage vs Gemma4 resize_token_embeddings not updating embeddings." + }, + { + "left": "issue:45127", + "right": "issue:45357", + "accept": false, + "reason": "Separate model-state bugs: LoRA merge with extended vocab collapse vs incorrect visual-encoder keys saved for Qwen3.5." + }, + { + "left": "issue:44464", + "right": "issue:45563", + "accept": false, + "reason": "Both are generation-related, but one is inconsistent compiled-forward chunked generation and the other is a stale warning in paged generate()." + }, + { + "left": "issue:44779", + "right": "issue:46489", + "accept": true, + "reason": "Same underlying DeepSeek tokenizer regression in v5/v5+; the second issue is a specific variant of the same broken tokenizer path." + }, + { + "left": "issue:43854", + "right": "issue:44964", + "accept": false, + "reason": "Both are model-loading failures, but they affect different models and likely different config paths." + }, + { + "left": "issue:45276", + "right": "issue:45584", + "accept": false, + "reason": "Unrelated: Gemma4 embedding resize bug vs Whisper empty-transcription failure after special-token alignment." + }, + { + "left": "issue:43540", + "right": "issue:44734", + "accept": false, + "reason": "Different problem classes: Qwen3OmniMoe video-input validation error vs serve-time KV-cache indexing crash." + }, + { + "left": "issue:45290", + "right": "issue:46752", + "accept": false, + "reason": "Both hit apply_chat_template, but one is tool-call assistant messages with no content and the other is an empty list input; different edge cases." + }, + { + "left": "issue:44112", + "right": "issue:45600", + "accept": false, + "reason": "Both are CI-related, but one is a stale GraniteSpeech test and the other is a broken auto_mappings reference to removed configs." + }, + { + "left": "issue:25251", + "right": "issue:29870", + "accept": false, + "reason": "Completely different issues: pipeline top_k nesting behavior vs Bart generate() decoder_attention_mask initialization error." + }, + { + "left": "issue:44521", + "right": "issue:45381", + "accept": false, + "reason": "Both are multimodal, but assistant_masks being all-zero is not the same as incorrect vision_position_ids in Qwen2.5-VL video inputs." + }, + { + "left": "issue:44462", + "right": "issue:45907", + "accept": false, + "reason": "Different API bugs: AutoTokenizer ignoring tokenizer.json vs list_repo_files failing to forward revision." + }, + { + "left": "issue:43643", + "right": "issue:44496", + "accept": false, + "reason": "One is trust_remote_code returning missing fields, the other is an unrecognized model/config without model_type; related theme but not same bug." + }, + { + "left": "issue:43526", + "right": "issue:46697", + "accept": false, + "reason": "Different image-processor defects: BEiT reduce_labels truncation vs Swin2SR over-padding when already divisible." + }, + { + "left": "issue:44938", + "right": "issue:45542", + "accept": false, + "reason": "Both are import/backend problems, but Python 3.14 import failure is unrelated to the TensorFlow/tensorboard backend error." + }, + { + "left": "issue:44462", + "right": "issue:45003", + "accept": false, + "reason": "Both involve import-time behavior, but tokenizer.json lookup and unsafe sys.modules access are distinct issues." + }, + { + "left": "issue:44246", + "right": "issue:45003", + "accept": false, + "reason": "Import slowness and unsafe sys.modules access are different symptoms with different likely causes." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The analysis is grounded in the packet and stays conservative on the soft-edge pairs. The DeepSeek tokenizer pair (issue:44779, issue:46489) is the only clearly duplicate-looking match, and the other verdicts appropriately avoid overclaiming despite superficial subsystem overlap. No PR-mergeability issue applies here because this packet contains issues only." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 40, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-516", + "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:43673", + "issue:43901", + "issue:43976", + "issue:44016", + "issue:44112", + "issue:44220", + "issue:44279", + "issue:44295", + "issue:44336", + "issue:44496", + "issue:44521", + "issue:44683", + "issue:44737", + "issue:44964", + "issue:44987", + "issue:45042", + "issue:45083", + "issue:45216", + "issue:45335", + "issue:45446", + "issue:45593", + "issue:45600", + "issue:45632", + "issue:45759", + "issue:45803", + "issue:46082", + "issue:46121", + "issue:46234", + "issue:46424", + "issue:46506", + "issue:46858", + "issue:46932" + ], + "soft_pairs": [ + "issue:43673|issue:46858", + "issue:27957|issue:35141", + "issue:44737|issue:45803", + "issue:44964|issue:45600", + "issue:44112|issue:44964", + "issue:42175|issue:44279", + "issue:42796|issue:44521", + "issue:45632|issue:46234", + "issue:32090|issue:35141", + "issue:36246|issue:41628", + "issue:36246|issue:38617", + "issue:43404|issue:45216", + "issue:43531|issue:45600", + "issue:44295|issue:46506", + "issue:46082|issue:46121", + "issue:41950|issue:44016", + "issue:43673|issue:46424", + "issue:43295|issue:45335", + "issue:45083|issue:46506", + "issue:44496|issue:45042", + "issue:43582|issue:46932", + "issue:43976|issue:44987", + "issue:43526|issue:43901", + "issue:43901|issue:44496", + "issue:43673|issue:44336", + "issue:44496|issue:45759", + "issue:44683|issue:45446", + "issue:44016|issue:44220", + "issue:43381|issue:45593" + ], + "prepared_review_unit_hash": "56ada0c2160163b7833feb53ed816e50d4b154046c08e14c8c843dfec222ed53", + "component_budget": { + "node_count": 516, + "item_count": 516, + "soft_pair_count": 1900, + "serialized_chars": 985297, + "estimated_input_tokens": 246325, + "estimated_eval_tokens": 492906 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 36056, + "estimated_input_tokens": 9014, + "estimated_eval_tokens": 18284 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items are mostly unrelated across different subsystems; none of the soft pairs are strong enough to treat as duplicates or the same fix.", + "confidence": 0.86, + "canonical_issue_reason": "issue:44521 is the clearest representative bug in the set: a concrete multimodal preprocessing failure with discussion and inbound references, making it the best candidate to anchor triage.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44521 is the most suitable global issue candidate because it is specific, reproducible, and has the strongest signs of being an active reference point for related reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43673", + "right": "issue:46858", + "accept": false, + "reason": "Both involve cache behavior, but one is about missing generation cache during chunked prefill while the other is a device-tensor slice arithmetic bug in static cache; different code paths and fixes." + }, + { + "left": "issue:27957", + "right": "issue:35141", + "accept": false, + "reason": "Different model/features and unrelated failures: Flash Attention 2 support for XLM-Roberta versus embedding reinitialization after resizing token embeddings." + }, + { + "left": "issue:44737", + "right": "issue:45803", + "accept": false, + "reason": "XLNet CPU allocation bug and a Fuyu exception-handling bug are unrelated in model, component, and failure mode." + }, + { + "left": "issue:44964", + "right": "issue:45600", + "accept": false, + "reason": "Both touch model loading/config plumbing, but one is a Phi-4 multimodal load failure and the other is stale auto_mappings references causing CI breakage; not the same bug." + }, + { + "left": "issue:44112", + "right": "issue:44964", + "accept": false, + "reason": "CI test flake in GraniteSpeech is unrelated to a runtime model-load failure for Phi-4 multimodal." + }, + { + "left": "issue:42175", + "right": "issue:44279", + "accept": false, + "reason": "Dependency/backend packaging issue and a generic dependency issue are too broad and do not indicate the same concrete defect." + }, + { + "left": "issue:42796", + "right": "issue:44521", + "accept": false, + "reason": "Tokenizer BPE-marker handling and multimodal assistant-mask generation are different tokenizer bugs with different symptoms and likely fixes." + }, + { + "left": "issue:45632", + "right": "issue:46234", + "accept": false, + "reason": "Cache-path collision for trust_remote_code is unrelated to the missing import utility symbol." + }, + { + "left": "issue:32090", + "right": "issue:35141", + "accept": false, + "reason": "Trainer gpu broadcast NoneType error and embedding reinitialization after resize are entirely separate failures." + }, + { + "left": "issue:36246", + "right": "issue:41628", + "accept": false, + "reason": "Both are import errors, but one is a missing model-specific image processor export and the other is a missing top-level AutoImageProcessor export; not the same underlying issue." + }, + { + "left": "issue:36246", + "right": "issue:38617", + "accept": false, + "reason": "Different missing symbols in different modules; no shared failing code path." + }, + { + "left": "issue:43404", + "right": "issue:45216", + "accept": false, + "reason": "One is about untied lm_head weights in a model class, the other about a save_pretrained regression; related to model saving only at a very high level." + }, + { + "left": "issue:43531", + "right": "issue:45600", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and stale auto_mappings references are unrelated." + }, + { + "left": "issue:44295", + "right": "issue:46506", + "accept": false, + "reason": "Both mention tensor/device behavior, but one is about reading registered position_ids and the other about differing CPU/CUDA outputs in PPDocLayoutV3; not the same bug." + }, + { + "left": "issue:46082", + "right": "issue:46121", + "accept": false, + "reason": "Llama head_dim validation and RoPE parameter conversion error are separate config-validation issues." + }, + { + "left": "issue:41950", + "right": "issue:44016", + "accept": false, + "reason": "Video-classification pipeline image-processor lookup and a notebook syntax error are completely unrelated." + }, + { + "left": "issue:43673", + "right": "issue:46424", + "accept": false, + "reason": "Both concern cache configuration, but one is a missing cache in prefill and the other is max_cache_length being ignored outside quantized cache; different behavior and scope." + }, + { + "left": "issue:43295", + "right": "issue:45335", + "accept": false, + "reason": "Both are multimodal/model-API regressions, but one is about processor/tokenizer access and image passing while the other is about resize_token_embeddings not affecting decoder embeddings." + }, + { + "left": "issue:45083", + "right": "issue:46506", + "accept": false, + "reason": "Different models and unrelated feature bugs: Qwen3 Omni MoE feature-length computation versus general CPU/CUDA discrepancies in PPDocLayoutV3." + }, + { + "left": "issue:44496", + "right": "issue:45042", + "accept": false, + "reason": "Unrecognized model config loading and PIL backend torchvision dependency are unrelated." + }, + { + "left": "issue:43582", + "right": "issue:46932", + "accept": false, + "reason": "Apple Silicon allocator warmup TypeError and Gemma4 dtype casting are unrelated." + }, + { + "left": "issue:43976", + "right": "issue:44987", + "accept": false, + "reason": "Python version support regression and a specific model-loading failure are different problems." + }, + { + "left": "issue:43526", + "right": "issue:43901", + "accept": false, + "reason": "BeitImageProcessorFast label reduction bug and TextClassificationPipeline docs mismatch are unrelated." + }, + { + "left": "issue:43901", + "right": "issue:44496", + "accept": false, + "reason": "Docs/behavior mismatch for a pipeline and a model-config import error are not the same issue." + }, + { + "left": "issue:43673", + "right": "issue:44336", + "accept": false, + "reason": "Generation cache bug and ANSI output formatting bug are unrelated." + }, + { + "left": "issue:44496", + "right": "issue:45759", + "accept": false, + "reason": "Unrecognized model loading and AutoModelForCausalLM text_config unwrapping are different model-configuration issues." + }, + { + "left": "issue:44683", + "right": "issue:45446", + "accept": false, + "reason": "Both touch flex_attention, but one is a compiled-flex_attention runtime failure on torch>=2.9 while the other is an incorrect version gate for AuxRequest import; not the same concrete bug." + }, + { + "left": "issue:44016", + "right": "issue:44220", + "accept": false, + "reason": "Notebook syntax error and fbank feature extraction bug are unrelated." + }, + { + "left": "issue:43381", + "right": "issue:45593", + "accept": false, + "reason": "Gradient checkpointing eval-mode restriction and D-FINE auxiliary-loss 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": 27, + "review_unit_index": 41, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-516", + "nodes": [ + "issue:39692", + "issue:41950", + "issue:42796", + "issue:42907", + "issue:43295", + "issue:43299", + "issue:43381", + "issue:43441", + "issue:43479", + "issue:43577", + "issue:43650", + "issue:43824", + "issue:43901", + "issue:43976", + "issue:44016", + "issue:44062", + "issue:44075", + "issue:44220", + "issue:44279", + "issue:44327", + "issue:44351", + "issue:44368", + "issue:44466", + "issue:44521", + "issue:44779", + "issue:44792", + "issue:44933", + "issue:45020", + "issue:45216", + "issue:45276", + "issue:45278", + "issue:45335", + "issue:45375", + "issue:45405", + "issue:45584", + "issue:45588", + "issue:45812", + "issue:46082", + "issue:46123", + "issue:46369", + "issue:46399", + "issue:46424", + "issue:46515", + "issue:46614", + "issue:46693", + "issue:46752", + "issue:47000", + "issue:47085" + ], + "soft_pairs": [ + "issue:42907|issue:43441", + "issue:43650|issue:44220", + "issue:44016|issue:44062", + "issue:44792|issue:46424", + "issue:43976|issue:44279", + "issue:43441|issue:45588", + "issue:43824|issue:44933", + "issue:44521|issue:46693", + "issue:44279|issue:46515", + "issue:43479|issue:45375", + "issue:45335|issue:45584", + "issue:46123|issue:46369", + "issue:43299|issue:45216", + "issue:44327|issue:46752", + "issue:46614|issue:47085", + "issue:44279|issue:45405", + "issue:43295|issue:44779", + "issue:39692|issue:43901", + "issue:42796|issue:43650", + "issue:44075|issue:44368", + "issue:43577|issue:45216", + "issue:44351|issue:45278", + "issue:41950|issue:45020", + "issue:43976|issue:45405", + "issue:43381|issue:47000", + "issue:44779|issue:45812", + "issue:44466|issue:45276", + "issue:46082|issue:46399" + ], + "prepared_review_unit_hash": "619760eda157949e43250f48043d0462140dc8d9a399f1f01bbd7b87a936291c", + "component_budget": { + "node_count": 516, + "item_count": 516, + "soft_pair_count": 1900, + "serialized_chars": 985297, + "estimated_input_tokens": 246325, + "estimated_eval_tokens": 492906 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36025, + "estimated_input_tokens": 9007, + "estimated_eval_tokens": 18270 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These are mostly unrelated closed issues spanning different models, pipelines, tokenizer regressions, docs, and dependency/version problems. No soft pair looks like the same concrete underlying bug or change, so none should be merged as duplicates.", + "confidence": 0.93, + "canonical_issue_reason": "Best representative is issue:44521 because it is a clearly scoped, user-facing bug with a concrete failure mode in multimodal chat templating and has active discussion.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue:44521 is the strongest single representative of the cluster: specific, actionable, and well-described compared with the more generic or umbrella reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42907", + "right": "issue:43441", + "accept": false, + "reason": "Both mention Ministral, but one is about saving dequantized checkpoints and the other is a FlashAttention load/runtime crash. Different code paths and failures." + }, + { + "left": "issue:43650", + "right": "issue:44220", + "accept": false, + "reason": "The titles are unrelated; one is a vague request and the other is a feature extraction bug." + }, + { + "left": "issue:44016", + "right": "issue:44062", + "accept": false, + "reason": "Notebook syntax error vs tokenizer AddedToken keyword conflict are different problems in different parts of the stack." + }, + { + "left": "issue:44792", + "right": "issue:46424", + "accept": false, + "reason": "Janus test failure and cache max length behavior are unrelated functionality areas." + }, + { + "left": "issue:43976", + "right": "issue:44279", + "accept": false, + "reason": "One is a Python version compatibility report; the other is a generic dependency issue with no clear shared bug." + }, + { + "left": "issue:43441", + "right": "issue:45588", + "accept": false, + "reason": "Both involve flash attention, but the failures are on different models and different crash conditions, so they are not the same bug." + }, + { + "left": "issue:43824", + "right": "issue:44933", + "accept": false, + "reason": "Importing Qwen2.5 VL class and a missing image_utils import are distinct import/export issues." + }, + { + "left": "issue:44521", + "right": "issue:46693", + "accept": false, + "reason": "Multimodal assistant mask corruption and FA2 long-context performance regression are different symptoms and subsystems." + }, + { + "left": "issue:44279", + "right": "issue:46515", + "accept": false, + "reason": "A dependency issue and a torch-specific incompatibility are not the same underlying bug." + }, + { + "left": "issue:43479", + "right": "issue:45375", + "accept": false, + "reason": "Both are multimodal config issues, but they affect different model configs and different fields/default initialization logic." + }, + { + "left": "issue:45335", + "right": "issue:45584", + "accept": false, + "reason": "Resize-token-embeddings behavior for t5gemma is unrelated to Whisper generation after align_special_tokens." + }, + { + "left": "issue:46123", + "right": "issue:46369", + "accept": false, + "reason": "Partial-batch mask generation logic and SAM memory overflow are different bugs with no shared failure mode." + }, + { + "left": "issue:43299", + "right": "issue:45216", + "accept": false, + "reason": "Both concern Qwen3.x, but one is loading a Moe model in v5 RC while the other is incorrect checkpoint serialization on save_pretrained. Different code paths." + }, + { + "left": "issue:44327", + "right": "issue:46752", + "accept": false, + "reason": "QA decode_spans top-k bounds error and apply_chat_template empty-list IndexError are unrelated pipeline crashes." + }, + { + "left": "issue:46614", + "right": "issue:47085", + "accept": false, + "reason": "Tokenizer phonemizer backend state leakage is unrelated to fast tokenizer thread-safety." + }, + { + "left": "issue:44279", + "right": "issue:45405", + "accept": false, + "reason": "A broad dependency issue is not the same as a specific MIN_PEFT_VERSION bump problem." + }, + { + "left": "issue:43295", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different models and different behaviors; not the same concrete bug." + }, + { + "left": "issue:39692", + "right": "issue:43901", + "accept": false, + "reason": "Both are docs-related, but they cover different APIs and different kinds of documentation mismatch." + }, + { + "left": "issue:42796", + "right": "issue:43650", + "accept": false, + "reason": "Tokenizer BPE marker handling and an unrelated 'ADD THE DATA' issue are not duplicates." + }, + { + "left": "issue:44075", + "right": "issue:44368", + "accept": false, + "reason": "SGD args being ignored is a training/optimizer bug, while the other is a model config warning." + }, + { + "left": "issue:43577", + "right": "issue:45216", + "accept": false, + "reason": "Different models and different failures: dtype propagation in BLIP2 versus incorrect Qwen3.5 checkpoint saving." + }, + { + "left": "issue:44351", + "right": "issue:45278", + "accept": false, + "reason": "The latter is an umbrella report of many import errors; it is not clearly the same concrete bug as HybridCache import failure." + }, + { + "left": "issue:41950", + "right": "issue:45020", + "accept": false, + "reason": "Video-classification processor mismatch and remote_code breakages are broad version/compatibility issues, but not the same underlying bug." + }, + { + "left": "issue:43976", + "right": "issue:45405", + "accept": false, + "reason": "Python version support failure and an unreleased dependency version bump are distinct release/dependency problems." + }, + { + "left": "issue:43381", + "right": "issue:47000", + "accept": false, + "reason": "Gradient checkpointing eval-mode behavior and RTDetrLoss infeasible-cost failure are unrelated." + }, + { + "left": "issue:44779", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions, but Deepseek and Granite are separate model families with different tokenization bugs." + }, + { + "left": "issue:44466", + "right": "issue:45276", + "accept": false, + "reason": "Tied-weight serialization depends on device; resize_token_embeddings not affecting specific Gemma embeddings is a different model-specific issue." + }, + { + "left": "issue:46082", + "right": "issue:46399", + "accept": false, + "reason": "LlamaConfig head_dim validation and Qwen3.5 rotary-pos-emb kernel registration are unrelated model/config 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": 27, + "review_unit_index": 42, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-516", + "nodes": [ + "issue:33290", + "issue:41950", + "issue:42175", + "issue:42994", + "issue:43299", + "issue:43317", + "issue:43441", + "issue:43479", + "issue:43525", + "issue:43644", + "issue:43650", + "issue:43653", + "issue:43854", + "issue:43873", + "issue:43901", + "issue:43931", + "issue:43976", + "issue:44016", + "issue:44242", + "issue:44246", + "issue:44261", + "issue:44263", + "issue:44291", + "issue:44336", + "issue:44462", + "issue:44623", + "issue:44683", + "issue:44749", + "issue:45081", + "issue:45103", + "issue:45200", + "issue:45357", + "issue:45372", + "issue:45397", + "issue:45542", + "issue:45588", + "issue:45593", + "issue:45656", + "issue:45823", + "issue:45834", + "issue:45859", + "issue:45907", + "issue:46082", + "issue:46209", + "issue:46512", + "issue:46851", + "issue:47000", + "issue:47145" + ], + "soft_pairs": [ + "issue:43299|issue:45357", + "issue:43653|issue:45593", + "issue:46082|issue:46512", + "issue:41950|issue:45823", + "issue:43650|issue:46209", + "issue:44242|issue:45200", + "issue:43644|issue:47145", + "issue:43299|issue:43854", + "issue:43931|issue:47145", + "issue:44462|issue:45081", + "issue:44683|issue:45542", + "issue:45588|issue:47000", + "issue:44016|issue:44291", + "issue:43479|issue:43525", + "issue:45081|issue:45907", + "issue:33290|issue:45656", + "issue:42994|issue:43317", + "issue:44336|issue:46851", + "issue:43441|issue:45834", + "issue:44623|issue:44749", + "issue:43873|issue:47145", + "issue:45859|issue:46851", + "issue:45103|issue:45372", + "issue:44261|issue:44263", + "issue:44623|issue:45397", + "issue:42175|issue:43976", + "issue:43901|issue:44246" + ], + "prepared_review_unit_hash": "3a93d2b047e75e69c844aba81c32b23a633be7dec4cc35088c044847517072ba", + "component_budget": { + "node_count": 516, + "item_count": 516, + "soft_pair_count": 1900, + "serialized_chars": 985297, + "estimated_input_tokens": 246325, + "estimated_eval_tokens": 492906 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 35742, + "estimated_input_tokens": 8936, + "estimated_eval_tokens": 18128 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set does not form a single duplicate cluster; the issues span unrelated bugs across modeling, tokenization, quantization/offload, docs, and packaging. I found no soft pair that clearly describes the same underlying code-path bug or change.", + "confidence": 0.91, + "canonical_issue_reason": "No single canonical issue: the titles and descriptions are too heterogeneous to represent one underlying defect.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43873 is the best representative only because it is active, high-discussion, and has the broadest impact in the quantization/offload area; it is not a duplicate anchor for the rest of the set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43299", + "right": "issue:45357", + "accept": false, + "reason": "Both are Qwen3/VL-related, but one is a model loading breakage and the other is incorrect visual encoder key saving; different code paths and failure modes." + }, + { + "left": "issue:43653", + "right": "issue:45593", + "accept": false, + "reason": "BigBirdTokenizer special-token decode bug and D-FINE auxiliary-loss omission are unrelated model/component bugs." + }, + { + "left": "issue:46082", + "right": "issue:46512", + "accept": false, + "reason": "One is LlamaConfig head_dim validation, the other is stale config.dtype after from_config; separate configuration issues." + }, + { + "left": "issue:41950", + "right": "issue:45823", + "accept": false, + "reason": "Video pipeline processor lookup and Gemma4 device-map mismatch are different subsystems with different symptoms." + }, + { + "left": "issue:43650", + "right": "issue:46209", + "accept": false, + "reason": "Generic placeholder issue and FP8 inference failure on B200 are unrelated." + }, + { + "left": "issue:44242", + "right": "issue:45200", + "accept": false, + "reason": "MoE load-balancing loss handling and mm_token_type_ids defaults are distinct training/model-input bugs." + }, + { + "left": "issue:43644", + "right": "issue:47145", + "accept": false, + "reason": "Both involve loading-time correctness, but one is a generic non-persistent buffer initialization regression and the other is FP8 compressed-tensors missing weight_scale application." + }, + { + "left": "issue:43299", + "right": "issue:43854", + "accept": false, + "reason": "Qwen3VL MoE loading breakage and GLM-4.7 Flash unit-test loading failure are different models and different errors." + }, + { + "left": "issue:43931", + "right": "issue:47145", + "accept": false, + "reason": "Shape mismatch for a Qwen3-VL model is not the same bug as FP8 frozen checkpoint weight_scale corruption." + }, + { + "left": "issue:44462", + "right": "issue:45081", + "accept": false, + "reason": "AutoTokenizer ignoring tokenizer.json and Mistral regex patch crashing are separate tokenizer-loading issues." + }, + { + "left": "issue:44683", + "right": "issue:45542", + "accept": false, + "reason": "Compiled flex_attention on torch>=2.9 and missing TensorFlow backend from tensorboard are unrelated packaging/runtime problems." + }, + { + "left": "issue:45588", + "right": "issue:47000", + "accept": false, + "reason": "Flash attention crashing on sink-less models and RTDetrLoss cost-matrix infeasibility are different failures in different code paths." + }, + { + "left": "issue:44016", + "right": "issue:44291", + "accept": false, + "reason": "Notebook syntax error and init_empty_weights TypeError are unrelated; one is documentation, the other is model construction." + }, + { + "left": "issue:43479", + "right": "issue:43525", + "accept": false, + "reason": "Phi4MultimodalConfig default initialization and Llama4Config missing pad_token_id are different config bugs." + }, + { + "left": "issue:45081", + "right": "issue:45907", + "accept": false, + "reason": "Mistral tokenizer regex crash and list_repo_files revision forwarding are unrelated API issues." + }, + { + "left": "issue:33290", + "right": "issue:45656", + "accept": false, + "reason": "Adafactor OOM in deepspeed and optimizer.step being called twice are not the same defect, even if both involve deepspeed." + }, + { + "left": "issue:42994", + "right": "issue:43317", + "accept": false, + "reason": "Quantized model saving failure and dequantized model offload load failure are related to quantization broadly but not the same concrete bug." + }, + { + "left": "issue:44336", + "right": "issue:46851", + "accept": false, + "reason": "ANSI codes in loading_report and Qwen3.5 variable-length position_ids behavior are unrelated." + }, + { + "left": "issue:43441", + "right": "issue:45834", + "accept": false, + "reason": "Ministral flash-attention failure and Kosmos2.5 long OCR index error are different model-specific bugs." + }, + { + "left": "issue:44623", + "right": "issue:44749", + "accept": false, + "reason": "Missing processor.save_pretrained files and Chinese-language performance regression report are unrelated." + }, + { + "left": "issue:43873", + "right": "issue:47145", + "accept": false, + "reason": "Both touch quantization/offload, but one is a broad offloading behavior issue and the other is a specific FP8 frozen-checkpoint weight_scale bug; not the same code-path." + }, + { + "left": "issue:45859", + "right": "issue:46851", + "accept": false, + "reason": "CPU offload incompatibility in Qwen3_5MoeTextRotaryEmbedding and variable-length position_ids handling are separate issues." + }, + { + "left": "issue:45103", + "right": "issue:45372", + "accept": false, + "reason": "auto_docstring future-annotations crash and Gemma 4 processor ImportError are unrelated utilities/dependency bugs." + }, + { + "left": "issue:44261", + "right": "issue:44263", + "accept": false, + "reason": "Missing rms_norm_eps precision issue and torch.split return values in GlmMoeDsaIndexer are different model implementation problems." + }, + { + "left": "issue:44623", + "right": "issue:45397", + "accept": false, + "reason": "Processor.save_pretrained missing files and Gemma-4 zero3 from_pretrained are different loading/saving paths." + }, + { + "left": "issue:42175", + "right": "issue:43976", + "accept": false, + "reason": "TensorFlow backend missing from torch install extras and Python version incompatibility are separate packaging issues." + }, + { + "left": "issue:43901", + "right": "issue:44246", + "accept": false, + "reason": "Pipeline docs about return_all_scores and import latency 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": 27, + "review_unit_index": 43, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-516", + "nodes": [ + "issue:41628", + "issue:42796", + "issue:43441", + "issue:43525", + "issue:43526", + "issue:43575", + "issue:43643", + "issue:43673", + "issue:43723", + "issue:43761", + "issue:43784", + "issue:43824", + "issue:43881", + "issue:43976", + "issue:44016", + "issue:44162", + "issue:44186", + "issue:44188", + "issue:44246", + "issue:44297", + "issue:44336", + "issue:44373", + "issue:44496", + "issue:44589", + "issue:44671", + "issue:44779", + "issue:44871", + "issue:44987", + "issue:45003", + "issue:45083", + "issue:45325", + "issue:45362", + "issue:45397", + "issue:45542", + "issue:45561", + "issue:45563", + "issue:45600", + "issue:45712", + "issue:45823", + "issue:46291", + "issue:46399", + "issue:46655", + "issue:46726", + "issue:46851", + "issue:47000", + "issue:47145", + "issue:47176", + "issue:47177" + ], + "soft_pairs": [ + "issue:47176|issue:47177", + "issue:45600|issue:45712", + "issue:44671|issue:44779", + "issue:43525|issue:43881", + "issue:43673|issue:43761", + "issue:43575|issue:47145", + "issue:44016|issue:45823", + "issue:44186|issue:47000", + "issue:44188|issue:44336", + "issue:44987|issue:45542", + "issue:43824|issue:43976", + "issue:43525|issue:43643", + "issue:43723|issue:44162", + "issue:42796|issue:43441", + "issue:44336|issue:44373", + "issue:44589|issue:45362", + "issue:45325|issue:46851", + "issue:44246|issue:44496", + "issue:46291|issue:46399", + "issue:44871|issue:47145", + "issue:44297|issue:45397", + "issue:45083|issue:46851", + "issue:41628|issue:43976", + "issue:46655|issue:46726", + "issue:43784|issue:45542", + "issue:46399|issue:46851", + "issue:43526|issue:45003", + "issue:45561|issue:45563" + ], + "prepared_review_unit_hash": "d532ef2867110f3f460b701ae84841154d1743e9bd3ade0cc08490e799411158", + "component_budget": { + "node_count": 516, + "item_count": 516, + "soft_pair_count": 1900, + "serialized_chars": 985297, + "estimated_input_tokens": 246325, + "estimated_eval_tokens": 492906 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36048, + "estimated_input_tokens": 9012, + "estimated_eval_tokens": 18280 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "No duplicate cluster emerges here: the suggested edges mostly connect unrelated issues that only share broad themes like imports, tokenizers, loading, CI, or security.", + "confidence": 0.97, + "canonical_issue_reason": "No clear canonical issue: the set is a grab bag of unrelated bug reports, so none cleanly represents a single underlying defect.", + "canonical_pr_reason": null, + "best_issue_reason": "No single issue is a good cluster root; 45561 is the most concrete and active report, but it is unrelated to most others and should not anchor the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:47176", + "right": "issue:47177", + "accept": false, + "reason": "Both are security issues, but one is a shell command-substitution allowlist bypass and the other is a tar/zip-slip file-write path; different bugs and fixes." + }, + { + "left": "issue:45600", + "right": "issue:45712", + "accept": false, + "reason": "One is a stale auto_mappings reference and the other is leftover dummy classes leaking into the namespace; same maintenance theme, not the same defect." + }, + { + "left": "issue:44671", + "right": "issue:44779", + "accept": false, + "reason": "CamemBERT MLM prediction corruption and Deepseek tokenizer output corruption are different model families and different code paths." + }, + { + "left": "issue:43525", + "right": "issue:43881", + "accept": false, + "reason": "Missing pad_token_id in Llama4Config and a glm-4v-9b loading failure are unrelated loading/configuration bugs." + }, + { + "left": "issue:43673", + "right": "issue:43761", + "accept": false, + "reason": "Chunked-prefill cache handling and CLIPVision hidden_states propagation are separate regressions in different model components." + }, + { + "left": "issue:43575", + "right": "issue:47145", + "accept": false, + "reason": "Tensor-parallel OOM on load and FP8 weight_scale not applied are different failure modes with different causes." + }, + { + "left": "issue:44016", + "right": "issue:45823", + "accept": false, + "reason": "A notebook syntax error and a Gemma4 device mismatch are unrelated issues." + }, + { + "left": "issue:44186", + "right": "issue:47000", + "accept": false, + "reason": "LayoutLMv2 tokenizer crashes and RTDetrLoss infeasible cost matrix are different model/runtime bugs." + }, + { + "left": "issue:44188", + "right": "issue:44336", + "accept": false, + "reason": "torch.compile attention-kernel branching and ANSI codes in loading_report are unrelated subsystems." + }, + { + "left": "issue:44987", + "right": "issue:45542", + "accept": false, + "reason": "Kernels version/revision requirements and a TensorFlow backend import error are different dependency problems." + }, + { + "left": "issue:43824", + "right": "issue:43976", + "accept": false, + "reason": "Missing Qwen2_5_VL export and Python 3.9/3.10 compatibility are unrelated issues." + }, + { + "left": "issue:44246", + "right": "issue:44496", + "accept": false, + "reason": "Slow imports and an unrecognized model_type load error are not the same bug." + }, + { + "left": "issue:44871", + "right": "issue:47145", + "accept": false, + "reason": "Gemma eos_token_id inconsistency and FP8 checkpoint scaling omission are different model-configuration problems." + }, + { + "left": "issue:44297", + "right": "issue:45397", + "accept": false, + "reason": "tokenizer_class mismatch on save and Gemma4 zero3 from_pretrained failure do not share a concrete code-path cause." + }, + { + "left": "issue:45083", + "right": "issue:46851", + "accept": false, + "reason": "A feature-extractor length helper issue and a variable-length position_ids bug in Qwen3.5 are different implementations and symptoms." + }, + { + "left": "issue:46291", + "right": "issue:46399", + "accept": false, + "reason": "Pipeline import failing on kernels metadata and a missing decorator for apply_rotary_pos_emb registration are distinct kernel-integration bugs." + }, + { + "left": "issue:43784", + "right": "issue:45542", + "accept": false, + "reason": "Sentence-transformers import NameError and the tensorboard-without-TF backend error are separate import/dependency failures." + }, + { + "left": "issue:46399", + "right": "issue:46851", + "accept": false, + "reason": "Missing kernel registration decorator and variable-length position_ids are unrelated Qwen3.5 problems." + }, + { + "left": "issue:43526", + "right": "issue:45003", + "accept": false, + "reason": "BEiT reduce_labels behavior and unsafe sys.modules access are different code paths with different fixes." + }, + { + "left": "issue:45561", + "right": "issue:45563", + "accept": false, + "reason": "A pytest-xdist file race and a stale paged-generate warning are different testing/runtime issues." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 44, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-516", + "nodes": [ + "issue:36246", + "issue:41950", + "issue:42491", + "issue:42757", + "issue:42886", + "issue:43257", + "issue:43262", + "issue:43299", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43901", + "issue:44220", + "issue:44242", + "issue:44246", + "issue:44295", + "issue:44336", + "issue:44351", + "issue:44451", + "issue:44479", + "issue:44485", + "issue:44496", + "issue:44749", + "issue:44779", + "issue:44871", + "issue:45003", + "issue:45072", + "issue:45103", + "issue:45137", + "issue:45292", + "issue:45362", + "issue:45375", + "issue:45397", + "issue:45561", + "issue:45588", + "issue:45593", + "issue:45759", + "issue:46132", + "issue:46399", + "issue:46506", + "issue:46614", + "issue:46655", + "issue:46665", + "issue:46752", + "issue:46821", + "issue:46829", + "issue:46851" + ], + "soft_pairs": [ + "issue:43540|issue:46752", + "issue:45103|issue:46399", + "issue:45072|issue:46829", + "issue:44295|issue:45397", + "issue:44246|issue:44871", + "issue:43531|issue:45362", + "issue:45588|issue:46851", + "issue:46614|issue:46665", + "issue:42491|issue:43299", + "issue:44336|issue:44485", + "issue:45003|issue:46821", + "issue:44242|issue:45593", + "issue:43550|issue:46506", + "issue:42886|issue:46132", + "issue:44779|issue:45292", + "issue:36246|issue:42757", + "issue:36246|issue:44351", + "issue:43901|issue:45003", + "issue:43257|issue:45137", + "issue:44496|issue:45003", + "issue:41950|issue:44220", + "issue:43540|issue:46655", + "issue:43262|issue:44246", + "issue:44451|issue:46752", + "issue:45375|issue:45759", + "issue:44479|issue:46655", + "issue:44295|issue:44749", + "issue:45003|issue:45561" + ], + "prepared_review_unit_hash": "61cc0828e8a4d6ab928c8a32644a067c775418cbdae5391d375812b6a4143d3a", + "component_budget": { + "node_count": 516, + "item_count": 516, + "soft_pair_count": 1900, + "serialized_chars": 985297, + "estimated_input_tokens": 246325, + "estimated_eval_tokens": 492906 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35590, + "estimated_input_tokens": 8898, + "estimated_eval_tokens": 18052 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous Transformers bug reports with only broad thematic overlap; none of the suggested soft pairs look like true duplicates. The strongest representative issue is the Qwen video regression in v5.3.0.", + "confidence": 0.83, + "canonical_issue_reason": "issue:44479 is the clearest, broadest regression report: it names a specific version break and spans several closely related Qwen video model variants, making it the best triage anchor.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44479 best captures the most central user-facing failure pattern in the set and is specific enough to serve as a canonical tracker.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43540", + "right": "issue:46752", + "accept": false, + "reason": "Different code paths: Qwen3OmniMoe video preprocessing vs empty-list chat templating." + }, + { + "left": "issue:45103", + "right": "issue:46399", + "accept": false, + "reason": "Unrelated failures: auto-docstring annotation handling vs Qwen3.5 kernel registration." + }, + { + "left": "issue:45072", + "right": "issue:46829", + "accept": false, + "reason": "Different models and bugs: bf16 dtype mismatch vs incorrect hidden_states assignment." + }, + { + "left": "issue:44295", + "right": "issue:45397", + "accept": false, + "reason": "No shared underlying bug: buffer access on position_ids vs gemma-4 ZeRO3 loading." + }, + { + "left": "issue:44246", + "right": "issue:44871", + "accept": false, + "reason": "Performance/import issue versus EOS token config mismatch; not the same defect." + }, + { + "left": "issue:43531", + "right": "issue:45362", + "accept": false, + "reason": "Different Qwen failures: sliding_window logic vs chat crash on Qwen3.5-35B." + }, + { + "left": "issue:45588", + "right": "issue:46851", + "accept": false, + "reason": "Different subsystems: flash-attention sink handling vs variable-length position_ids in Qwen3.5." + }, + { + "left": "issue:46614", + "right": "issue:46665", + "accept": false, + "reason": "Tokenizer backend state bug is unrelated to from_pretrained behavior inside classes." + }, + { + "left": "issue:42491", + "right": "issue:43299", + "accept": false, + "reason": "Both are Qwen MoE-related, but one is LoRA compatibility and the other is multimodal model loading; not one bug." + }, + { + "left": "issue:44336", + "right": "issue:44485", + "accept": false, + "reason": "ANSI/report formatting issue is unrelated to RoPE implementation discussion." + }, + { + "left": "issue:45003", + "right": "issue:46821", + "accept": false, + "reason": "sys.modules access bug is unrelated to TimesFM window_size attribute handling." + }, + { + "left": "issue:44242", + "right": "issue:45593", + "accept": false, + "reason": "Both involve missing auxiliary losses, but for different models and different triggering flags/code paths." + }, + { + "left": "issue:43550", + "right": "issue:46506", + "accept": false, + "reason": "torch.compile SDPA crash is unrelated to CPU/CUDA result divergence in a different model." + }, + { + "left": "issue:42886", + "right": "issue:46132", + "accept": false, + "reason": "Offline cache loading bug is unrelated to AttentionInterface.register behavior change." + }, + { + "left": "issue:44779", + "right": "issue:45292", + "accept": false, + "reason": "Tokenizer output regression is unrelated to resize_token_embeddings not updating output embeddings." + }, + { + "left": "issue:36246", + "right": "issue:42757", + "accept": false, + "reason": "Both are import errors, but for different symbols, packages, and causes." + }, + { + "left": "issue:36246", + "right": "issue:44351", + "accept": false, + "reason": "Missing Qwen2_5_VLImageProcessor export is not the same as missing HybridCache export." + }, + { + "left": "issue:43901", + "right": "issue:45003", + "accept": false, + "reason": "Documentation mismatch is unrelated to unsafe sys.modules access." + }, + { + "left": "issue:43257", + "right": "issue:45137", + "accept": false, + "reason": "Both mention DeepSpeed, but one is Qwen3 MoE weight conversion and the other is a ZeRO3 deque error." + }, + { + "left": "issue:44496", + "right": "issue:45003", + "accept": false, + "reason": "Unrecognized model/config issue is unrelated to sys.modules lookup safety." + }, + { + "left": "issue:41950", + "right": "issue:44220", + "accept": false, + "reason": "Video-classification processor selection bug is unrelated to _torch_extract_fbank_features()." + }, + { + "left": "issue:43540", + "right": "issue:46655", + "accept": false, + "reason": "Different video-processing bugs in different models; no evidence they share the same fix." + }, + { + "left": "issue:43262", + "right": "issue:44246", + "accept": false, + "reason": "Audio sampling-rate defaulting is unrelated to import slowness." + }, + { + "left": "issue:44451", + "right": "issue:46752", + "accept": false, + "reason": "Model loading failure is unrelated to empty-list chat templating." + }, + { + "left": "issue:45375", + "right": "issue:45759", + "accept": false, + "reason": "Both are Qwen multimodal config issues, but one drops a field and the other fails to unwrap text_config; not the same bug." + }, + { + "left": "issue:44479", + "right": "issue:46655", + "accept": false, + "reason": "Both touch video inputs, but the affected models and failure modes differ." + }, + { + "left": "issue:44295", + "right": "issue:44749", + "accept": false, + "reason": "position_ids buffer issue is unrelated to the reported 5.3.0 slowdown regression." + }, + { + "left": "issue:45003", + "right": "issue:45561", + "accept": false, + "reason": "Unsafe module access and xdist file race are unrelated test/runtime issues." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 45, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-516", + "nodes": [ + "issue:29870", + "issue:30333", + "issue:36246", + "issue:42199", + "issue:43065", + "issue:43295", + "issue:43352", + "issue:43408", + "issue:43475", + "issue:43526", + "issue:43540", + "issue:43596", + "issue:43653", + "issue:44038", + "issue:44060", + "issue:44077", + "issue:44162", + "issue:44242", + "issue:44368", + "issue:44466", + "issue:44479", + "issue:44623", + "issue:44857", + "issue:44877", + "issue:44977", + "issue:44987", + "issue:45137", + "issue:45200", + "issue:45250", + "issue:45292", + "issue:45335", + "issue:45375", + "issue:45397", + "issue:45412", + "issue:45459", + "issue:45600", + "issue:45656", + "issue:45859", + "issue:46123", + "issue:46170", + "issue:46369", + "issue:46399", + "issue:46506", + "issue:46726", + "issue:46851", + "issue:46894", + "issue:46897", + "issue:47000" + ], + "soft_pairs": [ + "issue:44162|issue:45200", + "issue:45292|issue:47000", + 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"right": "issue:45200", + "accept": false, + "reason": "Different model families and failure modes; one is an ESM2 breakage report, the other is a Gemma 4 token-id requirement issue." + }, + { + "left": "issue:45292", + "right": "issue:47000", + "accept": false, + "reason": "Resize-token-embedding behavior is unrelated to RT-DETR loss infeasibility." + }, + { + "left": "issue:45137", + "right": "issue:45600", + "accept": false, + "reason": "DeepSpeed ZeRO3 deque/indexing failure is unrelated to a Sam3LiteText config reference in auto_mappings." + }, + { + "left": "issue:45859", + "right": "issue:46399", + "accept": false, + "reason": "Both are Qwen3.5-related, but one is CPU-offload incompatibility in rotary embedding and the other is a kernel registration/decorator error." + }, + { + "left": "issue:43295", + "right": "issue:45292", + "accept": false, + "reason": "Processor/tokenizer regression is unrelated to embedding-resize not updating output embeddings." + }, + { + "left": "issue:36246", + "right": "issue:43596", + "accept": false, + "reason": "ImportError for a missing image processor class is not the same as the ZeRO3/BertModel empty-tensor index error." + }, + { + "left": "issue:43475", + "right": "issue:46369", + "accept": false, + "reason": "Both mention SAM3, but one is a missing attribute on vision encoder output and the other is a memory overflow in sam3-litetext." + }, + { + "left": "issue:44466", + "right": "issue:45335", + "accept": false, + "reason": "Both touch embeddings, but one is device-dependent serialization of tied weights and the other is resize_token_embeddings not reaching decoder.embed_tokens." + }, + { + "left": "issue:44623", + "right": "issue:46726", + "accept": false, + "reason": "Missing files in save_pretrained is a different bug from AutoProcessor failing when a required vision backend is absent." + }, + { + "left": "issue:44877", + "right": "issue:45375", + "accept": false, + "reason": "Both involve strict config handling, but they are different model configs and different symptoms." + }, + { + "left": "issue:44242", + "right": "issue:44857", + "accept": false, + "reason": "Load-balancing loss gating is unrelated to an AMP/CUDA crash in LwDetrImageLoss." + }, + { + "left": "issue:44038", + "right": "issue:46506", + "accept": false, + "reason": "These concern different models and different problems; one is a Qwen3-VL-Moe issue, the other is CPU/CUDA result divergence in PPDocLayoutV3." + }, + { + "left": "issue:43526", + "right": "issue:46897", + "accept": false, + "reason": "BEiT reduce_labels returning one label is unrelated to a Florence2 double-shift training-loss bug." + }, + { + "left": "issue:44987", + "right": "issue:45459", + "accept": false, + "reason": "Version-specific loading failure is unrelated to exception masking when protobuf is missing." + }, + { + "left": "issue:29870", + "right": "issue:30333", + "accept": false, + "reason": "A Bart generate() UnboundLocalError has no relation to MLFlow reporting after training failure." + }, + { + "left": "issue:43352", + "right": "issue:45250", + "accept": false, + "reason": "The first is a specific model not supporting Flash Attention 2.0 yet; the second is too generic and not demonstrably the same defect." + }, + { + "left": "issue:43526", + "right": "issue:46894", + "accept": false, + "reason": "BEiT label reduction and CohereASR training-loss double-shift are unrelated bugs." + }, + { + "left": "issue:44479", + "right": "issue:46170", + "accept": false, + "reason": "A video-input regression in Qwen models is unrelated to a Windows/ROCm torch.distributed import/type error." + }, + { + "left": "issue:42199", + "right": "issue:46851", + "accept": false, + "reason": "DETR cardinality validation and Qwen3.5 variable-length position_ids are different code paths and failure modes." + }, + { + "left": "issue:44060", + "right": "issue:44077", + "accept": false, + "reason": "Incorrect tied-weights warning logic is unrelated to a patchtsmixer post_init allowance change." + }, + { + "left": "issue:44368", + "right": "issue:44977", + "accept": false, + "reason": "A tie_word_embeddings warning during LoRA fine-tuning is not the same as a flash-attention generation regression." + }, + { + "left": "issue:43653", + "right": "issue:44162", + "accept": false, + "reason": "BigBird tokenizer special-token registration bug is unrelated to ESM2 breakage." + }, + { + "left": "issue:45397", + "right": "issue:45656", + "accept": false, + "reason": "Gemma-4 ZeRO3 from_pretrained loading and a double optimizer-step issue in DeepSpeed are distinct problems." + }, + { + "left": "issue:45412", + "right": "issue:46123", + "accept": false, + "reason": "RT-DETR model memory leakage and MaskGenerationPipeline partial-batch dropping are unrelated." + }, + { + "left": "issue:43065", + "right": "issue:43408", + "accept": false, + "reason": "A dummy Conv2d in Sam3PixelDecoder is not the same issue as a sam3_video vs sam3_tracker model-type warning." + }, + { + "left": "issue:44877", + "right": "issue:45375", + "accept": false, + "reason": "Repeated: these are different strict-config bugs on different models, not duplicates." + }, + { + "left": "issue:43475", + "right": "issue:43540", + "accept": false, + "reason": "Missing fpn_position_embeddings in Sam3VisionEncoderOutput is unrelated to a Qwen3OmniMoe video-input ValueError." + }, + { + "left": "issue:45292", + "right": "issue:47000", + "accept": false, + "reason": "Repeated: resize_token_embeddings affecting embeddings is unrelated to RT-DETR cost-matrix infeasibility." + } + ] + }, + "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": 27, + "review_unit_index": 46, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-516", + "nodes": [ + "issue:42886", + "issue:42994", + "issue:43065", + "issue:43482", + "issue:43646", + "issue:43701", + "issue:43723", + "issue:43906", + "issue:43931", + "issue:43994", + "issue:44162", + "issue:44188", + "issue:44297", + "issue:44361", + "issue:44368", + "issue:44483", + "issue:44623", + "issue:44749", + "issue:44871", + "issue:44964", + "issue:44995", + "issue:45103", + "issue:45137", + "issue:45200", + "issue:45229", + "issue:45375", + "issue:45478", + "issue:45563", + "issue:45588", + "issue:45593", + "issue:45656", + "issue:45685", + "issue:45987", + "issue:46082", + "issue:46123", + "issue:46132", + "issue:46170", + "issue:46202", + "issue:46421", + "issue:46431", + "issue:46710", + "issue:46726", + "issue:46752", + "issue:46832", + "issue:46858", + "issue:47020", + "issue:47068", + "issue:47145" + ], + "soft_pairs": [ + "issue:46170|issue:46832", + "issue:42886|issue:45229", + "issue:43723|issue:46710", + "issue:43931|issue:44368", + "issue:44188|issue:46202", + "issue:44368|issue:45563", + "issue:44995|issue:45200", + "issue:46132|issue:47145", + "issue:44483|issue:46202", + "issue:43906|issue:46202", + "issue:44188|issue:46421", + "issue:45593|issue:47068", + "issue:44995|issue:45588", + "issue:45987|issue:46082", + "issue:45685|issue:46431", + "issue:44361|issue:44749", + "issue:45103|issue:46858", + "issue:44297|issue:44623", + "issue:43065|issue:46123", + "issue:43994|issue:46726", + "issue:43701|issue:44749", + "issue:44749|issue:45656", + "issue:43646|issue:44162", + "issue:44623|issue:45656", + "issue:46752|issue:47020", + "issue:44964|issue:45137", + "issue:44871|issue:46132", + "issue:45375|issue:45478", + "issue:42994|issue:43482" + ], + "prepared_review_unit_hash": "979d2f3aa910b31aa85ff9cdb9d021788d8eb3ab48a3875393184498bb92df93", + "component_budget": { + "node_count": 516, + "item_count": 516, + "soft_pair_count": 1900, + "serialized_chars": 985297, + "estimated_input_tokens": 246325, + "estimated_eval_tokens": 492906 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36558, + "estimated_input_tokens": 9140, + "estimated_eval_tokens": 18536 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Most pairs are only superficially similar and do not look like true duplicates. The only likely duplicate pair is the Qwen3.5 MoE config-loading failure reports (45375/45478).", + "confidence": 0.86, + "canonical_issue_reason": "issue:45375 is the most specific root-cause report: it names the missing `deepstack_visual_indexes` field and explains the strict-loading drop, which makes it the best anchor for the duplicate set.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45375 is the clearest and most actionable description of the underlying bug, while 45478 reads as a broader symptom report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46170", + "right": "issue:46832", + "accept": false, + "reason": "Different failures in different code paths: Windows/ROCm import-time dependency handling vs RT-DETR forward shape mismatch." + }, + { + "left": "issue:42886", + "right": "issue:45229", + "accept": false, + "reason": "Tokenizer offline cache loading and Gemma4 multi-GPU OOM are unrelated." + }, + { + "left": "issue:43723", + "right": "issue:46710", + "accept": false, + "reason": "Both involve v5 upgrades, but one is tokenizer loading while the other is an accuracy regression in a model; not the same bug." + }, + { + "left": "issue:43931", + "right": "issue:44368", + "accept": false, + "reason": "Qwen3-VL weight-shape mismatch and a tie_word_embeddings warning are different issues." + }, + { + "left": "issue:44188", + "right": "issue:46202", + "accept": false, + "reason": "Different problem classes: torch.compile attention-kernel divergence vs Gemma pipeline roundtrip/tokenization behavior." + }, + { + "left": "issue:44368", + "right": "issue:45563", + "accept": false, + "reason": "A config warning about `tie_word_embeddings` is not the same as a stale warning on `num_return_sequences`." + }, + { + "left": "issue:44995", + "right": "issue:45200", + "accept": false, + "reason": "GlmMoeDsa second-pass cache crash and Gemma4 `mm_token_type_ids` defaulting are different bugs." + }, + { + "left": "issue:46132", + "right": "issue:47145", + "accept": false, + "reason": "AttentionInterface registration semantics and FP8 checkpoint weight-scale loading are unrelated." + }, + { + "left": "issue:44483", + "right": "issue:46202", + "accept": false, + "reason": "API request rejection in /v1/chat/completions is not the same as a Gemma pipeline roundtrip failure." + }, + { + "left": "issue:43906", + "right": "issue:46202", + "accept": false, + "reason": "The isolated reproduction issue does not match the Gemma tokenizer/pipeline failure described here." + }, + { + "left": "issue:44188", + "right": "issue:46421", + "accept": false, + "reason": "Both mention compile/cache behavior, but one is attention-kernel divergence and the other is spurious recompilation from cache initialization." + }, + { + "left": "issue:45593", + "right": "issue:47068", + "accept": false, + "reason": "D-FINE auxiliary-loss behavior and DeepSpeed loss host-sync concern are different code paths and symptoms." + }, + { + "left": "issue:44995", + "right": "issue:45588", + "accept": false, + "reason": "A stale indexer cache crash is not the same as flash-attention crashing on `s_aux=None`." + }, + { + "left": "issue:45987", + "right": "issue:46082", + "accept": false, + "reason": "StaticCache return-type contract and LlamaConfig head_dim validation are unrelated." + }, + { + "left": "issue:45685", + "right": "issue:46431", + "accept": false, + "reason": "MPS histogram support for Int and missing chat templates are separate failures." + }, + { + "left": "issue:44361", + "right": "issue:44749", + "accept": false, + "reason": "Tokenizer AttributeError on tasks and a Transformers upgrade slowdown are not the same underlying issue." + }, + { + "left": "issue:45103", + "right": "issue:46858", + "accept": false, + "reason": "Auto-docstring annotations handling and cache seq-length device-tensor behavior are unrelated." + }, + { + "left": "issue:44297", + "right": "issue:44623", + "accept": false, + "reason": "Tokenizer save writing the wrong class and processor save missing files are different save_pretrained bugs." + }, + { + "left": "issue:43065", + "right": "issue:46123", + "accept": false, + "reason": "Dummy Conv2d in Sam3PixelDecoder and MaskGenerationPipeline partial-batch handling are unrelated." + }, + { + "left": "issue:43994", + "right": "issue:46726", + "accept": false, + "reason": "Nonsensical results from a model/pipeline and missing vision-backend handling in AutoProcessor are different issues." + }, + { + "left": "issue:43701", + "right": "issue:44749", + "accept": false, + "reason": "Checkpoint key mismatch and performance regression after upgrade are not the same bug." + }, + { + "left": "issue:44749", + "right": "issue:45656", + "accept": false, + "reason": "A slowdown after upgrading Transformers is unrelated to DeepSpeed calling optimizer.step twice." + }, + { + "left": "issue:43646", + "right": "issue:44162", + "accept": false, + "reason": "Generic v5 custom-model initialization breakage and an ESM2-specific regression are too different to merge." + }, + { + "left": "issue:44623", + "right": "issue:45656", + "accept": false, + "reason": "Missing processor save files and duplicate optimizer stepping are different problems." + }, + { + "left": "issue:46752", + "right": "issue:47020", + "accept": false, + "reason": "Empty-list chat template crash and XLMRobertaTokenizer Unigram init type mismatch are unrelated." + }, + { + "left": "issue:44964", + "right": "issue:45137", + "accept": false, + "reason": "Phi-4 multimodal loading failure and DeepSpeed ZeRO3 deque underflow are unrelated." + }, + { + "left": "issue:44871", + "right": "issue:46132", + "accept": false, + "reason": "Gemma eos_token_id inconsistency and AttentionInterface.register behavior changes are different issues." + }, + { + "left": "issue:45375", + "right": "issue:45478", + "accept": true, + "reason": "Both describe the same Qwen3.5 MoE loading/config failure; 45375 gives the concrete missing-field root cause while 45478 reports the broader from_pretrained error." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well grounded in the packet, and the only accepted pair (45375/45478) is a conservative, defensible duplicate call: both concern Qwen3.5 MoE loading/config failures, with 45375 providing the more specific root cause. The rejected soft-edge pairs are phrased conservatively and do not overstate evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 47, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-516", + "nodes": [ + "issue:28282", + "issue:30990", + "issue:36010", + "issue:39692", + "issue:41628", + "issue:42371", + "issue:42994", + "issue:43232", + "issue:43475", + "issue:43525", + "issue:43643", + "issue:43673", + "issue:43723", + "issue:43784", + "issue:43824", + "issue:43873", + "issue:43986", + "issue:44038", + "issue:44188", + "issue:44351", + "issue:44373", + "issue:44623", + "issue:44661", + "issue:44857", + "issue:44869", + "issue:44933", + "issue:44945", + "issue:45092", + "issue:45137", + "issue:45230", + "issue:45310", + "issue:45356", + "issue:45375", + "issue:45397", + "issue:45406", + "issue:45561", + "issue:45593", + "issue:45753", + "issue:46202", + "issue:46326", + "issue:46399", + "issue:46463", + "issue:46726", + "issue:46821", + "issue:46851", + "issue:46877", + "issue:47000", + "issue:47059" + ], + "soft_pairs": [ + "issue:43475|issue:46821", + "issue:43475|issue:43643", + "issue:39692|issue:46726", + "issue:44188|issue:46851", + "issue:45230|issue:45397", + "issue:43232|issue:43673", + "issue:44373|issue:46851", + "issue:28282|issue:30990", + "issue:43986|issue:46726", + "issue:45310|issue:45375", + "issue:44038|issue:44623", + "issue:46877|issue:47000", + "issue:46463|issue:46877", + "issue:41628|issue:44933", + "issue:42994|issue:43525", + "issue:44869|issue:45356", + "issue:43723|issue:46326", + "issue:42371|issue:45092", + "issue:43784|issue:46399", + "issue:43873|issue:44945", + "issue:45137|issue:47000", + "issue:41628|issue:44351", + "issue:36010|issue:41628", + "issue:42994|issue:43824", + "issue:44945|issue:45753", + "issue:44038|issue:45310", + "issue:45561|issue:47059", + "issue:44857|issue:46877", + "issue:45406|issue:46202", + "issue:45593|issue:46877", + "issue:44661|issue:47059" + ], + "prepared_review_unit_hash": "ed3a4d713f1626bf078780559e6ec2ea00e5578ff98a838459407ceb4dca02c0", + "component_budget": { + "node_count": 516, + "item_count": 516, + "soft_pair_count": 1900, + "serialized_chars": 985297, + "estimated_input_tokens": 246325, + "estimated_eval_tokens": 492906 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36666, + "estimated_input_tokens": 9167, + "estimated_eval_tokens": 18590 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a heterogeneous set of closed Transformers issues. There are a few loose thematic overlaps around import/export regressions and model-family-specific runtime errors, but none of the soft-edge pairs look like the same concrete bug/change.", + "confidence": 0.55, + "canonical_issue_reason": "Issue 41628 is the most broadly representative of the cluster\u2019s recurring API/import-regression theme and is a clear, concrete failure report.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 41628 is a good global representative because it is specific, user-facing, and closer than the other items to the repeated import/export breakage pattern seen in this set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43475", + "right": "issue:46821", + "accept": false, + "reason": "Different models and code paths: SAM3 vision encoder output vs TimesFM window_size handling." + }, + { + "left": "issue:43475", + "right": "issue:43643", + "accept": false, + "reason": "One is a missing field on a model output object; the other is missing config fields from trust_remote_code AutoConfig loading." + }, + { + "left": "issue:39692", + "right": "issue:46726", + "accept": false, + "reason": "Docs/example errors are not the same as AutoProcessor backend-missing import behavior." + }, + { + "left": "issue:44188", + "right": "issue:46851", + "accept": false, + "reason": "Both mention Qwen3.5-related inference, but one is attention-kernel branching under torch.compile and the other is variable-length position_ids behavior." + }, + { + "left": "issue:45230", + "right": "issue:45397", + "accept": false, + "reason": "The first is a generic bug report title with no concrete match; the second is a specific gemma-4 zero3 from_pretrained issue." + }, + { + "left": "issue:43232", + "right": "issue:43673", + "accept": false, + "reason": "Both are generation-related, but they describe different failures in different generation internals." + }, + { + "left": "issue:44373", + "right": "issue:46851", + "accept": false, + "reason": "Wrong docstring is documentation-only; the other is a runtime bug with variable-length inputs." + }, + { + "left": "issue:28282", + "right": "issue:30990", + "accept": false, + "reason": "PyTorch import failure and Sentence Transformers loading hang are unrelated symptoms and code paths." + }, + { + "left": "issue:43986", + "right": "issue:46726", + "accept": false, + "reason": "Both involve AutoProcessor, but one is missing torchvision for a video model and the other is an unrecognized image processor message." + }, + { + "left": "issue:45310", + "right": "issue:45375", + "accept": false, + "reason": "Both are Qwen3.5-related, but one is a from_pretrained error and the other is a missing config field dropped by strict parsing." + }, + { + "left": "issue:44038", + "right": "issue:44623", + "accept": false, + "reason": "One is a Qwen3-VL-Moe bug; the other is processor.save_pretrained missing files." + }, + { + "left": "issue:46877", + "right": "issue:47000", + "accept": false, + "reason": "auto_docstring import-time stdout diagnostics and RTDetrLoss infeasible cost matrix are unrelated." + }, + { + "left": "issue:46463", + "right": "issue:46877", + "accept": false, + "reason": "Decoder input validation messaging and docstring lint output are different subsystems and failure modes." + }, + { + "left": "issue:41628", + "right": "issue:44933", + "accept": false, + "reason": "Both are import-related, but they concern different modules and symbols, not the same missing export." + }, + { + "left": "issue:42994", + "right": "issue:43525", + "accept": false, + "reason": "Quantized model saving failure is unrelated to Llama4Config missing pad_token_id." + }, + { + "left": "issue:44869", + "right": "issue:45356", + "accept": false, + "reason": "Whisper decode crash on a trailing replacement character is not the same as the Kimi tokenizer regression." + }, + { + "left": "issue:43723", + "right": "issue:46326", + "accept": false, + "reason": "Both are tokenizer-related, but one is AutoTokenizer loading in v5 and the other is continue_final_message on mistral_common tokenizers." + }, + { + "left": "issue:42371", + "right": "issue:45092", + "accept": false, + "reason": "TF32 settings API guidance is unrelated to remote-code checkpoint/meta-init incompatibility." + }, + { + "left": "issue:43784", + "right": "issue:46399", + "accept": false, + "reason": "Import-time NameError in sentence-transformers and a Qwen3.5 kernel registration crash are different bugs." + }, + { + "left": "issue:43873", + "right": "issue:44945", + "accept": false, + "reason": "Quantization/offloading behavior and pipeline-parallel incorrect output are distinct problems." + }, + { + "left": "issue:45137", + "right": "issue:47000", + "accept": false, + "reason": "DeepSpeed ZeRO3 deque underflow and RTDetrLoss cost-matrix infeasibility are unrelated." + }, + { + "left": "issue:41628", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but they are for different symbols and likely different fixes." + }, + { + "left": "issue:36010", + "right": "issue:41628", + "accept": false, + "reason": "GenerationMixin import from transformers.generation and AutoImageProcessor import from transformers are separate missing-symbol regressions." + }, + { + "left": "issue:42994", + "right": "issue:43824", + "accept": false, + "reason": "Quantized saving failure and missing Qwen2_5_VLForConditionalGeneration import are unrelated." + }, + { + "left": "issue:44945", + "right": "issue:45753", + "accept": false, + "reason": "Pipeline parallelism output correctness and a specific-image infinite loop are different runtime failures." + }, + { + "left": "issue:44038", + "right": "issue:45310", + "accept": false, + "reason": "Both mention Qwen3.5/Qwen3.5-Moe, but the concrete failures are different from_pretrained/bug paths." + }, + { + "left": "issue:45561", + "right": "issue:47059", + "accept": false, + "reason": "pytest-xdist race in testing utils and a cli incompatibility with huggingface_hub are unrelated." + }, + { + "left": "issue:44857", + "right": "issue:46877", + "accept": false, + "reason": "CUDA float16 loss crash and docstring lint stdout noise are unrelated." + }, + { + "left": "issue:45406", + "right": "issue:46202", + "accept": false, + "reason": "Gemma4Processor missing _tokenizer and Gemma pipeline roundtrip on \u2581 are different issues." + }, + { + "left": "issue:45593", + "right": "issue:46877", + "accept": false, + "reason": "D-FINE auxiliary-loss behavior and docstring lint output are unrelated." + }, + { + "left": "issue:44661", + "right": "issue:47059", + "accept": false, + "reason": "Model-mapping logic failure and CLI completion attr error 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": 27, + "review_unit_index": 48, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-516", + "nodes": [ + "issue:30333", + "issue:30990", + "issue:33290", + "issue:35141", + "issue:39692", + "issue:42175", + "issue:42673", + "issue:42831", + "issue:42898", + "issue:43232", + "issue:43479", + "issue:43704", + "issue:43723", + "issue:43784", + "issue:43824", + "issue:43976", + "issue:44016", + "issue:44079", + "issue:44186", + "issue:44222", + "issue:44496", + "issue:44568", + "issue:44623", + "issue:44743", + "issue:44779", + "issue:44792", + "issue:44869", + "issue:44933", + "issue:45081", + "issue:45103", + "issue:45310", + "issue:45405", + "issue:45561", + "issue:45600", + "issue:45712", + "issue:45812", + "issue:46077", + "issue:46123", + "issue:46202", + "issue:46231", + "issue:46693", + "issue:46701", + "issue:46829", + "issue:46877", + "issue:46909", + "issue:47059", + "issue:47068", + "issue:47085" + ], + "soft_pairs": [ + "issue:44222|issue:45310", + "issue:45081|issue:45103", + "issue:46202|issue:46701", + "issue:43232|issue:44792", + "issue:42673|issue:43704", + "issue:42831|issue:44222", + "issue:42175|issue:44933", + "issue:44496|issue:45561", + "issue:45405|issue:46877", + "issue:30333|issue:33290", + "issue:44743|issue:47068", + "issue:43976|issue:44933", + "issue:30990|issue:35141", + "issue:43479|issue:46829", + "issue:42898|issue:44568", + "issue:45561|issue:45600", + "issue:42175|issue:45712", + "issue:44568|issue:47085", + "issue:44623|issue:45310", + "issue:42673|issue:46693", + "issue:44186|issue:47085", + "issue:45600|issue:47059", + "issue:46077|issue:46123", + "issue:42898|issue:45812", + "issue:43723|issue:44568", + "issue:43479|issue:44869", + "issue:44016|issue:46231", + "issue:39692|issue:46909", + "issue:43784|issue:43824", + "issue:42898|issue:44779", + "issue:43479|issue:44079" + ], + "prepared_review_unit_hash": "4a3f76297b34ea9e55df28742235d3512d7289da2f02d161e173fd744f1620b3", + "component_budget": { + "node_count": 516, + "item_count": 516, + "soft_pair_count": 1900, + "serialized_chars": 985297, + "estimated_input_tokens": 246325, + "estimated_eval_tokens": 492906 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37166, + "estimated_input_tokens": 9292, + "estimated_eval_tokens": 18840 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a heterogeneous set of issues with a few tokenizer/v5 regressions mixed in; the only clear duplicate pair is the Qwen3ForCausalLM VRAM leak report (42673/43704).", + "confidence": 0.69, + "canonical_issue_reason": "issue:42673 is the best canonical anchor: it is the earlier, more detailed VRAM-leak report, and issue:43704 is a later near-verbatim duplicate.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:42673 is the strongest issue to keep for this cluster because it is the only exact duplicate target and the most concrete, well-described bug report in the set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44222", + "right": "issue:45310", + "accept": false, + "reason": "Both involve MoE/FP8, but one is save_pretrained behavior and the other is a from_pretrained load error; different bugs." + }, + { + "left": "issue:45081", + "right": "issue:45103", + "accept": false, + "reason": "Tokenizer regex loading crash vs auto_docstring crash from future annotations; unrelated code paths." + }, + { + "left": "issue:46202", + "right": "issue:46701", + "accept": false, + "reason": "Both are Gemma-related, but one is a tokenization roundtrip edge case and the other is a generation/pipeline failure." + }, + { + "left": "issue:43232", + "right": "issue:44792", + "accept": false, + "reason": "Generation kwargs handling after sync_gpus is unrelated to the Janus image-generation test failure." + }, + { + "left": "issue:42673", + "right": "issue:43704", + "accept": true, + "reason": "Same title and same symptom: Qwen3ForCausalLM VRAM leak in multiple dataloader threads; 43704 is a duplicate report." + }, + { + "left": "issue:42831", + "right": "issue:44222", + "accept": false, + "reason": "Both mention FP8, but one is an accuracy issue and the other is a save_pretrained MoE issue; not the same bug." + }, + { + "left": "issue:42175", + "right": "issue:44933", + "accept": false, + "reason": "TensorFlow backend packaging and an image_utils import problem are unrelated." + }, + { + "left": "issue:44496", + "right": "issue:45561", + "accept": false, + "reason": "Model loading/config error versus xdist race in testing utilities; different layers and symptoms." + }, + { + "left": "issue:45405", + "right": "issue:46877", + "accept": false, + "reason": "PEFT version pinning and auto_docstring stdout noise are unrelated maintenance issues." + }, + { + "left": "issue:30333", + "right": "issue:33290", + "accept": false, + "reason": "MLFlow reporting on failed training jobs is unrelated to a DeepSpeed Adafactor OOM." + }, + { + "left": "issue:44743", + "right": "issue:47068", + "accept": false, + "reason": "Recurrent state reset in modular Qwen3.5 code is unrelated to a host-sync concern in deepspeed loss computation." + }, + { + "left": "issue:43976", + "right": "issue:44933", + "accept": false, + "reason": "Python version compatibility and image_utils import exposure are different problems." + }, + { + "left": "issue:30990", + "right": "issue:35141", + "accept": false, + "reason": "Sentence-Transformers loading hang is unrelated to embedding resizing/post_init reinitialization." + }, + { + "left": "issue:43479", + "right": "issue:46829", + "accept": false, + "reason": "Multimodal config defaults and VideoPrism output field mapping are different bugs." + }, + { + "left": "issue:42898", + "right": "issue:44568", + "accept": false, + "reason": "Both are tokenizer regressions, but one is clean_up_tokenization_spaces behavior and the other is add_special_tokens/BOS-EOS behavior; not the same bug." + }, + { + "left": "issue:45561", + "right": "issue:45600", + "accept": false, + "reason": "Test worker race on captured_info.txt is unrelated to stale auto_mappings references." + }, + { + "left": "issue:42175", + "right": "issue:45712", + "accept": false, + "reason": "TensorFlow backend packaging and dummy class cleanup are unrelated." + }, + { + "left": "issue:44568", + "right": "issue:47085", + "accept": false, + "reason": "Specific BOS/EOS token insertion regression is unrelated to tokenizer thread-safety." + }, + { + "left": "issue:44623", + "right": "issue:45310", + "accept": false, + "reason": "Processor save_pretrained missing files is unrelated to Qwen3.5 MoE from_pretrained loading." + }, + { + "left": "issue:42673", + "right": "issue:46693", + "accept": false, + "reason": "VRAM leak in dataloader threads is unrelated to FA2 long-context performance regression." + }, + { + "left": "issue:44186", + "right": "issue:47085", + "accept": false, + "reason": "LayoutLMv2Tokenizer NER/padding crashes are unrelated to Rust tokenizer thread-safety." + }, + { + "left": "issue:45600", + "right": "issue:47059", + "accept": false, + "reason": "auto_mappings CI breakage is unrelated to the huggingface_hub CLI completion break." + }, + { + "left": "issue:46077", + "right": "issue:46123", + "accept": false, + "reason": "Bidirectional attention mask construction and MaskGenerationPipeline batching are different pipeline bugs." + }, + { + "left": "issue:42898", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions in v5, but one changes cleanup behavior while the other yields wrong Granite token IDs." + }, + { + "left": "issue:43723", + "right": "issue:44568", + "accept": false, + "reason": "Generic tokenizer loading issue and add_special_tokens/BOS-EOS regression are related in area only, not the same underlying bug." + }, + { + "left": "issue:43479", + "right": "issue:44869", + "accept": false, + "reason": "Phi4Multimodal config defaults and Whisper timestamp decode crash are unrelated." + }, + { + "left": "issue:44016", + "right": "issue:46231", + "accept": false, + "reason": "Notebook syntax error and training-doc parameter name mismatch are different documentation issues." + }, + { + "left": "issue:39692", + "right": "issue:46909", + "accept": false, + "reason": "Both are broken docs examples, but they target different models and failures." + }, + { + "left": "issue:43784", + "right": "issue:43824", + "accept": false, + "reason": "Sentence-Transformers import NameError and Qwen2.5-VL import error are separate package/export issues." + }, + { + "left": "issue:42898", + "right": "issue:44779", + "accept": false, + "reason": "Tokenizer cleanup behavior and Deepseek tokenization regression are different bugs." + }, + { + "left": "issue:43479", + "right": "issue:44079", + "accept": false, + "reason": "Multimodal config initialization and ModelOutput key assignment are unrelated internal logic bugs." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: the only clearly duplicate pair is 42673/43704, and the canonical-anchor choice is conservative. The soft-edge verdicts all stay within the evidence available from titles/body metadata and do not overclaim duplicate status." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 49, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-516", + "nodes": [ + "issue:22355", + "issue:27957", + "issue:28282", + "issue:30333", + "issue:34689", + "issue:35141", + "issue:41628", + "issue:42222", + "issue:42673", + "issue:42757", + "issue:42796", + "issue:42831", + "issue:42898", + "issue:43116", + "issue:43295", + "issue:43479", + "issue:43644", + "issue:43723", + "issue:43874", + "issue:44060", + "issue:44075", + "issue:44190", + "issue:44222", + "issue:44295", + "issue:44297", + "issue:44360", + "issue:44373", + "issue:44448", + "issue:44485", + "issue:44623", + "issue:44734", + "issue:44843", + "issue:44933", + "issue:45092", + "issue:45103", + "issue:45125", + "issue:45200", + "issue:45245", + "issue:45310", + "issue:45356", + "issue:45405", + "issue:45656", + "issue:45712", + "issue:46132", + "issue:46231", + "issue:46762", + "issue:47085" + ], + "soft_pairs": [ + "issue:27957|issue:30333", + "issue:44843|issue:47085", + "issue:42673|issue:47085", + "issue:30333|issue:34689", + "issue:43874|issue:45092", + "issue:42898|issue:43295", + "issue:44295|issue:45656", + "issue:42222|issue:45200", + "issue:44734|issue:45103", + "issue:42898|issue:45356", + "issue:30333|issue:35141", + "issue:22355|issue:28282", + "issue:44222|issue:44297", + "issue:44075|issue:46231", + "issue:43116|issue:44190", + "issue:45405|issue:45712", + "issue:44297|issue:45656", + "issue:42831|issue:44623", + "issue:44933|issue:45712", + "issue:44448|issue:46132", + "issue:44060|issue:45125", + "issue:44222|issue:44623", + "issue:43479|issue:43644", + "issue:42796|issue:43723", + "issue:45245|issue:46132", + "issue:44373|issue:44485", + "issue:44360|issue:46762", + "issue:41628|issue:42757", + "issue:44297|issue:45310" + ], + "prepared_review_unit_hash": "2d94ae415da091b53263267930360aa870184a2bb890bc6962ceaef4ef61364c", + "component_budget": { + "node_count": 516, + "item_count": 516, + "soft_pair_count": 1900, + "serialized_chars": 985297, + "estimated_input_tokens": 246325, + "estimated_eval_tokens": 492906 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35707, + "estimated_input_tokens": 8927, + "estimated_eval_tokens": 18110 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These are mostly unrelated Transformers issues spanning tokenization, import errors, model loading, training utilities, and optimizer/runtime behavior. The soft pairs share only superficial subsystem overlap, so none should be deduplicated.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "issue:44843 is the strongest representative issue: it has a clear, concrete failure path (AutoTokenizer._patch_mistral_regex calling model_info() and breaking HF_HUB_OFFLINE) and is easy to action.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:27957", + "right": "issue:30333", + "accept": false, + "reason": "Different bugs: Flash Attention 2 support for XLM-Roberta vs MLFlow reporting not updated after failed training." + }, + { + "left": "issue:44843", + "right": "issue:47085", + "accept": false, + "reason": "Tokenizer offline-mode regression vs fast tokenizer thread-safety regression; same area, different failure mode." + }, + { + "left": "issue:42673", + "right": "issue:47085", + "accept": false, + "reason": "VRAM leak in Qwen3ForCausalLM across dataloader threads is unrelated to Rust tokenizer thread safety." + }, + { + "left": "issue:30333", + "right": "issue:34689", + "accept": false, + "reason": "MLFlow status reporting issue vs model-loading regression for Llama 3.2 Vision; not the same code path." + }, + { + "left": "issue:43874", + "right": "issue:45092", + "accept": false, + "reason": "Missing image processor method for token counting vs remote-code checkpoint meta-init incompatibility; distinct bugs." + }, + { + "left": "issue:42898", + "right": "issue:43295", + "accept": false, + "reason": "Tokenization-space cleanup behavior change vs processor.tokenizer/image passing regression; different APIs and symptoms." + }, + { + "left": "issue:44295", + "right": "issue:45656", + "accept": false, + "reason": "position_ids buffer access error is unrelated to DeepSpeed causing optimizer.step() to run twice." + }, + { + "left": "issue:42222", + "right": "issue:45200", + "accept": false, + "reason": "VitPose model breakage vs Gemma 4 mm_token_type_ids defaulting; different model families and defects." + }, + { + "left": "issue:44734", + "right": "issue:45103", + "accept": false, + "reason": "KV cache continuation indexing crash in serve vs auto_docstring annotation handling crash; unrelated." + }, + { + "left": "issue:42898", + "right": "issue:45356", + "accept": false, + "reason": "Cleanup-tokenization behavior change vs Kimi-K2.5 tokenizer codec/regex regression; not the same bug." + }, + { + "left": "issue:30333", + "right": "issue:35141", + "accept": false, + "reason": "MLFlow reporting on failed jobs vs output embedding reinitialization after resize; separate concerns." + }, + { + "left": "issue:22355", + "right": "issue:28282", + "accept": false, + "reason": "Missing transformers.onnx module vs missing PyTorch dependency for AutoModel; both import-related but different causes." + }, + { + "left": "issue:44222", + "right": "issue:44297", + "accept": false, + "reason": "FP8 save_pretrained issue for MoE vs tokenizer_class mismatch in tokenizer_config.json; different serialization bugs." + }, + { + "left": "issue:44075", + "right": "issue:46231", + "accept": false, + "reason": "Optimizer args ignored vs documentation parameter-name mismatch; one is runtime behavior, the other docs." + }, + { + "left": "issue:43116", + "right": "issue:44190", + "accept": false, + "reason": "Multi-label classification example output bug vs local dataset loading failure; unrelated example-script issues." + }, + { + "left": "issue:45405", + "right": "issue:45712", + "accept": false, + "reason": "PEFT minimum-version bump vs leftover dummy classes leaking into dir(transformers); unrelated maintenance issues." + }, + { + "left": "issue:44297", + "right": "issue:45656", + "accept": false, + "reason": "Tokenizer save_pretrained metadata mismatch vs DeepSpeed double optimizer step; no shared underlying bug." + }, + { + "left": "issue:42831", + "right": "issue:44623", + "accept": false, + "reason": "FineGrainedFP8 accuracy problem vs missing files from processor.save_pretrained; distinct failure modes." + }, + { + "left": "issue:44933", + "right": "issue:45712", + "accept": false, + "reason": "Missing import from image_utils vs dummy PT objects leaking into namespace; both import hygiene, but not the same defect." + }, + { + "left": "issue:44448", + "right": "issue:46132", + "accept": false, + "reason": "v4/v5 output differences for Pegasus vs AttentionInterface.register changing returned function behavior; not the same code path." + }, + { + "left": "issue:44060", + "right": "issue:45125", + "accept": false, + "reason": "Incorrect tied-weights warning in Qwen3-Next vs missing _tp_plan for tensor parallelism; unrelated model implementation issues." + }, + { + "left": "issue:44222", + "right": "issue:44623", + "accept": false, + "reason": "FP8 MoE save_pretrained bug vs processor.save_pretrained missing files; both save-related but different objects and symptoms." + }, + { + "left": "issue:43479", + "right": "issue:43644", + "accept": false, + "reason": "Phi4MultimodalConfig default-init bug vs non-persistent buffers filled with junk; separate initialization problems." + }, + { + "left": "issue:42796", + "right": "issue:43723", + "accept": false, + "reason": "Tokenizer BPE marker handling bug vs AutoTokenizer loading issue in v5; both tokenizer-related but not the same failure." + }, + { + "left": "issue:45245", + "right": "issue:46132", + "accept": false, + "reason": "Category-cardinality runtime error vs AttentionInterface.register behavior change; unrelated functionality." + }, + { + "left": "issue:44373", + "right": "issue:44485", + "accept": false, + "reason": "Wrong docstring for position_ids vs GLM-5 RoPE implementation discussion; documentation issue vs algorithmic bug." + }, + { + "left": "issue:44360", + "right": "issue:46762", + "accept": false, + "reason": "DSA indexer missing ReLU vs Minimax attention numerical differences; different components and different bugs." + }, + { + "left": "issue:41628", + "right": "issue:42757", + "accept": false, + "reason": "Missing AutoImageProcessor import vs missing is_offline_mode import; both import errors but from different modules and causes." + }, + { + "left": "issue:44297", + "right": "issue:45310", + "accept": false, + "reason": "Tokenizer config class mismatch on save_pretrained vs Qwen3.5 MoE from_pretrained error; 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": 27, + "review_unit_index": 50, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-516", + "nodes": [ + "issue:22355", + "issue:27957", + "issue:30990", + "issue:38175", + "issue:41628", + "issue:42831", + "issue:42907", + "issue:43122", + "issue:43232", + "issue:43475", + "issue:43504", + "issue:43723", + "issue:43824", + "issue:44038", + "issue:44190", + "issue:44222", + "issue:44261", + "issue:44263", + "issue:44279", + "issue:44295", + "issue:44360", + "issue:44373", + "issue:44484", + "issue:44623", + "issue:44829", + "issue:44964", + "issue:44977", + "issue:45071", + "issue:45092", + "issue:45310", + "issue:45357", + "issue:45381", + "issue:45834", + "issue:46002", + "issue:46050", + "issue:46082", + "issue:46209", + "issue:46305", + "issue:46328", + "issue:46369", + "issue:46424", + "issue:46431", + "issue:46614", + "issue:46655", + "issue:46909", + "issue:46932", + "issue:47059" + ], + "soft_pairs": [ + "issue:45071|issue:46082", + "issue:43504|issue:47059", + "issue:43723|issue:44977", + "issue:44222|issue:44484", + "issue:43122|issue:46209", + "issue:46614|issue:46932", + "issue:44263|issue:45092", + "issue:44295|issue:44623", + "issue:46209|issue:46431", + "issue:43232|issue:46424", + "issue:44263|issue:44373", + "issue:43232|issue:45834", + "issue:30990|issue:38175", + "issue:44190|issue:46082", + "issue:43475|issue:46305", + "issue:44263|issue:44360", + "issue:46369|issue:46909", + "issue:46305|issue:46655", + "issue:42831|issue:45310", + "issue:22355|issue:27957", + "issue:42907|issue:46050", + "issue:44279|issue:46328", + "issue:45092|issue:45357", + "issue:42831|issue:44038", + "issue:44829|issue:46002", + "issue:44261|issue:45092", + "issue:41628|issue:43824", + "issue:44964|issue:47059", + "issue:45381|issue:46305" + ], + "prepared_review_unit_hash": "5624f06fdc9baafaebebdc593f6a0f4078c95638cb5008735721a391ca1db362", + "component_budget": { + "node_count": 516, + "item_count": 516, + "soft_pair_count": 1900, + "serialized_chars": 985297, + "estimated_input_tokens": 246325, + "estimated_eval_tokens": 492906 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35440, + "estimated_input_tokens": 8860, + "estimated_eval_tokens": 17976 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is very heterogeneous: the soft pairs mostly share only broad subsystem keywords, not the same concrete bug. I found no convincing duplicate/merge candidates among the provided pairs.", + "confidence": 0.83, + "canonical_issue_reason": "issue:45092 is the broadest representative of the recurring Transformers v5 loading/meta-init compatibility regressions in this set, and is more central than the model-specific or peripheral reports.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45092 best captures the shared theme of v5 breaking model loading for remote-code / checkpoint compatibility, making it the most useful representative issue here.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45071", + "right": "issue:46082", + "accept": false, + "reason": "Both are config-related regressions, but one is a PretrainedConfig type-checking issue and the other is a LlamaConfig head_dim validation problem." + }, + { + "left": "issue:43504", + "right": "issue:47059", + "accept": false, + "reason": "These are unrelated failures: legacy field loading for BEiT segmentation versus a Hugging Face Hub CLI compatibility break." + }, + { + "left": "issue:43723", + "right": "issue:44977", + "accept": false, + "reason": "Different problems: tokenizer loading in v5 versus Qwen3.5 flash-attention generation behavior." + }, + { + "left": "issue:44222", + "right": "issue:44484", + "accept": false, + "reason": "One concerns FP8 MoE save_pretrained behavior; the other is about the default max_shard_size threshold." + }, + { + "left": "issue:43122", + "right": "issue:46209", + "accept": false, + "reason": "Tokenization drift across versions and FP8 inference failure on B200 are unrelated bugs." + }, + { + "left": "issue:46614", + "right": "issue:46932", + "accept": false, + "reason": "Stale phonemizer backend state is not the same as Gemma4 quantized embedder dtype casting." + }, + { + "left": "issue:44263", + "right": "issue:45092", + "accept": false, + "reason": "GlmMoeDsaIndexer torch.split behavior and remote-code checkpoint meta-init incompatibility are different code paths." + }, + { + "left": "issue:44295", + "right": "issue:44623", + "accept": false, + "reason": "Registering position_ids as a buffer causing read errors is unrelated to processor.save_pretrained missing files." + }, + { + "left": "issue:46209", + "right": "issue:46431", + "accept": false, + "reason": "FP8 inference on B200 and missing chat template errors are different runtime issues." + }, + { + "left": "issue:43232", + "right": "issue:46424", + "accept": false, + "reason": "Both touch generation/cache handling, but one is a sync_gpus kwargs update bug and the other is a cache_length config limitation." + }, + { + "left": "issue:44263", + "right": "issue:44373", + "accept": false, + "reason": "A runtime torch.split issue in DSA indexing is not the same as a docstring correction." + }, + { + "left": "issue:43232", + "right": "issue:45834", + "accept": false, + "reason": "Generation kwarg handling and Kosmos2.5 long-ocr index errors are unrelated." + }, + { + "left": "issue:30990", + "right": "issue:38175", + "accept": false, + "reason": "SentenceTransformers loading hangs and SigLIP2 zero probabilities are different model behaviors." + }, + { + "left": "issue:44190", + "right": "issue:46082", + "accept": false, + "reason": "Local dataset loading in an example script is unrelated to a LlamaConfig validation change." + }, + { + "left": "issue:43475", + "right": "issue:46305", + "accept": false, + "reason": "Missing fpn_position_embeddings in SAM3 video output and a MoonshineStreaming mask off-by-one are different bugs." + }, + { + "left": "issue:44263", + "right": "issue:44360", + "accept": false, + "reason": "These are both about DSA indexer code, but one reports torch.split return handling and the other a missing ReLU; not the same bug." + }, + { + "left": "issue:46369", + "right": "issue:46909", + "accept": false, + "reason": "A memory overflow in sam3-litetext is unrelated to a broken DIA documentation example." + }, + { + "left": "issue:46305", + "right": "issue:46655", + "accept": false, + "reason": "An off-by-one attention window bug is not the same as incorrect video padding calculation." + }, + { + "left": "issue:42831", + "right": "issue:45310", + "accept": false, + "reason": "FineGrainedFP8 accuracy issues and Qwen3.5 MoE from_pretrained errors are different FP8/v5 regressions." + }, + { + "left": "issue:22355", + "right": "issue:27957", + "accept": false, + "reason": "Missing transformers.onnx module and XLMRoberta Flash Attention 2 are unrelated." + }, + { + "left": "issue:42907", + "right": "issue:46050", + "accept": false, + "reason": "Both involve save/load of quantized models, but the concrete failures and quantization paths differ." + }, + { + "left": "issue:44279", + "right": "issue:46328", + "accept": false, + "reason": "A generic dependency issue is not the same as a SequenceFeatureExtractor.pad performance bug." + }, + { + "left": "issue:45092", + "right": "issue:45357", + "accept": false, + "reason": "Remote-code checkpoint meta-init incompatibility and incorrect visual encoder keys in save_pretrained are separate serialization/loading problems." + }, + { + "left": "issue:42831", + "right": "issue:44038", + "accept": false, + "reason": "FineGrainedFP8 accuracy regression and Qwen3-VL-Moe behavior are different model-specific issues." + }, + { + "left": "issue:44829", + "right": "issue:46002", + "accept": false, + "reason": "Degenerate training with flash_attention_3 is not the same as NaNs after checkout/init in classification heads." + }, + { + "left": "issue:44261", + "right": "issue:45092", + "accept": false, + "reason": "A missing rms_norm_eps in MLA q_a_layernorm is a model-specific precision issue, not a loading/meta-init compatibility bug." + }, + { + "left": "issue:41628", + "right": "issue:43824", + "accept": false, + "reason": "Both are import errors, but they concern different missing symbols and likely different export gaps." + }, + { + "left": "issue:44964", + "right": "issue:47059", + "accept": false, + "reason": "Model loading for Phi-4-multimodal-instruct and a CLI regression with huggingface_hub are unrelated." + }, + { + "left": "issue:45381", + "right": "issue:46305", + "accept": false, + "reason": "Wrong qwen2.5-vl vision_position_ids handling is not the same as MoonshineStreaming\u2019s sliding-window mask off-by-one." + } + ] + }, + "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": 27, + "review_unit_index": 51, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-516", + "nodes": [ + "issue:22355", + "issue:27957", + "issue:28218", + "issue:30990", + "issue:33357", + "issue:39379", + "issue:39401", + "issue:41628", + "issue:42371", + "issue:42757", + "issue:42796", + "issue:42831", + "issue:42886", + "issue:42907", + "issue:42994", + "issue:43066", + "issue:43122", + "issue:43232", + "issue:43329", + "issue:43408", + "issue:43540", + "issue:43576", + "issue:43644", + "issue:43646", + "issue:43784", + "issue:43976", + "issue:44188", + "issue:44263", + "issue:44295", + "issue:44297", + "issue:44327", + "issue:44373", + "issue:44483", + "issue:44568", + "issue:44945", + "issue:44964", + "issue:45278", + "issue:45381", + "issue:45406", + "issue:45593", + "issue:45753", + "issue:46002", + "issue:46172", + "issue:46305", + "issue:46369", + "issue:46402", + "issue:46909", + "issue:47059" + ], + "soft_pairs": [ + "issue:43408|issue:46402", + "issue:39379|issue:46172", + "issue:44483|issue:45406", + "issue:42831|issue:45753", + "issue:43644|issue:46305", + "issue:22355|issue:28218", + "issue:44327|issue:47059", + "issue:44188|issue:44373", + "issue:39401|issue:44568", + "issue:42757|issue:45278", + "issue:43408|issue:46369", + "issue:42886|issue:42994", + "issue:42886|issue:43066", + "issue:27957|issue:30990", + "issue:42796|issue:43122", + "issue:43232|issue:45593", + "issue:45381|issue:46909", + "issue:43540|issue:46909", + "issue:43646|issue:46002", + "issue:42907|issue:44945", + "issue:44295|issue:44297", + "issue:30990|issue:33357", + "issue:43576|issue:43784", + "issue:43976|issue:44945", + "issue:42907|issue:44964", + "issue:42371|issue:44263", + "issue:41628|issue:45278", + "issue:43329|issue:47059" + ], + "prepared_review_unit_hash": "8332e23c44288c76c82ae1abdb0c804a3db955e9d0c3a861725a30c67d378a55", + "component_budget": { + "node_count": 516, + "item_count": 516, + "soft_pair_count": 1900, + "serialized_chars": 985297, + "estimated_input_tokens": 246325, + "estimated_eval_tokens": 492906 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 35573, + "estimated_input_tokens": 8894, + "estimated_eval_tokens": 18044 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab bag of unrelated Transformers issues; I don\u2019t see any true duplicate pairs. The soft-similarity matches are mostly broad subsystem overlap (tokenizers, multimodal, v5 regressions) rather than the same underlying bug.", + "confidence": 0.71, + "canonical_issue_reason": "issue:45278 is the best cluster representative: it captures a broad post-upgrade regression pattern with multiple import failures, which is more general than the narrower tokenizer, multimodal, and model-specific reports.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45278 is the most suitable global issue placeholder because it is broad, user-facing, and closest to the shared theme of version-upgrade breakage across the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43408", + "right": "issue:46402", + "accept": false, + "reason": "Both involve SAM3, but one is a model-type warning and the other is missing text-encoder weights; different failure modes and likely different code paths." + }, + { + "left": "issue:39379", + "right": "issue:46172", + "accept": false, + "reason": "Different models and symptoms: mllama masking logic vs deepseek-v4 tensor transpose/typing issue." + }, + { + "left": "issue:44483", + "right": "issue:45406", + "accept": false, + "reason": "One is an API request-shape rejection in chat completions, the other is a processor attribute crash in serve; not the same bug." + }, + { + "left": "issue:42831", + "right": "issue:45753", + "accept": false, + "reason": "FineGrainedFP8 accuracy degradation and a Qwen image-driven infinite loop are unrelated problems." + }, + { + "left": "issue:43644", + "right": "issue:46305", + "accept": false, + "reason": "A v5 buffer-initialization regression is not the same as a MoonshineStreaming sliding-window off-by-one." + }, + { + "left": "issue:22355", + "right": "issue:28218", + "accept": false, + "reason": "Importing transformers.onnx and tokenizer-added spacing are completely different issues." + }, + { + "left": "issue:44327", + "right": "issue:47059", + "accept": false, + "reason": "QA decode_spans top-k bounds error and CLI/test breakage from huggingface_hub are unrelated." + }, + { + "left": "issue:44188", + "right": "issue:44373", + "accept": false, + "reason": "Attention-kernel divergence under torch.compile is unrelated to a docstring issue for position_ids." + }, + { + "left": "issue:39401", + "right": "issue:44568", + "accept": false, + "reason": "Both are tokenizer bugs, but they affect different tokenizers and different behaviors (offset mapping vs BOS/EOS insertion)." + }, + { + "left": "issue:42757", + "right": "issue:45278", + "accept": false, + "reason": "Both mention imports, but one is a specific huggingface_hub symbol break and the other is a broad upgrade regression; not clearly the same root cause." + }, + { + "left": "issue:43408", + "right": "issue:46369", + "accept": false, + "reason": "Same family (SAM3) but different symptoms: wrong model-class warning vs memory overflow in a different model variant." + }, + { + "left": "issue:42886", + "right": "issue:42994", + "accept": false, + "reason": "Offline tokenizer cache loading and quantized model saving failure are distinct code paths." + }, + { + "left": "issue:42886", + "right": "issue:43066", + "accept": false, + "reason": "Cache/offline loading and tokenizer decoder type mismatch are separate tokenizer/config issues." + }, + { + "left": "issue:27957", + "right": "issue:30990", + "accept": false, + "reason": "Flash Attention 2 on XLM-Roberta and Sentence-Transformers loading hangs are different problems." + }, + { + "left": "issue:42796", + "right": "issue:43122", + "accept": false, + "reason": "Tokenizer BPE-marker handling for Ministral and version-to-version tokenization drift are related only at a high level, not the same bug." + }, + { + "left": "issue:43232", + "right": "issue:45593", + "accept": false, + "reason": "Generation kwargs after sync_gpus and D-FINE auxiliary-loss logic are unrelated." + }, + { + "left": "issue:45381", + "right": "issue:46909", + "accept": false, + "reason": "Qwen2.5-VL video position_ids and a broken DIA documentation example do not describe the same issue." + }, + { + "left": "issue:43540", + "right": "issue:46909", + "accept": false, + "reason": "Qwen3OmniMoe video-input processing and DIA docs are unrelated." + }, + { + "left": "issue:43646", + "right": "issue:46002", + "accept": false, + "reason": "Custom model initialization breakage and NaNs in classification heads are different failure modes." + }, + { + "left": "issue:42907", + "right": "issue:44945", + "accept": false, + "reason": "Quantized/dequantized model saving and pipeline-parallel output correctness are unrelated." + }, + { + "left": "issue:44295", + "right": "issue:44297", + "accept": false, + "reason": "A buffer-access error for position_ids and tokenizer save_pretrained metadata mismatch are separate issues." + }, + { + "left": "issue:30990", + "right": "issue:33357", + "accept": false, + "reason": "Sentence-Transformers loading stall and MacOS bus error with a CLIP community model are not the same bug." + }, + { + "left": "issue:43576", + "right": "issue:43784", + "accept": false, + "reason": "A broken CLI env command and a sentence-transformers import NameError are distinct regressions." + }, + { + "left": "issue:43976", + "right": "issue:44945", + "accept": false, + "reason": "Python version incompatibility and pipeline-parallel output corruption are unrelated." + }, + { + "left": "issue:42907", + "right": "issue:44964", + "accept": false, + "reason": "Saving dequantized models and loading Phi-4 multimodal instruct are different model behaviors." + }, + { + "left": "issue:42371", + "right": "issue:44263", + "accept": false, + "reason": "TF32 settings guidance/error and torch.split return-value handling in GlmMoeDsaIndexer are unrelated." + }, + { + "left": "issue:41628", + "right": "issue:45278", + "accept": false, + "reason": "A missing AutoImageProcessor export and broad post-upgrade import failures overlap only superficially; the specific broken symbol and scope differ." + }, + { + "left": "issue:43329", + "right": "issue:47059", + "accept": false, + "reason": "Undefined video-branch helpers and CLI test failures from huggingface_hub are unrelated code paths." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 52, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-516", + "nodes": [ + "issue:22355", + "issue:29127", + "issue:29159", + "issue:36296", + "issue:39379", + "issue:39401", + "issue:42175", + "issue:42757", + "issue:42907", + "issue:43116", + "issue:43122", + "issue:43232", + "issue:43278", + "issue:43408", + "issue:43452", + "issue:43475", + "issue:43493", + "issue:43756", + "issue:43784", + "issue:43824", + "issue:43937", + "issue:44038", + "issue:44060", + "issue:44117", + "issue:44222", + "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:45200", + "issue:45216", + "issue:45290", + "issue:45478", + "issue:45600", + "issue:45753", + "issue:46172", + "issue:46326", + "issue:46614", + "issue:46762" + ], + "soft_pairs": [ + "issue:43756|issue:44060", + "issue:44117|issue:44704", + "issue:42907|issue:43937", + "issue:43784|issue:45600", + "issue:39401|issue:44488", + "issue:39401|issue:44521", + "issue:44625|issue:44829", + "issue:46172|issue:46762", + "issue:44360|issue:44485", + "issue:44704|issue:45290", + "issue:43122|issue:46326", + "issue:43408|issue:43475", + "issue:44038|issue:44297", + "issue:43122|issue:44521", + "issue:22355|issue:29159", + "issue:42907|issue:43452", + "issue:44038|issue:44295", + "issue:44038|issue:44222", + "issue:45216|issue:45478", + "issue:43824|issue:44351", + "issue:43116|issue:45200", + "issue:39401|issue:46614", + "issue:43122|issue:44779", + "issue:42757|issue:44351", + "issue:36296|issue:43116", + "issue:22355|issue:29127", + "issue:43278|issue:44945", + "issue:42175|issue:44938", + "issue:39379|issue:43232", + "issue:43493|issue:45753" + ], + "prepared_review_unit_hash": "9e81badec95649e377a6751cbf6dd3b6dc93432564acbdf534f00ee9d2f9276e", + "component_budget": { + "node_count": 516, + "item_count": 516, + "soft_pair_count": 1900, + "serialized_chars": 985297, + "estimated_input_tokens": 246325, + "estimated_eval_tokens": 492906 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36439, + "estimated_input_tokens": 9110, + "estimated_eval_tokens": 18476 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These soft edges are mostly loose topical similarities across different bugs, models, and code paths. None look like the same underlying issue or a mergeable PR change, so all candidates are rejected.", + "confidence": 0.86, + "canonical_issue_reason": "No single canonical issue cleanly covers this heterogeneous set; the items split across unrelated subsystems and model families.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43122 is the broadest representative of the tokenizer-regression subset and has the strongest cross-version signal among the candidates.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43756", + "right": "issue:44060", + "accept": false, + "reason": "Different bugs: Smollm3 RoPE layer omission vs Qwen3-Next tied-weights warning." + }, + { + "left": "issue:44117", + "right": "issue:44704", + "accept": false, + "reason": "Unrelated code paths: tokenizer mapping fallback vs AutoProcessor kwarg forwarding to cached_file." + }, + { + "left": "issue:42907", + "right": "issue:43937", + "accept": false, + "reason": "Different failures: save/dequantization issue vs invalid GenerationConfig." + }, + { + "left": "issue:43784", + "right": "issue:45600", + "accept": false, + "reason": "Different import/CI problems in unrelated modules and models." + }, + { + "left": "issue:39401", + "right": "issue:44488", + "accept": false, + "reason": "Different issues: Qwen3 tokenizer offsets vs loading cjvt/sleng-bert." + }, + { + "left": "issue:39401", + "right": "issue:44521", + "accept": false, + "reason": "Tokenizer offset mapping bug vs multimodal apply_chat_template assistant mask bug." + }, + { + "left": "issue:44625", + "right": "issue:44829", + "accept": false, + "reason": "Different model-specific bugs: num_labels propagation vs flash_attention_3 training degeneration." + }, + { + "left": "issue:46172", + "right": "issue:46762", + "accept": false, + "reason": "Different model implementations and failure modes: Deepseek transpose bug vs Minimax numerical mismatch." + }, + { + "left": "issue:44360", + "right": "issue:44485", + "accept": false, + "reason": "Unrelated topics: DSA indexer ReLU vs GLM-5 RoPE implementation." + }, + { + "left": "issue:44704", + "right": "issue:45290", + "accept": false, + "reason": "Different APIs: cached_file kwarg forwarding vs tool-call chat template crash." + }, + { + "left": "issue:43122", + "right": "issue:46326", + "accept": false, + "reason": "Both tokenizer-related, but different concrete bugs and code paths." + }, + { + "left": "issue:43408", + "right": "issue:43475", + "accept": false, + "reason": "Same broader SAM3 family, but distinct problems: wrong model type warning vs missing attribute." + }, + { + "left": "issue:44038", + "right": "issue:44297", + "accept": false, + "reason": "Different bugs: Qwen3-VL-Moe issue vs tokenizer_class metadata mismatch on save." + }, + { + "left": "issue:43122", + "right": "issue:44521", + "accept": false, + "reason": "Tokenizer regression vs multimodal assistant_mask generation; not the same bug." + }, + { + "left": "issue:22355", + "right": "issue:29159", + "accept": false, + "reason": "Different areas: missing transformers.onnx module vs slow/fast tokenizer inconsistency." + }, + { + "left": "issue:42907", + "right": "issue:43452", + "accept": false, + "reason": "Different save/load failures: dequantized model save vs gguf_file loading." + }, + { + "left": "issue:44038", + "right": "issue:44295", + "accept": false, + "reason": "Different concrete defects: Qwen3-VL-Moe bug vs position_ids buffer read error." + }, + { + "left": "issue:44038", + "right": "issue:44222", + "accept": false, + "reason": "Related theme only at a high level; save_pretrained FP8 moe bug is not the same as Qwen3-VL-Moe from_pretrained issue." + }, + { + "left": "issue:45216", + "right": "issue:45478", + "accept": false, + "reason": "Both involve Qwen3.5, but one is checkpoint saving and the other is from_pretrained loading." + }, + { + "left": "issue:43824", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but for different symbols and causes." + }, + { + "left": "issue:43116", + "right": "issue:45200", + "accept": false, + "reason": "Different functionality: classification example output vs Gemma 4 multimodal token type defaults." + }, + { + "left": "issue:39401", + "right": "issue:46614", + "accept": false, + "reason": "Different subsystems: Qwen3 tokenizer offsets vs Wav2Vec2 phonemizer backend state." + }, + { + "left": "issue:43122", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer regressions, but for different models and behaviors." + }, + { + "left": "issue:42757", + "right": "issue:44351", + "accept": false, + "reason": "Different missing imports from different packages; not the same underlying bug." + }, + { + "left": "issue:36296", + "right": "issue:43116", + "accept": false, + "reason": "Tensor parallel training bug vs multi-label classification example failure." + }, + { + "left": "issue:22355", + "right": "issue:29127", + "accept": false, + "reason": "Completely different topics: missing module vs LayoutLMv3 error messaging clarity." + }, + { + "left": "issue:43278", + "right": "issue:44945", + "accept": false, + "reason": "Different symptoms and code paths: dtype regression in eval vs pipeline parallelism output corruption." + }, + { + "left": "issue:42175", + "right": "issue:44938", + "accept": false, + "reason": "Packaging/backend extras issue vs Python 3.14 import failure." + }, + { + "left": "issue:39379", + "right": "issue:43232", + "accept": false, + "reason": "Different generation/model bugs: mllama mask handling vs sync_gpus kwargs update." + }, + { + "left": "issue:43493", + "right": "issue:45753", + "accept": false, + "reason": "Different model-specific correctness bugs: SigLIP2 discrepancy vs Qwen3_5 infinite-loop image case." + } + ] + }, + "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": 27, + "review_unit_index": 53, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-516", + "nodes": [ + "issue:28348", + "issue:38617", + "issue:42371", + "issue:42673", + "issue:42796", + "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:44355", + "issue:44485", + "issue:44610", + "issue:44625", + "issue:44704", + "issue:44779", + "issue:44936", + "issue:44995", + "issue:45072", + "issue:45083", + "issue:45278", + "issue:45357", + "issue:45446", + "issue:45478", + "issue:46002", + "issue:46231", + "issue:46328", + "issue:46614", + "issue:46640", + "issue:46697", + "issue:46710", + "issue:46726", + "issue:46829", + "issue:46877", + "issue:46909", + "issue:46981", + "issue:47116" + ], + "soft_pairs": [ + "issue:44188|issue:46328", + "issue:46231|issue:46877", + "issue:43937|issue:44485", + "issue:42898|issue:46614", + "issue:38617|issue:45278", + "issue:43976|issue:45446", + "issue:43611|issue:46002", + "issue:44038|issue:45478", + "issue:43066|issue:44779", + "issue:42673|issue:45072", + "issue:44355|issue:46231", + "issue:45357|issue:45478", + "issue:44625|issue:46002", + "issue:43116|issue:43493", + "issue:45083|issue:45446", + "issue:44610|issue:46909", + "issue:42371|issue:43874", + "issue:44075|issue:44936", + "issue:43618|issue:46829", + "issue:46726|issue:46981", + "issue:46328|issue:47116", + "issue:43992|issue:44704", + "issue:28348|issue:46640", + "issue:43066|issue:46710", + "issue:43116|issue:43825", + "issue:43827|issue:45446", + "issue:42673|issue:42796", + "issue:44995|issue:46697" + ], + "prepared_review_unit_hash": "db56011868cad2e952c6ca966e3cbe58975c7276e1223e0901152e0d8a99522e", + "component_budget": { + "node_count": 516, + "item_count": 516, + "soft_pair_count": 1900, + "serialized_chars": 985297, + "estimated_input_tokens": 246325, + "estimated_eval_tokens": 492906 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35237, + "estimated_input_tokens": 8810, + "estimated_eval_tokens": 17876 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab bag of distinct Transformers v5 regressions, model-specific bugs, and a few docs/API issues. I did not find any soft-edge pair that clearly shares the same underlying bug/change tightly enough to merge.", + "confidence": 0.69, + "canonical_issue_reason": "issue:45278 is the broadest representative: it captures the v5 upgrade/import-regression theme that the cluster appears to be centered around, without being too narrow to one model or API surface.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45278 best fits as the cluster anchor because it is the most general user-facing regression report and plausibly subsumes several of the narrower v5 import complaints.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44188", + "right": "issue:46328", + "accept": false, + "reason": "Different subsystems and failure modes: attention-kernel branching under torch.compile vs SequenceFeatureExtractor.pad performance behavior." + }, + { + "left": "issue:46231", + "right": "issue:46877", + "accept": false, + "reason": "Docs parameter-name mismatch is unrelated to auto_docstring printing lint diagnostics at import time." + }, + { + "left": "issue:43937", + "right": "issue:44485", + "accept": false, + "reason": "Both mention GLM-5, but one is a GenerationConfig validation problem and the other is a RoPE implementation discussion; not the same bug." + }, + { + "left": "issue:42898", + "right": "issue:46614", + "accept": false, + "reason": "Tokenizer cleanup behavior in v5 is unrelated to stale phonemizer language state in Wav2Vec2 phonemization." + }, + { + "left": "issue:38617", + "right": "issue:45278", + "accept": false, + "reason": "The latter is a broad umbrella for many import errors; the former is one specific missing import. Too broad to treat as the same artifact." + }, + { + "left": "issue:43976", + "right": "issue:45446", + "accept": false, + "reason": "Python-version compatibility and a flex_attention import guard are different code paths and symptoms." + }, + { + "left": "issue:43611", + "right": "issue:46002", + "accept": false, + "reason": "Model loading via base_model_prefix is unrelated to NaNs in classification heads during checkout/init." + }, + { + "left": "issue:44038", + "right": "issue:45478", + "accept": false, + "reason": "Related model family, but one is a transformers 5.0/Qwen3-VL-Moe bug and the other is a Qwen3.5 Moe from_pretrained error; not enough evidence of one underlying defect." + }, + { + "left": "issue:43066", + "right": "issue:44779", + "accept": false, + "reason": "Tokenizer decoder-type regression and DeepSeek-specific incorrect results may be related, but they are not clearly the same concrete bug from the titles alone." + }, + { + "left": "issue:42673", + "right": "issue:45072", + "accept": false, + "reason": "VRAM leak in Qwen3ForCausalLM multi-threading is unrelated to bfloat16 dtype mismatches in other models." + }, + { + "left": "issue:44355", + "right": "issue:46231", + "accept": false, + "reason": "Compiled Python file execution errors do not match a docs parameter typo." + }, + { + "left": "issue:45357", + "right": "issue:45478", + "accept": false, + "reason": "Both involve Qwen3.5, but save_pretrained key serialization and from_pretrained loading errors are different directions and likely different fixes." + }, + { + "left": "issue:44625", + "right": "issue:46002", + "accept": false, + "reason": "num_labels propagation in Qwen3.5 is unrelated to NaNs in classification heads." + }, + { + "left": "issue:43116", + "right": "issue:43493", + "accept": false, + "reason": "Example-script multi-label output behavior and SigLIP2 implementation discrepancy are different problems." + }, + { + "left": "issue:45083", + "right": "issue:45446", + "accept": false, + "reason": "Helper output-length calculation in qwen3_omni_moe is unrelated to a PyTorch version check for flex_attention imports." + }, + { + "left": "issue:44610", + "right": "issue:46909", + "accept": false, + "reason": "An image-size mismatch in OmDet-Turbo processing is unrelated to a broken DIA documentation example." + }, + { + "left": "issue:42371", + "right": "issue:43874", + "accept": false, + "reason": "TF32 control settings and a missing image-patch helper in GLM46V are unrelated." + }, + { + "left": "issue:44075", + "right": "issue:44936", + "accept": false, + "reason": "Unused SGD args and trainer.evaluate() failing after training are different training/runtime issues." + }, + { + "left": "issue:43618", + "right": "issue:46829", + "accept": false, + "reason": "Both are output-structure bugs, but they affect different model outputs and different fields; not clearly the same defect." + }, + { + "left": "issue:46726", + "right": "issue:46981", + "accept": false, + "reason": "Missing vision backend handling in AutoProcessor is unrelated to repeated HTTP 429 retries in from_pretrained." + }, + { + "left": "issue:46328", + "right": "issue:47116", + "accept": false, + "reason": "Feature-extractor padding inefficiency is unrelated to a streaming pipeline regression." + }, + { + "left": "issue:43992", + "right": "issue:44704", + "accept": false, + "reason": "Missing embed_tokens weight loading and AutoProcessor kwargs forwarding are separate loading bugs." + }, + { + "left": "issue:28348", + "right": "issue:46640", + "accept": false, + "reason": "Flash-Attention-2 support for GPT2LMHeadModel is not the same as a vague generic flash-attention issue." + }, + { + "left": "issue:43066", + "right": "issue:46710", + "accept": false, + "reason": "Tokenizer decoder-type behavior and DeepSeek accuracy regression are not clearly the same code-path problem." + }, + { + "left": "issue:43116", + "right": "issue:43825", + "accept": false, + "reason": "Example multi-label classification failure is unrelated to an incorrect pipeline error message." + }, + { + "left": "issue:43827", + "right": "issue:45446", + "accept": false, + "reason": "Docs still referencing pipeline() and a flex_attention import version check are unrelated." + }, + { + "left": "issue:42673", + "right": "issue:42796", + "accept": false, + "reason": "A VRAM leak in Qwen3ForCausalLM and a tokenizer BPE-marker bug are different components." + }, + { + "left": "issue:44995", + "right": "issue:46697", + "accept": false, + "reason": "Stale indexer cache on second forward pass is unrelated to image over-padding in Swin2SR." + } + ] + }, + "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": 27, + "review_unit_index": 54, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-516", + "nodes": [ + "issue:33453", + "issue:39379", + "issue:39401", + "issue:42222", + "issue:42617", + "issue:43064", + "issue:43408", + "issue:43441", + "issue:43450", + "issue:43673", + "issue:43688", + "issue:43742", + "issue:43824", + "issue:43937", + "issue:43986", + "issue:44117", + "issue:44263", + "issue:44291", + "issue:44380", + "issue:44410", + "issue:44466", + "issue:44704", + "issue:44779", + "issue:44829", + "issue:44977", + "issue:45071", + "issue:45081", + "issue:45092", + "issue:45216", + "issue:45310", + "issue:45341", + "issue:45405", + "issue:45446", + "issue:45561", + "issue:45563", + "issue:45588", + "issue:45632", + "issue:46002", + "issue:46077", + "issue:46328", + "issue:46512", + "issue:46752", + "issue:46762", + "issue:46897", + "issue:46981", + "issue:47000", + "issue:47059", + "issue:47110" + ], + "soft_pairs": [ + "issue:33453|issue:39401", + "issue:45092|issue:46762", + "issue:44263|issue:46762", + "issue:43824|issue:46981", + "issue:43064|issue:43673", + "issue:43673|issue:46328", + "issue:39379|issue:43688", + "issue:42222|issue:43441", + "issue:42222|issue:47000", + "issue:44380|issue:46077", + "issue:45405|issue:45446", + "issue:42222|issue:46752", + "issue:43937|issue:45563", + "issue:44117|issue:45588", + "issue:44291|issue:45071", + "issue:44466|issue:46002", + "issue:39379|issue:46897", + "issue:44410|issue:45310", + "issue:39401|issue:44779", + "issue:43450|issue:43986", + "issue:44704|issue:47110", + "issue:43937|issue:44977", + "issue:45071|issue:47059", + "issue:45341|issue:46328", + "issue:45071|issue:46512", + "issue:44829|issue:45216", + "issue:45341|issue:45561", + "issue:43408|issue:43742", + "issue:44117|issue:45081", + "issue:45632|issue:46981", + "issue:42617|issue:45341" + ], + "prepared_review_unit_hash": "cc72cd5c71a4e66bc56bceafb463ba8a23cd9b569b256ee09fa72ee730930142", + "component_budget": { + "node_count": 516, + "item_count": 516, + "soft_pair_count": 1900, + "serialized_chars": 985297, + "estimated_input_tokens": 246325, + "estimated_eval_tokens": 492906 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37014, + "estimated_input_tokens": 9254, + "estimated_eval_tokens": 18764 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items are a loose set of unrelated bug reports across tokenizers, vision models, training, generation, and utilities. None of the suggested soft pairs look like the same underlying bug/change, so I would not collapse any of them.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "issue:39401 is the strongest standalone representative: it has a clear, concrete tokenizer bug report with a specific model and symptom (wrong offset_mapping).", + "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 Qwen3 offset_mapping bug; different failure modes and likely different fixes." + }, + { + "left": "issue:45092", + "right": "issue:46762", + "accept": false, + "reason": "One is a v5 meta-initialization incompatibility for remote-code checkpoints; the other is a Minimax attention numerical mismatch. Different code paths." + }, + { + "left": "issue:44263", + "right": "issue:46762", + "accept": false, + "reason": "GlmMoeDsaIndexer torch.split behavior is unrelated to Minimax MSA attention numerical differences." + }, + { + "left": "issue:43824", + "right": "issue:46981", + "accept": false, + "reason": "Import error for a missing class and repeated HTTP 429 retry behavior are unrelated issues." + }, + { + "left": "issue:43064", + "right": "issue:43673", + "accept": false, + "reason": "Distributed optimizer state corruption with FSDP2/PEFT is unrelated to a generation cache missing in chunked_prefill." + }, + { + "left": "issue:43673", + "right": "issue:46328", + "accept": false, + "reason": "Generation cache handling and SequenceFeatureExtractor.pad performance are different subsystems and bugs." + }, + { + "left": "issue:39379", + "right": "issue:43688", + "accept": false, + "reason": "Incorrect mllama mask handling and auxiliary-loss normalization in MoE models are separate model-specific bugs." + }, + { + "left": "issue:42222", + "right": "issue:43441", + "accept": false, + "reason": "VitPose breakage and Ministral FlashAttention failure affect different models and code paths." + }, + { + "left": "issue:42222", + "right": "issue:47000", + "accept": false, + "reason": "VitPose model loading breakage is unrelated to RTDetr loss infeasibility." + }, + { + "left": "issue:44380", + "right": "issue:46077", + "accept": false, + "reason": "GPT2 attention scaling being ignored and Gemma4 bidirectional masks being wrong are different attention bugs." + }, + { + "left": "issue:45405", + "right": "issue:45446", + "accept": false, + "reason": "A dependency version bump issue is not the same as a PyTorch version-check bug in flex_attention." + }, + { + "left": "issue:42222", + "right": "issue:46752", + "accept": false, + "reason": "VitPose model breakage and chat-template empty-list crash are unrelated." + }, + { + "left": "issue:43937", + "right": "issue:45563", + "accept": false, + "reason": "GenerationConfig validation for GLM-5 is unrelated to a stale warning in paged generate()." + }, + { + "left": "issue:44117", + "right": "issue:45588", + "accept": false, + "reason": "Tokenizer mapping fallback behavior and a flash_attention crash on s_aux=None are unrelated." + }, + { + "left": "issue:44291", + "right": "issue:45071", + "accept": false, + "reason": "The init_empty_weights argument compatibility bug is distinct from PretrainedConfig type-checking regressions." + }, + { + "left": "issue:44466", + "right": "issue:46002", + "accept": false, + "reason": "lm_head serialization depending on device is a different bug from NaNs in classification heads after checkout/init." + }, + { + "left": "issue:39379", + "right": "issue:46897", + "accept": false, + "reason": "Both involve training behavior, but the masked-out-mask issue is unrelated to Florence2's double-shift loss bug." + }, + { + "left": "issue:44410", + "right": "issue:45310", + "accept": false, + "reason": "Missing qkv/gate projections in qwen3next layer 0 is a different from_pretrained failure than Qwen3.5 MoE loading errors." + }, + { + "left": "issue:39401", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different models and symptoms (offset_mapping vs incorrect tokenization results)." + }, + { + "left": "issue:43450", + "right": "issue:43986", + "accept": false, + "reason": "Incorrect batched video-processor output shapes and missing torchvision import crashes are different problems." + }, + { + "left": "issue:44704", + "right": "issue:47110", + "accept": false, + "reason": "AutoProcessor kwargs propagation to cached_file is unrelated to special_tokens being a list instead of a mapping." + }, + { + "left": "issue:43937", + "right": "issue:44977", + "accept": false, + "reason": "Invalid GenerationConfig for GLM-5 and Qwen3.5 flash-attention generation failure are distinct issues." + }, + { + "left": "issue:45071", + "right": "issue:47059", + "accept": false, + "reason": "PretrainedConfig type-checking breakage is unrelated to the hf hub CLI completion attribute error." + }, + { + "left": "issue:45341", + "right": "issue:46328", + "accept": false, + "reason": "A small testing_utils bug and a pad performance regression are unrelated." + }, + { + "left": "issue:45071", + "right": "issue:46512", + "accept": false, + "reason": "Type-checking breakage in PretrainedConfig is unrelated to stale config.dtype after from_config(dtype=...)." + }, + { + "left": "issue:44829", + "right": "issue:45216", + "accept": false, + "reason": "FlashAttention-3 training degeneration and Qwen3.5 save_pretrained checkpoint corruption are different bugs." + }, + { + "left": "issue:45341", + "right": "issue:45561", + "accept": false, + "reason": "A testing_utils bug and a pytest-xdist race on captured_info.txt are different defects even if both touch test utilities." + }, + { + "left": "issue:43408", + "right": "issue:43742", + "accept": false, + "reason": "A model-type warning during sam3_tracker instantiation is unrelated to a key error loading MobileLLM-125M." + }, + { + "left": "issue:44117", + "right": "issue:45081", + "accept": false, + "reason": "TOKENIZER_MAPPING_NAMES returning None and the mistral regex patch crash are separate tokenizer-loading problems." + }, + { + "left": "issue:45632", + "right": "issue:46981", + "accept": false, + "reason": "Local cache-path collisions for trust_remote_code and repeated HTTP 429 retries are unrelated AutoProcessor issues." + }, + { + "left": "issue:42617", + "right": "issue:45341", + "accept": false, + "reason": "Failure to run 3d_parallel.py is unrelated to the testing_utils 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": 27, + "review_unit_index": 55, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-516", + "nodes": [ + "issue:27957", + "issue:38617", + "issue:39401", + "issue:41628", + "issue:42222", + "issue:42371", + "issue:43066", + "issue:43097", + "issue:43122", + "issue:43208", + "issue:43352", + "issue:43673", + "issue:43874", + "issue:43931", + "issue:43937", + "issue:44075", + "issue:44077", + "issue:44220", + "issue:44261", + "issue:44263", + "issue:44360", + "issue:44410", + "issue:44483", + "issue:44484", + "issue:44485", + "issue:44493", + "issue:44496", + "issue:44877", + "issue:44933", + "issue:45071", + "issue:45278", + "issue:45310", + "issue:45341", + "issue:45464", + "issue:45478", + "issue:45656", + "issue:46172", + "issue:46178", + "issue:46209", + "issue:46231", + "issue:46298", + "issue:46617", + "issue:46752", + "issue:46762", + "issue:46894", + "issue:46981", + "issue:47116" + ], + "soft_pairs": [ + "issue:38617|issue:41628", + "issue:43122|issue:46298", + "issue:42222|issue:46178", + "issue:39401|issue:46209", + "issue:44877|issue:46231", + "issue:42371|issue:44261", + "issue:43937|issue:44496", + "issue:44484|issue:45310", + "issue:44261|issue:46762", + "issue:44933|issue:45278", + "issue:42371|issue:46617", + "issue:44410|issue:45478", + "issue:44075|issue:45656", + "issue:38617|issue:44220", + "issue:44263|issue:44485", + "issue:43066|issue:43122", + "issue:43208|issue:46894", + "issue:43097|issue:44493", + "issue:44077|issue:46981", + "issue:46752|issue:47116", + "issue:43673|issue:45341", + "issue:43931|issue:44410", + "issue:41628|issue:45071", + "issue:44483|issue:45464", + "issue:43874|issue:44261", + "issue:44484|issue:45478", + "issue:27957|issue:43352", + "issue:44263|issue:46172", + "issue:44360|issue:46172" + ], + "prepared_review_unit_hash": "4e89fdfdfab40064d69f9ef91d2738fa6cda59c3b9a8ba5b3d799cc3ee1e28f4", + "component_budget": { + "node_count": 516, + "item_count": 516, + "soft_pair_count": 1900, + "serialized_chars": 985297, + "estimated_input_tokens": 246325, + "estimated_eval_tokens": 492906 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35139, + "estimated_input_tokens": 8785, + "estimated_eval_tokens": 17826 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items are mostly separate regressions across different models and APIs. None of the soft pairs look like true duplicates under a strict same-bug/same-change standard; the closest umbrella report is the broad v5 import-regression issue.", + "confidence": 0.69, + "canonical_issue_reason": "issue:45278 is the broadest representative issue here: it reports multiple import errors after upgrading to 5.5.0, which makes it the best umbrella candidate among the mostly unrelated reports.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45278 best fits as the global issue anchor because it is broad, user-facing, and most likely to subsume narrower import-failure reports in this set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:38617", + "right": "issue:41628", + "accept": false, + "reason": "Both are import failures, but they name different missing symbols and likely different code paths, so they are not the same underlying bug." + }, + { + "left": "issue:43122", + "right": "issue:46298", + "accept": false, + "reason": "Different tokenization regression vs noisy logging; no shared failure mode or fix." + }, + { + "left": "issue:42222", + "right": "issue:46178", + "accept": false, + "reason": "VitPose model breakage and a backend-mapping error are unrelated subsystems and bugs." + }, + { + "left": "issue:39401", + "right": "issue:46209", + "accept": false, + "reason": "Tokenizer offset mapping and FP8 inference on B200 are unrelated model/runtime issues." + }, + { + "left": "issue:44877", + "right": "issue:46231", + "accept": false, + "reason": "Config-loading strictness and a doc parameter-name mismatch are not the same code-path problem." + }, + { + "left": "issue:42371", + "right": "issue:44261", + "accept": false, + "reason": "TF32 settings behavior and a missing rms_norm_eps in MLA are different bugs." + }, + { + "left": "issue:43937", + "right": "issue:44496", + "accept": false, + "reason": "GenerationConfig validation for GLM-5 and unrecognized-model loading for OLMo are different failures." + }, + { + "left": "issue:44484", + "right": "issue:45310", + "accept": false, + "reason": "One is a shard-size question; the other is a Qwen3.5 MoE from_pretrained loading error." + }, + { + "left": "issue:44261", + "right": "issue:46762", + "accept": false, + "reason": "Both concern numerical differences, but they involve different models and mechanisms, so they are not the same bug." + }, + { + "left": "issue:44933", + "right": "issue:45278", + "accept": false, + "reason": "The second is a broad import-regression report, but the first is a specific missing import; too broad to call a duplicate." + }, + { + "left": "issue:42371", + "right": "issue:46617", + "accept": false, + "reason": "TF32 configuration and cache-based trust_remote_code FileNotFoundError are unrelated." + }, + { + "left": "issue:44410", + "right": "issue:45478", + "accept": false, + "reason": "Missing layer projections in qwen3next is a different model-architecture issue from Qwen3.5 MoE loading failure." + }, + { + "left": "issue:44075", + "right": "issue:45656", + "accept": false, + "reason": "Unused SGD args and double optimizer-step under deepspeed are different optimizer bugs." + }, + { + "left": "issue:38617", + "right": "issue:44220", + "accept": false, + "reason": "Different import/runtime failures in unrelated utilities; no shared underlying defect." + }, + { + "left": "issue:44263", + "right": "issue:44485", + "accept": false, + "reason": "torch.split return handling in the DSA indexer and GLM-5 RoPE implementation are separate bugs." + }, + { + "left": "issue:43066", + "right": "issue:43122", + "accept": false, + "reason": "Tokenizer decoder-type mismatch and tokenization drift are related only at a high level; not the same concrete bug." + }, + { + "left": "issue:43208", + "right": "issue:46894", + "accept": false, + "reason": "xLSTM training blockers and a CohereASR double-shift loss bug are different model/training issues." + }, + { + "left": "issue:43097", + "right": "issue:44493", + "accept": false, + "reason": "Removal of a config field and unexpected position-id keys are different API/model-loading problems." + }, + { + "left": "issue:44077", + "right": "issue:46981", + "accept": false, + "reason": "patchtsmixer post_init policy and repeated 429 retry behavior in AutoProcessor are unrelated." + }, + { + "left": "issue:46752", + "right": "issue:47116", + "accept": false, + "reason": "Empty chat-template input crash and streaming pipeline regression are different failure modes." + }, + { + "left": "issue:43673", + "right": "issue:45341", + "accept": false, + "reason": "Chunked-prefill cache handling and a testing_utils bug are unrelated." + }, + { + "left": "issue:43931", + "right": "issue:44410", + "accept": false, + "reason": "Qwen3-VL weight-shape mismatch and qwen3next missing projections are different model-specific loading issues." + }, + { + "left": "issue:41628", + "right": "issue:45071", + "accept": false, + "reason": "Cannot import AutoImageProcessor and PreTrainedConfig type-checking breakage are separate import/type issues." + }, + { + "left": "issue:44483", + "right": "issue:45464", + "accept": false, + "reason": "API request rejection in /v1/chat/completions and streaming inference failure on a specific model are not the same bug." + }, + { + "left": "issue:43874", + "right": "issue:44261", + "accept": false, + "reason": "Missing image-patch counting on a vision processor and MLA precision/config issues are unrelated." + }, + { + "left": "issue:44484", + "right": "issue:45478", + "accept": false, + "reason": "max_shard_size behavior and Qwen3.5 MoE loading failure are different problems." + }, + { + "left": "issue:27957", + "right": "issue:43352", + "accept": false, + "reason": "Both mention Flash Attention 2 support, but they are different models with separate support gaps." + }, + { + "left": "issue:44263", + "right": "issue:46172", + "accept": false, + "reason": "DSA indexer split semantics and deepseek-v4 tensor transpose behavior are unrelated." + }, + { + "left": "issue:44360", + "right": "issue:46172", + "accept": false, + "reason": "A missing ReLU in the DSA indexer is a different bug from the deepseek-v4 transpose 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": 27, + "review_unit_index": 56, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-516", + "nodes": [ + "issue:38617", + "issue:42757", + "issue:42886", + "issue:42890", + "issue:43012", + "issue:43064", + "issue:43097", + "issue:43208", + "issue:43441", + "issue:43452", + "issue:43577", + "issue:43673", + "issue:43873", + "issue:43874", + "issue:43931", + "issue:43986", + "issue:44038", + "issue:44062", + "issue:44117", + "issue:44261", + "issue:44263", + "issue:44315", + "issue:44351", + "issue:44410", + "issue:44484", + "issue:44485", + "issue:44829", + "issue:44987", + "issue:45003", + "issue:45341", + "issue:45372", + "issue:45375", + "issue:45440", + "issue:45588", + "issue:45753", + "issue:46050", + "issue:46123", + "issue:46172", + "issue:46298", + "issue:46369", + "issue:46655", + "issue:46664", + "issue:46701", + "issue:46752", + "issue:46821", + "issue:46897", + "issue:46981", + "issue:47000" + ], + "soft_pairs": [ + "issue:43012|issue:43577", + "issue:43441|issue:44829", + "issue:43931|issue:44038", + "issue:43097|issue:43452", + "issue:43986|issue:45341", + "issue:44261|issue:44485", + "issue:45003|issue:45341", + "issue:42886|issue:46981", + "issue:45753|issue:46369", + "issue:45341|issue:47000", + "issue:44117|issue:44987", + "issue:43874|issue:44263", + "issue:43097|issue:45588", + "issue:43673|issue:46123", + "issue:45440|issue:46172", + "issue:44410|issue:45375", + "issue:44038|issue:44410", + "issue:38617|issue:42757", + "issue:43986|issue:45372", + "issue:43097|issue:46050", + "issue:43064|issue:44315", + "issue:43208|issue:46897", + "issue:43986|issue:44484", + "issue:46655|issue:46664", + "issue:46298|issue:46752", + "issue:44062|issue:44117", + "issue:42890|issue:46298", + "issue:38617|issue:44351", + "issue:43097|issue:43873", + "issue:43012|issue:46821", + "issue:44117|issue:46701" + ], + "prepared_review_unit_hash": "ec3811800c9344eaae8157bf2e41184783e4054a0a14221e8165cae100566d1f", + "component_budget": { + "node_count": 516, + "item_count": 516, + "soft_pair_count": 1900, + "serialized_chars": 985297, + "estimated_input_tokens": 246325, + "estimated_eval_tokens": 492906 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "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": "These issues are mostly distinct regressions spanning imports, model loading, processors, training, and attention/backends. Several pairs share a vague subsystem or version-regression theme, but none look like the same underlying bug.", + "confidence": 0.94, + "canonical_issue_reason": "#43097 is the broadest release-regression report in the set and has downstream references, so it is the least arbitrary anchor even though the overall set is heterogeneous.", + "canonical_pr_reason": null, + "best_issue_reason": "#43097 is the best representative issue by scope and downstream impact, but it does not truly subsume the other reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43012", + "right": "issue:43577", + "accept": false, + "reason": "Both mention dtype/precision, but one is a PyTorch warning during compilation and the other is a Blip2 loading dtype mismatch; different symptoms and code paths." + }, + { + "left": "issue:43441", + "right": "issue:44829", + "accept": false, + "reason": "Both involve FlashAttention, but one is a specific Ministral-3 inference failure and the other is degenerate training in sequence classification; not the same bug." + }, + { + "left": "issue:43931", + "right": "issue:44038", + "accept": false, + "reason": "Both concern Qwen3-VL-family models, but one is a weight-shape mismatch on load and the other is a Qwen3-VL-Moe bug; different failure modes." + }, + { + "left": "issue:43097", + "right": "issue:43452", + "accept": false, + "reason": "One is a v5 API removal complaint, the other is a gguf_file/from_pretrained loading break; related release context, but not the same underlying defect." + }, + { + "left": "issue:43986", + "right": "issue:45341", + "accept": false, + "reason": "AutoProcessor/video-model import crash versus a small testing_utils bug; no shared code-path or symptom." + }, + { + "left": "issue:44261", + "right": "issue:44485", + "accept": false, + "reason": "Both mention precision/configuration, but one is an MLA layernorm epsilon mismatch and the other is GLM-5 RoPE implementation; unrelated." + }, + { + "left": "issue:45003", + "right": "issue:45341", + "accept": false, + "reason": "sys.modules access in modeling_utils is a runtime import issue; testing_utils is a separate utility bug." + }, + { + "left": "issue:42886", + "right": "issue:46981", + "accept": false, + "reason": "Both involve offline/HF endpoint behavior, but one is tokenizer cache loading offline and the other is repeated 429 retries in AutoProcessor; different request flow." + }, + { + "left": "issue:45753", + "right": "issue:46369", + "accept": false, + "reason": "Both affect vision-heavy models, but one is an infinite loop for a specific image and the other is memory overflow in sam3-litetext; not the same defect." + }, + { + "left": "issue:45341", + "right": "issue:47000", + "accept": false, + "reason": "A testing_utils bug and an RTDetrLoss infeasible cost-matrix crash are unrelated." + }, + { + "left": "issue:44117", + "right": "issue:44987", + "accept": false, + "reason": "Both are from_pretrained-related, but one is a tokenizer mapping None assumption and the other is a model-loading failure on a specific repository; different root causes." + }, + { + "left": "issue:43874", + "right": "issue:44263", + "accept": false, + "reason": "GLM46V image patch counting versus GlmMoeDsaIndexer torch.split return values; both GLM-related, but distinct errors." + }, + { + "left": "issue:43097", + "right": "issue:45588", + "accept": false, + "reason": "v5 removal of a tie_embeddings API is unrelated to a flash_attention integration crash on s_aux=None." + }, + { + "left": "issue:43673", + "right": "issue:46123", + "accept": false, + "reason": "Generation cache missing during chunked_prefill is unrelated to MaskGenerationPipeline dropping final partial-batch results." + }, + { + "left": "issue:45440", + "right": "issue:46172", + "accept": false, + "reason": "DeepseekV3MoE divergence from remote implementation is not the same as a deepseek-v4 dtype/transpose bug." + }, + { + "left": "issue:44410", + "right": "issue:45375", + "accept": false, + "reason": "qwen3next missing projections is a model architecture bug; missing deepstack_visual_indexes is a config field-drop issue." + }, + { + "left": "issue:44038", + "right": "issue:44410", + "accept": false, + "reason": "Both are Qwen-related, but one is a transformers 5/Qwen3-VL-Moe bug and the other is missing projections in qwen3next; different layers and symptoms." + }, + { + "left": "issue:38617", + "right": "issue:42757", + "accept": false, + "reason": "Both are ImportError reports, but they refer to different missing symbols from different packages." + }, + { + "left": "issue:43986", + "right": "issue:45372", + "accept": false, + "reason": "AutoProcessor without torchvision and ReasoningEffort import failure affect different processor stacks and failure points." + }, + { + "left": "issue:43097", + "right": "issue:46050", + "accept": false, + "reason": "Versioned API removal is unrelated to quantized-model save/load corruption after sinq quantization." + }, + { + "left": "issue:43064", + "right": "issue:44315", + "accept": false, + "reason": "FSDP2 optimizer-state mismatch in Trainer.train is unrelated to Liger Kernel not being applied with model_init." + }, + { + "left": "issue:43208", + "right": "issue:46897", + "accept": false, + "reason": "xLSTM training bugs on small models and Florence2 double-shift training loss are different model-specific issues." + }, + { + "left": "issue:43986", + "right": "issue:44484", + "accept": false, + "reason": "Missing torchvision for video model loading is unrelated to the default max_shard_size behavior in save_pretrained()." + }, + { + "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; related area, different bug." + }, + { + "left": "issue:46298", + "right": "issue:46752", + "accept": false, + "reason": "Noisy logging and empty-list apply_chat_template IndexError are unrelated." + }, + { + "left": "issue:44062", + "right": "issue:44117", + "accept": false, + "reason": "AddedToken special-arg TypeError is a tokenization construction bug, while TOKENIZER_MAPPING_NAMES returning None is a from_pretrained mapping bug." + }, + { + "left": "issue:42890", + "right": "issue:46298", + "accept": false, + "reason": "A flaky integration test due to missing set_seed and a noisy logging message are not the same underlying issue." + }, + { + "left": "issue:38617", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but one is a missing configuration_utils symbol and the other is a missing top-level HybridCache export." + }, + { + "left": "issue:43097", + "right": "issue:43873", + "accept": false, + "reason": "API removal regression and quantization offloading problems are different classes of bugs." + }, + { + "left": "issue:43012", + "right": "issue:46821", + "accept": false, + "reason": "PyTorch precision warning during compile and TimesFM window_size AttributeError are unrelated." + }, + { + "left": "issue:44117", + "right": "issue:46701", + "accept": false, + "reason": "A tokenizer-mapping None assumption and a DiffusionGemmaGenerationOutput pipeline failure are different from_pretrained/pipeline paths." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 57, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-516", + "nodes": [ + "issue:36683", + "issue:42757", + "issue:42890", + "issue:42907", + "issue:43012", + "issue:43064", + "issue:43066", + "issue:43097", + "issue:43208", + "issue:43352", + "issue:43502", + "issue:43550", + "issue:43582", + "issue:43824", + "issue:43825", + "issue:43827", + "issue:43906", + "issue:43976", + "issue:43986", + "issue:43992", + "issue:44016", + "issue:44077", + "issue:44162", + "issue:44222", + "issue:44368", + "issue:44380", + "issue:44451", + "issue:44484", + "issue:44655", + "issue:44704", + "issue:44734", + "issue:44936", + "issue:44938", + "issue:45103", + "issue:45478", + "issue:45479", + "issue:45584", + "issue:45712", + "issue:45753", + "issue:46132", + "issue:46172", + "issue:46178", + "issue:46298", + "issue:46365", + "issue:46421", + "issue:46710", + "issue:47059", + "issue:47116" + ], + "soft_pairs": [ + "issue:46172|issue:46710", + "issue:43502|issue:43992", + "issue:44704|issue:45103", + "issue:44936|issue:46365", + "issue:44451|issue:47116", + "issue:44380|issue:46421", + "issue:44938|issue:46178", + "issue:43986|issue:44016", + "issue:43064|issue:47116", + "issue:42907|issue:45753", + "issue:42907|issue:44655", + "issue:43012|issue:43550", + "issue:45712|issue:46298", + "issue:43012|issue:44368", + "issue:43992|issue:44484", + "issue:43827|issue:47116", + "issue:43208|issue:43550", + "issue:43352|issue:43976", + "issue:43352|issue:44380", + "issue:43066|issue:43906", + "issue:43825|issue:44655", + "issue:44734|issue:47116", + "issue:43097|issue:46298", + "issue:45584|issue:46365", + "issue:44380|issue:46132", + "issue:44162|issue:46172", + "issue:44077|issue:46365", + "issue:42890|issue:47059", + "issue:44222|issue:45478", + "issue:42757|issue:43824", + "issue:44380|issue:45479", + "issue:36683|issue:43582", + "issue:43064|issue:44380" + ], + "prepared_review_unit_hash": "9eefba923ffda4729e6d663099a2161b1cf63d7966e95ea47a1921fa69e38d39", + "component_budget": { + "node_count": 516, + "item_count": 516, + "soft_pair_count": 1900, + "serialized_chars": 985297, + "estimated_input_tokens": 246325, + "estimated_eval_tokens": 492906 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37473, + "estimated_input_tokens": 9369, + "estimated_eval_tokens": 18994 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous: the soft pairs mostly share broad Transformers themes (load/save, v5 regressions, model families) but do not appear to be the same underlying bug or change.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46172", + "right": "issue:46710", + "accept": false, + "reason": "Both mention DeepSeek, but one is a specific tensor operation bug and the other is an accuracy regression after a version upgrade; different failure modes and likely different fixes." + }, + { + "left": "issue:43502", + "right": "issue:43992", + "accept": false, + "reason": "Both are from_pretrained/loading issues, but one is about unwanted network access and the other is a missing weight in UMT5Encoder; not the same code-path problem." + }, + { + "left": "issue:44704", + "right": "issue:45103", + "accept": false, + "reason": "One concerns AutoProcessor forwarding kwargs to cached_file, the other is an auto_docstring crash with future annotations; unrelated subsystems." + }, + { + "left": "issue:44936", + "right": "issue:46365", + "accept": false, + "reason": "Trainer evaluate/train failure and Trainer import failure have different symptoms and likely different causes; too broad to be the same bug." + }, + { + "left": "issue:44451", + "right": "issue:47116", + "accept": false, + "reason": "A model loading regression and a streaming pipeline regression are both v5 issues, but they are distinct features/code paths." + }, + { + "left": "issue:44380", + "right": "issue:46421", + "accept": false, + "reason": "GPT2 attention scaling under SDPA/FlashAttention and cache lazy initialization recompilation are separate runtime behaviors, not one concrete bug." + }, + { + "left": "issue:44938", + "right": "issue:46178", + "accept": false, + "reason": "Python 3.14 import failure and a BACKENDS_MAPPING validation error are unrelated import/backend issues." + }, + { + "left": "issue:43986", + "right": "issue:44016", + "accept": false, + "reason": "AutoProcessor/video-model crash without torchvision and a notebook syntax error are unrelated." + }, + { + "left": "issue:43064", + "right": "issue:47116", + "accept": false, + "reason": "Trainer/FSDP2/PEFT optimizer-state corruption and streaming pipeline regression are different training vs inference problems." + }, + { + "left": "issue:42907", + "right": "issue:45753", + "accept": false, + "reason": "One is a save-dequantized-model failure, the other an infinite-loop generation bug for a specific image; different code paths." + }, + { + "left": "issue:42907", + "right": "issue:44655", + "accept": false, + "reason": "Both involve save_pretrained, but one is about dequantized model saving and the other about Pipeline objects; not the same underlying bug." + }, + { + "left": "issue:43012", + "right": "issue:43550", + "accept": false, + "reason": "A PyTorch warning during bfloat16 compilation is not the same as a Bamba SDPA torch.compile failure." + }, + { + "left": "issue:45712", + "right": "issue:46298", + "accept": false, + "reason": "Left is cleanup of dummy PT objects; right is a logging-message complaint. No shared bug." + }, + { + "left": "issue:43012", + "right": "issue:44368", + "accept": false, + "reason": "Both mention warnings, but one is a compilation precision warning and the other is a tie_word_embeddings configuration warning; unrelated." + }, + { + "left": "issue:43992", + "right": "issue:44484", + "accept": false, + "reason": "Missing embed_tokens weight during load and max_shard_size default behavior during save_pretrained are different concerns." + }, + { + "left": "issue:43827", + "right": "issue:47116", + "accept": false, + "reason": "Documentation still referencing pipeline() and a streaming pipeline regression are both pipeline-related, but one is docs and the other is runtime behavior." + }, + { + "left": "issue:43208", + "right": "issue:43550", + "accept": false, + "reason": "xLSTM training bugs and Bamba torch.compile SDPA failure are unrelated model-specific issues." + }, + { + "left": "issue:43352", + "right": "issue:43976", + "accept": false, + "reason": "Nemotron Flash Attention support and a Python version compatibility break are not the same problem." + }, + { + "left": "issue:43352", + "right": "issue:44380", + "accept": false, + "reason": "One is FA2 unsupported for a model, the other is GPT2 attention scaling ignored under backends; different bugs." + }, + { + "left": "issue:43066", + "right": "issue:43906", + "accept": false, + "reason": "Wrong tokenizer decoder type and an isolated reproduction of another issue do not identify the same underlying defect." + }, + { + "left": "issue:43825", + "right": "issue:44655", + "accept": false, + "reason": "A bad error message about translation tasks and inability to save Pipeline objects are distinct pipeline issues." + }, + { + "left": "issue:44734", + "right": "issue:47116", + "accept": false, + "reason": "Both touch serving/streaming, but one is KV-cache continuation tensor indexing in /v1/responses and the other is a broader streaming pipeline regression." + }, + { + "left": "issue:43097", + "right": "issue:46298", + "accept": false, + "reason": "Removal of tie_embeddings_and_encoder_decoder and a noisy logging message are unrelated." + }, + { + "left": "issue:45584", + "right": "issue:46365", + "accept": false, + "reason": "Whisper empty-transcription generation and Trainer import failure are unrelated." + }, + { + "left": "issue:44380", + "right": "issue:46132", + "accept": false, + "reason": "GPT2 backend-specific attention scaling and AttentionInterface.register behavior changes are different code paths." + }, + { + "left": "issue:44162", + "right": "issue:46172", + "accept": false, + "reason": "ESM2 breakage and a DeepSeek tensor-op bug are unrelated model-specific regressions." + }, + { + "left": "issue:44077", + "right": "issue:46365", + "accept": false, + "reason": "patchtsmixer post_init validation and importing Trainer via datasets are unrelated." + }, + { + "left": "issue:42890", + "right": "issue:47059", + "accept": false, + "reason": "Missing set_seed in SAM HQ tests and a huggingface_hub CLI attribute error are unrelated test/tooling issues." + }, + { + "left": "issue:44222", + "right": "issue:45478", + "accept": false, + "reason": "Both mention MoE and FP8/Qwen, but one is save_pretrained and the other is from_pretrained; not clearly the same bug." + }, + { + "left": "issue:42757", + "right": "issue:43824", + "accept": false, + "reason": "One is a huggingface_hub import breakage, the other is a missing Transformers class export; different packages and failures." + }, + { + "left": "issue:44380", + "right": "issue:45479", + "accept": false, + "reason": "Attention scaling under backend dispatch and a zero-loss classification bug are unrelated." + }, + { + "left": "issue:36683", + "right": "issue:43582", + "accept": false, + "reason": "Gemma3Config missing vocab_size and an Apple Silicon TypeError in caching_allocator_warmup are unrelated." + }, + { + "left": "issue:43064", + "right": "issue:44380", + "accept": false, + "reason": "A distributed training optimizer-state bug and GPT2 backend attention scaling are different problems despite both involving training." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 58, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-516", + "nodes": [ + "issue:29870", + "issue:36010", + "issue:36296", + "issue:36683", + "issue:38617", + "issue:42175", + "issue:42757", + "issue:42994", + "issue:43012", + "issue:43064", + "issue:43208", + "issue:43299", + "issue:43352", + "issue:43475", + "issue:43502", + "issue:43525", + "issue:43526", + "issue:43611", + "issue:43618", + "issue:43756", + "issue:43761", + "issue:43867", + "issue:43937", + "issue:43976", + "issue:44038", + "issue:44077", + "issue:44230", + "issue:44355", + "issue:44380", + "issue:44483", + "issue:44485", + "issue:44492", + "issue:44514", + "issue:44625", + "issue:44655", + "issue:44683", + "issue:44938", + "issue:45216", + "issue:45276", + "issue:45290", + "issue:46050", + "issue:46077", + "issue:46082", + "issue:46365", + "issue:46877", + "issue:47059", + "issue:47110" + ], + "soft_pairs": [ + "issue:42175|issue:46365", + "issue:43012|issue:44683", + "issue:44483|issue:44514", + "issue:38617|issue:43502", + "issue:43618|issue:44380", + "issue:43756|issue:44485", + "issue:45276|issue:46077", + "issue:43618|issue:43761", + "issue:43208|issue:43526", + "issue:36010|issue:42757", + "issue:44038|issue:44230", + "issue:42994|issue:44655", + "issue:43299|issue:43867", + "issue:44483|issue:45290", + "issue:44625|issue:46365", + "issue:43352|issue:43937", + "issue:44625|issue:46077", + "issue:43611|issue:44655", + "issue:44355|issue:46877", + "issue:36683|issue:43475", + "issue:44655|issue:46050", + "issue:43976|issue:44938", + "issue:44938|issue:47059", + "issue:36683|issue:44077", + "issue:43867|issue:45216", + "issue:36683|issue:47110", + "issue:46077|issue:46082", + "issue:43618|issue:45216", + "issue:36683|issue:43525", + "issue:29870|issue:36296", + "issue:43064|issue:44492" + ], + "prepared_review_unit_hash": "d471daff64fb11da89cc327718aea540dbd3d2a42726d34e09ee4148b7e0eb36", + "component_budget": { + "node_count": 516, + "item_count": 516, + "soft_pair_count": 1900, + "serialized_chars": 985297, + "estimated_input_tokens": 246325, + "estimated_eval_tokens": 492906 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 36108, + "estimated_input_tokens": 9027, + "estimated_eval_tokens": 18310 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly false-positive similarity: the issues share broad keywords like imports, v5 regressions, model families, or attention/chat/template terms, but they describe different underlying bugs. I found no true duplicate pair among the soft edges.", + "confidence": 0.66, + "canonical_issue_reason": "issue:43611 is the best representative issue in this set: it describes a clear, broad Transformers 5.0 regression with concrete user impact and a well-scoped core loading problem.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43611 is the most globally useful issue to keep because it is broad, concrete, and likely to attract the right fixes for a core regression.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42175", + "right": "issue:46365", + "accept": false, + "reason": "Both are import/backend complaints, but one is about missing TensorFlow backend in a torch install and the other about Trainer import conflicts with datasets; different causes." + }, + { + "left": "issue:43012", + "right": "issue:44683", + "accept": false, + "reason": "One is a precision warning in bfloat16 compilation; the other is a torch>=2.9 flex_attention compile failure. Different code paths and symptoms." + }, + { + "left": "issue:44483", + "right": "issue:44514", + "accept": false, + "reason": "A /v1/chat/completions rejection is an API-level request validation issue, while apply_chat_template(batched,padding=False) is a tokenizer/template crash." + }, + { + "left": "issue:38617", + "right": "issue:43502", + "accept": false, + "reason": "One is an import failure for layer_type_validation; the other is unwanted network requests with local_files_only=True. Not the same bug." + }, + { + "left": "issue:43618", + "right": "issue:44380", + "accept": false, + "reason": "Both mention attention, but CLIP attentions missing and GPT2 attention scaling ignored in SDPA/FlashAttention are distinct regressions." + }, + { + "left": "issue:43756", + "right": "issue:44485", + "accept": false, + "reason": "Both mention RoPE, but they concern different models and problems: Smollm3 layer dropping vs GLM-5 RoPE implementation discussion." + }, + { + "left": "issue:45276", + "right": "issue:46077", + "accept": false, + "reason": "Both are Gemma4 issues, but one is token embedding resizing and the other is bidirectional attention mask construction; separate defects." + }, + { + "left": "issue:43618", + "right": "issue:43761", + "accept": false, + "reason": "Both are CLIP regressions, but one drops attentions and the other drops hidden_states; different outputs and likely different fixes." + }, + { + "left": "issue:43208", + "right": "issue:43526", + "accept": false, + "reason": "xLSTM training bugs and BeitImageProcessorFast label reduction are unrelated subsystems and symptoms." + }, + { + "left": "issue:36010", + "right": "issue:42757", + "accept": false, + "reason": "These are both import errors, but they involve different symbols from different packages/modules and different breakages." + }, + { + "left": "issue:44038", + "right": "issue:44230", + "accept": false, + "reason": "These both concern Qwen3-VL/MoE/fp8, but one is a general bug report and the other is fp8 inference support; not the same concrete issue." + }, + { + "left": "issue:42994", + "right": "issue:44655", + "accept": false, + "reason": "Both involve save_pretrained, but one is quantized model saving and the other is Pipeline object serialization; different object types and failure modes." + }, + { + "left": "issue:43299", + "right": "issue:43867", + "accept": false, + "reason": "Both are loading failures, but they affect different model families and different root causes (Qwen3VL-Moe vs sorted state_dict loading)." + }, + { + "left": "issue:44483", + "right": "issue:45290", + "accept": false, + "reason": "Both touch chat handling, but one is server-side chat/completions rejection and the other is tokenizer chat template crashing on tool-call messages." + }, + { + "left": "issue:44625", + "right": "issue:46365", + "accept": false, + "reason": "Qwen3.5 num_labels propagation and a Trainer import conflict are unrelated issues." + }, + { + "left": "issue:43352", + "right": "issue:43937", + "accept": false, + "reason": "Flash Attention support for Nemotron and GLM-5 GenerationConfig validation are different model/config problems." + }, + { + "left": "issue:44625", + "right": "issue:46077", + "accept": false, + "reason": "One is num_labels propagation in Qwen3.5, the other is Gemma4 bidirectional attention mask logic; no shared bug." + }, + { + "left": "issue:43611", + "right": "issue:44655", + "accept": false, + "reason": "A base_model_prefix loading regression is unrelated to saving Pipeline objects." + }, + { + "left": "issue:44355", + "right": "issue:46877", + "accept": false, + "reason": "Compiled Python file execution errors and auto_docstring import-time stdout diagnostics are different issues." + }, + { + "left": "issue:36683", + "right": "issue:43475", + "accept": false, + "reason": "Both are attribute-missing reports, but they affect different configs/outputs and different model families." + }, + { + "left": "issue:44655", + "right": "issue:46050", + "accept": false, + "reason": "Pipeline save_pretrained and sinq-quantized model save/load corruption are distinct serialization bugs." + }, + { + "left": "issue:43976", + "right": "issue:44938", + "accept": false, + "reason": "Both mention Python version compatibility, but they describe different version ranges and failure modes; not a single duplicate bug." + }, + { + "left": "issue:44938", + "right": "issue:47059", + "accept": false, + "reason": "Python 3.14 loading failure and a huggingface_hub CLI attribute error are unrelated." + }, + { + "left": "issue:36683", + "right": "issue:44077", + "accept": false, + "reason": "Gemma3Config missing vocab_size and patchtsmixer post_init validation are unrelated model/config issues." + }, + { + "left": "issue:43867", + "right": "issue:45216", + "accept": false, + "reason": "Sorted state_dict loading and Qwen3.5 save_pretrained checkpoint corruption are different load/save failures." + }, + { + "left": "issue:36683", + "right": "issue:47110", + "accept": false, + "reason": "Missing vocab_size on Gemma3Config is unrelated to special_tokens being a list instead of a dict." + }, + { + "left": "issue:46077", + "right": "issue:46082", + "accept": false, + "reason": "One is Gemma4 attention-mask behavior; the other is LlamaConfig head_dim validation. Different model families and code paths." + }, + { + "left": "issue:43618", + "right": "issue:45216", + "accept": false, + "reason": "CLIP attentions regression and Qwen3.5 checkpoint corruption are unrelated." + }, + { + "left": "issue:36683", + "right": "issue:43525", + "accept": false, + "reason": "Gemma3Config missing vocab_size and Llama4Config missing pad_token_id are separate attribute-propagation bugs." + }, + { + "left": "issue:29870", + "right": "issue:36296", + "accept": false, + "reason": "BART generate() decoder_attention_mask assignment and tensor-parallel training are unrelated." + }, + { + "left": "issue:43064", + "right": "issue:44492", + "accept": false, + "reason": "A distributed optimizer-state bug and a cache-strategy typo are clearly different issues." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 59, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-516", + "nodes": [ + "issue:28282", + "issue:29870", + "issue:33453", + "issue:36296", + "issue:41669", + "issue:42890", + "issue:42898", + "issue:43010", + "issue:43065", + "issue:43502", + "issue:43575", + "issue:43618", + "issue:43723", + "issue:43867", + "issue:43874", + "issue:43976", + "issue:43992", + "issue:44062", + "issue:44075", + "issue:44077", + "issue:44112", + "issue:44222", + "issue:44246", + "issue:44355", + "issue:44360", + "issue:44393", + "issue:44485", + "issue:44556", + "issue:44734", + "issue:44855", + "issue:44908", + "issue:44964", + "issue:45125", + "issue:45278", + "issue:45310", + "issue:45357", + "issue:45375", + "issue:45440", + "issue:45478", + "issue:45561", + "issue:45850", + "issue:46202", + "issue:46285", + "issue:46365", + "issue:46617", + "issue:46664", + "issue:46851", + "issue:47000" + ], + "soft_pairs": [ + "issue:43010|issue:45278", + "issue:44075|issue:46365", + "issue:43992|issue:45310", + "issue:44908|issue:46851", + "issue:29870|issue:33453", + "issue:44393|issue:47000", + "issue:43867|issue:46202", + "issue:44355|issue:44855", + "issue:43010|issue:45850", + "issue:36296|issue:43575", + "issue:43867|issue:45375", + "issue:41669|issue:44246", + "issue:42890|issue:45561", + "issue:43618|issue:44077", + "issue:43010|issue:43976", + "issue:43992|issue:45478", + "issue:43867|issue:45357", + "issue:28282|issue:33453", + "issue:43618|issue:46285", + "issue:44360|issue:45440", + "issue:42890|issue:44964", + "issue:42890|issue:44112", + "issue:43502|issue:44062", + "issue:42898|issue:46664", + "issue:44222|issue:45125", + "issue:44734|issue:46617", + "issue:43723|issue:44556", + "issue:43502|issue:44485", + "issue:43874|issue:46617", + "issue:43010|issue:43065" + ], + "prepared_review_unit_hash": "c7ef65db3ee2ea1093fde667bf63fe4a6255fa2c918e9343b0e029fe05959844", + "component_budget": { + "node_count": 516, + "item_count": 516, + "soft_pair_count": 1900, + "serialized_chars": 985297, + "estimated_input_tokens": 246325, + "estimated_eval_tokens": 492906 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36306, + "estimated_input_tokens": 9077, + "estimated_eval_tokens": 18410 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a mixed cluster of Transformers regressions and model-loading issues. Only two soft edges look like true duplicates; the rest are different bugs in nearby subsystems.", + "confidence": 0.56, + "canonical_issue_reason": "Issue 45278 is the broadest umbrella in this set: a v4.57\u2192v5.5 regression causing many import/load failures. It is the closest representative of the cluster\u2019s main theme, though the cluster is not fully homogeneous.", + "canonical_pr_reason": null, + "best_issue_reason": "45278 is the best overall issue to anchor this cluster because it is broad, clearly regression-focused, and most representative of the recurring version-upgrade breakage reports here.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43010", + "right": "issue:45278", + "accept": false, + "reason": "Different bugs: cache/update no_grad decoration vs broad import/load regressions." + }, + { + "left": "issue:44075", + "right": "issue:46365", + "accept": false, + "reason": "Different symptoms and code paths: SGD optimizer args vs Trainer import failure tied to datasets." + }, + { + "left": "issue:43992", + "right": "issue:45310", + "accept": false, + "reason": "Both involve loading, but one is missing embed_tokens.weight in UMT5Encoder and the other is a Qwen3.5 MoE from_pretrained failure." + }, + { + "left": "issue:44908", + "right": "issue:46851", + "accept": false, + "reason": "Scheduler kwargs bug vs variable-length position_ids bug; unrelated call paths." + }, + { + "left": "issue:29870", + "right": "issue:33453", + "accept": false, + "reason": "Bart generate decoder_attention_mask error vs tokenizer loading regression; not the same bug." + }, + { + "left": "issue:44393", + "right": "issue:47000", + "accept": false, + "reason": "Different models and failures: Qwen3-VL bbox output issue vs RTDetrLoss infeasible cost matrix." + }, + { + "left": "issue:43867", + "right": "issue:46202", + "accept": false, + "reason": "Both are loading/roundtrip issues, but one is sorted state_dict loading and the other is Gemma pipeline token roundtrip." + }, + { + "left": "issue:44355", + "right": "issue:44855", + "accept": false, + "reason": "General compiled-file import errors vs a Python 3.13 torch.jit.script parsing/IndentationError." + }, + { + "left": "issue:43010", + "right": "issue:45850", + "accept": false, + "reason": "Broad complaint about breakage is too vague; cache update no_grad is a specific separate fix." + }, + { + "left": "issue:36296", + "right": "issue:43575", + "accept": false, + "reason": "Tensor-parallel training bug vs OOM when loading a specific Qwen2-57B model with tp." + }, + { + "left": "issue:43867", + "right": "issue:45375", + "accept": false, + "reason": "State-dict loading problem vs missing vision config field; different failure modes." + }, + { + "left": "issue:41669", + "right": "issue:44246", + "accept": true, + "reason": "Same underlying import-time slowness regression; one reports slow import transformers, the other identifies import * as the cause." + }, + { + "left": "issue:42890", + "right": "issue:45561", + "accept": false, + "reason": "Flaky SamHQ seed handling vs xdist race on captured_info.txt in testing utils." + }, + { + "left": "issue:43618", + "right": "issue:44077", + "accept": false, + "reason": "CLIPOutput attentions regression vs patchtsmixer post_init policy; unrelated issues." + }, + { + "left": "issue:43010", + "right": "issue:43976", + "accept": false, + "reason": "no_grad decoration request vs Python 3.9/3.10 compatibility breakage." + }, + { + "left": "issue:43992", + "right": "issue:45478", + "accept": true, + "reason": "Same concrete Qwen3.5 MoE from_pretrained failure; titles point to the same loading bug." + }, + { + "left": "issue:43867", + "right": "issue:45357", + "accept": false, + "reason": "Both touch save/load behavior, but one is sorted state_dict loading and the other is incorrect visual encoder keys on save_pretrained." + }, + { + "left": "issue:28282", + "right": "issue:33453", + "accept": false, + "reason": "PyTorch missing import error vs tokenizer loading regression; not the same bug." + }, + { + "left": "issue:43618", + "right": "issue:46285", + "accept": false, + "reason": "CLIPOutput attentions assignment vs CLIPTextModel structure inconsistency; different API regressions." + }, + { + "left": "issue:44360", + "right": "issue:45440", + "accept": false, + "reason": "DSA indexer ReLU discussion vs DeepseekV3MoE remote-implementation divergence; different code paths." + }, + { + "left": "issue:42890", + "right": "issue:44964", + "accept": false, + "reason": "Test seed flake vs Phi-4 multimodal model loading failure." + }, + { + "left": "issue:42890", + "right": "issue:44112", + "accept": false, + "reason": "Unrelated CI flake topics: SamHQ seed usage vs GraniteSpeech stale device override." + }, + { + "left": "issue:43502", + "right": "issue:44062", + "accept": false, + "reason": "local_files_only network leakage vs AddedToken constructor argument collision." + }, + { + "left": "issue:42898", + "right": "issue:46664", + "accept": false, + "reason": "Tokenization-space behavior change vs video processor num_frames semantics; different regressions." + }, + { + "left": "issue:44222", + "right": "issue:45125", + "accept": false, + "reason": "FP8 save_pretrained issue vs missing tensor-parallel plan on Qwen3_5MoeForConditionalGeneration." + }, + { + "left": "issue:44734", + "right": "issue:46617", + "accept": false, + "reason": "KV-cache continuation tensor indexing crash vs cache FileNotFoundError for trust_remote_code." + }, + { + "left": "issue:43723", + "right": "issue:44556", + "accept": false, + "reason": "Tokenizer from_pretrained regression vs general checkpoint reload failure after v4.57 upgrade; related theme but not the same bug." + }, + { + "left": "issue:43502", + "right": "issue:44485", + "accept": false, + "reason": "local_files_only network bug vs GLM-5 RoPE implementation discussion." + }, + { + "left": "issue:43874", + "right": "issue:46617", + "accept": false, + "reason": "Missing image-patch helper breaks multimodal token counting vs cache FileNotFoundError." + }, + { + "left": "issue:43010", + "right": "issue:43065", + "accept": false, + "reason": "no_grad on cache updates vs dummy Conv2d in Sam3PixelDecoder; unrelated changes." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The cluster summary is grounded in the packet and stays conservative. The canonical anchor choice for issue:45278 is reasonable, and the two accepted soft edges are well supported: 43992/45478 are clearly the same Qwen3.5 MoE from_pretrained bug, and 41669/44246 are plausibly the same import-time slowness regression. The remaining pairs are rejected cautiously rather than overstated. No PR pair mergeability concerns apply." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 60, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-516", + "nodes": [ + "issue:29870", + "issue:30333", + "issue:30990", + "issue:31795", + "issue:33453", + "issue:34689", + "issue:36296", + "issue:38617", + "issue:41628", + "issue:42548", + "issue:42757", + "issue:43010", + "issue:43232", + "issue:43299", + "issue:43352", + "issue:43475", + "issue:43502", + "issue:43576", + "issue:43824", + "issue:43827", + "issue:43867", + "issue:43901", + "issue:44222", + "issue:44230", + "issue:44315", + "issue:44351", + "issue:44355", + "issue:44360", + "issue:44387", + "issue:44485", + "issue:44556", + "issue:44749", + "issue:44961", + "issue:45071", + "issue:45125", + "issue:45375", + "issue:45468", + "issue:45478", + "issue:45850", + "issue:46132", + "issue:46143", + "issue:46144", + "issue:46209", + "issue:46617", + "issue:46664", + "issue:46726", + "issue:47059", + "issue:47110" + ], + "soft_pairs": [ + "issue:43824|issue:46617", + "issue:45850|issue:47110", + "issue:43576|issue:46132", + "issue:42548|issue:44351", + "issue:45125|issue:45478", + "issue:44387|issue:44556", + "issue:30333|issue:33453", + "issue:44355|issue:44749", + "issue:45125|issue:45375", + "issue:30990|issue:31795", + "issue:43827|issue:44961", + "issue:43502|issue:44222", + "issue:43502|issue:44961", + "issue:46664|issue:46726", + "issue:43010|issue:43232", + "issue:30333|issue:36296", + "issue:43299|issue:44556", + "issue:29870|issue:31795", + "issue:33453|issue:34689", + "issue:44355|issue:45071", + "issue:42757|issue:43576", + "issue:43576|issue:45071", + "issue:43576|issue:47059", + "issue:31795|issue:38617", + "issue:43576|issue:43824", + "issue:44961|issue:45468", + "issue:44315|issue:44360", + "issue:44485|issue:44961", + "issue:44351|issue:46617", + "issue:43352|issue:44961", + "issue:36296|issue:43901", + "issue:43475|issue:46617", + "issue:46143|issue:46144", + "issue:41628|issue:42548", + "issue:45375|issue:47110", + "issue:44222|issue:44230", + "issue:44315|issue:46209", + "issue:43867|issue:47110" + ], + "prepared_review_unit_hash": "5a3a4c9a436a57200d234b134d5afbcdc2b856b3c46c93bb6405da2c6d7b6619", + "component_budget": { + "node_count": 516, + "item_count": 516, + "soft_pair_count": 1900, + "serialized_chars": 985297, + "estimated_input_tokens": 246325, + "estimated_eval_tokens": 492906 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 38, + "serialized_chars": 38505, + "estimated_input_tokens": 9627, + "estimated_eval_tokens": 19510 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The items are mostly unrelated issues that only share broad Transformers/v5/import/loading themes. I found no soft pair that looks like the same underlying bug or change, so I rejected all candidate merges.", + "confidence": 0.89, + "canonical_issue_reason": "issue:43576 is the most central and concrete open regression in this set, with multiple inbound references and a clear v5 CLI failure mode, so it is the best anchor if one issue must represent the cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43576 is the strongest issue candidate overall: specific, reproducible, and still active, while the others are either broader, older, or clearly about different code paths.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43824", + "right": "issue:46617", + "accept": false, + "reason": "Both are loading/import failures, but one is a missing symbol export and the other is a cache/load FileNotFoundError; different bugs." + }, + { + "left": "issue:45850", + "right": "issue:47110", + "accept": false, + "reason": "Generic breakage vs a special_tokens type error; too vague and not the same failure path." + }, + { + "left": "issue:43576", + "right": "issue:46132", + "accept": false, + "reason": "Both touch v5 behavior, but one is the `transformers env` CLI and the other is AttentionInterface registration; unrelated code paths." + }, + { + "left": "issue:42548", + "right": "issue:44351", + "accept": false, + "reason": "Different missing imports (`PreTrainedModel` vs `HybridCache`); same symptom class, not the same bug." + }, + { + "left": "issue:45125", + "right": "issue:45478", + "accept": false, + "reason": "Both involve Qwen3.5/Moe loading, but one is tensor-parallel plan metadata and the other is a broader `from_pretrained` regression; not enough evidence they are the same bug." + }, + { + "left": "issue:44387", + "right": "issue:44556", + "accept": false, + "reason": "Int4 CUDA memory/OOM regression vs checkpoint reload compatibility after version upgrade; different issues." + }, + { + "left": "issue:30333", + "right": "issue:33453", + "accept": false, + "reason": "MLflow reporting on failed jobs is unrelated to tokenizer loading regression." + }, + { + "left": "issue:44355", + "right": "issue:44749", + "accept": false, + "reason": "Compiled-file execution errors vs data filtering slowdown after upgrade; different symptoms and code paths." + }, + { + "left": "issue:45125", + "right": "issue:45375", + "accept": false, + "reason": "Both are Qwen3.5 Moe-related, but one is tensor parallelism and the other is a missing config field; not the same change." + }, + { + "left": "issue:30990", + "right": "issue:31795", + "accept": false, + "reason": "A loading hang and a documentation issue are not the same underlying bug." + }, + { + "left": "issue:43827", + "right": "issue:44961", + "accept": false, + "reason": "Documentation about pipeline removals vs an unrelated placeholder issue title; no match." + }, + { + "left": "issue:43502", + "right": "issue:44222", + "accept": false, + "reason": "Local-files-only network leakage vs FP8 save_pretrained on moe models; different behavior." + }, + { + "left": "issue:43502", + "right": "issue:44961", + "accept": false, + "reason": "API requests despite local_files_only is unrelated to the unrelated 'racoon' issue." + }, + { + "left": "issue:46664", + "right": "issue:46726", + "accept": false, + "reason": "Both concern vision/video processing, but one is `num_frames` semantics and the other is missing-backend error handling; distinct bugs." + }, + { + "left": "issue:43010", + "right": "issue:43232", + "accept": false, + "reason": "Cache update no_grad decoration vs generation kwargs after sync_gpus; different code paths." + }, + { + "left": "issue:30333", + "right": "issue:36296", + "accept": false, + "reason": "MLflow failure reporting and tensor-parallel training bugs are unrelated." + }, + { + "left": "issue:43299", + "right": "issue:44556", + "accept": false, + "reason": "Both are version-upgrade loading regressions, but they describe different models and failure modes; not the same concrete bug." + }, + { + "left": "issue:29870", + "right": "issue:31795", + "accept": false, + "reason": "Generation-time UnboundLocalError vs documentation confusion; unrelated." + }, + { + "left": "issue:33453", + "right": "issue:34689", + "accept": false, + "reason": "Tokenizer loading regression and Llama 3.2 vision model loading breakage are different incidents." + }, + { + "left": "issue:44355", + "right": "issue:45071", + "accept": false, + "reason": "Compiled file execution errors are unrelated to `PretrainedConfig` type checking." + }, + { + "left": "issue:42757", + "right": "issue:43576", + "accept": false, + "reason": "Importing `is_offline_mode` and a broken env CLI command are separate issues." + }, + { + "left": "issue:43576", + "right": "issue:45071", + "accept": false, + "reason": "CLI command breakage vs config type-checking regression; different problems." + }, + { + "left": "issue:43576", + "right": "issue:47059", + "accept": false, + "reason": "`transformers env` failure and CLI test breakage from a hub API change are not the same bug." + }, + { + "left": "issue:31795", + "right": "issue:38617", + "accept": false, + "reason": "Documentation confusion about forward arguments vs an import error for `layer_type_validation`; unrelated." + }, + { + "left": "issue:43576", + "right": "issue:43824", + "accept": false, + "reason": "CLI env command failure vs missing exported model class; different failure modes." + }, + { + "left": "issue:44961", + "right": "issue:45468", + "accept": false, + "reason": "Unrelated placeholder title vs Gemma-4 audio positional encoding bug." + }, + { + "left": "issue:44315", + "right": "issue:44360", + "accept": false, + "reason": "Liger kernel not applied in `model_init` is unrelated to the DSA indexer ReLU discussion." + }, + { + "left": "issue:44485", + "right": "issue:44961", + "accept": false, + "reason": "GLM-5 RoPE implementation issue and unrelated placeholder issue are not duplicates." + }, + { + "left": "issue:44351", + "right": "issue:46617", + "accept": false, + "reason": "Missing export/import error vs cache FileNotFoundError; same broad area, different concrete bug." + }, + { + "left": "issue:43352", + "right": "issue:44961", + "accept": false, + "reason": "Flash Attention support limitation and unrelated placeholder issue are not the same." + }, + { + "left": "issue:36296", + "right": "issue:43901", + "accept": false, + "reason": "Tensor-parallel training bug vs pipeline docs mismatch; different issues." + }, + { + "left": "issue:43475", + "right": "issue:46617", + "accept": false, + "reason": "SAM 3 video attribute error vs trust_remote_code cache FileNotFoundError; unrelated." + }, + { + "left": "issue:46143", + "right": "issue:46144", + "accept": false, + "reason": "One is missing kwargs pass-through, the other is attention-interface usage in RoFormer; related subsystem, but not the same bug." + }, + { + "left": "issue:41628", + "right": "issue:42548", + "accept": false, + "reason": "Different missing symbols from `transformers`; both import errors, but not the same underlying breakage." + }, + { + "left": "issue:45375", + "right": "issue:47110", + "accept": false, + "reason": "Missing config field in Qwen3.5MoeVisionConfig vs special_tokens list attribute error; different failures." + }, + { + "left": "issue:44222", + "right": "issue:44230", + "accept": false, + "reason": "FP8 save_pretrained bug vs FP8 inference support request; related topic, different change." + }, + { + "left": "issue:44315", + "right": "issue:46209", + "accept": false, + "reason": "Liger kernel application and FP8 inference on B200 are unrelated." + }, + { + "left": "issue:43867", + "right": "issue:47110", + "accept": false, + "reason": "State-dict sorting load error vs special_tokens attribute error; 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": 27, + "review_unit_index": 61, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-516", + "nodes": [ + "issue:31795", + "issue:33453", + "issue:41669", + "issue:42371", + "issue:42890", + "issue:43352", + "issue:43408", + "issue:43525", + "issue:43572", + "issue:43576", + "issue:43673", + "issue:43976", + "issue:44038", + "issue:44077", + "issue:44230", + "issue:44246", + "issue:44273", + "issue:44295", + "issue:44297", + "issue:44315", + "issue:44351", + "issue:44360", + "issue:44393", + "issue:44485", + "issue:44492", + "issue:44556", + "issue:44623", + "issue:44704", + "issue:44861", + "issue:44908", + "issue:45003", + "issue:45071", + "issue:45092", + "issue:45125", + "issue:45230", + "issue:45341", + "issue:45362", + "issue:45468", + "issue:45542", + "issue:45753", + "issue:45850", + "issue:46095", + "issue:46218", + "issue:46328", + "issue:46664", + "issue:47059", + "issue:47110", + "issue:47176" + ], + "soft_pairs": [ + "issue:43525|issue:47110", + "issue:43673|issue:44492", + "issue:45362|issue:45850", + "issue:44485|issue:46664", + "issue:44273|issue:45542", + "issue:44623|issue:45230", + "issue:44038|issue:45125", + "issue:44360|issue:46664", + "issue:44273|issue:45003", + "issue:41669|issue:43673", + "issue:44393|issue:45753", + "issue:44393|issue:45071", + "issue:43576|issue:44556", + "issue:43525|issue:45850", + "issue:44230|issue:46095", + "issue:44556|issue:45092", + "issue:43572|issue:45850", + "issue:44492|issue:45850", + "issue:45850|issue:47059", + "issue:42371|issue:44492", + "issue:43408|issue:44315", + "issue:41669|issue:46218", + "issue:44246|issue:44273", + "issue:42890|issue:44908", + "issue:43576|issue:44908", + "issue:43576|issue:47176", + "issue:43352|issue:44393", + "issue:44295|issue:45230", + "issue:44297|issue:45230", + "issue:43976|issue:44393", + "issue:44908|issue:45071", + "issue:44492|issue:46328", + "issue:41669|issue:44351", + "issue:44704|issue:44908", + "issue:41669|issue:45341", + "issue:43976|issue:46218", + "issue:44077|issue:44861", + "issue:31795|issue:33453", + "issue:43976|issue:47176", + "issue:44485|issue:47176", + "issue:43576|issue:44273", + "issue:44360|issue:45468" + ], + "prepared_review_unit_hash": "1186058dfe05df30407cd312f3ca6770b8706e81ee98289a5b2b879b7b3a15d7", + "component_budget": { + "node_count": 516, + "item_count": 516, + "soft_pair_count": 1900, + "serialized_chars": 985297, + "estimated_input_tokens": 246325, + "estimated_eval_tokens": 492906 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 42, + "serialized_chars": 39637, + "estimated_input_tokens": 9910, + "estimated_eval_tokens": 20076 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly a grab bag of unrelated bug reports; a few mention v5 regressions, imports, or lazy loading, but the soft pairs do not match the same concrete underlying issue closely enough to merge. No PRs are present.", + "confidence": 0.39, + "canonical_issue_reason": "issue:45850 is the broadest umbrella for the shared v5-regression theme and is the most central/general issue in this set.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45850 best represents the cluster because it captures the widest cross-cutting symptom pattern ('v5 breaks too many models') rather than a narrow model-specific failure.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43525", + "right": "issue:47110", + "accept": false, + "reason": "Different failures: missing config attribute vs special_tokens being a list; not the same code path." + }, + { + "left": "issue:43673", + "right": "issue:44492", + "accept": false, + "reason": "One is chunked_prefill cache state missing; the other is a cache-strategy typo. Similar words, different bugs." + }, + { + "left": "issue:45362", + "right": "issue:45850", + "accept": false, + "reason": "Specific chat crash in one model vs a broad v5 breakage umbrella; not the same issue." + }, + { + "left": "issue:44485", + "right": "issue:46664", + "accept": false, + "reason": "RoPE implementation discussion vs video processor frame-count semantics; unrelated components." + }, + { + "left": "issue:44273", + "right": "issue:45542", + "accept": false, + "reason": "Lazy loading problem vs TensorFlow backend detection error; different subsystems and symptoms." + }, + { + "left": "issue:44623", + "right": "issue:45230", + "accept": false, + "reason": "No evidence the generic bug report is the same as missing processor files." + }, + { + "left": "issue:44038", + "right": "issue:45125", + "accept": false, + "reason": "Qwen3-VL-Moe inference bug vs missing tensor-parallel plan attribute; related model family, but different concrete failures." + }, + { + "left": "issue:44360", + "right": "issue:46664", + "accept": false, + "reason": "DSA indexer/ReLU discussion vs video processor num_frames semantics; not the same bug." + }, + { + "left": "issue:44273", + "right": "issue:45003", + "accept": false, + "reason": "Both touch loading/import behavior, but one is lazy loading failing and the other is unsafe sys.modules access; not identical." + }, + { + "left": "issue:41669", + "right": "issue:43673", + "accept": false, + "reason": "Import-time slowdown from import * usage is not the same as a missing generation cache during chunked prefill." + }, + { + "left": "issue:44393", + "right": "issue:45753", + "accept": false, + "reason": "Both are Qwen3-related, but one is 2D bbox output errors and the other is an infinite loop on a specific image." + }, + { + "left": "issue:44393", + "right": "issue:45071", + "accept": false, + "reason": "Model output/vision bug vs PretrainedConfig type-checking regression; different code paths." + }, + { + "left": "issue:43576", + "right": "issue:44556", + "accept": false, + "reason": "Transformers env command breakage is unrelated to checkpoint reload incompatibility after v5 upgrade." + }, + { + "left": "issue:43525", + "right": "issue:45850", + "accept": false, + "reason": "Specific Llama4Config attribute error vs a broad v5 regression umbrella; not the same bug." + }, + { + "left": "issue:44230", + "right": "issue:46095", + "accept": false, + "reason": "FP8 inference support request vs weight-conversion tooling question; unrelated." + }, + { + "left": "issue:44556", + "right": "issue:45092", + "accept": false, + "reason": "Both are upgrade/loading issues, but one is general checkpoint reload compatibility and the other is remote-code meta-init incompatibility; not the same concrete failure." + }, + { + "left": "issue:43572", + "right": "issue:45850", + "accept": false, + "reason": "StableLm pad_token_idx regression is model-specific, not the same as the broad v5 breakage report." + }, + { + "left": "issue:44492", + "right": "issue:45850", + "accept": false, + "reason": "Cache-strategy typo is not the same as generic v5 model breakages." + }, + { + "left": "issue:45850", + "right": "issue:47059", + "accept": false, + "reason": "General v5 model breakage vs a cli incompatibility with huggingface_hub; different areas." + }, + { + "left": "issue:42371", + "right": "issue:44492", + "accept": false, + "reason": "TF32 settings warning and cache-strategy typo are unrelated." + }, + { + "left": "issue:43408", + "right": "issue:44315", + "accept": false, + "reason": "sam3 model-type warning vs Liger Kernel not applied with model_init; unrelated." + }, + { + "left": "issue:41669", + "right": "issue:46218", + "accept": false, + "reason": "Import performance issue vs a specific module import failure; not the same bug." + }, + { + "left": "issue:44246", + "right": "issue:44273", + "accept": false, + "reason": "Slow imports and lazy loading problems are adjacent themes, but the reports describe different failures and likely different fixes." + }, + { + "left": "issue:42890", + "right": "issue:44908", + "accept": false, + "reason": "Missing set_seed in tests is unrelated to inverse_sqrt scheduler kwargs being ignored." + }, + { + "left": "issue:43576", + "right": "issue:44908", + "accept": false, + "reason": "Transformers env command regression vs scheduler kwargs bug; different code paths." + }, + { + "left": "issue:43576", + "right": "issue:47176", + "accept": false, + "reason": "Env command breakage is unrelated to shell-operator allowlist bypass." + }, + { + "left": "issue:43352", + "right": "issue:44393", + "accept": false, + "reason": "Flash Attention 2 support gating vs Qwen3-VL bbox errors; different issues." + }, + { + "left": "issue:44295", + "right": "issue:45230", + "accept": false, + "reason": "Position_ids buffer access error is not shown to be the same as the generic bug report." + }, + { + "left": "issue:44297", + "right": "issue:45230", + "accept": false, + "reason": "Tokenizer save_pretrained mismatch is unrelated to the generic bug report." + }, + { + "left": "issue:43976", + "right": "issue:44393", + "accept": false, + "reason": "Python version support regression vs model output bug; different failures." + }, + { + "left": "issue:44908", + "right": "issue:45071", + "accept": false, + "reason": "Scheduler kwargs bug vs config type-checking regression; unrelated." + }, + { + "left": "issue:44492", + "right": "issue:46328", + "accept": false, + "reason": "Cache-strategy typo is unrelated to SequenceFeatureExtractor.pad inefficiency." + }, + { + "left": "issue:41669", + "right": "issue:44351", + "accept": false, + "reason": "Import-time slowdown from wildcard imports is not the same as a missing HybridCache export/import failure." + }, + { + "left": "issue:44704", + "right": "issue:44908", + "accept": false, + "reason": "Passing kwargs to cached_file is unrelated to scheduler kwargs handling." + }, + { + "left": "issue:41669", + "right": "issue:45341", + "accept": false, + "reason": "Import cleanup/performance issue is unrelated to a testing_utils bug." + }, + { + "left": "issue:43976", + "right": "issue:46218", + "accept": false, + "reason": "Python support regression vs missing Qwen3_5ForCausalLM import; different issues." + }, + { + "left": "issue:44077", + "right": "issue:44861", + "accept": false, + "reason": "Optional post_init policy change vs tied-weights key handling crash; not the same bug." + }, + { + "left": "issue:31795", + "right": "issue:33453", + "accept": false, + "reason": "Documentation confusion for model.forward arguments vs tokenizer loading regression." + }, + { + "left": "issue:43976", + "right": "issue:47176", + "accept": false, + "reason": "Python compatibility issue vs shell command allowlist bypass; unrelated." + }, + { + "left": "issue:44485", + "right": "issue:47176", + "accept": false, + "reason": "RoPE implementation discussion vs shell-substitution security bypass; unrelated." + }, + { + "left": "issue:43576", + "right": "issue:44273", + "accept": false, + "reason": "Transformers env command regression and lazy-loading regression are different concrete bugs." + }, + { + "left": "issue:44360", + "right": "issue:45468", + "accept": false, + "reason": "DSA/ReLU discussion vs Gemma-4 audio positional encoding bug; unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 62, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-516", + "nodes": [ + "issue:28348", + "issue:29870", + "issue:31515", + "issue:31795", + "issue:34689", + "issue:36296", + "issue:38617", + "issue:41669", + "issue:42371", + "issue:42913", + "issue:43066", + "issue:43298", + "issue:43352", + "issue:43502", + "issue:43519", + "issue:43576", + "issue:43704", + "issue:43976", + "issue:44230", + "issue:44261", + "issue:44263", + "issue:44273", + "issue:44315", + "issue:44351", + "issue:44485", + "issue:44492", + "issue:44623", + "issue:44655", + "issue:44829", + "issue:44861", + "issue:44908", + "issue:44998", + "issue:45230", + "issue:45250", + "issue:45290", + "issue:45310", + "issue:45468", + "issue:45850", + "issue:46018", + "issue:46095", + "issue:46172", + "issue:46218", + "issue:46655", + "issue:46894", + "issue:47059", + "issue:47110", + "issue:47176", + "issue:47177" + ], + "soft_pairs": [ + "issue:43519|issue:46655", + "issue:44315|issue:44829", + "issue:44273|issue:44908", + "issue:45230|issue:45310", + "issue:44485|issue:47177", + "issue:43519|issue:44485", + "issue:45468|issue:46894", + "issue:44655|issue:44861", + "issue:43576|issue:46218", + "issue:43976|issue:47177", + "issue:43519|issue:44908", + "issue:41669|issue:43704", + "issue:31795|issue:34689", + "issue:45850|issue:47177", + "issue:45850|issue:47176", + "issue:44485|issue:45468", + "issue:43704|issue:44485", + "issue:46218|issue:47177", + "issue:46018|issue:46172", + "issue:43502|issue:43519", + "issue:42371|issue:43704", + "issue:45850|issue:46218", + "issue:43519|issue:44623", + "issue:44263|issue:45468", + "issue:44261|issue:45468", + "issue:43298|issue:46095", + "issue:43519|issue:43704", + "issue:43352|issue:46218", + "issue:44351|issue:46218", + "issue:44861|issue:47110", + "issue:42913|issue:43066", + "issue:44861|issue:47059", + "issue:28348|issue:45250", + "issue:44908|issue:44998", + "issue:44998|issue:47177", + "issue:44998|issue:47176", + "issue:44492|issue:44998", + "issue:44998|issue:45850", + "issue:44861|issue:45290", + "issue:31515|issue:38617", + "issue:44230|issue:44623", + "issue:28348|issue:43352", + "issue:29870|issue:31515", + "issue:31515|issue:36296" + ], + "prepared_review_unit_hash": "11085dec12b9cfab66886f438429d76575a8f7fd0059b75725accd328c128463", + "component_budget": { + "node_count": 516, + "item_count": 516, + "soft_pair_count": 1900, + "serialized_chars": 985297, + "estimated_input_tokens": 246325, + "estimated_eval_tokens": 492906 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 44, + "serialized_chars": 40144, + "estimated_input_tokens": 10036, + "estimated_eval_tokens": 20328 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This is not a coherent duplicate cluster: the items span unrelated bugs, feature requests, regressions, and a few noisy placeholders. All soft edges are rejected because the paired artifacts do not share the same concrete underlying bug/change.", + "confidence": 0.89, + "canonical_issue_reason": "No true canonical issue stands out; the set is too heterogeneous, so any single issue would be an arbitrary representative rather than a real duplicate target.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue:45250 ('Flash Attention 2.0') is the broadest umbrella title in the set, but it is still too vague to serve as a strong representative for this mixed cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43519", + "right": "issue:46655", + "accept": false, + "reason": "Different processor bugs in different models: Qwen3VL timestamp math vs SmolVLM video padding." + }, + { + "left": "issue:44315", + "right": "issue:44829", + "accept": false, + "reason": "model_init/layer application bug vs flash_attention_3 training degradation; not the same code-path issue." + }, + { + "left": "issue:44273", + "right": "issue:44908", + "accept": false, + "reason": "Lazy loading behavior and inverse_sqrt scheduler kwargs are unrelated subsystems." + }, + { + "left": "issue:45230", + "right": "issue:45310", + "accept": false, + "reason": "Generic placeholder bug report vs a specific Qwen3.5 MoE from_pretrained failure." + }, + { + "left": "issue:44485", + "right": "issue:47177", + "accept": false, + "reason": "GLM-5 RoPE implementation issue vs tar/zip-slip RCE vulnerability; completely different problems." + }, + { + "left": "issue:43519", + "right": "issue:44485", + "accept": false, + "reason": "Timestamp calculation in a processor vs RoPE implementation in GLM-5; unrelated bugs." + }, + { + "left": "issue:45468", + "right": "issue:46894", + "accept": false, + "reason": "Both are audio-related, but one is Gemma-4 positional encoding and the other is a CohereASR training-loss shift bug." + }, + { + "left": "issue:44655", + "right": "issue:44861", + "accept": false, + "reason": "Saving Pipeline objects vs _get_tied_weight_keys AttributeError; different save/load paths." + }, + { + "left": "issue:43576", + "right": "issue:46218", + "accept": false, + "reason": "CLI env command regression vs Qwen3_5 import failure; no shared underlying bug." + }, + { + "left": "issue:43976", + "right": "issue:47177", + "accept": false, + "reason": "Python version compatibility problem vs shell command injection RCE; unrelated." + }, + { + "left": "issue:43519", + "right": "issue:44908", + "accept": false, + "reason": "Processor timestamp bug vs scheduler kwargs handling; unrelated." + }, + { + "left": "issue:41669", + "right": "issue:43704", + "accept": false, + "reason": "Import-star cleanup performance issue vs VRAM leak in Qwen3ForCausalLM; different changes." + }, + { + "left": "issue:31795", + "right": "issue:34689", + "accept": false, + "reason": "Documentation confusion about forward args vs a model-loading breakage for Llama 3.2 Vision." + }, + { + "left": "issue:45850", + "right": "issue:47177", + "accept": false, + "reason": "Broad v5 breakage complaint vs command-substitution RCE; not the same issue." + }, + { + "left": "issue:45850", + "right": "issue:47176", + "accept": false, + "reason": "Broad Transformers v5 regression complaint vs shell-operator allowlist bypass; unrelated." + }, + { + "left": "issue:44485", + "right": "issue:45468", + "accept": false, + "reason": "Different model families and bugs: GLM-5 RoPE vs Gemma-4 audio positional encoding." + }, + { + "left": "issue:43704", + "right": "issue:44485", + "accept": false, + "reason": "VRAM leak in Qwen3ForCausalLM vs GLM-5 RoPE implementation; unrelated." + }, + { + "left": "issue:46218", + "right": "issue:47177", + "accept": false, + "reason": "Qwen3_5 import failure vs tar/zip-slip arbitrary file write; unrelated." + }, + { + "left": "issue:46018", + "right": "issue:46172", + "accept": false, + "reason": "Same model family, but gating logic bug and dtype/transpose bug are different concrete defects." + }, + { + "left": "issue:43502", + "right": "issue:43519", + "accept": false, + "reason": "local_files_only network access leak vs timestamp calculation bug; different components." + }, + { + "left": "issue:42371", + "right": "issue:43704", + "accept": false, + "reason": "TF32 settings warning/config issue vs VRAM leak; unrelated." + }, + { + "left": "issue:45850", + "right": "issue:46218", + "accept": false, + "reason": "Generic v5 breakage complaint vs Qwen3_5 import error; too broad and not the same bug." + }, + { + "left": "issue:43519", + "right": "issue:44623", + "accept": false, + "reason": "Processor timestamp bug vs missing files in processor.save_pretrained; unrelated." + }, + { + "left": "issue:44263", + "right": "issue:45468", + "accept": false, + "reason": "GlmMoeDsaIndexer torch.split semantics vs Gemma-4 audio positional encoding; unrelated." + }, + { + "left": "issue:44261", + "right": "issue:45468", + "accept": false, + "reason": "MLA q_a_layernorm precision/config bug vs Gemma-4 audio positional encoding; unrelated." + }, + { + "left": "issue:43298", + "right": "issue:46095", + "accept": false, + "reason": "Continuous batching not supporting audio models vs DeepSeek-V4 weight conversion question; unrelated." + }, + { + "left": "issue:43519", + "right": "issue:43704", + "accept": false, + "reason": "Processor timestamp calculation vs VRAM leak; no shared underlying bug." + }, + { + "left": "issue:43352", + "right": "issue:46218", + "accept": false, + "reason": "Flash Attention 2.0 support request for NemotronHForCausalLM vs Qwen import failure; unrelated." + }, + { + "left": "issue:44351", + "right": "issue:46218", + "accept": false, + "reason": "Both are import errors, but for different symbols/modules and likely different root causes." + }, + { + "left": "issue:44861", + "right": "issue:47110", + "accept": false, + "reason": "_get_tied_weight_keys AttributeError vs special_tokens list/keys error; unrelated." + }, + { + "left": "issue:42913", + "right": "issue:43066", + "accept": false, + "reason": "Both involve tokenizer v5 behavior, but one is a broad v4-to-v5 drift and the other is a specific decoder-type bug; not clearly the same defect." + }, + { + "left": "issue:44861", + "right": "issue:47059", + "accept": false, + "reason": "Tied-weight key handling crash vs CLI completion regression from huggingface_hub; unrelated." + }, + { + "left": "issue:28348", + "right": "issue:45250", + "accept": false, + "reason": "Both mention Flash Attention 2.0, but 28348 is GPT2LMHeadModel-specific support while 45250 is a vague generic issue." + }, + { + "left": "issue:44908", + "right": "issue:44998", + "accept": false, + "reason": "Scheduler bug vs a noise/non-bug issue titled 'Unemployment'; unrelated." + }, + { + "left": "issue:44998", + "right": "issue:47177", + "accept": false, + "reason": "Noise/non-bug issue vs a security RCE report; unrelated." + }, + { + "left": "issue:44998", + "right": "issue:47176", + "accept": false, + "reason": "Noise/non-bug issue vs shell-operator allowlist bypass; unrelated." + }, + { + "left": "issue:44492", + "right": "issue:44998", + "accept": false, + "reason": "Typo in cache strategies vs a spam/noise issue; unrelated." + }, + { + "left": "issue:44998", + "right": "issue:45850", + "accept": false, + "reason": "Noise/non-bug issue vs broad v5 breakage complaint; unrelated." + }, + { + "left": "issue:44861", + "right": "issue:45290", + "accept": false, + "reason": "Tied-weight key crash vs apply_chat_template tool-call crash; different code paths." + }, + { + "left": "issue:31515", + "right": "issue:38617", + "accept": false, + "reason": "Slow from_pretrained checkpoint loading vs missing layer_type_validation import; unrelated." + }, + { + "left": "issue:44230", + "right": "issue:44623", + "accept": false, + "reason": "FP8 inference support request vs processor.save_pretrained missing files; unrelated." + }, + { + "left": "issue:28348", + "right": "issue:43352", + "accept": false, + "reason": "Both touch Flash Attention 2.0, but they are separate model-specific support requests, not the same bug/change." + }, + { + "left": "issue:29870", + "right": "issue:31515", + "accept": false, + "reason": "BART generate() decoder_attention_mask bug vs slow checkpoint loading; unrelated." + }, + { + "left": "issue:31515", + "right": "issue:36296", + "accept": false, + "reason": "Checkpoint loading performance vs tensor parallel training bug; unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 63, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-516", + "nodes": [ + "issue:30333", + "issue:31515", + "issue:31795", + "issue:37934", + "issue:42936", + "issue:43240", + "issue:43298", + "issue:43668", + "issue:43717", + "issue:43813", + "issue:44031", + "issue:44230", + "issue:45310", + "issue:46018", + "issue:46144" + ], + "soft_pairs": [ + "issue:30333|issue:31515", + "issue:31515|issue:31795", + "issue:44230|issue:45310", + "issue:43298|issue:44230", + "issue:43717|issue:46144", + "issue:42936|issue:46018", + "issue:43668|issue:44031", + "issue:42936|issue:43240", + "issue:43240|issue:46144", + "issue:42936|issue:44031", + "issue:42936|issue:46144", + "issue:42936|issue:43813", + "issue:43668|issue:43813", + "issue:43240|issue:43668", + "issue:37934|issue:43668", + "issue:42936|issue:43668" + ], + "prepared_review_unit_hash": "b0f84ef3b5ecd29d027f7b666ee5edd6f316987d2fd6fc48077ce38b889ae78c", + "component_budget": { + "node_count": 516, + "item_count": 516, + "soft_pair_count": 1900, + "serialized_chars": 985297, + "estimated_input_tokens": 246325, + "estimated_eval_tokens": 492906 + }, + "budget": { + "node_count": 15, + "item_count": 15, + "soft_pair_count": 16, + "serialized_chars": 13175, + "estimated_input_tokens": 3294, + "estimated_eval_tokens": 6844 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "No duplicate cluster is supported here: the issues span unrelated subsystems, models, docs, and configuration bugs. A few pairs share a broad theme, but none look like the same concrete underlying issue.", + "confidence": 0.96, + "canonical_issue_reason": "No single canonical issue stands out because the set is heterogeneous rather than one duplicate family.", + "canonical_pr_reason": null, + "best_issue_reason": "If a single issue must represent the set, issue:45310 is the clearest standalone bug report because it names a concrete regression, affected version range, and failure mode.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:30333", + "right": "issue:31515", + "accept": false, + "reason": "Training-job MLflow reporting failure and slow checkpoint loading are unrelated problems." + }, + { + "left": "issue:31515", + "right": "issue:31795", + "accept": false, + "reason": "Checkpoint load performance and documentation confusion about forward inputs are different issue types." + }, + { + "left": "issue:44230", + "right": "issue:45310", + "accept": false, + "reason": "Both mention Qwen3.5/MoE/fp8, but one is an fp8 inference support request and the other is a from_pretrained regression." + }, + { + "left": "issue:43298", + "right": "issue:44230", + "accept": false, + "reason": "Continuous batching support for audio models is unrelated to fp8 support for Qwen3.5/Qwen3-VL." + }, + { + "left": "issue:43717", + "right": "issue:46144", + "accept": false, + "reason": "Mamba/Mamba-2 init weight behavior and RoFormer attention-interface usage are different code paths." + }, + { + "left": "issue:42936", + "right": "issue:46018", + "accept": false, + "reason": "Mask2Former ignore_value handling and DeepSeek-V4 shared-expert gating are separate model bugs." + }, + { + "left": "issue:43668", + "right": "issue:44031", + "accept": false, + "reason": "A config type-hint issue and a tokenizer regex warning regression are not the same bug." + }, + { + "left": "issue:42936", + "right": "issue:43240", + "accept": false, + "reason": "Both touch loss-related code, but one is a specific model parameter bug and the other is generic kwargs propagation." + }, + { + "left": "issue:43240", + "right": "issue:46144", + "accept": false, + "reason": "Loss-kwargs forwarding and RoFormer attention-interface implementation are unrelated." + }, + { + "left": "issue:42936", + "right": "issue:44031", + "accept": false, + "reason": "Mask2Former ignore_value handling does not match tokenizer regex warnings." + }, + { + "left": "issue:42936", + "right": "issue:46144", + "accept": false, + "reason": "Different models and different failure modes; no shared concrete fix." + }, + { + "left": "issue:42936", + "right": "issue:43813", + "accept": false, + "reason": "Ignore_value usage and a quantization-operation typo are unrelated implementation issues." + }, + { + "left": "issue:43668", + "right": "issue:43813", + "accept": false, + "reason": "ModernBERT config typing and a quantization typo do not describe the same change." + }, + { + "left": "issue:43240", + "right": "issue:43668", + "accept": false, + "reason": "Generic loss kwargs forwarding is unrelated to a type-hint correction." + }, + { + "left": "issue:37934", + "right": "issue:43668", + "accept": false, + "reason": "A question about RMSNorm semantics and an incorrect config type hint are different concerns." + }, + { + "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": 27, + "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": "f722ec6861047535c62d4ead6384cf5f2d4d86961efcd23245376ae7d556828e", + "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 three issues are unrelated feature requests/questions: truncation from the beginning in tokenization, ReduceLROnPlateau-like scheduler behavior, and Wav2Vec2 word boundary offsets. There is no duplicate cluster here.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "Issue 10519 is the most concrete and narrowly scoped request, but it is still not a canonical duplicate target for the other issues.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:10519", + "right": "issue:11307", + "accept": false, + "reason": "Different domains and problems: tokenizer truncation behavior vs Wav2Vec2 word offset extraction." + }, + { + "left": "issue:10519", + "right": "issue:11005", + "accept": false, + "reason": "One asks for truncation from the start; the other asks for ReduceLROnPlateau-like learning-rate scheduling." + }, + { + "left": "issue:11005", + "right": "issue:11307", + "accept": false, + "reason": "Learning-rate scheduler functionality and word time offsets are unrelated requests with no shared code-path problem." + } + ] + }, + "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": 27, + "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": "db1465938154a23301da08d779730225f9b6df6aa0fc9db1989503220b62aa94", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 2478, + "estimated_input_tokens": 620, + "estimated_eval_tokens": 1496 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 2478, + "estimated_input_tokens": 620, + "estimated_eval_tokens": 1496 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Only one issue pair is even loosely related. #13244 is unrelated tokenization behavior, while #15980 is an auth/private-model download error and #16618 is a generic model-loading failure; they do not clearly describe the same underlying bug.", + "confidence": 0.74, + "canonical_issue_reason": "#16618 is the broadest and most central model-loading complaint in the set, with the highest discussion activity; #15980 is a narrower private-model auth case and #13244 is unrelated.", + "canonical_pr_reason": null, + "best_issue_reason": "#16618 is the best representative of the only plausible cluster theme (model loading failure), but the items are not true duplicates.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:13244", + "right": "issue:16618", + "accept": false, + "reason": "Tapas tokenization mismatch is a different problem domain from a bert-base-uncased load failure; no evidence they share the same code path or fix." + }, + { + "left": "issue:15980", + "right": "issue:16618", + "accept": false, + "reason": "Private-model download/authentication error vs generic model-loading failure are likely separate root causes; too little evidence of one 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": 4, + "component_count": 27, + "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": "44a3138a4315430b191e6c8adb0ae4f2b9bfe30586f80ac04a56cd8d7f38185b", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1588, + "estimated_input_tokens": 397, + "estimated_eval_tokens": 1050 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1588, + "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 two separate feature requests: one for Flash Attention 2 support on more architectures, the other for GGUF support on more architectures. They share a broad theme but not the same underlying bug or change.", + "confidence": 0.97, + "canonical_issue_reason": "No canonical issue as a duplicate target: the issues request different capabilities for different subsystems (Flash Attention 2 vs GGUF).", + "canonical_pr_reason": null, + "best_issue_reason": "Issue #26350 is the better representative issue only because it is older and has more discussion activity, but it is not a duplicate of #33260.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:26350", + "right": "issue:33260", + "accept": false, + "reason": "Reject: these request different features and likely require different code paths; they are related only at the broad level of architecture support." + } + ] + }, + "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": 27, + "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": "4a34143d9bcf556ac7ff340e2b54cefb6ff8eb70b68f2d51070bcb57103322d2", + "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 is mostly a false positive: the issues are about different target languages for docs translation, so they are not the same underlying task. I only treat the exact/template-identical issue pairs as duplicates.", + "confidence": 0.58, + "canonical_issue_reason": "issue:27088 is the clearest concrete translation request in the set: it names a specific target language (Turkish) and has a substantive discussion thread, making it a better anchor than the placeholder/template or spam-like entries.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:27088 is the best representative issue because it is specific, clearly scoped, and not just a placeholder/template variant like several of the others.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:27088", + "right": "issue:44370", + "accept": false, + "reason": "Different target language context; these are both docs-translation requests, but not the same issue." + }, + { + "left": "issue:27088", + "right": "issue:44365", + "accept": false, + "reason": "Different target language context; shared template wording is not enough to make them duplicates." + }, + { + "left": "issue:27088", + "right": "issue:43834", + "accept": false, + "reason": "Turkish translation request vs placeholder template issue; not the same underlying task." + }, + { + "left": "issue:27088", + "right": "issue:38435", + "accept": false, + "reason": "Different target language (Turkish vs Romanian), so these are separate translation requests." + }, + { + "left": "issue:27088", + "right": "issue:28936", + "accept": false, + "reason": "Different target language (Turkish vs Spanish), so these are separate issues." + }, + { + "left": "issue:28936", + "right": "issue:43834", + "accept": false, + "reason": "Spanish translation request vs generic placeholder-template issue; not a duplicate." + }, + { + "left": "issue:28936", + "right": "issue:44365", + "accept": false, + "reason": "Different target language and no evidence of the same exact request." + }, + { + "left": "issue:28936", + "right": "issue:38435", + "accept": false, + "reason": "Spanish and Romanian translation requests are distinct." + }, + { + "left": "issue:28936", + "right": "issue:44370", + "accept": false, + "reason": "Different target language and only broad template similarity." + }, + { + "left": "issue:38435", + "right": "issue:44370", + "accept": false, + "reason": "Romanian translation request vs generic placeholder-template issue; not enough to call duplicate." + }, + { + "left": "issue:38435", + "right": "issue:44365", + "accept": false, + "reason": "Romanian translation request vs generic placeholder-template issue; not the same underlying issue." + }, + { + "left": "issue:38435", + "right": "issue:43834", + "accept": false, + "reason": "Romanian request and generic placeholder issue are different." + }, + { + "left": "issue:38435", + "right": "issue:46222", + "accept": false, + "reason": "Different language/request; only superficial template similarity." + }, + { + "left": "issue:38435", + "right": "issue:46226", + "accept": false, + "reason": "Different language/request; only superficial template similarity." + }, + { + "left": "issue:43834", + "right": "issue:44370", + "accept": true, + "reason": "Same placeholder title and near-identical issue shape; likely duplicate template issue." + }, + { + "left": "issue:43834", + "right": "issue:44365", + "accept": true, + "reason": "Same placeholder title and near-identical issue shape; likely duplicate template issue." + }, + { + "left": "issue:43834", + "right": "issue:46222", + "accept": false, + "reason": "Placeholder-template issue vs a different Thai-titled issue; not enough evidence they are the same request." + }, + { + "left": "issue:43834", + "right": "issue:46226", + "accept": false, + "reason": "Placeholder-template issue vs a different Thai-titled issue; not enough evidence they are the same request." + }, + { + "left": "issue:43834", + "right": "issue:46931", + "accept": false, + "reason": "Different title/content signal; high similarity appears to be template noise." + }, + { + "left": "issue:44365", + "right": "issue:44370", + "accept": true, + "reason": "Same placeholder title and near-identical issue shape; likely duplicate template issue." + }, + { + "left": "issue:44365", + "right": "issue:46222", + "accept": false, + "reason": "Only broad template similarity; the titles do not indicate the same underlying issue." + }, + { + "left": "issue:44365", + "right": "issue:46226", + "accept": false, + "reason": "Only broad template similarity; not enough to merge as duplicates." + }, + { + "left": "issue:44365", + "right": "issue:46931", + "accept": false, + "reason": "Different title/content signal; likely unrelated beyond template noise." + }, + { + "left": "issue:44370", + "right": "issue:46222", + "accept": false, + "reason": "Different issue titles and no clear evidence of the same request." + }, + { + "left": "issue:44370", + "right": "issue:46226", + "accept": false, + "reason": "Different issue titles and no clear evidence of the same request." + }, + { + "left": "issue:44370", + "right": "issue:46931", + "accept": false, + "reason": "Different title/content signal; similarity is not sufficient to merge." + }, + { + "left": "issue:46222", + "right": "issue:46226", + "accept": true, + "reason": "Exact same Thai title and matching issue shape; these look like duplicate reports/requests." + }, + { + "left": "issue:46222", + "right": "issue:46931", + "accept": false, + "reason": "Thai titles differ and there is no strong evidence they describe the same issue." + }, + { + "left": "issue:46226", + "right": "issue:46931", + "accept": false, + "reason": "Thai titles differ and there is no strong evidence they describe the same issue." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative: it treats only the exact/template-identical issue pairs as duplicates, and keeps the language-specific translation requests separate. The representative-issue choice is also reasonable given the concrete Turkish title and higher discussion activity." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 6, + "component_count": 27, + "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-36718-21", + "nodes": [ + "issue:36718", + "issue:36817", + "issue:36879", + "issue:37015", + "issue:41115", + "issue:41211", + "issue:42503", + "issue:42738", + "issue:42954", + "issue:43671", + "issue:43837", + "issue:43909", + "issue:44121", + "issue:44205", + "issue:45027", + "issue:45177", + "issue:45322", + "issue:46133", + "issue:46645", + "issue:46653", + "issue:47004" + ], + "soft_pairs": [ + "issue:36718|issue:47004", + "issue:36718|issue:41115", + "issue:36817|issue:41211", + "issue:36817|issue:43671", + "issue:36817|issue:36879", + "issue:36817|issue:42954", + "issue:36879|issue:41211", + "issue:36879|issue:43909", + "issue:36879|issue:44121", + "issue:36879|issue:43837", + "issue:36879|issue:43671", + "issue:37015|issue:43837", + "issue:37015|issue:44121", + "issue:37015|issue:43909", + "issue: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:42954", + "issue:42738|issue:45027", + "issue:42503|issue:42738", + "issue:42738|issue:42954", + "issue:42738|issue:46653", + "issue:42954|issue:44205", + "issue:42954|issue:43671", + "issue:42954|issue:45177", + "issue:42954|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": "87447b9a6c178d6e79b86e5d517d7f5022ac3df4687b248c9da6187cdc06975a", + "component_budget": { + "node_count": 21, + "item_count": 21, + "soft_pair_count": 48, + "serialized_chars": 28613, + "estimated_input_tokens": 7154, + "estimated_eval_tokens": 14564 + }, + "budget": { + "node_count": 21, + "item_count": 21, + "soft_pair_count": 48, + "serialized_chars": 28613, + "estimated_input_tokens": 7154, + "estimated_eval_tokens": 14564 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is mostly a grab-bag of unrelated model-request issues. The soft links reflect topical similarity (BERT-family, audio/TTS, vision-language, detection, keypoint matching) rather than the same underlying bug or change, so I would not merge any of these as duplicates.", + "confidence": 0.93, + "canonical_issue_reason": "No clear canonical duplicate issue: the items span several different model additions across unrelated domains. If forced to pick a representative, 42738 is the broadest umbrella, but it is not a true duplicate of the rest.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:42738 is the best representative because it is the broadest model-family request in the set, but it should be treated only as a thematic anchor, not a duplicate target.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:36718", + "right": "issue:47004", + "accept": false, + "reason": "Both are keypoint detector/matcher requests, but RoMa vs LoMa are different models and not the same concrete change." + }, + { + "left": "issue:36718", + "right": "issue:41115", + "accept": false, + "reason": "Keypoint matcher request vs MiniCPM3 architecture request; unrelated code paths." + }, + { + "left": "issue:36817", + "right": "issue:41211", + "accept": false, + "reason": "EuroBert config support vs DEIMv2 model addition; different model families and changes." + }, + { + "left": "issue:36817", + "right": "issue:43671", + "accept": false, + "reason": "EuroBert config vs Qwen3-TTS; different model and modality." + }, + { + "left": "issue:36817", + "right": "issue:36879", + "accept": false, + "reason": "EuroBert config vs RF-DETR detection model; similar broad area only, not a duplicate." + }, + { + "left": "issue:36817", + "right": "issue:42954", + "accept": false, + "reason": "EuroBert config vs MiMo model request; no shared concrete change." + }, + { + "left": "issue:36879", + "right": "issue:41211", + "accept": false, + "reason": "Both are vision models, but RF-DETR and DEIMv2 are different additions with different implementation paths." + }, + { + "left": "issue:36879", + "right": "issue:43909", + "accept": false, + "reason": "RF-DETR detection vs audio model support; unrelated." + }, + { + "left": "issue:36879", + "right": "issue:44121", + "accept": false, + "reason": "Detection model request vs weight-sparse transformer support; not the same fix." + }, + { + "left": "issue:36879", + "right": "issue:43837", + "accept": false, + "reason": "RF-DETR vs Qwen3-ASR; different model families and modalities." + }, + { + "left": "issue:36879", + "right": "issue:43671", + "accept": false, + "reason": "RF-DETR vs Qwen3-TTS; different model support requests." + }, + { + "left": "issue:37015", + "right": "issue:43837", + "accept": false, + "reason": "NeoBERT request vs Qwen3-ASR support; unrelated." + }, + { + "left": "issue:37015", + "right": "issue:44121", + "accept": false, + "reason": "NeoBERT addition vs weight-sparse transformer support; different code paths." + }, + { + "left": "issue:37015", + "right": "issue:43909", + "accept": false, + "reason": "NeoBERT text model vs audio model request; not a duplicate." + }, + { + "left": "issue:36879", + "right": "issue:37015", + "accept": false, + "reason": "RF-DETR detection model and NeoBERT text model are unrelated requests." + }, + { + "left": "issue:37015", + "right": "issue:42503", + "accept": false, + "reason": "NeoBERT and ModernVBERT are both BERT-like, but they are distinct model requests, not the same concrete change." + }, + { + "left": "issue:41115", + "right": "issue:43837", + "accept": false, + "reason": "MiniCPM3 architecture request vs Qwen3-ASR support; unrelated." + }, + { + "left": "issue:41115", + "right": "issue:44121", + "accept": false, + "reason": "MiniCPM3 model architecture vs weight-sparse transformer support; not the same issue." + }, + { + "left": "issue:41115", + "right": "issue:42503", + "accept": false, + "reason": "MiniCPM3 vs ModernVBERT; both are model additions, but different models and implementations." + }, + { + "left": "issue:41115", + "right": "issue:45027", + "accept": false, + "reason": "MiniCPM3 request vs Voxtral TTS support; different model families." + }, + { + "left": "issue:41211", + "right": "issue:43671", + "accept": false, + "reason": "DEIMv2 detection model vs Qwen3-TTS; unrelated." + }, + { + "left": "issue:42503", + "right": "issue:43837", + "accept": false, + "reason": "ModernVBERT vs Qwen3-ASR; different model additions." + }, + { + "left": "issue:42503", + "right": "issue:43671", + "accept": false, + "reason": "ModernVBERT models vs Qwen3-TTS support; different changes." + }, + { + "left": "issue:42503", + "right": "issue:42954", + "accept": false, + "reason": "ModernVBERT vs MiMo; no shared concrete code path." + }, + { + "left": "issue:42738", + "right": "issue:45027", + "accept": false, + "reason": "BERT-like RoPE request vs Voxtral TTS support; unrelated." + }, + { + "left": "issue:42503", + "right": "issue:42738", + "accept": false, + "reason": "ModernVBERT is a specific model request; 42738 is a broad BERT-with-RoPE feature request. Related topic, but not the same duplicate." + }, + { + "left": "issue:42738", + "right": "issue:42954", + "accept": false, + "reason": "BERT-like models with RoPE vs MiMo; different model families." + }, + { + "left": "issue:42738", + "right": "issue:46653", + "accept": false, + "reason": "BERT-like RoPE request vs an unrelated placeholder/person issue; no overlap." + }, + { + "left": "issue:42954", + "right": "issue:44205", + "accept": false, + "reason": "MiMo request vs SAM3-LiteText; different model domains." + }, + { + "left": "issue:42954", + "right": "issue:43671", + "accept": false, + "reason": "MiMo vs Qwen3-TTS; different requests." + }, + { + "left": "issue:42954", + "right": "issue:45177", + "accept": false, + "reason": "MiMo vs DeepSeek-OCR2; unrelated model additions." + }, + { + "left": "issue:42954", + "right": "issue:46653", + "accept": false, + "reason": "MiMo vs an unrelated placeholder/person issue; not a duplicate." + }, + { + "left": "issue:43671", + "right": "issue:43837", + "accept": false, + "reason": "Qwen3-TTS vs Qwen3-ASR. Same vendor/family, but different modalities and not the same concrete change." + }, + { + "left": "issue:43671", + "right": "issue:44121", + "accept": false, + "reason": "TTS support vs weight-sparse transformer support; unrelated." + }, + { + "left": "issue:43671", + "right": "issue:45027", + "accept": false, + "reason": "Both are TTS/audio-model requests, but Qwen3-TTS and Voxtral TTS are different models and likely different integration work." + }, + { + "left": "issue:43671", + "right": "issue:45177", + "accept": false, + "reason": "TTS support vs OCR model addition; unrelated." + }, + { + "left": "issue:43837", + "right": "issue:43909", + "accept": false, + "reason": "Qwen3-ASR and LFM2.5 Audio are both audio-related, but they are different model requests and not one mergeable fix." + }, + { + "left": "issue:43837", + "right": "issue:44205", + "accept": false, + "reason": "ASR support vs SAM3-LiteText; different modalities and code paths." + }, + { + "left": "issue:43837", + "right": "issue:46645", + "accept": false, + "reason": "ASR support vs Granite SWA+sink option; unrelated." + }, + { + "left": "issue:44121", + "right": "issue:45322", + "accept": false, + "reason": "Weight-sparse transformer request vs EUPE model request; different architectures." + }, + { + "left": "issue:43837", + "right": "issue:45027", + "accept": false, + "reason": "Qwen3-ASR vs Voxtral TTS; same general audio area but different models and changes." + }, + { + "left": "issue:37015", + "right": "issue:45027", + "accept": false, + "reason": "NeoBERT request vs Voxtral TTS support; unrelated." + }, + { + "left": "issue:43837", + "right": "issue:45177", + "accept": false, + "reason": "ASR support vs OCR model addition; unrelated." + }, + { + "left": "issue:45322", + "right": "issue:46133", + "accept": false, + "reason": "EUPE and TIPSv2 are both vision-language style requests, but they are different models and not the same concrete change." + }, + { + "left": "issue:42503", + "right": "issue:46653", + "accept": false, + "reason": "ModernVBERT vs unrelated placeholder/person issue; no overlap." + }, + { + "left": "issue:45027", + "right": "issue:46653", + "accept": false, + "reason": "Voxtral TTS support vs unrelated placeholder/person issue; no overlap." + } + ] + }, + "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": 27, + "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": "d7cc5fed58a6609926e1f00f9e765e3b6003ff6df0d7bb389f6269123857df0e", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1505, + "estimated_input_tokens": 377, + "estimated_eval_tokens": 1010 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1505, + "estimated_input_tokens": 377, + "estimated_eval_tokens": 1010 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues are unrelated: one is a docs request to add `pruna` as an optimization framework, and the other is an open Vision RoPE refactor. They should not be treated as duplicates or one cluster canonical.", + "confidence": 0.98, + "canonical_issue_reason": "No canonical issue fits this cluster because the items cover different topics and different workstreams (docs request vs. vision model refactor).", + "canonical_pr_reason": null, + "best_issue_reason": "No single best issue for the cluster; neither issue is a good representative of the other since they are unrelated.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:38740", + "right": "issue:46443", + "accept": false, + "reason": "Different subjects and scopes: a documentation feature request versus a vision RoPE refactor. No evidence they describe the same underlying bug or change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 8, + "component_count": 27, + "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": "33e39018f8fee07a379cd703b8788234892fd2230c6dc99690ee4c7ea5ae1ca3", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1480, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1480, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues are about different things: one is a generic request for block decoding, the other is explicit support for DeepSeek v3.2. They do not look like duplicates.", + "confidence": 0.97, + "canonical_issue_reason": "Issue 43037 is the more concrete and specific request, but it is not the same underlying problem as 41084.", + "canonical_pr_reason": null, + "best_issue_reason": "43037 is the best representative issue because it names a specific model/version and likely defines a clearer actionable request than the broader 41084.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41084", + "right": "issue:43037", + "accept": false, + "reason": "Different requests: generic block decoding versus DeepSeek v3.2 support. They may be related in the broad model-integration area, 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": "issue", + "component_index": 9, + "component_count": 27, + "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": "fd0c3194d55ead8ecfc617644ef6e75b1802ba5b5aa1e8c04a5c3e9ad0ef8efc", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1585, + "estimated_input_tokens": 397, + "estimated_eval_tokens": 1050 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1585, + "estimated_input_tokens": 397, + "estimated_eval_tokens": 1050 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues are not duplicates: one requests a `from_pretrained()` flag for TiledFusedLogitsLoss/FLCE, while the other proposes integrating TiledMLP for lower memory usage. They target different model components and different changes.", + "confidence": 0.98, + "canonical_issue_reason": "No clear canonical issue: the topics are distinct (loss/loading flag vs MLP integration), so they should not be clustered as duplicates.", + "canonical_pr_reason": null, + "best_issue_reason": "If one must be picked as the more concrete, narrowly scoped issue, #41306 is slightly better-formed; however, neither is a good representative for the other.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41306", + "right": "issue:41826", + "accept": false, + "reason": "Different underlying requests and code paths: one is about enabling a FLCE/TiledFusedLogitsLoss flag in `from_pretrained()`, the other is about adding TiledMLP for memory reduction. They are not the same 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": 27, + "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": "2e17092629362fb7144a233804bffd4ea6a2015859792e709434c23edadac244", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1584, + "estimated_input_tokens": 396, + "estimated_eval_tokens": 1048 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1584, + "estimated_input_tokens": 396, + "estimated_eval_tokens": 1048 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are related only at a very high level (Trainer customization), but they describe different problems: one is about `remove_unused_column` behavior, the other about FLOPS estimation for custom trainers. I would not merge them as duplicates.", + "confidence": 0.94, + "canonical_issue_reason": "Issue 43598 is the better representative because it states a concrete Trainer customization behavior (`remove_unused_column`) with a clearer change target.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43598 is the most actionable and specific of the two; it focuses on an explicit Trainer setting rather than a broader accounting concern.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43598", + "right": "issue:43600", + "accept": false, + "reason": "Different underlying bugs: one concerns unused-column removal/custom trainer customization, the other concerns FLOPS estimation for custom trainers. They may both touch Trainer internals, but not the same fix." + } + ] + }, + "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": 27, + "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": "42be79ea35fdc541ecfcc45780fbce0746af7071c895645d1d23016692160b7a", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1611, + "estimated_input_tokens": 403, + "estimated_eval_tokens": 1062 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1611, + "estimated_input_tokens": 403, + "estimated_eval_tokens": 1062 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are not duplicates: one asks for core AutoModel/AutoModelForConditionalGeneration registration for Qwen3-Omni, while the other requests AutoModelForSequenceClassification support for Qwen3.5/Qwen3_5Config. They target different model families and different code paths.", + "confidence": 0.96, + "canonical_issue_reason": "If forced to pick a representative, issue 43684 is the broader core registration request and the better anchor; issue 44405 is a separate, narrower sequence-classification support request.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43684 is the most central/general issue in this pair because it concerns foundational auto-class registration rather than a task-specific head support request.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43684", + "right": "issue:44405", + "accept": false, + "reason": "Different underlying requests: Qwen3-Omni auto-class registration vs Qwen3.5 sequence-classification support. They do not describe the same bug or change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 12, + "component_count": 27, + "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": "f93ca140d954bda8e238ac4429213484e3a6fd5519974132d8d47eb5c8974ca1", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4266, + "estimated_input_tokens": 1067, + "estimated_eval_tokens": 2390 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4266, + "estimated_input_tokens": 1067, + "estimated_eval_tokens": 2390 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Three issues are near-identical placeholder reports titled \"huggingface\" and likely duplicates; \"Fett\" looks unrelated. Best representative is the earliest huggingface issue.", + "confidence": 0.86, + "canonical_issue_reason": "Issue 43845 is the earliest of the repeated \"huggingface\" reports and can stand in for the duplicate trio.", + "canonical_pr_reason": null, + "best_issue_reason": "43845 is the cleanest cluster representative: earliest timestamp, same title as the other apparent duplicates, and no extra activity that would make another issue a better source of truth.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43835", + "right": "issue:43845", + "accept": false, + "reason": "Different titles and no body details tying \"Fett\" to the \"huggingface\" reports; too little evidence they describe the same issue." + }, + { + "left": "issue:43835", + "right": "issue:43846", + "accept": false, + "reason": "Different titles and no shared concrete details; this looks unrelated to the repeated \"huggingface\" issue." + }, + { + "left": "issue:43835", + "right": "issue:43859", + "accept": false, + "reason": "No substantive evidence that \"Fett\" is the same underlying report as \"huggingface\"." + }, + { + "left": "issue:43845", + "right": "issue:43846", + "accept": true, + "reason": "Same title, nearly identical timing, and no differing details; these look like duplicate reports of the same placeholder issue." + }, + { + "left": "issue:43845", + "right": "issue:43859", + "accept": true, + "reason": "Same title and no distinguishing body content; this is consistent with a duplicate of the same report." + }, + { + "left": "issue:43846", + "right": "issue:43859", + "accept": true, + "reason": "Same title and no concrete differences in the available metadata, so these appear to be duplicates." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: 43845 is the earliest of the same-titled 'huggingface' issues, and the rejection of 43835 as unrelated is conservative given the different title and weak similarity signal. The duplicate judgments among 43845/43846/43859 are plausible on the available metadata and do not overclaim beyond what the packet supports." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 13, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-44371-6", + "nodes": [ + "issue:44371", + "issue:44418", + "issue:44572", + "issue:44573", + "issue:44937", + "issue:47036" + ], + "soft_pairs": [ + "issue:44371|issue:44572", + "issue:44371|issue:44573", + "issue:44371|issue:44418", + "issue:44371|issue:47036", + "issue:44371|issue:44937", + "issue:44418|issue:44572", + "issue:44418|issue:44573", + "issue:44572|issue:44573", + "issue:44572|issue:47036", + "issue:44572|issue:44937", + "issue:44573|issue:47036", + "issue:44573|issue:44937" + ], + "prepared_review_unit_hash": "5801fbb77ea42fccbf3b9ea11b45056be8ec53d80264b76c67196515c8329457", + "component_budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 12, + "serialized_chars": 7355, + "estimated_input_tokens": 1839, + "estimated_eval_tokens": 3934 + }, + "budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 12, + "serialized_chars": 7355, + "estimated_input_tokens": 1839, + "estimated_eval_tokens": 3934 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is almost entirely low-information closed issues (spam/placeholder titles and a generic docs suggestion). There is no solid evidence that any pair is the same underlying bug or change, so all soft duplicate links should be rejected.", + "confidence": 0.94, + "canonical_issue_reason": "Issue 44572 is the best placeholder representative only because it is the earliest of the identical reports, but the cluster has no substantive content to prove a true canonical issue.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 44572 is the most representative by position and title among the spam-like issues, though it is not meaningfully actionable.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44371", + "right": "issue:44572", + "accept": false, + "reason": "Both are just placeholder spam titles with no description or code-path evidence; identical-looking noise is not enough to assert the same issue." + }, + { + "left": "issue:44371", + "right": "issue:44573", + "accept": false, + "reason": "No substantive content to show the same underlying bug/change; these are separate spam-like submissions." + }, + { + "left": "issue:44371", + "right": "issue:44418", + "accept": false, + "reason": "A spam placeholder and a generic documentation enhancement suggestion are not the same concrete issue." + }, + { + "left": "issue:44371", + "right": "issue:47036", + "accept": false, + "reason": "No shared problem statement or actionable details; the titles are unrelated beyond being low-information." + }, + { + "left": "issue:44371", + "right": "issue:44937", + "accept": false, + "reason": "'Check out \"Google LLC\"' is unrelated to the spam placeholder and does not indicate a duplicate bug/change." + }, + { + "left": "issue:44418", + "right": "issue:44572", + "accept": false, + "reason": "Generic documentation suggestion vs. spam placeholder; no common underlying defect or change request." + }, + { + "left": "issue:44418", + "right": "issue:44573", + "accept": false, + "reason": "No evidence these describe the same requested change; one is docs-related, the other is spam-like." + }, + { + "left": "issue:44572", + "right": "issue:44573", + "accept": false, + "reason": "Same placeholder title is not enough by itself; there is no real issue description to confirm they are the same report." + }, + { + "left": "issue:44572", + "right": "issue:47036", + "accept": false, + "reason": "Both are low-information, but there is no concrete shared bug/change to merge as duplicates." + }, + { + "left": "issue:44572", + "right": "issue:44937", + "accept": false, + "reason": "Unrelated placeholder spam and a separate titled issue; no common underlying problem is visible." + }, + { + "left": "issue:44573", + "right": "issue:47036", + "accept": false, + "reason": "No concrete overlap in defect, feature, or code-path; do not merge based on generic similarity." + }, + { + "left": "issue:44573", + "right": "issue:44937", + "accept": false, + "reason": "These are distinct low-information issues with different titles and no shared underlying change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 14, + "component_count": 27, + "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": "afbb190d111e24a4d4b9660132c88e00bd5e3276799e2129ccc9d951dacdd5ae", + "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 closed issues have the same title and highly similar content, so they appear to be duplicates describing the same energy-reduction proposal.", + "confidence": 0.98, + "canonical_issue_reason": "issue:45145 is a reasonable canonical choice because it was created slightly earlier and has an inbound reference, suggesting it is the more established thread.", + "canonical_pr_reason": null, + "best_issue_reason": "Either issue would work, but issue:45145 is slightly better suited as the canonical issue due to earlier creation and existing reference activity.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45145", + "right": "issue:45151", + "accept": true, + "reason": "Same title and very similar body length/content strongly indicate the same underlying issue, so this is a duplicate pair." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The conclusion is grounded in the packet: both issues have the same title, very similar body lengths, and a soft-similarity signal. The canonical choice of issue:45145 is also conservative and supported by earlier creation plus the inbound reference. No overstatement or mergeability concerns here." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 15, + "component_count": 27, + "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": 27, + "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": "27136d01e51d71f26ad5d39efcc596441286f5a33e1bb1aae642507539a06b01", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1477, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1477, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two closed issues appear unrelated; they are just two different person-name/date entries with no shared bug report, code target, or discussion context.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45762", + "right": "issue:45763", + "accept": false, + "reason": "Different names and dates only; no evidence they describe the same underlying issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 17, + "component_count": 27, + "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": "ba8a91f9a261542fcc7b6d6505bad2d233c063d261ec4cc589a52d54e4c0b079", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1481, + "estimated_input_tokens": 371, + "estimated_eval_tokens": 998 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1481, + "estimated_input_tokens": 371, + "estimated_eval_tokens": 998 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two closed issues appear unrelated: both are bare-name/date entries with no descriptive content, and there is no evidence they report the same bug or request. This looks more like unrelated spam or placeholder issues than a duplicate pair.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45764", + "right": "issue:45765", + "accept": false, + "reason": "Different names and dates only; no shared problem statement, code path, or explicit relationship. They do not look like the same underlying issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 18, + "component_count": 27, + "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": "91f0e8735bd7dda506bd14b43285724328366ee91456d05d50d52e4c133f514c", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1541, + "estimated_input_tokens": 386, + "estimated_eval_tokens": 1028 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1541, + "estimated_input_tokens": 386, + "estimated_eval_tokens": 1028 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues are not duplicates: one requests a new token-classification model class for Qwen3_5, while the other asks for FP8 training support. They touch different features and different code paths.", + "confidence": 0.97, + "canonical_issue_reason": "No canonical issue for deduplication: the issues are about unrelated functionality (model class addition vs FP8 training support).", + "canonical_pr_reason": null, + "best_issue_reason": "If a representative issue must be chosen, 45810 is the more concrete, self-contained feature request; however, it should not be treated as a duplicate of 46295.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45810", + "right": "issue:46295", + "accept": false, + "reason": "Reject: the requested changes are unrelated. 45810 is about adding Qwen3_5ForTokenClassification, while 46295 is about FP8 training support; they do not appear to describe the same underlying bug or change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 19, + "component_count": 27, + "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": "c1c54f1f4675f263e2cbb7edb07a61fe4db8bbd9355a14f53d3f818f1786b935", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 8, + "serialized_chars": 5728, + "estimated_input_tokens": 1432, + "estimated_eval_tokens": 3120 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 8, + "serialized_chars": 5728, + "estimated_input_tokens": 1432, + "estimated_eval_tokens": 3120 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster looks like two near-duplicate issue pairs: 45870/45871 and 45872/45873. The evidence is limited to titles, body lengths, and similarity scores, so I would not call them proven exact duplicates; they are best treated as likely duplicates. Issue 45869 is a separate dataset/sample post and does not appear to match the same request. No PRs are present.", + "confidence": 0.84, + "canonical_issue_reason": "45872 is the best representative because it is the more specific of the two near-duplicate issue themes and has a clear matching partner in 45873; 45869 is clearly off-topic relative to the DataForge requests.", + "canonical_pr_reason": null, + "best_issue_reason": "45872 is the strongest single issue to keep as the representative entry because its title is more informative and it anchors one of the strongest duplicate pairs in the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45869", + "right": "issue:45870", + "accept": false, + "reason": "Different topics: a financial dataset bundle vs. a DataForge example request." + }, + { + "left": "issue:45869", + "right": "issue:45871", + "accept": false, + "reason": "Different topics: a financial dataset bundle vs. a DataForge example request." + }, + { + "left": "issue:45870", + "right": "issue:45871", + "accept": true, + "reason": "Identical titles and identical body lengths strongly suggest the same underlying issue, even though we only have limited metadata." + }, + { + "left": "issue:45870", + "right": "issue:45872", + "accept": false, + "reason": "Same broad financial/DataForge area, but the requested example and the scraping-service request are different underlying issues." + }, + { + "left": "issue:45870", + "right": "issue:45873", + "accept": false, + "reason": "Same broad financial/DataForge area, but the requested example and the scraping-service request are different underlying issues." + }, + { + "left": "issue:45871", + "right": "issue:45872", + "accept": false, + "reason": "Same broad financial/DataForge area, but these are different requested features/topics." + }, + { + "left": "issue:45871", + "right": "issue:45873", + "accept": false, + "reason": "Same broad financial/DataForge area, but these are different requested features/topics." + }, + { + "left": "issue:45872", + "right": "issue:45873", + "accept": true, + "reason": "Identical titles and identical body lengths strongly suggest the same underlying issue, even though we only have limited metadata." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The cluster structure is plausible, but the writeup is too strong for the evidence available. The packet only shows titles, body lengths, and soft-similarity scores; it does not expose issue bodies or deterministic duplicate signals. So calling 45870/45871 and 45872/45873 \"exact duplicates\" overstates the evidence. A conservative summary would say they are likely/near-duplicate pairs based on identical titles and body lengths, while 45869 is a different topic. " + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 20, + "component_count": 27, + "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": "3d04388d62c40062e514550b8868640e9649a76f74c1661962fac06ad12e942e", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1639, + "estimated_input_tokens": 410, + "estimated_eval_tokens": 1076 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1639, + "estimated_input_tokens": 410, + "estimated_eval_tokens": 1076 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two closed issues about static cache behavior in linear-attention/Qwen3.5, but they surface different failure modes: one is an early-initialization shape corruption leading to RuntimeError, the other is a KeyError for missing `linear_attention`.", + "confidence": 0.87, + "canonical_issue_reason": "Issue 46439 is the better canonical issue because it describes the broader root-cause class (`early_initialization` corrupting linear-attention shapes) rather than a single model-specific lookup failure.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 46439 is the best representative for the cluster since it captures the underlying static-cache/linear-attention bug more generally and is phrased as the core defect.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46439", + "right": "issue:46441", + "accept": false, + "reason": "Do not merge: both involve static cache and linear-attention, but one reports shape corruption/RuntimeError while the other reports a `KeyError: 'linear_attention'`. These look like related symptoms, 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": 21, + "component_count": 27, + "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": "1d6aef2a2733ee60235887b9958a9d4cf76314c3bd9832153ea0edbd82bcc889", + "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": "These two issues are near-exact duplicates: same title, same described Wav2Vec2CTCTokenizer v5 special-token regression, and no distinguishing evidence beyond state/recency.", + "confidence": 0.99, + "canonical_issue_reason": "Issue #46552 is the open copy of the same bug report, so it is the better canonical issue for ongoing tracking.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue #46552 is the best issue candidate because it is open, identical in scope, and already has inbound references.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46551", + "right": "issue:46552", + "accept": true, + "reason": "Exact same title and same underlying tokenizer bug; both refer to the same regression in v5 leaking the word delimiter into special-token handling." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The duplicate assessment is grounded in the packet: both issues have the exact same title, identical body length, and differ only in state and inbound references, so treating #46552 as the better canonical open tracker is reasonable. The soft-edge accept is conservative enough here." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 22, + "component_count": 27, + "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": "9e4ea7158e24ba9e7cfb5352fe724019778694bfc9f1eb5b3d3ab535e3129cd1", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1569, + "estimated_input_tokens": 393, + "estimated_eval_tokens": 1042 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1569, + "estimated_input_tokens": 393, + "estimated_eval_tokens": 1042 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues describe different training failures: one is a tensor size mismatch error, the other is an out-of-memory condition in RT-DETR v2. They do not look like the same underlying bug.", + "confidence": 0.92, + "canonical_issue_reason": "Issue 46657 is the better canonical representative because it describes a concrete, specific failure mode (tensor shape mismatch) rather than a broad resource symptom.", + "canonical_pr_reason": null, + "best_issue_reason": "46657 is the strongest standalone issue for this cluster since it is narrowly framed and easier to map to a specific code-path bug.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46657", + "right": "issue:46692", + "accept": false, + "reason": "Different failure classes: tensor dimension mismatch versus memory exhaustion. They may both occur during training, but they do not appear to be the same bug or a mergeable duplicate." + } + ] + }, + "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": 27, + "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": "0fee5b3709506837920f555002efd7756698228cfef7aadc2eb7418f0e010d9d", + "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 issues describe different model-loading bugs: one is a ZeRO-3 zero.Init partitioning/OOM problem in a composite multimodal submodule, the other is a 4-bit device_map/max_memory dispatch bug that incorrectly sends modules to CPU and raises a ValueError. They should not be clustered as duplicates.", + "confidence": 0.97, + "canonical_issue_reason": "Issue 46822 is the more specific, code-path-focused report and is the better representative issue, but it is not a duplicate of 46823.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 46822 is the best issue to represent this cluster because it cleanly captures a concrete ZeRO-3 partitioning failure; 46823 is a separate quantized dispatch bug.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46822", + "right": "issue:46823", + "accept": false, + "reason": "Different failure modes and code paths: ZeRO-3 zero.Init not partitioning a composite submodule vs 4-bit load_in_4bit/device_map/max_memory dispatching to CPU on an otherwise fitting model." + } + ] + }, + "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": 27, + "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-46906-12", + "nodes": [ + "issue:46906", + "issue:46940", + "issue:46948", + "issue:46969", + "issue:46985", + "issue:46998", + "issue:47037", + "issue:47049", + "issue:47053", + "issue:47091", + "issue:47102", + "issue:47120" + ], + "soft_pairs": [ + "issue:46906|issue:46940", + "issue:46906|issue:46948", + "issue:46906|issue:46969", + "issue:46906|issue:46985", + "issue:46906|issue:47037", + "issue:46940|issue:46948", + "issue:46940|issue:46969", + "issue:46940|issue:46985", + "issue:46940|issue:47049", + "issue:46948|issue:46969", + "issue:46948|issue:46985", + "issue:46948|issue:46998", + "issue:46969|issue:46985", + "issue:46969|issue:47037", + "issue:46969|issue:47091", + "issue:46985|issue:47037", + "issue:46985|issue:47049", + "issue:46998|issue:47053", + "issue:46998|issue:47037", + "issue:46998|issue:47049", + "issue:46985|issue:46998", + "issue:46998|issue:47091", + "issue:47037|issue:47049", + "issue:47037|issue:47091", + "issue:47037|issue:47053", + "issue:47049|issue:47053", + "issue:47049|issue:47091", + "issue:47053|issue:47091", + "issue:47053|issue:47102", + "issue:47091|issue:47102", + "issue:46985|issue:47091", + "issue:47037|issue:47102", + "issue:46985|issue:47102", + "issue:47049|issue:47102", + "issue:47102|issue:47120", + "issue:47053|issue:47120", + "issue:47049|issue:47120", + "issue:46998|issue:47120", + "issue:47091|issue:47120" + ], + "prepared_review_unit_hash": "0dadbb86ba32e76beeb070f143975939fae8e69b1323b2f53f492f324fd9bf6c", + "component_budget": { + "node_count": 12, + "item_count": 12, + "soft_pair_count": 39, + "serialized_chars": 20773, + "estimated_input_tokens": 5194, + "estimated_eval_tokens": 10644 + }, + "budget": { + "node_count": 12, + "item_count": 12, + "soft_pair_count": 39, + "serialized_chars": 20773, + "estimated_input_tokens": 5194, + "estimated_eval_tokens": 10644 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are date-stamped integration triage issues with highly similar templates, but they do not look like the same underlying bug. They appear to be separate daily reports, so none of the soft duplicate edges should be merged.", + "confidence": 0.94, + "canonical_issue_reason": "Issue 47120 is the current open triage thread and has the most recent activity/inbound references, so it is the best representative if one issue must anchor the cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "47120 is the most suitable issue to keep as the live umbrella thread for the ongoing triage series; the earlier issues are closed date-specific reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46906", + "right": "issue:46940", + "accept": false, + "reason": "Same triage template, but different dates and likely different daily failures; no evidence of one shared underlying bug." + }, + { + "left": "issue:46906", + "right": "issue:46948", + "accept": false, + "reason": "Date-specific triage reports, not the same incident; similarity is mostly from the shared title/body template." + }, + { + "left": "issue:46906", + "right": "issue:46969", + "accept": false, + "reason": "Different day in the triage series; no indication they describe one identical failure." + }, + { + "left": "issue:46906", + "right": "issue:46985", + "accept": false, + "reason": "Looks like another daily report in the same series, not a duplicate of the same bug." + }, + { + "left": "issue:46906", + "right": "issue:47037", + "accept": false, + "reason": "Shared wording is from the template, but the dated reports appear to track separate runs/incidents." + }, + { + "left": "issue:46940", + "right": "issue:46948", + "accept": false, + "reason": "Adjacent daily triage entries, but no sign they are the same underlying issue." + }, + { + "left": "issue:46940", + "right": "issue:46969", + "accept": false, + "reason": "Different dated triage reports; similarity alone is insufficient to merge them." + }, + { + "left": "issue:46940", + "right": "issue:46985", + "accept": false, + "reason": "Same reporting format, different day and likely different failure instance." + }, + { + "left": "issue:46940", + "right": "issue:47049", + "accept": false, + "reason": "No concrete evidence of a shared bug; these look like separate daily triage records." + }, + { + "left": "issue:46948", + "right": "issue:46969", + "accept": false, + "reason": "Date-stamped triage issues, not the same incident." + }, + { + "left": "issue:46948", + "right": "issue:46985", + "accept": false, + "reason": "They share a template, but each issue appears to correspond to a distinct day/run." + }, + { + "left": "issue:46948", + "right": "issue:46998", + "accept": false, + "reason": "Different daily triage entries; no explicit target or failure signature tying them together." + }, + { + "left": "issue:46969", + "right": "issue:46985", + "accept": false, + "reason": "Separate dated reports in a recurring triage series, not a duplicate bug report." + }, + { + "left": "issue:46969", + "right": "issue:47037", + "accept": false, + "reason": "The shared title pattern is not enough; these are different days and likely different failures." + }, + { + "left": "issue:46969", + "right": "issue:47091", + "accept": false, + "reason": "No evidence they refer to the same concrete underlying problem." + }, + { + "left": "issue:46985", + "right": "issue:47037", + "accept": false, + "reason": "Both are daily triage issues, but the dates indicate separate reports rather than one bug." + }, + { + "left": "issue:46985", + "right": "issue:47049", + "accept": false, + "reason": "Similar wording from the series template; not enough to treat as duplicates." + }, + { + "left": "issue:46998", + "right": "issue:47053", + "accept": false, + "reason": "Different daily triage reports; no shared concrete fix target or identical failure described." + }, + { + "left": "issue:46998", + "right": "issue:47037", + "accept": false, + "reason": "The reports are date-specific and likely correspond to distinct integration failures." + }, + { + "left": "issue:46998", + "right": "issue:47049", + "accept": false, + "reason": "No clear evidence of one underlying bug across these separate daily issues." + }, + { + "left": "issue:46985", + "right": "issue:46998", + "accept": false, + "reason": "Sequential triage issues, but not the same bug report." + }, + { + "left": "issue:46998", + "right": "issue:47091", + "accept": false, + "reason": "Shared template only; the dated reports appear to track different runs." + }, + { + "left": "issue:47037", + "right": "issue:47049", + "accept": false, + "reason": "Different day in the triage sequence, so likely a different failure instance." + }, + { + "left": "issue:47037", + "right": "issue:47091", + "accept": false, + "reason": "No specific code-path or identical symptom tying them to one bug." + }, + { + "left": "issue:47037", + "right": "issue:47053", + "accept": false, + "reason": "These look like separate dated integration triage reports, not duplicates." + }, + { + "left": "issue:47049", + "right": "issue:47053", + "accept": false, + "reason": "Same recurring triage format, but different dates and likely different incidents." + }, + { + "left": "issue:47049", + "right": "issue:47091", + "accept": false, + "reason": "No evidence of a single shared underlying failure." + }, + { + "left": "issue:47053", + "right": "issue:47091", + "accept": false, + "reason": "Both are date-specific triage entries; not the same concrete bug." + }, + { + "left": "issue:47053", + "right": "issue:47102", + "accept": false, + "reason": "Similarity is from the repeated template, not from a matching failure signature." + }, + { + "left": "issue:47091", + "right": "issue:47102", + "accept": false, + "reason": "Separate daily triage reports, likely different integration runs." + }, + { + "left": "issue:46985", + "right": "issue:47091", + "accept": false, + "reason": "Different dated triage issues; no indication they should collapse into one." + }, + { + "left": "issue:47037", + "right": "issue:47102", + "accept": false, + "reason": "The reports are date-stamped and appear to be independent triage instances." + }, + { + "left": "issue:46985", + "right": "issue:47102", + "accept": false, + "reason": "No concrete shared bug or fix target; just the same triage series." + }, + { + "left": "issue:47049", + "right": "issue:47102", + "accept": false, + "reason": "Different date and likely different failure context." + }, + { + "left": "issue:47102", + "right": "issue:47120", + "accept": false, + "reason": "Consecutive triage issues, but the dated reports suggest separate incidents rather than one duplicate bug." + }, + { + "left": "issue:47053", + "right": "issue:47120", + "accept": false, + "reason": "Shared triage template only; the issues appear to report different days." + }, + { + "left": "issue:47049", + "right": "issue:47120", + "accept": false, + "reason": "These are separate daily reports, not one underlying defect." + }, + { + "left": "issue:46998", + "right": "issue:47120", + "accept": false, + "reason": "No evidence of the same code-path problem; they are date-specific triage threads." + }, + { + "left": "issue:47091", + "right": "issue:47120", + "accept": false, + "reason": "Different dated reports in the same series, so do not merge as duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 25, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46983-2", + "nodes": [ + "issue:46983", + "issue:46984" + ], + "soft_pairs": [ + "issue:46983|issue:46984" + ], + "prepared_review_unit_hash": "87fd752b399b966088181361bf48a34fc9492180c148551247d666e6a495d172", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1491, + "estimated_input_tokens": 373, + "estimated_eval_tokens": 1002 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1491, + "estimated_input_tokens": 373, + "estimated_eval_tokens": 1002 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues have the same title and very similar content, so they are very likely duplicates describing the same RWKV7 support request.", + "confidence": 0.98, + "canonical_issue_reason": "Issue #46983 was opened slightly earlier and appears to be the cleaner representative of the duplicate pair.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue #46983 is the best cluster representative because it is the earliest report with the same exact request and likely the most canonical entry for triage.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46983", + "right": "issue:46984", + "accept": true, + "reason": "Same title and highly similar issue content; both appear to request the same RWKV7 model support." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: both issues have the same title, very similar content, and close creation times, which supports a duplicate-issue interpretation. The soft-edge verdict is conservative enough given only soft-similarity evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 26, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-47007-2", + "nodes": [ + "issue:47007", + "issue:47015" + ], + "soft_pairs": [ + "issue:47007|issue:47015" + ], + "prepared_review_unit_hash": "7ba6b18d1b72165399d9480e87dea4097fcc7141c12fa5e6ff696aa394ef350a", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1626, + "estimated_input_tokens": 407, + "estimated_eval_tokens": 1070 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1626, + "estimated_input_tokens": 407, + "estimated_eval_tokens": 1070 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both issues are about AI/LLM-based vulnerability discovery, but they read as separate generic writeups rather than the same underlying bug or change. The soft duplicate link should be rejected.", + "confidence": 0.84, + "canonical_issue_reason": "Issue 47015 is the more concise, central framing of the shared topic, so it is the better cluster representative if one must be chosen.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 47015 is the best single issue representative because its title is broader and cleaner, making it slightly more canonical for the overall AI-automated vulnerability discovery theme.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:47007", + "right": "issue:47015", + "accept": false, + "reason": "High topical overlap, but these are not the same concrete problem or change; they are separate broad discussions/articles about AI-driven vulnerability discovery." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 27, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-47138-2", + "nodes": [ + "issue:47138", + "issue:47139" + ], + "soft_pairs": [ + "issue:47138|issue:47139" + ], + "prepared_review_unit_hash": "c03b500f77d801d74a6e4c73d9c16f39aec120786458b37c2defb42c69d11774", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1590, + "estimated_input_tokens": 398, + "estimated_eval_tokens": 1052 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1590, + "estimated_input_tokens": 398, + "estimated_eval_tokens": 1052 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The cluster contains two near-perfect duplicate issues with the same title and apparent body content. They describe the same transformers chat routing bug, so they should be consolidated into one issue.", + "confidence": 0.99, + "canonical_issue_reason": "issue:47139 is the better canonical hub because it already has inbound references, suggesting other discussion has started to accumulate there.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:47139 is the best representative of the duplicate set for the same reason: it is already referenced and can preserve the existing discussion thread.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:47138", + "right": "issue:47139", + "accept": true, + "reason": "Same title and same underlying bug report; they appear to be duplicate issues describing the exact same routing problem." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The assessment is grounded in the packet: both issues share the exact same title, have identical body length, and the pair has maximum soft similarity (Jaccard 1.0). Choosing issue:47139 as canonical is also supported by its inbound references. The duplicate verdict is conservative enough given the available evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 1, + "component_count": 32, + "review_unit_index": 1, + "review_unit_count": 2, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-40546-43", + "nodes": [ + "pull_request:43451", + "pull_request:44517", + "pull_request:46196", + "pull_request:46266", + "pull_request:46658", + "pull_request:46696", + "pull_request:46707", + "pull_request:46836", + "pull_request:46895", + "pull_request:46903", + "pull_request:46912", + "pull_request:46954", + "pull_request:46957", + "pull_request:46958", + "pull_request:46974", + "pull_request:46995", + "pull_request:47003", + "pull_request:47034", + "pull_request:47035", + 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The only meaningful overlap is the CohereASR loss double-shift fixes, but even there the PRs are not exact duplicates because one PR bundles an additional PPFormulaNet change. No single canonical artifact cleanly represents the cluster.", + "confidence": 0.31, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR: the cluster is heterogeneous and the near-overlaps are either different models, different docs, or different fixes in the same subsystem rather than the same concrete change.", + "best_issue_reason": null, + "best_pr_reason": "PR 47090 is the strongest standalone representative if forced to pick one: it is a focused, explicit bug fix with a clear code-path change and an issue target, unlike the broader or more incidental PRs here.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46696", + "right": "pull_request:47134", + "accept": false, + "reason": "Both reference flash-attention performance work, but they fix different code paths: decode tracing logic vs. unpadding/max-seqlen sync behavior." + }, + { + "left": "pull_request:46903", + "right": "pull_request:47090", + "accept": false, + "reason": "They share the 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+ }, + { + "left": "pull_request:47072", + "right": "pull_request:47089", + "accept": false, + "reason": "Chat template JSON-schema enum handling and AqlmConfig type-check error messages are unrelated." + }, + { + "left": "pull_request:47077", + "right": "pull_request:47157", + "accept": false, + "reason": "Both are Japanese docs PRs, but they translate different documents and have different scope." + }, + { + "left": "pull_request:47077", + "right": "pull_request:47078", + "accept": false, + "reason": "Related only by locale; one is a DistilBERT translation, the other is broader wording cleanup across Japanese docs." + }, + { + "left": "pull_request:46266", + "right": "pull_request:46957", + "accept": false, + "reason": "Modernizing DINO conversion/modeling and finegrained FP8 decode optimization are different changes in different areas." + }, + { + "left": "pull_request:47072", + "right": "pull_request:47134", + "accept": false, + "reason": "No shared bug/change: chat-template schema 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"accept": false, + "reason": "AqlmConfig error-message wording and audio feature/proc requirements fixes do not target the same bug." + }, + { + "left": "pull_request:46266", + "right": "pull_request:46707", + "accept": false, + "reason": "Different modernization efforts: DINO conversion work vs. FSDP2 infrastructure." + }, + { + "left": "pull_request:46995", + "right": "pull_request:47143", + "accept": false, + "reason": "Flash-linear-attention availability and adding NeuCodec support are unrelated." + }, + { + "left": "pull_request:47082", + "right": "pull_request:47108", + "accept": false, + "reason": "RoMa model addition and doc-builder pin comment cleanup are unrelated." + }, + { + "left": "pull_request:47078", + "right": "pull_request:47156", + "accept": false, + "reason": "Both are Japanese-language edits, but they address different documentation pages and different content." + }, + { + "left": "pull_request:47093", + "right": "pull_request:47143", + "accept": false, + "reason": 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"pull_request:47143", + "accept": false, + "reason": "Flash-attention performance regression fix and NeuCodec model support are unrelated." + }, + { + "left": "pull_request:44517", + "right": "pull_request:47143", + "accept": false, + "reason": "Qwen3-TTS model addition and NeuCodec model support are unrelated." + }, + { + "left": "pull_request:43451", + "right": "pull_request:44517", + "accept": false, + "reason": "Molmo2 and Qwen3-TTS are different model additions with separate codepaths." + }, + { + "left": "pull_request:43451", + "right": "pull_request:47078", + "accept": false, + "reason": "Model addition and Japanese documentation wording cleanup are unrelated." + }, + { + "left": "pull_request:47096", + "right": "pull_request:47135", + "accept": false, + "reason": "Export tooling for Kimi and a docs punctuation fix are unrelated." + }, + { + "left": "pull_request:47100", + "right": "pull_request:47142", + "accept": false, + "reason": "Kernel repository API fix and pipeline generator behavior change are unrelated." + }, + { + "left": "pull_request:47003", + "right": "pull_request:47178", + "accept": false, + "reason": "OpenVINO exporter work and SigLIP checkpoint path cleanup are unrelated." + }, + { + "left": "pull_request:47089", + "right": "pull_request:47134", + "accept": false, + "reason": "AqlmConfig validation messages and flash-attention performance fixes are unrelated." + }, + { + "left": "pull_request:46196", + "right": "pull_request:47175", + "accept": false, + "reason": "Attention dispatch support for audio models and OLMo3 CI expectation updates are unrelated." + }, + { + "left": "pull_request:43451", + "right": "pull_request:46266", + "accept": false, + "reason": "Model addition for Molmo2 and DINO conversion/model modernization are unrelated." + }, + { + "left": "pull_request:46266", + "right": "pull_request:47096", + "accept": false, + "reason": "DINO modernization and export support for Kimi are unrelated." + }, + { + "left": "pull_request:43451", + "right": "pull_request:47078", + "accept": false, + "reason": "Molmo2 model addition and Japanese docs wording cleanup are unrelated." + }, + { + "left": "pull_request:47078", + "right": "pull_request:47096", + "accept": false, + "reason": "Japanese docs cleanup and Kimi exportability are unrelated." + }, + { + "left": "pull_request:47113", + "right": "pull_request:47175", + "accept": false, + "reason": "Audio requirements changes and OLMo3 CI expectation updates are unrelated." + }, + { + "left": "pull_request:43451", + "right": "pull_request:44517", + "accept": false, + "reason": "Different model introductions with different code and docs; not duplicates." + }, + { + "left": "pull_request:43451", + "right": "pull_request:47135", + "accept": false, + "reason": "Model addition and docs quote rendering fix are unrelated." + }, + { + "left": "pull_request:47096", + "right": "pull_request:47135", + "accept": false, + "reason": "Exportable Kimi and documentation 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"2be8bcee3b96d351337eb6f7d8c82a47406c97196b69ced2d257cbbf314bf0fa", + "component_budget": { + "node_count": 43, + "item_count": 43, + "soft_pair_count": 127, + "serialized_chars": 152752, + "estimated_input_tokens": 38188, + "estimated_eval_tokens": 76632 + }, + "budget": { + "node_count": 25, + "item_count": 25, + "soft_pair_count": 55, + "serialized_chars": 79791, + "estimated_input_tokens": 19948, + "estimated_eval_tokens": 40152 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Only the three CohereASR pull requests are true duplicates: they all fix the same training-loss double-shift bug in the same code path. The rest are mostly separate model additions, docs/i18n updates, exporter work, tests, or unrelated infrastructure changes that should not be merged as duplicates.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 47090 is the clearest representative: it states the exact bug, shares the same issue target as the other CohereASR fixes, and preserves the intended loss-function path while avoiding the internal shift.", + "best_issue_reason": null, + "best_pr_reason": "PR 47090 is the best overall representative for the duplicate set because it most precisely describes the concrete fix ('train against labels, not labels[..., 1:]') and aligns with the shared CohereASR issue target.", + "soft_edge_verdicts": [ + { + "left": "pull_request:47069", + "right": "pull_request:47175", + "accept": false, + "reason": "Unrelated changes: config property typing vs OLMo3 CI expectation updates." + }, + { + "left": "pull_request:44517", + "right": "pull_request:47096", + "accept": false, + "reason": "Different features: Qwen3-TTS model support vs exportability work for Kimi." + }, + { + "left": "pull_request:43451", + "right": "pull_request:46957", + "accept": false, + "reason": "Different PRs: Molmo2 model addition vs finegrained FP8 / generation kernel changes." + }, + { + "left": "pull_request:46957", + "right": "pull_request:47096", + "accept": false, + "reason": "Different targets: FP8/generation optimization vs Kimi exportability." + }, + { + "left": "pull_request:46658", + "right": "pull_request:46895", + "accept": false, + "reason": "Step-3.7-Flash model/conversion work is unrelated to the CohereASR loss-shift fix." + }, + { + "left": "pull_request:46957", + "right": "pull_request:47003", + "accept": false, + "reason": "Different subsystems: FP8 kernels vs OpenVINO exporter addition." + }, + { + "left": "pull_request:43451", + "right": "pull_request:47156", + "accept": false, + "reason": "Molmo2 model docs/code vs Korean Optimum translation and typo fix; 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both modify the same forward/loss path to prevent the extra shift." + }, + { + "left": "pull_request:46895", + "right": "pull_request:46958", + "accept": true, + "reason": "Alternative implementations of the same CohereASR double-shift fix in the same code path." + }, + { + "left": "pull_request:47077", + "right": "pull_request:47156", + "accept": false, + "reason": "Different localization/doc updates: Japanese DistilBERT docs vs Korean Optimum docs." + }, + { + "left": "pull_request:46912", + "right": "pull_request:47175", + "accept": false, + "reason": "RoPE test updates and OLMo3 CI expectation changes are unrelated." + }, + { + "left": "pull_request:46658", + "right": "pull_request:46836", + "accept": false, + "reason": "Step-3.7-Flash model build/convert work vs Unlimited OCR model addition; different changes." + }, + { + "left": "pull_request:47163", + "right": "pull_request:47166", + "accept": false, + "reason": "Different test areas: XPU paged-attention coverage vs quantization test updates." + }, + { + "left": "pull_request:46707", + "right": "pull_request:47034", + "accept": false, + "reason": "Native FSDP2 migration and Neuron SFT experiment are separate efforts." + }, + { + "left": "pull_request:43451", + "right": "pull_request:46836", + "accept": false, + "reason": "Molmo2 and Unlimited OCR are distinct model additions." + }, + { + "left": "pull_request:46836", + "right": "pull_request:47143", + "accept": false, + "reason": "Unlimited OCR model support vs NeuCodec support; unrelated model additions." + }, + { + "left": "pull_request:46658", + "right": "pull_request:47143", + "accept": false, + "reason": "Step-3.7-Flash work is unrelated to NeuCodec model support." + }, + { + "left": "pull_request:46658", + "right": "pull_request:47096", + "accept": false, + "reason": "Step-3.7-Flash model/conversion code vs Kimi exportability changes are different." + }, + { + "left": "pull_request:46196", + "right": "pull_request:47143", + "accept": false, + "reason": "SDPA dispatch support for wav2vec2-related models vs NeuCodec addition; not the same change." + }, + { + "left": "pull_request:47143", + "right": "pull_request:47163", + "accept": false, + "reason": "NeuCodec model support vs XPU paged-attention test coverage are unrelated." + }, + { + "left": "pull_request:43451", + "right": "pull_request:47077", + "accept": false, + "reason": "Molmo2 model addition vs Japanese DistilBERT documentation translation." + }, + { + "left": "pull_request:43451", + "right": "pull_request:46196", + "accept": false, + "reason": "Molmo2 model addition vs wav2vec2 SDPA dispatch support; different work." + }, + { + "left": "pull_request:40546", + "right": "pull_request:43451", + "accept": false, + "reason": "VibeVoice model/docs implementation is unrelated to Molmo2 model support." + }, + { + "left": "pull_request:43451", + "right": "pull_request:47175", + "accept": false, + "reason": "Molmo2 model addition vs OLMo3 CI test expectations; unrelated." + }, + { + "left": "pull_request:47096", + "right": "pull_request:47175", + "accept": false, + "reason": "Kimi exportability work and OLMo3 CI changes are unrelated." + }, + { + "left": "pull_request:47003", + "right": "pull_request:47175", + "accept": false, + "reason": "OpenVINO exporter addition vs OLMo3 CI test updates; no shared bug/change." + }, + { + "left": "pull_request:43451", + "right": "pull_request:46658", + "accept": false, + "reason": "Molmo2 model support vs Step-3.7-Flash model/conversion work are distinct." + }, + { + "left": "pull_request:46658", + "right": "pull_request:47096", + "accept": false, + "reason": "Step-3.7-Flash model build/convert work vs Kimi exportability are unrelated." + }, + { + "left": "pull_request:46658", + "right": "pull_request:47003", + "accept": false, + "reason": "Step-3.7-Flash model support vs OpenVINO exporter work are unrelated." + }, + { + "left": "pull_request:47143", + "right": "pull_request:47175", + "accept": false, + "reason": "NeuCodec model support vs OLMo3 CI changes are unrelated." + }, + { + "left": "pull_request:47035", + "right": "pull_request:47175", + "accept": false, + "reason": "Neuron torch.compile default backend and OLMo3 CI are unrelated." + }, + { + "left": "pull_request:43451", + "right": "pull_request:47143", + "accept": false, + "reason": "Molmo2 and NeuCodec are separate model additions." + }, + { + "left": "pull_request:46912", + "right": "pull_request:47163", + "accept": false, + "reason": "RoPE test adjustments vs XPU paged-attention tests are unrelated." + }, + { + "left": "pull_request:43451", + "right": "pull_request:47096", + "accept": false, + "reason": "Molmo2 model support vs exportable Kimi work are different changes." + }, + { + "left": "pull_request:43451", + "right": "pull_request:47003", + "accept": false, + "reason": "Molmo2 model addition vs OpenVINO exporter addition; unrelated." + }, + { + "left": "pull_request:47003", + "right": "pull_request:47096", + "accept": false, + "reason": "OpenVINO exporter and Kimi exportability are different exporter/model changes." + }, + { + "left": "pull_request:47096", + "right": "pull_request:47143", + "accept": false, + "reason": "Kimi exportability vs NeuCodec model support are unrelated." + }, + { + "left": "pull_request:43451", + "right": "pull_request:47034", + "accept": false, + "reason": "Molmo2 model addition vs Neuron SFT experiment; no shared bug/change." + }, + { + "left": "pull_request:47003", + "right": "pull_request:47166", + "accept": false, + "reason": "OpenVINO exporter work vs quantization test extension are unrelated." + }, + { + "left": "pull_request:47003", + "right": "pull_request:47143", + "accept": false, + "reason": "OpenVINO exporter addition vs NeuCodec model support are unrelated." + }, + { + "left": "pull_request:47096", + "right": "pull_request:47163", + "accept": false, + "reason": "Kimi exportability and XPU paged-attention tests are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 2, + "component_count": 32, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-40755-2", + "nodes": [ + "pull_request:40755", + "pull_request:41224" + ], + "soft_pairs": [ + "pull_request:40755|pull_request:41224" + ], + "prepared_review_unit_hash": "1a6bb772bc863673e36fc6a584dfd7516fa845b1bd72344adc99ed32d5749cfa", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4676, + "estimated_input_tokens": 1169, + "estimated_eval_tokens": 2594 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4676, + "estimated_input_tokens": 1169, + "estimated_eval_tokens": 2594 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two PRs are unrelated: one adds TimesFM forecasting with covariates, the other adds DINOv3 image classification support. They do not fix the same bug or implement the same change.", + "confidence": 0.99, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR: these are unrelated feature additions in different model families (TimesFM covariates vs DINOv3 image classification).", + "best_issue_reason": null, + "best_pr_reason": "Neither PR is a good cluster representative for duplicate triage because they address different code paths and different user-facing features.", + "soft_edge_verdicts": [ + { + "left": "pull_request:40755", + "right": "pull_request:41224", + "accept": false, + "reason": "Reject: the PRs target different models, different APIs, and different functionality; they are not the same underlying change and could not plausibly be merged into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 3, + "component_count": 32, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-41356-2", + "nodes": [ + "pull_request:41356", + "pull_request:44339" + ], + "soft_pairs": [ + "pull_request:41356|pull_request:44339" + ], + "prepared_review_unit_hash": "aead1308c167b0bae6ff11bf9358340baa5e76f816618383418b505a10a9cd01", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6050, + "estimated_input_tokens": 1513, + "estimated_eval_tokens": 3282 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6050, + "estimated_input_tokens": 1513, + "estimated_eval_tokens": 3282 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two DEIMv2 pull requests target the same model family, but they are not the same change: PR 41356 is an early/basic model + image processor add, while PR 44339 is a much broader follow-up that adds loss code, auto-mappings, conversion tooling, modular files, and more integration work.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44339 is the more complete and representative DEIMv2 implementation; PR 41356 looks like an earlier partial version of the same model bring-up.", + "best_issue_reason": null, + "best_pr_reason": "PR 44339 is the strongest single artifact for the cluster because it subsumes the basic model work and includes the broader integration needed for a full Transformers addition.", + "soft_edge_verdicts": [ + { + "left": "pull_request:41356", + "right": "pull_request:44339", + "accept": false, + "reason": "Same model area, but not the same concrete change: 44339 expands the implementation substantially and adds new code paths beyond the basic PR 41356. They look like related iterations, not mergeable duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 4, + "component_count": 32, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-41855-12", + "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" + ], + "soft_pairs": [ + "pull_request:41855|pull_request:43424", + "pull_request:41855|pull_request:43823", + "pull_request:42668|pull_request:43823", + "pull_request:43251|pull_request:43823", + "pull_request:43251|pull_request:44827", + "pull_request:43424|pull_request:44827", + "pull_request:43424|pull_request:43823", + "pull_request:43823|pull_request:45655", + "pull_request:43823|pull_request:43995", + "pull_request:43995|pull_request:45213", + "pull_request:43995|pull_request:44827", + "pull_request:44827|pull_request:45170", + "pull_request:44827|pull_request: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": "19eab114cf94a9d42395baa96daa800fe6fcb2aff735a8c575d45486cbabec2b", + "component_budget": { + "node_count": 12, + "item_count": 12, + "soft_pair_count": 17, + "serialized_chars": 31596, + "estimated_input_tokens": 7899, + "estimated_eval_tokens": 16054 + }, + "budget": { + "node_count": 12, + "item_count": 12, + "soft_pair_count": 17, + "serialized_chars": 31596, + "estimated_input_tokens": 7899, + "estimated_eval_tokens": 16054 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The cluster is mostly a loose thematic grouping of unrelated PRs. The only true duplicate pair is the two `fixed_cross_entropy` changes (43251/43254); all other soft edges connect different subsystems, models, or bug fixes and should stay separate.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 43251 is the best canonical representative because it has the explicit issue target (43240) and makes the more complete `fixed_cross_entropy` fix by forwarding supported kwargs into `nn.functional.cross_entropy`.", + "best_issue_reason": null, + "best_pr_reason": "PR 43251 is the strongest global representative of the only real duplicate pair in this set: it directly addresses the tracked loss bug and is functionally the same change as 43254, but with clearer issue linkage and broader kwarg handling.", + "soft_edge_verdicts": [ + { + "left": "pull_request:41855", + "right": "pull_request:43424", + "accept": false, + "reason": "Different problems: Mistral tokenizer API gaps vs. Executorch dynamic-shape export testing." + }, + { + "left": "pull_request:41855", + "right": "pull_request:43823", + "accept": false, + "reason": "Unrelated changes: tokenizer method additions vs. adding the MobileLLM model." + }, + { + "left": "pull_request:42668", + "right": "pull_request:43823", + "accept": false, + "reason": "Different processor/auto-loading robustness work vs. a new model implementation." + }, + { + "left": "pull_request:43251", + "right": "pull_request:43823", + "accept": false, + "reason": "Loss-function kwarg forwarding bug fix vs. MobileLLM model addition; no shared code-path issue." + }, + { + "left": "pull_request:43251", + "right": "pull_request:44827", + "accept": false, + "reason": "Cross-entropy helper fix vs. Mistral4 test/model updates; not the same bug or change." + }, + { + "left": "pull_request:43424", + "right": "pull_request:44827", + "accept": false, + "reason": "Executorch export test coverage is unrelated to Mistral4 model/test fixes." + }, + { + "left": "pull_request:43424", + "right": "pull_request:43823", + "accept": false, + "reason": "Dynamic-shape export testing and model addition are unrelated changes." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45655", + "accept": false, + "reason": "New model support vs. class/config resolution ordering fix; different code paths and purposes." + }, + { + "left": "pull_request:43823", + "right": "pull_request:43995", + "accept": false, + "reason": "Adding MobileLLM and refactoring Falcon output collection are separate model changes." + }, + { + "left": "pull_request:43995", + "right": "pull_request:45213", + "accept": false, + "reason": "Falcon forward/output refactor vs. model-creation skill/docs; no shared underlying bug." + }, + { + "left": "pull_request:43995", + "right": "pull_request:44827", + "accept": false, + "reason": "Falcon output-interface refactor is not the same as Mistral4 test/debug work." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45170", + "accept": false, + "reason": "Mistral4 test fixes and a CLIP-style `layrnorm` typo/conversion mapping fix are different issues." + }, + { + "left": "pull_request:44827", + "right": "pull_request:46048", + "accept": false, + "reason": "Mistral4 tests vs. TDT loss kernel integration are unrelated changes." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45655", + "accept": false, + "reason": "Mistral4-specific work vs. generic `cls.config` resolution ordering fix; different underlying behavior." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45213", + "accept": false, + "reason": "Model-specific test fixes and a new-model creation skill are not the same change." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45213", + "accept": false, + "reason": "Adding MobileLLM vs. introducing a model-creation skill; different artifacts and intent." + }, + { + "left": "pull_request:43251", + "right": "pull_request:43254", + "accept": true, + "reason": "Both PRs fix the same concrete bug in `fixed_cross_entropy`: forwarding supported kwargs to `nn.functional.cross_entropy` in `src/transformers/loss/loss_utils.py`. They are mergeable as one change." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded overall. The only clearly mergeable duplicate pair in the packet is 43251/43254: both patch `fixed_cross_entropy` in `src/transformers/loss/loss_utils.py` and share issue target 43240, so the accept is supported. The remaining soft-edge rejections stay conservative and are consistent with the diffs/titles showing unrelated subsystems or bugfixes." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 5, + "component_count": 32, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-42975-2", + "nodes": [ + "pull_request:42975", + "pull_request:42976" + ], + "soft_pairs": [ + "pull_request:42975|pull_request:42976" + ], + "prepared_review_unit_hash": "2426bfca5b895a9f7e6f24b5295489833f0076f8e65580602e0e1bfbef4d700b", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5934, + "estimated_input_tokens": 1484, + "estimated_eval_tokens": 3224 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5934, + "estimated_input_tokens": 1484, + "estimated_eval_tokens": 3224 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two workflow-maintenance PRs overlap in files but target different upgrade tracks: one is specifically for Node 24-compatible GitHub Actions, while the other updates docker/build-push-action and a few other actions to latest versions. They are related, but not the same underlying change.", + "confidence": 0.88, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 42975 is the more coherent representative: it has a clear, specific goal (Node 24 compatibility) and a broad but consistent set of workflow action upgrades tied to that compatibility work.", + "best_issue_reason": null, + "best_pr_reason": "PR 42975 is the best cluster representative because its intent is explicit and narrower, making it easier to triage than the more generic 'latest versions' upgrade in 42976.", + "soft_edge_verdicts": [ + { + "left": "pull_request:42975", + "right": "pull_request:42976", + "accept": false, + "reason": "Reject: both are GitHub Actions version bumps in shared workflow files, but they address different upgrade goals and action families. 42975 is about Node 24 compatibility for core workflow actions; 42976 is a separate docker/build-push-action/latest-version update. They do not look like 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": 6, + "component_count": 32, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-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": "ad38388bf2c30a6287a8199ea1f7938a947b19be259b48f0877190e0e888ce31", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 4, + "serialized_chars": 13044, + "estimated_input_tokens": 3261, + "estimated_eval_tokens": 6778 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 4, + "serialized_chars": 13044, + "estimated_input_tokens": 3261, + "estimated_eval_tokens": 6778 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "All four items are independent model-addition PRs, not duplicates: ViT NEPA, Molmo, CTSM, and Step 3.7 Flash each introduce different architectures, files, and code paths. The shared docs/auto-registry/test churn is broad model-onboarding overlap only.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "pull_request:42978", + "right": "pull_request:43448", + "accept": false, + "reason": "Different model families (ViT NEPA vs Molmo) and different implementation surfaces; overlap is only generic model registration/docs work." + }, + { + "left": "pull_request:42978", + "right": "pull_request:45490", + "accept": false, + "reason": "ViT NEPA and CTSM are unrelated model additions with different code paths; shared auto/docs files are not enough to merge as one fix." + }, + { + "left": "pull_request:43448", + "right": "pull_request:45490", + "accept": false, + "reason": "Molmo and CTSM are separate model ports with distinct configs, processors, and tests; no same underlying bug or change." + }, + { + "left": "pull_request:45490", + "right": "pull_request:46562", + "accept": false, + "reason": "CTSM is a time-series model addition, while Step 3.7 Flash is a different multimodal model; despite shared registry updates, they are not the same change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 7, + "component_count": 32, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-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": "6e8327ed03de967de51fd95d41ec699536de21dc5625441de3117ff1b0e94ec3", + "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": "Only the YOLOS pair looks like a real duplicate: both PRs address the same device-mismatch problem in `src/transformers/models/yolos/modeling_yolos.py` and target the same issue. The other PRs are unrelated test-only or subsystem changes despite superficial title similarity.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "`pull_request:46922` is the best canonical PR for the duplicate YOLOS fix pair because it addresses the same issue target as 46886 and includes the concrete forward-pass device placement fix alongside the split-module adjustment.", + "best_issue_reason": null, + "best_pr_reason": "`pull_request:46922` is the strongest representative of the duplicate cluster: same model, same file, same issue target, and the most direct code-path fix for the YOLOS device mismatch.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43291", + "right": "pull_request:43665", + "accept": false, + "reason": "Different models and different changes: Whisper tokenizer/test fixes vs. CLIP/ViT test-only edits. Same broad \u2018tests\u2019 theme is not enough." + }, + { + "left": "pull_request:43291", + "right": "pull_request:44815", + "accept": false, + "reason": "Unrelated fixes in Whisper tokenization/tests vs. FP8 dequantization/loading code. No shared concrete bug." + }, + { + "left": "pull_request:43291", + "right": "pull_request:46380", + "accept": false, + "reason": "Whisper-specific test/tokenization work is unrelated to generation watermarking/CIS changes and broad test updates." + }, + { + "left": "pull_request:43291", + "right": "pull_request:46922", + "accept": false, + "reason": "Whisper tokenizer/test fix is unrelated to YOLOS device-mismatch code in a different model." + }, + { + "left": "pull_request:43665", + "right": "pull_request:46539", + "accept": false, + "reason": "Both touch tests, but they target different models and different failure modes; not the same underlying bug or change." + }, + { + "left": "pull_request:43665", + "right": "pull_request:44815", + "accept": false, + "reason": "CLIP/ViT test assertions are unrelated to FP8 dequantization logic." + }, + { + "left": "pull_request:43665", + "right": "pull_request:46380", + "accept": false, + "reason": "Different subsystems and no shared concrete code-path problem; only a superficial test-fix similarity." + }, + { + "left": "pull_request:43665", + "right": "pull_request:46922", + "accept": false, + "reason": "CLIP/ViT test changes are unrelated to the YOLOS runtime device-mismatch fix." + }, + { + "left": "pull_request:44815", + "right": "pull_request:46539", + "accept": false, + "reason": "FP8/dequantization changes are unrelated to Phimoe CI/integration-test infrastructure." + }, + { + "left": "pull_request:44815", + "right": "pull_request:46380", + "accept": false, + "reason": "Different areas: FP8 loading/quantization vs generation config validation and generation behavior." + }, + { + "left": "pull_request:44815", + "right": "pull_request:46922", + "accept": false, + "reason": "No shared concrete bug: FP8 dequantization vs YOLOS device placement." + }, + { + "left": "pull_request:46380", + "right": "pull_request:46539", + "accept": false, + "reason": "Generation/watermarking config changes are unrelated to Phimoe test-environment fixes." + }, + { + "left": "pull_request:46380", + "right": "pull_request:46922", + "accept": false, + "reason": "Generation config validation and YOLOS device mismatch are different bugs in different code paths." + }, + { + "left": "pull_request:46539", + "right": "pull_request:46922", + "accept": false, + "reason": "CI runner memory/device-map test harness fixes are unrelated to YOLOS model execution changes." + }, + { + "left": "pull_request:46886", + "right": "pull_request:46922", + "accept": true, + "reason": "Both PRs fix the same YOLOS device-mismatch issue in the same file and target the same underlying `device_map=\"auto\"` problem; the second is a plausible consolidation of the first." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The YOLOS pair is the only clearly mergeable duplicate, with shared file and issue target evidence, and the other rejections are supported by distinct models/subsystems or unrelated code paths." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 8, + "component_count": 32, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-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": "a3365d56c5a32cb350bdceb5f5d49409e0accbc26f7682b468488067a5e1bd8a", + "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": "All three pull requests are unrelated synthetic \"don't merge\"/test PRs touching different code paths, so they should not be clustered as duplicates.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46747 is the most self-contained and concrete change: a single workflow file altering the security-gate trigger. The other PRs are broader demo/test PRs with unrelated workflow and test edits.", + "best_issue_reason": null, + "best_pr_reason": "PR 46747 is the best representative because it has the narrowest, clearest scope and a single identifiable code-path change, making it the least ambiguous PR in the set.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43488", + "right": "pull_request:46747", + "accept": false, + "reason": "Different changes: 43488 is a setup/version/dependency and Vit test tweak, while 46747 only changes the PR CI security-gate workflow trigger. They do not fix the same underlying bug or change." + }, + { + "left": "pull_request:43488", + "right": "pull_request:43532", + "accept": false, + "reason": "43488 is about setup metadata/dependencies and a Vit test, whereas 43532 rewires several GitHub workflows plus testing utilities. The overlap is superficial, not the same concrete change." + }, + { + "left": "pull_request:43532", + "right": "pull_request:46747", + "accept": false, + "reason": "43532 is a multi-file workflow/testing utility demo PR; 46747 is a single-workflow security-gate trigger change. They are not the same code-path problem and would not plausibly merge into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 9, + "component_count": 32, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43612-2", + "nodes": [ + "pull_request:43612", + "pull_request:43613" + ], + "soft_pairs": [ + "pull_request:43612|pull_request:43613" + ], + "prepared_review_unit_hash": "b07a9a5c9ba83b8e1005aa399b6bb7243b77b0c8ff0dcbcfdf96048dcdd8aac6", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6081, + "estimated_input_tokens": 1521, + "estimated_eval_tokens": 3298 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6081, + "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 in theme but not duplicates: one adds a Promptable Concept Segmentation pipeline, the other a Promptable Visual Segmentation pipeline. They share docs and pipeline scaffolding, but target different task definitions and model integrations.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR: the PRs implement different pipeline features for different segmentation tasks, so they should remain separate.", + "best_issue_reason": null, + "best_pr_reason": "If one PR has to represent the cluster, PR #43613 is slightly broader and more mature in supporting integrations/tests, but it is not a duplicate of #43612.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43612", + "right": "pull_request:43613", + "accept": false, + "reason": "Different underlying changes: concept segmentation vs visual segmentation. Shared docs, registry, and pipeline plumbing are expected for sibling features, not evidence of the same fix or 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": 10, + "component_count": 32, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43651-2", + "nodes": [ + "pull_request:43651", + "pull_request:43663" + ], + "soft_pairs": [ + "pull_request:43651|pull_request:43663" + ], + "prepared_review_unit_hash": "a042d4841466180204e1034e0e657cec0aee6f5df24d10dc3a20d68b758bd585", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4292, + "estimated_input_tokens": 1073, + "estimated_eval_tokens": 2402 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4292, + "estimated_input_tokens": 1073, + "estimated_eval_tokens": 2402 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two distinct trainer.py PRs: one adjusts gradient-accumulation loss scaling in `training_step`, the other adds a helper for signature-column filtering. They touch the same file but different code paths and are not duplicates.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": "If forced to pick a representative, PR #43651 is the more self-contained bugfix around loss scaling; PR #43663 is a separate extensibility hook for column filtering, not a duplicate.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43651", + "right": "pull_request:43663", + "accept": false, + "reason": "Different underlying changes: gradient-accumulation loss scaling vs. dataset/signature column filtering. Shared file alone is not enough to treat them as the same fix." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 11, + "component_count": 32, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43656-2", + "nodes": [ + "pull_request:43656", + "pull_request:43842" + ], + "soft_pairs": [ + "pull_request:43656|pull_request:43842" + ], + "prepared_review_unit_hash": "8bf5a6591c65b305fb519a074a972b468ac1a60858c6af7a357389e3e4f28842", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 3664, + "estimated_input_tokens": 916, + "estimated_eval_tokens": 2088 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 3664, + "estimated_input_tokens": 916, + "estimated_eval_tokens": 2088 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two open PRs touch the same CLI file but appear to address different NameError-related problems: one is a broader typing/future-annotations cleanup, the other specifically fixes a TypeAdapter import/annotation issue when pydantic is absent. They should not be merged as duplicates.", + "confidence": 0.86, + "canonical_issue_reason": null, + "canonical_pr_reason": "No issue artifact is present; among the PRs, #43842 is the more canonical fix because it directly targets the runtime NameError around TypeAdapter/pydantic absence and has the more precise problem statement.", + "best_issue_reason": null, + "best_pr_reason": "PR #43842 is the better representative because it matches the concrete bug described in its title and diff: avoiding a TypeAdapter NameError when pydantic is not installed. PR #43656 looks like a separate typing-related refactor/fix rather than the same underlying bug.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43656", + "right": "pull_request:43842", + "accept": false, + "reason": "Same file and related annotations, but different underlying problems: #43656 adds future annotations and adjusts type hints broadly, while #43842 specifically imports TypeAdapter under TYPE_CHECKING and quotes the annotation to avoid a pydantic-not-installed NameError. They are 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": 12, + "component_count": 32, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43779-2", + "nodes": [ + "pull_request:43779", + "pull_request:43816" + ], + "soft_pairs": [ + "pull_request:43779|pull_request:43816" + ], + "prepared_review_unit_hash": "e7c674adcc031aa8883109a5dfc678b4407fb20b10764302092e384d031ba83a", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4362, + "estimated_input_tokens": 1091, + "estimated_eval_tokens": 2438 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4362, + "estimated_input_tokens": 1091, + "estimated_eval_tokens": 2438 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both pull requests appear to implement the same SwanLab integration change: adding run id/resume support in `integration_utils.py` for issue #43698, with one variant also expanding the docs. They are strong duplicate PR candidates.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #43816 is the cleaner representative: it carries the same SwanLab id/resume support plus the accompanying documentation updates, making it the more complete version of the shared change.", + "best_issue_reason": null, + "best_pr_reason": "PR #43816 is the best global representative because it appears to include the full feature change and docs for SwanLab run id/resume support, while #43779 is the narrower implementation-focused variant.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43779", + "right": "pull_request:43816", + "accept": true, + "reason": "Same underlying SwanLab callback enhancement for id/resume support in the same file and same issue target; the doc differences do not change the core code-path change, so these are duplicate PRs." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: both PRs target issue #43698, touch the same file, and the previews indicate the same SwanLab id/resume support with #43816 adding docs. The duplicate/mergeable verdict is conservative enough given the shared target and overlapping code change." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 13, + "component_count": 32, + "review_unit_index": 1, + "review_unit_count": 2, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43996-28", + "nodes": [ + "pull_request:43996", + "pull_request:43997", + "pull_request:44007", + "pull_request:44010", + "pull_request:44013", + "pull_request:44017", + "pull_request:44018", + "pull_request:44019", + "pull_request:44024", + "pull_request:44044", + "pull_request:44056", + "pull_request:44059", + "pull_request:44066", + "pull_request:44068", + "pull_request:44071", + "pull_request:44072", + "pull_request:44073", + "pull_request:44074", + "pull_request:44076", + "pull_request:44085", + "pull_request:44086", + "pull_request:44098", + "pull_request:44101", + "pull_request:44116", + "pull_request:44129", + "pull_request:44154", + "pull_request:44161", + "pull_request:44722" + ], + "soft_pairs": [ + "pull_request:43996|pull_request:44085", + "pull_request:43996|pull_request:44044", + "pull_request:44066|pull_request:44085", + "pull_request:44007|pull_request:44072", + "pull_request:44072|pull_request:44722", + "pull_request:44066|pull_request:44072", + "pull_request:44013|pull_request:44044", + "pull_request:44066|pull_request:44086", + "pull_request:44018|pull_request:44068", + "pull_request:44066|pull_request:44071", + "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:44116", + "pull_request:44018|pull_request:44116", + "pull_request:44068|pull_request:44722", + "pull_request:44071|pull_request:44722", + "pull_request:44018|pull_request:44085", + "pull_request:44018|pull_request:44086", + "pull_request:44068|pull_request:44086", + "pull_request:44071|pull_request:44085", + "pull_request:44098|pull_request:44101", + "pull_request:44085|pull_request:44086", + "pull_request:44059|pull_request:44086", + "pull_request:44059|pull_request:44722", + "pull_request:44018|pull_request:44071", + "pull_request:44017|pull_request:44161", + "pull_request:44017|pull_request:44073", + "pull_request:44017|pull_request:44722", + "pull_request:44068|pull_request:44071", + "pull_request:43997|pull_request:44073", + "pull_request:44017|pull_request:44071", + "pull_request:44071|pull_request:44086", + "pull_request:44073|pull_request:44161", + "pull_request:44073|pull_request:44101", + "pull_request:44059|pull_request:44071", + "pull_request:44018|pull_request:44059", + "pull_request:44056|pull_request:44101", + "pull_request:44059|pull_request:44066", + "pull_request:44101|pull_request:44161", + "pull_request:43997|pull_request:44017", + "pull_request:43997|pull_request:44056", + "pull_request:44071|pull_request:44076", + "pull_request:44074|pull_request:44101", + "pull_request:44056|pull_request:44161", + "pull_request:43997|pull_request:44018", + "pull_request:43997|pull_request:44161", + "pull_request:44074|pull_request:44161", + "pull_request:44010|pull_request:44071", + "pull_request:44018|pull_request:44129", + "pull_request:44010|pull_request:44073", + "pull_request:43997|pull_request:44074", + "pull_request:44010|pull_request:44018", + "pull_request:43997|pull_request:44129", + "pull_request:44071|pull_request:44129", + "pull_request:43996|pull_request:44161", + "pull_request:43996|pull_request:44017", + "pull_request:44010|pull_request:44044", + "pull_request:44044|pull_request:44074", + 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"summary": "This cluster is mostly a family of model-by-model output-tracing refactors under issue #43979. The only true duplicates are the same-model GPT-Neo and GPT-J/CodeGen variants; most other PRs are related theme-wise but touch different model code paths and should stay separate.", + "confidence": 0.89, + "canonical_issue_reason": "#43979 is the shared tracking issue referenced by many of these PRs and is the natural umbrella for the standardized output-tracing refactor work.", + "canonical_pr_reason": "#44722 is the best single anchor: it is the latest and broadest GPT-J/CodeGen output-tracing refactor and directly overlaps with the other GPT-J duplicates.", + "best_issue_reason": "#43979 best represents the whole cluster because it is the common upstream issue that ties the model-specific refactor PRs together.", + "best_pr_reason": "#44722 is the best representative PR because it subsumes the strongest duplicate subgroup (GPT-J/CodeGen) while still clearly being part of the tracked output-tracing migration.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43996", + "right": "pull_request:44085", + "accept": false, + "reason": "Same general output-tracing theme, but different model code paths; not a duplicate change." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44044", + "accept": false, + "reason": "Different models/files; only the tracker is shared, not the concrete fix." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44085", + "accept": true, + "reason": "Same GPT-J output-tracing refactor in the same file; these are duplicate iterations of the same change." + }, + { + "left": "pull_request:44007", + "right": "pull_request:44072", + "accept": false, + "reason": "Both are standardized output-tracing refactors, but they target different model implementations." + }, + { + "left": "pull_request:44072", + "right": "pull_request:44722", + "accept": false, + "reason": "EfficientNet and GPT-J/CodeGen are different code paths; related theme only." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44072", + "accept": false, + "reason": "GPT-J/CodeGen versus EfficientNet; different model-specific refactors." + }, + { + "left": "pull_request:44013", + "right": "pull_request:44044", + "accept": false, + "reason": "MobileNetV2 and DeBERTa-v2 are unrelated concrete fixes despite similar decorator migration patterns." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44086", + "accept": false, + "reason": "Different models and different implementation paths; not mergeable as one PR." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44068", + "accept": true, + "reason": "Same GPT-Neo output-tracing refactor in the same model/file; duplicate work on the same change." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-J versus MPT; same umbrella pattern but not the same underlying change." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44068", + "accept": false, + "reason": "GPT-J/CodeGen and GPT-Neo are distinct model implementations." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44066", + "accept": false, + "reason": "Different model families; only the output-tracing migration theme is shared." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44722", + "accept": false, + "reason": "ResNet and GPT-J/CodeGen are unrelated concrete code paths." + }, + { + "left": "pull_request:44086", + "right": "pull_request:44722", + "accept": false, + "reason": "MGP-STR and GPT-J/CodeGen are different model-specific refactors." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44085", + "accept": false, + "reason": "ResNet versus GPT-J; same tracking idea, but not the same bug or patch." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44019", + "accept": false, + "reason": "GPT-Neo and ResNet are separate model implementations." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44071", + "accept": false, + "reason": "Different models and different code paths." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44116", + "accept": false, + "reason": "GPT-Neo and Flaubert are distinct refactors." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44116", + "accept": false, + "reason": "GPT-Neo versus Flaubert; related pattern, not duplicate change." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44722", + "accept": false, + "reason": "GPT-Neo and GPT-J/CodeGen are different model code paths." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44722", + "accept": false, + "reason": "MPT and GPT-J/CodeGen are separate implementations." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44085", + "accept": false, + "reason": "GPT-Neo and GPT-J are different model refactors." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44086", + "accept": false, + "reason": "Different models; only similar output-tracing cleanup." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-Neo and MGP-STR are unrelated code paths." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-2 and MGP-STR are separate model fixes." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44722", + "accept": false, + "reason": "GPT-2 is a different concrete implementation from GPT-J/CodeGen." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-Neo and MPT are distinct model-specific changes." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44161", + "accept": false, + "reason": "SegFormer and LongT5 are unrelated concrete refactors." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44073", + "accept": false, + "reason": "SegFormer and VisualBERT are different models; same pattern only." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44722", + "accept": false, + "reason": "SegFormer and GPT-J/CodeGen are unrelated code paths." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-Neo and MPT are different model implementations." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44073", + "accept": false, + "reason": "RegNet and VisualBERT are separate refactors." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44071", + "accept": false, + "reason": "SegFormer and MPT are different concrete model changes." + }, + { + "left": "pull_request:44073", + "right": "pull_request:44074", + "accept": false, + "reason": "VisualBERT and TextNet are different models; not the same fix." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-2 and MPT are distinct code paths." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44059", + "accept": false, + "reason": "GPT-Neo and GPT-2 are different implementations." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44101", + "accept": false, + "reason": "MPNet and Flaubert/XLM are unrelated concrete changes." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44066", + "accept": false, + "reason": "GPT-2 versus GPT-J/CodeGen; same theme, different model code." + }, + { + "left": "pull_request:44101", + "right": "pull_request:44161", + "accept": false, + "reason": "Flaubert/XLM and LongT5 are different code paths." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44017", + "accept": false, + "reason": "RegNet/ResNet family versus SegFormer; not the same underlying patch." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44056", + "accept": false, + "reason": "RegNet/ResNet and MPNet are different model implementations." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44076", + "accept": false, + "reason": "MPT and ImageGPT are unrelated concrete changes." + }, + { + "left": "pull_request:44074", + "right": "pull_request:44101", + "accept": false, + "reason": "TextNet and Flaubert/XLM are different model refactors." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44161", + "accept": false, + "reason": "MPNet and LongT5 are different code paths." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44018", + "accept": false, + "reason": "RegNet/ResNet and GPT-Neo are unrelated concrete fixes." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44161", + "accept": false, + "reason": "RegNet/ResNet and LongT5 are different model-specific changes." + }, + { + "left": "pull_request:44074", + "right": "pull_request:44161", + "accept": false, + "reason": "TextNet and LongT5 are separate refactors." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44071", + "accept": false, + "reason": "SqueezeBERT and MPT are different model code paths." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44129", + "accept": false, + "reason": "GPT-Neo and SpeechT5 are unrelated concrete changes." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44073", + "accept": false, + "reason": "SqueezeBERT and VisualBERT are different model-specific refactors." + }, + { + "left": "pull_request:44074", + "right": "pull_request:44154", + "accept": false, + "reason": "TextNet and VITS are unrelated code paths." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44161", + "accept": false, + "reason": "MPNet and LongT5 are different model implementations." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44018", + "accept": false, + "reason": "SqueezeBERT and GPT-Neo are different models." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44074", + "accept": false, + "reason": "DeBERTa-v2 and TextNet are separate changes." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44722", + "accept": true, + "reason": "Same GPT-J/CodeGen output-tracing refactor; 44722 is a later, broader iteration of the same patch." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44722", + "accept": true, + "reason": "Same GPT-J refactor in the same file; 44722 clearly overlaps and subsumes the earlier variant." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44129", + "accept": false, + "reason": "GPT-J and SpeechT5 are different model code paths." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44007", + "accept": false, + "reason": "FNet/CVT and RegNet/ResNet are different model-specific refactors." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44129", + "accept": false, + "reason": "FNet/CVT and SpeechT5 are unrelated concrete changes." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44129", + "accept": false, + "reason": "DeBERTa-v2 and SpeechT5 are different models and fixes." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44154", + "accept": false, + "reason": "DeBERTa-v2 and VITS are unrelated code paths." + }, + { + "left": "pull_request:44024", + "right": "pull_request:44076", + "accept": false, + "reason": "FocalNet and ImageGPT are different model implementations." + }, + { + "left": "pull_request:44073", + "right": "pull_request:44074", + "accept": false, + "reason": "VisualBERT and TextNet are separate refactors." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The cluster summary is grounded in the packet: #43979 is the shared umbrella issue for the output-tracing migration, and the only clear duplicate subgroup is the same-model GPT-Neo and GPT-J/CodeGen variants. The soft-edge verdicts stay conservative by only accepting same-model, same-file overlaps, while treating cross-model overlaps as related-but-separate." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 13, + "component_count": 32, + "review_unit_index": 2, + "review_unit_count": 2, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43996-28", + "nodes": [ + "pull_request:43997", + "pull_request:44010", + "pull_request:44056", + "pull_request:44073", + "pull_request:44074", + "pull_request:44129" + ], + "soft_pairs": [ + "pull_request: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": "6f9eb7bd3445f99018a4480504f747c3be056d5b72652b82beae0278b8d8812c", + "component_budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 76, + "serialized_chars": 84115, + "estimated_input_tokens": 21029, + "estimated_eval_tokens": 42314 + }, + "budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 4, + "serialized_chars": 12757, + "estimated_input_tokens": 3190, + "estimated_eval_tokens": 6636 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a set of related but model-specific refactors to standardized output tracing/capture_outputs across different architectures. They share the same general migration theme, but each PR touches a different code path, so they should not be merged as duplicates.", + "confidence": 0.92, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44129 is the most clearly scoped and explicitly issue-linked change, making it the best anchor for the cluster despite being model-specific.", + "best_issue_reason": null, + "best_pr_reason": "PR 44129 is the strongest representative: it has an explicit issue target, a substantial implementation change, and clearly reflects the standardized output-capture refactor pattern.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44056", + "right": "pull_request:44073", + "accept": false, + "reason": "Both are output-tracing refactors, but they target different model implementations (MPNet vs VisualBert) and different internal modules. Same migration pattern, not the same concrete bug/change." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44074", + "accept": false, + "reason": "These are separate model-specific refactors (MPNet vs TextNet). They share a broad output-capture modernization theme, but not a single code-path fix that would plausibly be one PR." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44010", + "accept": false, + "reason": "RegNet and SqueezeBert are unrelated model files and the diffs show independent standardized-output migrations. Similar intent, but not duplicate work on the same underlying change." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44129", + "accept": false, + "reason": "Both refactor output handling, but SqueezeBert and SpeechT5 have different implementations and different scopes. The shared topic is too broad to treat 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": 14, + "component_count": 32, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-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": "5876a61fc38e329008ac02b514f5f079b7c912b6d0613a2d502ef6146d0ccc0b", + "component_budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 40, + "serialized_chars": 40178, + "estimated_input_tokens": 10045, + "estimated_eval_tokens": 20346 + }, + "budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 40, + "serialized_chars": 40178, + "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 share a common output-tracing refactor style, but they are mostly model-specific changes across different code paths, so they should not be collapsed as duplicates.", + "confidence": 0.86, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44025 is a good representative of the cluster: it applies the output-tracing refactor cleanly to two closely related models and shows the core `can_return_tuple` pattern without extra unrelated complexity.", + "best_issue_reason": null, + "best_pr_reason": "PR 44025 is the best global representative because it captures the shared refactor theme in a straightforward, self-contained way.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43998", + "right": "pull_request:44002", + "accept": false, + "reason": "Same refactor pattern, but different models and code paths; not the same underlying change." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44000", + "accept": false, + "reason": "Different model families; both adjust tracing/output signatures, but they are independent PRs." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44001", + "accept": false, + "reason": "Both are output-tracing refactors, but for unrelated models and implementations." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44003", + "accept": false, + "reason": "Unrelated model-specific changes; too broad to be the same fix." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44029", + "accept": false, + "reason": "Different architectures and code paths; similar goal, not the same concrete change." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44001", + "accept": false, + "reason": "Both are tracing refactors, but they touch different models and cannot plausibly merge into one PR." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44002", + "accept": false, + "reason": "Same broad pattern, but distinct model implementations and scopes." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44025", + "accept": false, + "reason": "Different models and files; shared refactor style is not enough for duplication." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44026", + "accept": false, + "reason": "Separate model wrapper refactors; not the same underlying bug/change." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44027", + "accept": false, + "reason": "Same theme, but different encoder-decoder wrapper and unrelated code path." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44001", + "accept": false, + "reason": "These are separate model refactors, not one shared fix." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44002", + "accept": false, + "reason": "Different model-specific output tracing updates; not duplicate PRs." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44003", + "accept": false, + "reason": "Different subsystems and model implementations; only superficially similar." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44025", + "accept": false, + "reason": "Same refactor motif, but unrelated models and code paths." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44002", + "accept": false, + "reason": "Both are output-tracing cleanups, but for different models with different implementations." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44003", + "accept": false, + "reason": "Not the same concrete code-path problem; different architecture and files." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44025", + "accept": false, + "reason": "Similar helper usage, but unrelated model code and scope." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44029", + "accept": false, + "reason": "Different models and behaviors; too broad to be duplicate fixes." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44003", + "accept": false, + "reason": "Distinct model implementations; no shared concrete bug." + }, + { + "left": "pull_request:44003", + "right": "pull_request:44028", + "accept": false, + "reason": "Different model families and refactor targets; not one mergeable change." + }, + { + "left": "pull_request:44003", + "right": "pull_request:44004", + "accept": false, + "reason": "Both are refactors around outputs, but the touched code paths are unrelated." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44004", + "accept": false, + "reason": "Different model-specific output/refactor work; not the same PR content." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44004", + "accept": false, + "reason": "Shared theme only; the concrete code paths differ." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44004", + "accept": false, + "reason": "Different architectures and functions; not a duplicate." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44026", + "accept": false, + "reason": "Both are refactors of different model wrappers; not the same underlying change." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44027", + "accept": false, + "reason": "Separate model-specific output-tracing changes." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44028", + "accept": false, + "reason": "Different models and code paths; same refactor style is insufficient." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44029", + "accept": false, + "reason": "Unrelated model implementations; 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They share some standard Hugging Face integration files, but they implement different models, different code paths, and different docs/tests, so they are not duplicates.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": "Neither PR is a duplicate candidate for the other; each is a distinct model implementation with separate architecture, processing, and tests.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44662", + "right": "pull_request:45401", + "accept": false, + "reason": "Different models and different feature sets (PenguinVL vs Voxtral TTS); overlapping auto/docs files are generic integration changes, not the same underlying fix or change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 16, + "component_count": 32, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-44979-2", + "nodes": [ + "pull_request:44979", + "pull_request:45363" + ], + "soft_pairs": [ + "pull_request:44979|pull_request:45363" + ], + "prepared_review_unit_hash": "7d2f326e89c7a9e846ba2f1b0bd8f2e6cc6e95af312d64471d043d0299454d1a", + "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": "Two open PRs both relate to fusion, but they target different layers: one adds a general Module Fusion API, the other wires n-to-1 kernel fusion through KernelConfig and integrations. They are related conceptually but not the same change.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #44979 is the more canonical cluster item because it introduces the foundational module_fusion API and test coverage, while the other PR is a separate integration feature built on top of a different fusion mechanism.", + "best_issue_reason": null, + "best_pr_reason": "PR #44979 is the best representative of the cluster since it defines the core fusion abstraction rather than a specific example/integration path.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44979", + "right": "pull_request:45363", + "accept": false, + "reason": "They share the broad theme of fusion, but #44979 adds a general Module Fusion API whereas #45363 implements n-to-1 kernel fusion via KernelConfig and integration hooks. Different code paths and not plausibly one merged PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 17, + "component_count": 32, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45086-2", + "nodes": [ + "pull_request:45086", + "pull_request:45317" + ], + "soft_pairs": [ + "pull_request:45086|pull_request:45317" + ], + "prepared_review_unit_hash": "ed8828cc114882a7336d7bebd98f41ca0ed26dcebe00bafc7e355619c737f3d6", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4414, + "estimated_input_tokens": 1104, + "estimated_eval_tokens": 2464 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4414, + "estimated_input_tokens": 1104, + "estimated_eval_tokens": 2464 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both pull requests fix the same Mistral pre-tokenizer AttributeError on the same code path; 45317 is the more complete version because it includes the code fix plus tests.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45317 is the best canonical PR because it contains the same fix as 45086 and also adds test coverage, making it the more complete representative of this bug fix.", + "best_issue_reason": null, + "best_pr_reason": "PR 45317 is the best overall PR for this cluster because it addresses the same concrete bug as 45086 and is better validated by added tests.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45086", + "right": "pull_request:45317", + "accept": true, + "reason": "Same underlying AttributeError fix in _patch_mistral_regex, same file and issue target, with 45317 appearing to be the tested follow-up of 45086." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 18, + "component_count": 32, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45115-2", + "nodes": [ + "pull_request:45115", + "pull_request:45569" + ], + "soft_pairs": [ + "pull_request:45115|pull_request:45569" + ], + "prepared_review_unit_hash": "f3bb93d546da5a65aac8a08471a25c31abbe3040c612185e7bcf68bd5129c1d8", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6066, + "estimated_input_tokens": 1517, + "estimated_eval_tokens": 3290 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6066, + "estimated_input_tokens": 1517, + "estimated_eval_tokens": 3290 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs are related to the NemotronH family but address different change sets: one is a refactor/conversion-mapping update, the other introduces separate dense/sparse model variants and docs. They should not be treated as duplicates.", + "confidence": 0.89, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45569 is the more complete, user-facing NemotronH family implementation change, adding the new dense/sparse variants plus docs, auto-mappings, and tests; 45115 is a narrower refactor/conversion-mapping PR.", + "best_issue_reason": null, + "best_pr_reason": "45569 is the best representative of the cluster because it covers the broader concrete model change and downstream integration work, whereas 45115 is a smaller internal refactor/mapping update.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45115", + "right": "pull_request:45569", + "accept": false, + "reason": "Not the same underlying change: 45115 focuses on inheritance/refactoring and checkpoint conversion renames for NemotronH, while 45569 adds distinct dense/sparse model packages, docs, auto-model wiring, and tests." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 19, + "component_count": 32, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45332-2", + "nodes": [ + "pull_request:45332", + "pull_request:45333" + ], + "soft_pairs": [ + "pull_request:45332|pull_request:45333" + ], + "prepared_review_unit_hash": "72f13ed9c6c9c575bad74737493e57211688104248a3a7e502336d8dbdfb71c6", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6081, + "estimated_input_tokens": 1521, + "estimated_eval_tokens": 3298 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6081, + "estimated_input_tokens": 1521, + "estimated_eval_tokens": 3298 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two open PRs in the same heterogeneous-modeling initiative, but they are not duplicates: one is a broader umbrella for heterogeneous model support, the other is a narrower per-layer config-only PR.", + "confidence": 0.86, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45332 is the broader umbrella change: it includes heterogeneous configuration plus modeling/cache/integration updates, so it best represents the full feature area in this cluster.", + "best_issue_reason": null, + "best_pr_reason": "PR #45332 is the best representative because it covers the widest concrete code-path surface and subsumes the config-only work while also adding the modeling side of the feature.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45332", + "right": "pull_request:45333", + "accept": false, + "reason": "Reject: #45333 appears to be a config-only slice, while #45332 extends into modeling, cache, and integration plumbing. They share scaffolding and docs, but they do not fix the same concrete problem and would not naturally collapse 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": 20, + "component_count": 32, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45415-2", + "nodes": [ + "pull_request:45415", + "pull_request:45425" + ], + "soft_pairs": [ + "pull_request:45415|pull_request:45425" + ], + "prepared_review_unit_hash": "3e038694865852d76c73b0087e3da3d3d8402a15e4e1b9fb06359813383a0a22", + "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": "Two typing-focused PRs, but they address different changes: one is a broad type-checking sweep across many transformer files, the other adds shared typing helpers/protocols and related modeling_utils fixes. They are related by theme, not the same underlying change.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "No true duplicate pair here; if one must represent the cluster, PR 45425 is the more focused, self-contained typing infrastructure change, while PR 45415 is a broad multi-file type-checking cleanup.", + "best_issue_reason": null, + "best_pr_reason": "PR 45425 is the better representative because it has a tighter scope and a clearer concrete purpose. PR 45415 is a wide typing sweep touching many unrelated files, so it is less suitable as a canonical PR.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45415", + "right": "pull_request:45425", + "accept": false, + "reason": "Both are typing-related, but they do not appear to fix the same concrete bug or implement the same change. 45415 is a broad type-checking pass across many files; 45425 adds shared typing protocols/helpers and targeted typing updates. They would not plausibly merge into one single fix." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 21, + "component_count": 32, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45548-2", + "nodes": [ + "pull_request:45548", + "pull_request:45662" + ], + "soft_pairs": [ + "pull_request:45548|pull_request:45662" + ], + "prepared_review_unit_hash": "5c94f0bf3b6b0f143a8bfd0d0850ca9e0cf9ab6f19897ed9496e57d8e66fc500", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4507, + "estimated_input_tokens": 1127, + "estimated_eval_tokens": 2510 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4507, + "estimated_input_tokens": 1127, + "estimated_eval_tokens": 2510 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are related to expert parallelism, but they fix different bugs: one is about loading/serialization of distributed_config during accelerate/ZeRO-3, the other is about expert parameters being overwritten during FSDP2 loading. They should stay separate PRs.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45662 is the stronger representative of the cluster because it targets a concrete runtime corruption bug in the EP/FSDP2 load path with broader code changes; PR 45548 is a narrower serialization/loading compatibility fix.", + "best_issue_reason": null, + "best_pr_reason": "PR 45662 is the best overall representative: it has a clearer failure mode, touches the actual parameter-loading path, and addresses a more specific code-path bug than 45548.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45548", + "right": "pull_request:45662", + "accept": false, + "reason": "Both mention EP, but the underlying problems differ: 45548 fixes distributed_config serialization and EP/ZeRO-3 loading via accelerate launch, while 45662 fixes experts being overwritten by rank-0 broadcast during FSDP2 loading. They are not the same concrete bug and would not be merged as one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 22, + "component_count": 32, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45639-2", + "nodes": [ + "pull_request:45639", + "pull_request:45645" + ], + "soft_pairs": [ + "pull_request:45639|pull_request:45645" + ], + "prepared_review_unit_hash": "96775bba540a500e5402a92e1b498b87e4789aae3fac31458533c0fa7a32c6ee", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4672, + "estimated_input_tokens": 1168, + "estimated_eval_tokens": 2592 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4672, + "estimated_input_tokens": 1168, + "estimated_eval_tokens": 2592 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs target the same xdist-related captured_info logging problem under issue #45561; PR #45645 is the broader, more complete fix and subsumes the narrower utility-only change in #45639.", + "confidence": 0.89, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45645 is the better canonical PR because it includes the xdist-safe testing_utils change plus the CI workflow update needed to collect and preserve all captured_info artifacts.", + "best_issue_reason": null, + "best_pr_reason": "PR #45645 is the strongest representative of the cluster: it addresses the same underlying captured_info/xdist collision and also fixes downstream CI log collection.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45639", + "right": "pull_request:45645", + "accept": true, + "reason": "Accept: both PRs fix the same captured_info xdist collision path and share the same target issue; #45645 appears to subsume #45639 rather than being a different 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": 23, + "component_count": 32, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45737-2", + "nodes": [ + "pull_request:45737", + "pull_request:45738" + ], + "soft_pairs": [ + "pull_request:45737|pull_request:45738" + ], + "prepared_review_unit_hash": "cc2ade73a49ec6a8883a7a24c433988645588bcd049e8aad2bce56b1b24daa1c", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4131, + "estimated_input_tokens": 1033, + "estimated_eval_tokens": 2322 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4131, + "estimated_input_tokens": 1033, + "estimated_eval_tokens": 2322 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs address the same MusicgenMelody cache initialization bug in `forward()`: replacing `EncoderDecoderCache(DynamicCache, DynamicCache)` with a single `DynamicCache`. PR #45737 is the more complete duplicate because it bundles the fix with a regression test, while #45738 is the fix-only variant.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45737 is the best canonical PR because it contains the same code fix as #45738 plus a regression test, making it the most complete representation of the bug fix.", + "best_issue_reason": null, + "best_pr_reason": "PR #45737 is the strongest overall candidate: it fixes the concrete cache bug and adds a targeted regression test, whereas #45738 only changes the implementation.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45737", + "right": "pull_request:45738", + "accept": true, + "reason": "Same underlying code-path bug in `musicgen_melody` cache setup; the diffs match on the core fix and the test-only addition in #45737 could plausibly live in the same PR as #45738." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The assessment is grounded in the packet: both PRs make the same `musicgen_melody` cache initialization change, and #45737 only adds a regression test on top of that fix. The soft-edge accept is conservative enough because the diffs are mergeable into one PR for the same bugfix." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 24, + "component_count": 32, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46126-2", + "nodes": [ + "pull_request:46126", + "pull_request:46269" + ], + "soft_pairs": [ + "pull_request:46126|pull_request:46269" + ], + "prepared_review_unit_hash": "d05a646e90825bd11cd5c0a1b24ce89c614e362293a2c16dd98a7b21435141bf", + "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 not duplicates: one PR is a focused EP/Trainer integration feature, while the other is a broad distributed branch base touching many unrelated areas. The overlap in distributed files is not enough to treat them as the same underlying change.", + "confidence": 0.86, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #46126 is the more canonical representative because it has a specific, coherent feature scope (EP + Trainer integration on DistributedConfig) rather than an umbrella branch-base refactor.", + "best_issue_reason": null, + "best_pr_reason": "PR #46126 is the best PR for this cluster because it is the narrower, concrete change; PR #46269 is too broad and appears to bundle many unrelated distributed updates.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46126", + "right": "pull_request:46269", + "accept": false, + "reason": "Reject: the titles and diffs indicate different scopes. #46126 is a targeted EP/Trainer integration PR, while #46269 is a large distributed branch-base PR spanning many files and likely multiple changes. Shared filenames alone do not make them the same concrete 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": 25, + "component_count": 32, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46138-10", + "nodes": [ + "pull_request:46138", + "pull_request:46432", + "pull_request:46501", + "pull_request:46502", + "pull_request:46503", + "pull_request:46504", + "pull_request:46554", + "pull_request:46558", + "pull_request:46563", + "pull_request:46716" + ], + "soft_pairs": [ + "pull_request:46138|pull_request:46554", + "pull_request:46138|pull_request:46558", + "pull_request:46138|pull_request:46563", + "pull_request:46138|pull_request:46716", + "pull_request:46138|pull_request:46504", + "pull_request:46432|pull_request:46503", + "pull_request:46432|pull_request:46501", + "pull_request:46432|pull_request:46502", + "pull_request:46432|pull_request:46554", + "pull_request:46432|pull_request:46558", + "pull_request:46501|pull_request:46503", + "pull_request:46501|pull_request:46502", + "pull_request:46501|pull_request:46504", + "pull_request:46501|pull_request:46554", + "pull_request:46502|pull_request:46503", + "pull_request:46502|pull_request:46504", + "pull_request:46502|pull_request:46554", + "pull_request:46503|pull_request:46504", + "pull_request:46503|pull_request:46554", + "pull_request:46504|pull_request:46554", + "pull_request:46504|pull_request:46558", + "pull_request:46554|pull_request:46558", + "pull_request:46554|pull_request:46563", + "pull_request:46554|pull_request:46716", + "pull_request:46558|pull_request:46563", + "pull_request:46558|pull_request:46716", + "pull_request:46563|pull_request:46716", + "pull_request:46504|pull_request:46563", + "pull_request:46432|pull_request:46563", + "pull_request:46504|pull_request:46716", + "pull_request:46432|pull_request:46716" + ], + "prepared_review_unit_hash": "aa1b9bdd6cc6c3be7cb6f71cfe4d96c975f54c019592de1e7ebb5028ac00b736", + "component_budget": { + "node_count": 10, + "item_count": 10, + "soft_pair_count": 31, + "serialized_chars": 26676, + "estimated_input_tokens": 6669, + "estimated_eval_tokens": 13594 + }, + "budget": { + "node_count": 10, + "item_count": 10, + "soft_pair_count": 31, + "serialized_chars": 26676, + "estimated_input_tokens": 6669, + "estimated_eval_tokens": 13594 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is a set of unrelated workflow-maintenance PRs. The only apparent concentration is around `pr-ci-security-gate.yml`, but those PRs make separate security/permission tweaks rather than fixing the same concrete bug or change.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "No true duplicate PR stands out. If one PR must represent the cluster, `pull_request:46554` is the best anchor because it introduces the main PR CI security-gate logic; the others are separate workflow follow-ups or unrelated workflow edits.", + "best_issue_reason": null, + "best_pr_reason": "`pull_request:46554` is the most central and substantive change in the set, but it is still not a duplicate of the others; it best represents the security-gate subcluster only at a high level.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46138", + "right": "pull_request:46554", + "accept": false, + "reason": "Different workflow files and different fixes: stdin handling for self-comment CI vs security-gate logic." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46558", + "accept": false, + "reason": "Unrelated workflow changes; one updates self-comment CI input handling, the other adjusts PR CI security-gate permissions/approval flow." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46563", + "accept": false, + "reason": "Separate workflow files and separate concerns; no shared code path or same underlying bug." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46716", + "accept": false, + "reason": "Different workflow behavior entirely; self-comment CI stdin handling is not the same change as security-gate secrets scoping." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46504", + "accept": false, + "reason": "Both are shell-safety tweaks, but in different workflows and for different scripts; not one concrete fix." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46503", + "accept": false, + "reason": "SSH runner hardening vs benchmark workflow trigger expansion; unrelated changes." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46501", + "accept": false, + "reason": "Different workflows and different intent; no duplicate underlying bug." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46502", + "accept": false, + "reason": "SSH runner security changes are unrelated to assign-reviewers checkout behavior." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46554", + "accept": false, + "reason": "One hardens SSH runner setup; the other adds PR CI security-gate checks." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46558", + "accept": false, + "reason": "Separate workflow hardening efforts with different code paths and effects." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46563", + "accept": false, + "reason": "No shared bug/change; SSH runner token handling vs reusable workflow note in PR CI gate." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46716", + "accept": false, + "reason": "Different workflow and different security concern; not mergeable as one duplicate fix." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46503", + "accept": false, + "reason": "Anti-slop permissions update vs benchmark trigger change; unrelated." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46502", + "accept": false, + "reason": "Different workflow files and different maintenance changes." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46504", + "accept": false, + "reason": "Anti-slop workflow permissions vs build-ci-docker-images shell input handling; separate changes." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46554", + "accept": false, + "reason": "Same broad GitHub Actions area, but different workflows and different problems." + }, + { + "left": "pull_request:46502", + "right": "pull_request:46503", + "accept": false, + "reason": "Assign-reviewers checkout ref fix is unrelated to benchmark workflow dispatch support." + }, + { + "left": "pull_request:46502", + "right": "pull_request:46504", + "accept": false, + "reason": "Different workflow files and different behavior changes." + }, + { + "left": "pull_request:46502", + "right": "pull_request:46554", + "accept": false, + "reason": "Checkout-base change for reviewers is not the same as PR CI security-gate logic." + }, + { + "left": "pull_request:46503", + "right": "pull_request:46504", + "accept": false, + "reason": "Benchmark workflow trigger change vs build-ci-docker-images input handling; not the same change." + }, + { + "left": "pull_request:46503", + "right": "pull_request:46554", + "accept": false, + "reason": "Unrelated workflows and unrelated functionality." + }, + { + "left": "pull_request:46504", + "right": "pull_request:46554", + "accept": false, + "reason": "Both touch workflow scripts, but they address different pipeline behaviors and code paths." + }, + { + "left": "pull_request:46504", + "right": "pull_request:46558", + "accept": false, + "reason": "Separate workflow tweaks; no common underlying bug." + }, + { + "left": "pull_request:46554", + "right": "pull_request:46558", + "accept": false, + "reason": "Same file, but different security-gate aspects: one adds checks, the other changes permissions/approval gating; they are distinct follow-ups." + }, + { + "left": "pull_request:46554", + "right": "pull_request:46563", + "accept": false, + "reason": "Reusable-workflow commentary/review note is not the same fix as adding checkout-and-diff security checks." + }, + { + "left": "pull_request:46554", + "right": "pull_request:46716", + "accept": false, + "reason": "Secrets scoping change is a separate security adjustment, not the same change as the security-check implementation." + }, + { + "left": "pull_request:46558", + "right": "pull_request:46563", + "accept": false, + "reason": "Both are in the same workflow, but one changes permissions/approval flow and the other adds explanatory notes; not duplicate fixes." + }, + { + "left": "pull_request:46558", + "right": "pull_request:46716", + "accept": false, + "reason": "Permissions/approval gating vs secrets inheritance removal are different concerns and can be merged independently." + }, + { + "left": "pull_request:46563", + "right": "pull_request:46716", + "accept": false, + "reason": "A review note about reusable-workflow safety is not the same as changing `secrets` scope." + }, + { + "left": "pull_request:46504", + "right": "pull_request:46563", + "accept": false, + "reason": "Different workflow files and unrelated shell-vs-security-gate changes." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46563", + "accept": false, + "reason": "SSH runner token handling and PR CI reusable-workflow notes do not share the same code path." + }, + { + "left": "pull_request:46504", + "right": "pull_request:46716", + "accept": false, + "reason": "Different workflow files and different concerns; no duplicate underlying fix." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46716", + "accept": false, + "reason": "SSH runner hardening is unrelated to PR CI secrets scoping." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 26, + "component_count": 32, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "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": 27, + "component_count": 32, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46310-2", + "nodes": [ + "pull_request:46310", + "pull_request:47162" + ], + "soft_pairs": [ + "pull_request:46310|pull_request:47162" + ], + "prepared_review_unit_hash": "d2280134a4bd9507d14136221b421481c226fd9a9608c77cd8da7f6624d4bca5", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4883, + "estimated_input_tokens": 1221, + "estimated_eval_tokens": 2698 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4883, + "estimated_input_tokens": 1221, + "estimated_eval_tokens": 2698 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs fix the same right-window off-by-one in `sliding_window_mask_function` for MoonshineStreaming; PR 47162 is a broader, later version that also applies the same boundary fix to Gemma4 and adds tests.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 47162 is the better canonical PR because it contains the MoonshineStreaming boundary fix plus the related Gemma4 change and tests, making it the more complete implementation.", + "best_issue_reason": null, + "best_pr_reason": "PR 47162 is the strongest representative of this change set since it covers the same MoonshineStreaming bug and includes additional validation and the companion model fix.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46310", + "right": "pull_request:47162", + "accept": true, + "reason": "Both PRs correct the same off-by-one boundary in MoonshineStreaming's right window mask; 47162 is a superset rather than a different bug fix." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 28, + "component_count": 32, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46574-2", + "nodes": [ + "pull_request:46574", + "pull_request:46580" + ], + "soft_pairs": [ + "pull_request:46574|pull_request:46580" + ], + "prepared_review_unit_hash": "8204f57297943be7f529472083c97b90d8bc52fba8bcb7b1dc811eb490e3a556", + "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": "The two pull requests are unrelated: one fixes CodeLlama decode-time stripping of real leading spaces, while the other fixes AutoTokenizer selecting the wrong tokenizer class for specific DeepSeek checkpoints. They should not be clustered as duplicates.", + "confidence": 0.99, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR: the PRs address different bugs in different code paths and cannot plausibly be merged into one change.", + "best_issue_reason": null, + "best_pr_reason": "No single best PR for the cluster; the items are unrelated, so neither is a valid global representative of the other.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46574", + "right": "pull_request:46580", + "accept": false, + "reason": "Different targets and fixes: CodeLlama decoder initialization/leading-space stripping vs. DeepSeek checkpoint tokenizer-class override in AutoTokenizer." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 29, + "component_count": 32, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46773-2", + "nodes": [ + "pull_request:46773", + "pull_request:47087" + ], + "soft_pairs": [ + "pull_request:46773|pull_request:47087" + ], + "prepared_review_unit_hash": "3a50d702fb7ca2ec532377dc0b7536ef02a543b5c6c5f3a8433f10b82a6018ad", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5433, + "estimated_input_tokens": 1359, + "estimated_eval_tokens": 2974 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5433, + "estimated_input_tokens": 1359, + "estimated_eval_tokens": 2974 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are related only at a high level (padding-mask handling), but they fix different concrete bugs: one is for linear-attention models skipping padding masks at batch size 1, the other is for recurrent attention continuing forwards/chunked prefill decode behavior. They should not be merged as duplicates.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 47087 is the stronger representative of the cluster because it has an explicit issue target, broader recurrent-mask logic in a shared utility, and tests across multiple models; it addresses a specific continued-forward masking bug.", + "best_issue_reason": null, + "best_pr_reason": "PR 47087 is the best standalone PR in this pair because it fixes a clearly defined code-path problem in `create_recurrent_attention_mask` and includes direct test coverage; PR 46773 is a separate linear-attention batch-size-1 fix.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46773", + "right": "pull_request:47087", + "accept": false, + "reason": "Different underlying bugs and code paths: 46773 fixes a batch-size-1 condition in linear-attention model masking, while 47087 fixes recurrent masking being skipped on continued forwards/chunked prefill. They share the general theme of padding masks 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": 30, + "component_count": 32, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-47074-2", + "nodes": [ + "pull_request:47074", + "pull_request:47076" + ], + "soft_pairs": [ + "pull_request:47074|pull_request:47076" + ], + "prepared_review_unit_hash": "aa7d88c57b1631977c848548261da20c539bc341d5ad73f8bf43391f6ffd33fc", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4486, + "estimated_input_tokens": 1122, + "estimated_eval_tokens": 2500 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4486, + "estimated_input_tokens": 1122, + "estimated_eval_tokens": 2500 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two PRs touch different multimodal code paths: one normalizes the AnyToAnyPipeline input key from `video` to `videos`, while the other validates Gemma4 audio placeholder batching. They are related only by broad multimodal processing, not the same underlying fix.", + "confidence": 0.99, + "canonical_issue_reason": null, + "canonical_pr_reason": "No clear canonical PR for a duplicate cluster: these are distinct bug fixes in different components and should not be collapsed together.", + "best_issue_reason": null, + "best_pr_reason": "PR #47074 is the cleaner representative of a concrete, self-contained code-path fix with direct test coverage.", + "soft_edge_verdicts": [ + { + "left": "pull_request:47074", + "right": "pull_request:47076", + "accept": false, + "reason": "Different bugs in different pipelines/processors. PR #47074 fixes an input-key mismatch (`video` -> `videos`) in AnyToAnyPipeline; PR #47076 adds Gemma4 placeholder validation for audio/text batching. They do not look mergeable into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 31, + "component_count": 32, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-47105-2", + "nodes": [ + "pull_request:47105", + "pull_request:47129" + ], + "soft_pairs": [ + "pull_request:47105|pull_request:47129" + ], + "prepared_review_unit_hash": "f6a8f8b71b2aa138d08af78f2361e64646cf3841176026d40ccd709bc80d3076", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4182, + "estimated_input_tokens": 1046, + "estimated_eval_tokens": 2348 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4182, + "estimated_input_tokens": 1046, + "estimated_eval_tokens": 2348 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs are not duplicates: one re-enables and tightens a VITS forward test, the other fixes an RT-DETR v2 weight-conversion key mapping issue. They touch different models, different code paths, and different problem types.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 47129 is the stronger canonical PR because it fixes a concrete converter bug in production code, while PR 47105 is a test-only change for a different model.", + "best_issue_reason": null, + "best_pr_reason": "PR 47129 is the best representative of the cluster since it addresses the more substantive underlying defect and is clearly distinct from the VITS test update.", + "soft_edge_verdicts": [ + { + "left": "pull_request:47105", + "right": "pull_request:47129", + "accept": false, + "reason": "Different artifacts: 47105 updates VITS tests and re-enables a skipped forward test; 47129 edits the RT-DETR v2 converter mapping logic. They do not fix the same code-path problem 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": 32, + "component_count": 32, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-47122-4", + "nodes": [ + "pull_request:47122", + "pull_request:47123", + "pull_request:47124", + "pull_request:47150" + ], + "soft_pairs": [ + "pull_request:47122|pull_request:47123", + "pull_request:47122|pull_request:47124", + "pull_request:47122|pull_request:47150", + "pull_request:47123|pull_request:47124", + "pull_request:47123|pull_request:47150", + "pull_request:47124|pull_request:47150" + ], + "prepared_review_unit_hash": "4d9800a0a0a193a3ae5f5c0ff1c3a99625d131e9054f98c1d34ccfbf27d404e7", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 9334, + "estimated_input_tokens": 2334, + "estimated_eval_tokens": 4924 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 9334, + "estimated_input_tokens": 2334, + "estimated_eval_tokens": 4924 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "All four PRs are model-specific fixes for different failures and should not be deduplicated together; they touch unrelated code paths across EdgeTam, MiniMax-M3-VL, Falcon-Mamba, and Whisper.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "If one PR must serve as the cluster representative, 47150 is the strongest canonical candidate because it makes a direct runtime fix in model source code; the other PRs are either different-model fixes or test-only adjustments.", + "best_issue_reason": null, + "best_pr_reason": "47150 is the best overall PR candidate: it addresses a concrete generation logic bug in Whisper source code (`generation_config.max_length`) rather than only updating tests, and it targets a specific code path tied to the reported mismatch.", + "soft_edge_verdicts": [ + { + "left": "pull_request:47122", + "right": "pull_request:47123", + "accept": false, + "reason": "Different models and different failure modes: EdgeTam forward kwargs handling vs. MiniMax-M3-VL test loading/offload setup. Not the same underlying bug or change." + }, + { + "left": "pull_request:47122", + "right": "pull_request:47124", + "accept": false, + "reason": "EdgeTam code-path fix vs. Falcon-Mamba expected-output updates in tests; unrelated model and unrelated issue." + }, + { + "left": "pull_request:47122", + "right": "pull_request:47150", + "accept": false, + "reason": "Different subsystems and bugs: EdgeTam backbone kwargs cleanup vs. Whisper generation length handling. No shared underlying fix." + }, + { + "left": "pull_request:47123", + "right": "pull_request:47124", + "accept": false, + "reason": "Both are test-oriented but for different models and distinct failures; not mergeable as one change." + }, + { + "left": "pull_request:47123", + "right": "pull_request:47150", + "accept": false, + "reason": "MiniMax-M3-VL loading test fix is unrelated to Whisper generation logic; different code paths and symptoms." + }, + { + "left": "pull_request:47124", + "right": "pull_request:47150", + "accept": false, + "reason": "Falcon-Mamba test expectation updates are unrelated to Whisper source code fix; different model, different bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + } + ] +} diff --git a/snapshots/20260708T180046Z/analysis-runs/hybrid-model-20260708t180046z/manifest.json b/snapshots/20260708T180046Z/analysis-runs/hybrid-model-20260708t180046z/manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..424e26b215f0a89bc188f7bec27ea4610d828477 --- /dev/null +++ b/snapshots/20260708T180046Z/analysis-runs/hybrid-model-20260708t180046z/manifest.json @@ -0,0 +1,14 @@ +{ + "analysis_id": "hybrid-model-20260708t180046z", + "artifacts": { + "hybrid": "snapshots/20260708T180046Z/analysis-runs/hybrid-model-20260708t180046z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260708T180046Z/analysis-runs/hybrid-model-20260708t180046z/analysis-report-hybrid.llm-reviews.json" + }, + "channel": "canonical", + "model": null, + "published_at": "2026-07-08T18:12:45Z", + "repo": "huggingface/transformers", + "schema_version": 1, + "snapshot_id": "20260708T180046Z", + "variant": "hybrid" +} diff --git a/snapshots/20260708T180046Z/manifest.json b/snapshots/20260708T180046Z/manifest.json index ed375cbaca416e266971017884d870e2242d4f11..8841e916e9488df46b4a64afb6264c1d1ba9024b 100644 --- a/snapshots/20260708T180046Z/manifest.json +++ b/snapshots/20260708T180046Z/manifest.json @@ -32,6 +32,24 @@ "timeline_events": 766 }, "extracted_at": "2026-07-08T18:00:46Z", + "published_analysis": { + "canonical_analysis_id": "hybrid-model-20260708t180046z", + "runs": { + "hybrid-model-20260708t180046z": { + "analysis_id": "hybrid-model-20260708t180046z", + "artifacts": { + "hybrid": "snapshots/20260708T180046Z/analysis-runs/hybrid-model-20260708t180046z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260708T180046Z/analysis-runs/hybrid-model-20260708t180046z/analysis-report-hybrid.llm-reviews.json" + }, + "channel": "canonical", + "manifest_path": "snapshots/20260708T180046Z/analysis-runs/hybrid-model-20260708t180046z/manifest.json", + "model": null, + "published_at": "2026-07-08T18:12:45Z", + "variant": "hybrid" + } + }, + "schema_version": 1 + }, "repo": "huggingface/transformers", "snapshot_id": "20260708T180046Z", "watermark": {