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"right_ranges": [ [ - 306, - 312 + 1360, + 1370 + ], + [ + 1374, + 1380 ] ] } ] - }, - { - "left_pr_number": 46951, - "right_pr_number": 47056, - "code_similarity": 0.2, - "size_similarity": 1.0, - "file_overlap": 0.0, - "area_overlap": 0.0, - "patch_similarity": 0.0, - "shared_filenames": [], - "shared_file_areas": [] } ] }, @@ -1773,7 +3352,7 @@ "cluster_id": "cluster-46869-3", "summary": "Cluster of 1 issues and 2 PRs centered on issue #46869.", "status": "open", - "confidence": 0.55, + "confidence": 0.75, "canonical_issue_number": 46869, "canonical_pr_number": 46886, "issue_numbers": [ @@ -1784,7 +3363,8 @@ 46922 ], "evidence_types": [ - "closing_reference" + "closing_reference", + "shared_issue_target" ], "pr_comparisons": [ { @@ -2238,7 +3818,7 @@ "cluster_id": "cluster-47013-3", "summary": "Cluster of 1 issues and 2 PRs centered on issue #47013.", "status": "open", - "confidence": 0.8, + "confidence": 0.55, "canonical_issue_number": 47013, "canonical_pr_number": 47026, 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1360, - 1370 + 25, + 39 ], [ - 1374, - 1380 + 789, + 795 + ], + [ + 808, + 817 + ], + [ + 823, + 846 + ], + [ + 849, + 857 + ], + [ + 1388, + 1394 + ], + [ + 1399, + 1405 + ], + [ + 1461, + 1473 + ], + [ + 1504, + 1522 ] ] } @@ -2446,64 +3965,6 @@ } ] }, - { - "cluster_id": "cluster-43698-3", - "summary": "Cluster of 1 issues and 2 PRs centered on issue #43698.", - "status": "open", - "confidence": 0.75, - "canonical_issue_number": 43698, - "canonical_pr_number": 43779, - "issue_numbers": [ - 43698 - ], - "pr_numbers": [ - 43779, - 43816 - ], - "evidence_types": [ - "closing_reference", - "shared_issue_target" - ], - "pr_comparisons": [ - { - "left_pr_number": 43779, - "right_pr_number": 43816, - "code_similarity": 0.418, - "size_similarity": 0.538, - "file_overlap": 1.0, - "area_overlap": 0.02, - "patch_similarity": 0.02, - "shared_filenames": [ - "src/transformers/integrations/integration_utils.py" - ], - "shared_file_areas": [ - { - "filename": "src/transformers/integrations/integration_utils.py", - "left_ranges": [ - [ - 2227, - 2241 - ], - [ - 2303, - 2309 - ] - ], - "right_ranges": [ - [ - 2278, - 2291 - ], - [ - 2309, - 2322 - ] - ] - } - ] - } - ] - }, { "cluster_id": "cluster-47048-3", "summary": "Cluster of 1 issues and 2 PRs centered on issue #47065.", @@ -2537,90 +3998,56 @@ ] }, { - "cluster_id": "cluster-46658-2", - "summary": "Cluster of 2 related pull requests linked by soft_similarity.", + "cluster_id": "cluster-43698-3", + "summary": "Cluster of 1 issues and 2 PRs centered on issue #43698.", "status": "open", - "confidence": 0.5, - "canonical_issue_number": null, - "canonical_pr_number": 46658, - "issue_numbers": [], - "pr_numbers": [ - 46658, - 47003 - ], - "evidence_types": [ - "soft_similarity" + "confidence": 0.75, + "canonical_issue_number": 43698, + "canonical_pr_number": 43779, + "issue_numbers": [ + 43698 ], - "pr_comparisons": [ - { - "left_pr_number": 46658, - "right_pr_number": 47003, - "code_similarity": 0.174, - "size_similarity": 0.72, - "file_overlap": 0.0, - "area_overlap": 0.0, - "patch_similarity": 0.199, - "shared_filenames": [], - "shared_file_areas": [] - } - ] - }, - { - "cluster_id": "cluster-46907-2", - "summary": "Cluster of 2 related pull requests linked by soft_similarity.", - "status": "open", - "confidence": 0.5, - "canonical_issue_number": null, - "canonical_pr_number": 46907, - "issue_numbers": [], "pr_numbers": [ - 46907, - 47055 + 43779, + 43816 ], "evidence_types": [ - "soft_similarity" + "closing_reference", + "shared_issue_target" ], "pr_comparisons": [ { - "left_pr_number": 46907, - "right_pr_number": 47055, - "code_similarity": 0.925, - "size_similarity": 1.0, + "left_pr_number": 43779, + "right_pr_number": 43816, + "code_similarity": 0.418, + "size_similarity": 0.538, "file_overlap": 1.0, - "area_overlap": 1.0, - "patch_similarity": 0.5, + "area_overlap": 0.02, + "patch_similarity": 0.02, "shared_filenames": [ - "src/transformers/models/edgetam/modeling_edgetam.py", - "src/transformers/models/edgetam/modular_edgetam.py" + "src/transformers/integrations/integration_utils.py" ], "shared_file_areas": [ { - "filename": "src/transformers/models/edgetam/modeling_edgetam.py", + "filename": "src/transformers/integrations/integration_utils.py", "left_ranges": [ [ - 464, - 472 - ] - ], - "right_ranges": [ - [ - 464, - 472 - ] - ] - }, - { - "filename": "src/transformers/models/edgetam/modular_edgetam.py", - "left_ranges": [ + 2227, + 2241 + ], [ - 210, - 218 + 2303, + 2309 ] ], "right_ranges": [ [ - 210, - 218 + 2278, + 2291 + ], + [ + 2309, + 2322 ] ] } @@ -2902,48 +4329,40 @@ ] } ] - }, - { - "cluster_id": "cluster-44073-2", - "summary": "Cluster of 2 related pull requests linked by soft_similarity.", - "status": "open", - "confidence": 0.5, - "canonical_issue_number": null, - "canonical_pr_number": 44073, - "issue_numbers": [], - "pr_numbers": [ - 44073, - 44074 - ], - "evidence_types": [ - "soft_similarity" - ], - "pr_comparisons": [ - { - "left_pr_number": 44073, - "right_pr_number": 44074, - "code_similarity": 0.141, - "size_similarity": 0.58, - "file_overlap": 0.0, - "area_overlap": 0.0, - "patch_similarity": 0.169, - "shared_filenames": [], - "shared_file_areas": [] - } - ] } ], "duplicate_issues": [ { - "cluster_id": "cluster-46894-5", + "cluster_id": "cluster-45081-4", + "canonical_issue_number": 45081, + "duplicate_issue_numbers": [ + 45356 + ], + "reason": "Issues in cluster-45081-4 are treated as duplicates because they share closing_reference, shared_issue_target, soft_similarity evidence." + }, + { + "cluster_id": "cluster-46894-7", "canonical_issue_number": 46894, "duplicate_issue_numbers": [ - 46897 + 46897, + 46901 ], - "reason": "Issues in cluster-46894-5 are treated as duplicates because they share closing_reference, shared_issue_target, soft_similarity evidence." + "reason": "Issues in cluster-46894-7 are treated as duplicates because they share closing_reference, shared_issue_target, soft_similarity evidence." } ], "duplicate_prs": [ + { + "cluster_id": "cluster-40546-5", + "canonical_pr_number": 43451, + "duplicate_pr_numbers": [ + 40546, + 46836, + 47003, + 47092 + ], + "target_issue_number": null, + "reason": "PRs in cluster-40546-5 are treated as duplicates because they share soft_similarity evidence." + }, { "cluster_id": "cluster-41211-3", "canonical_pr_number": 44339, @@ -2998,22 +4417,13 @@ "reason": "PRs in cluster-44018-2 are treated as duplicates because they share soft_similarity evidence." }, { - "cluster_id": "cluster-44073-2", - "canonical_pr_number": 44073, - "duplicate_pr_numbers": [ - 44074 - ], - "target_issue_number": null, - "reason": "PRs in cluster-44073-2 are treated as duplicates because they share 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", @@ -3042,15 +4452,6 @@ "target_issue_number": 46159, "reason": "PRs in cluster-46159-3 are treated as duplicates because they converge on issue #46159 with closing_reference evidence." }, - { - "cluster_id": "cluster-46658-2", - "canonical_pr_number": 46658, - "duplicate_pr_numbers": [ - 47003 - ], - "target_issue_number": null, - "reason": "PRs in cluster-46658-2 are treated as duplicates because they share soft_similarity evidence." - }, { "cluster_id": "cluster-46869-3", "canonical_pr_number": 46886, @@ -3058,48 +4459,38 @@ 46922 ], "target_issue_number": 46869, - "reason": "PRs in cluster-46869-3 are treated as duplicates because they converge on issue #46869 with closing_reference evidence." + "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", - "canonical_pr_number": 46895, + "cluster_id": "cluster-46894-7", + "canonical_pr_number": 46903, "duplicate_pr_numbers": [ + 46895, 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-46894-7 are treated as duplicates because they converge on issue #46894 with closing_reference, shared_issue_target, soft_similarity evidence." }, { - "cluster_id": "cluster-46907-2", + "cluster_id": "cluster-46907-13", "canonical_pr_number": 46907, - "duplicate_pr_numbers": [ - 47055 - ], - "target_issue_number": null, - "reason": "PRs in cluster-46907-2 are treated as duplicates because they share soft_similarity evidence." - }, - { - "cluster_id": "cluster-46908-4", - "canonical_pr_number": 46926, "duplicate_pr_numbers": [ 46908, - 47054, - 47057 - ], - "target_issue_number": null, - "reason": "PRs in cluster-46908-4 are treated as duplicates because they share soft_similarity evidence." - }, - { - "cluster_id": "cluster-46927-4", - "canonical_pr_number": 46927, - "duplicate_pr_numbers": [ + 46926, + 46927, 46949, 46951, - 47056 + 46970, + 46971, + 47054, + 47055, + 47056, + 47057, + 47058 ], "target_issue_number": null, - "reason": "PRs in cluster-46927-4 are treated as duplicates because they share soft_similarity evidence." + "reason": "PRs in cluster-46907-13 are treated as duplicates because they share soft_similarity evidence." }, { "cluster_id": "cluster-47013-3", @@ -3108,7 +4499,7 @@ 47046 ], "target_issue_number": 47013, - "reason": "PRs in cluster-47013-3 are treated as duplicates because they converge on issue #47013 with closing_reference, shared_issue_target, soft_similarity evidence." + "reason": "PRs in cluster-47013-3 are treated as duplicates because they converge on issue #47013 with closing_reference evidence." }, { "cluster_id": "cluster-47048-3", @@ -3130,15 +4521,15 @@ } ], "best_issue": { - "cluster_id": "cluster-46894-5", + "cluster_id": "cluster-46894-7", "issue_number": 46894, - "reason": "Issue #46894 is the strongest global issue candidate because it is open, belongs to a cluster with 5 artifacts, and carries 1 discussion comments plus 8 inbound references.", - "score": 160.0 + "reason": "Issue #46894 is the strongest global issue candidate because it is open, belongs to a cluster with 7 artifacts, and carries 1 discussion comments plus 8 inbound references.", + "score": 180.0 }, "best_pr": { - "cluster_id": "cluster-43979-11", - "pr_number": 44007, - "reason": "PR #44007 is the strongest global PR candidate because it is open, belongs to a cluster with 11 artifacts, links to 1 issues, and carries 2 review/discussion events.", - "score": 238.886 + "cluster_id": "cluster-46907-13", + "pr_number": 46907, + "reason": "PR #46907 is the strongest global PR candidate because it is open, belongs to a cluster with 13 artifacts, links to 0 issues, and carries 11 review/discussion events.", + "score": 271.974 } } diff --git a/analysis/current/analysis-report-hybrid.llm-reviews.json b/analysis/current/analysis-report-hybrid.llm-reviews.json index a610cbccb8185c97c473639736f87345b4554438..e9b9add806b4d70817ef20cffda04b3390ea067e 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": "20260706T000824Z", - "generated_at": "2026-07-06T00:13:41Z", + "snapshot_id": "20260706T060036Z", + "generated_at": "2026-07-06T06:13:31Z", "model": "gpt-5.4-mini?service_tier=flex", "reviews": [ { @@ -13,8 +13,8 @@ "review_unit_count": 62, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-510", "nodes": [ @@ -117,8 +117,8 @@ "issue:43541|issue:43716", "issue:43828|issue:44292", "issue:43716|issue:46468", - "issue:44292|issue:44918", "issue:45507|issue:45685", + "issue:44292|issue:44918", "issue:43716|issue:45685", "issue:43716|issue:44292", "issue:44918|issue:45161", @@ -132,166 +132,166 @@ "issue:45237|issue:46015", "issue:43039|issue:44805" ], - "prepared_review_unit_hash": "4a50bb1de85d63f7d2462ef98af92477bf5b774dbda37d57a64cb7a741521693", + "prepared_review_unit_hash": "eb051dcf7b795516c44aaa4a1c7cc0a63a887f00864fd5ead899699683f9912d", "component_budget": { "node_count": 510, "item_count": 510, "soft_pair_count": 1874, - "serialized_chars": 972519, - "estimated_input_tokens": 243130, - "estimated_eval_tokens": 486516 + "serialized_chars": 972522, + "estimated_input_tokens": 243131, + "estimated_eval_tokens": 486518 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 63, - "serialized_chars": 46565, - "estimated_input_tokens": 11642, - "estimated_eval_tokens": 23540 + "serialized_chars": 46576, + "estimated_input_tokens": 11644, + "estimated_eval_tokens": 23544 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous, with only a couple of true duplicate pairs. The clearest duplicates are the DeepSpeed ZeRO-3/Bert zero-sized tensor crash and the torch 2.4.1 incompatibility reports; most other pairs are only thematically similar and should stay separate.", - "confidence": 0.64, - "canonical_issue_reason": "issue:43596 is the cleanest duplicate anchor: it describes the same DeepSpeed ZeRO-3 / BertModel index-0 crash as 43638, with a concrete, specific repro and symptom.", + "summary": "This cluster is mostly noisy: most pairs are only loosely similar by model/topic, not true duplicates. The only clear duplicate-like pair is the DeepSpeed ZeRO-3 BertModel index error; a docs pair is thematically close but still not the same concrete issue.", + "confidence": 0.84, + "canonical_issue_reason": "issue:43596 is the clearest concrete duplicate target in the set: it describes the BertModel + DeepSpeed ZeRO-3 \"index 0 is out of bounds\" failure, and issue:43638 is a near-duplicate variant of the same bug.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43596 is the best overall issue representative because it anchors the strongest duplicate pair in the set and is the most concrete, specific bug report.", + "best_issue_reason": "issue:43596 is the best representative issue because it has the most specific, reproducible runtime failure and cleanly subsumes the strongest duplicate candidate in the cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44322", "right": "issue:45464", "accept": false, - "reason": "Different Qwen3.5 failures: a missing config attribute vs streaming chat/completions behavior." + "reason": "Different models and different failures: config attribute error vs streaming API failure." }, { "left": "issue:45237", "right": "issue:45685", "accept": false, - "reason": "Different hardware/pathology: AMD GPU inference vs an MPS histogram op limitation in MoE." + "reason": "Unrelated hardware/runtime paths: AMD GPU failure vs MPS Int histogram limitation." }, { "left": "issue:43716", "right": "issue:45237", "accept": false, - "reason": "One is a dtype mismatch in Mistral image preprocessing; the other is a GPT-OSS AMD GPU runtime issue." + "reason": "Image-preprocessor dtype mismatch is not the same bug as GPT-OSS AMD GPU failure." }, { "left": "issue:43828", "right": "issue:45237", "accept": false, - "reason": "Autocast dtype mismatch and AMD GPU failure are unrelated code paths." + "reason": "Both are dtype/device-related at a high level, but they are different models and code paths." }, { "left": "issue:45237", "right": "issue:46468", "accept": false, - "reason": "Different models and symptoms; no shared concrete bug." + "reason": "Different model families and no evidence of a shared root cause." }, { "left": "issue:45237", "right": "issue:45507", "accept": false, - "reason": "GPT-OSS AMD GPU issue is not the same as GraniteMoEHybrid invalid method calls." + "reason": "Different symptom and target: AMD GPU execution vs invalid method call in GraniteMoEHybrid." }, { "left": "issue:30277", "right": "issue:35545", "accept": false, - "reason": "DeepSpeed collective mismatch and ModernBERT ONNX export error are unrelated." + "reason": "Different bugs: collective mismatch under ZeRO-3 vs ONNX export failure." }, { "left": "issue:35545", "right": "issue:42915", "accept": false, - "reason": "ModernBERT ONNX export and Qwen3Moe FP8 failure are different failures." + "reason": "Both are model/export failures, but not the same code-path or concrete issue." }, { "left": "issue:35545", "right": "issue:41720", "accept": false, - "reason": "ONNX export error and Qwen3 auto-device-map cuda assert are not the same bug." + "reason": "ONNX export and auto device-map CUDA assert are unrelated." }, { "left": "issue:45901", "right": "issue:46015", "accept": false, - "reason": "A crashing table-question-answering task and outdated RAG docs are unrelated." + "reason": "Table QA crash and outdated RAG examples are separate issues." }, { "left": "issue:35545", "right": "issue:36010", "accept": false, - "reason": "ONNX export issue and GenerationMixin import failure are distinct." + "reason": "Export error vs missing GenerationMixin import are distinct breakages." }, { "left": "issue:44509", "right": "issue:44512", "accept": false, - "reason": "Both are v5 docs cleanup items, but they target different removed references and look like separate doc fixes." + "reason": "Both are stale docs after v5, but they reference different removed items and look like separate cleanup tasks." }, { "left": "issue:44918", "right": "issue:46165", "accept": false, - "reason": "TRL SFT embedding unpacking and training-resume remote-code issues are different bugs." + "reason": "Different failure modes: TRL SFT embedding unpacking vs training resume with local model trust_remote_code." }, { "left": "issue:46165", "right": "issue:46869", "accept": false, - "reason": "Remote-code resume failure and YOLO multi-GPU device-map failure are unrelated." + "reason": "Training-resume issue and multi-GPU YOLO device-map issue are not the same bug." }, { "left": "issue:44805", "right": "issue:45823", "accept": false, - "reason": "Mask-shape index error and Gemma4 PLE device mismatch are different runtime failures." + "reason": "Mask/index shape mismatch is not the same as Gemma4 PLE device mismatch." }, { "left": "issue:43638", "right": "issue:44805", "accept": false, - "reason": "Bert ZeRO-3 zero-sized tensor crash and mask/tensor shape mismatch are not the same issue." + "reason": "Both mention indexing errors, but one is ZeRO-3 Bert loading and the other is a different mask/tensor shape mismatch." }, { - "left": "issue:43638", + "left": "issue:43596", "right": "issue:46165", "accept": false, - "reason": "Different symptoms and subsystems; no duplicate relationship." + "reason": "ZeRO-3 Bert loading error and resume-training bug do not share a concrete code path." }, { "left": "issue:43596", "right": "issue:44805", "accept": false, - "reason": "DeepSpeed/Bert zero-size index error does not match the generic mask shape mismatch bug." + "reason": "Same broad error class, but different trigger and model; not a duplicate." }, { "left": "issue:44805", "right": "issue:46294", "accept": false, - "reason": "Mask/index shape mismatch is unrelated to Qwen3.5 video token alignment." + "reason": "Mask shape mismatch and Qwen3.5 video token/feature mismatch are unrelated." }, { "left": "issue:44805", "right": "issue:45161", "accept": false, - "reason": "Different failure modes: mask shape mismatch vs GPT-OSS TP-only behavior." + "reason": "Indexing failure vs TP-only MoE problem are different issues." }, { "left": "issue:46165", "right": "issue:46468", "accept": false, - "reason": "Resume/trust-remote-code problem is unrelated to the Nemotron example bug." + "reason": "Resume-training problem and broken Nemotron example are not the same bug." }, { "left": "issue:44560", "right": "issue:46165", "accept": false, - "reason": "Video StopIteration and training-resume remote-code failure are different." + "reason": "Video StopIteration in chat template vs training resume issue are unrelated." }, { "left": "issue:34634", @@ -303,247 +303,181 @@ "left": "issue:30277", "right": "issue:43638", "accept": false, - "reason": "Both involve distributed training, but the concrete bugs differ: collective mismatch vs Bert zero-size indexing." + "reason": "Collective mismatch under Jamba/ZeRO-3 is different from Bert Zero-3 index error." }, { "left": "issue:43596", "right": "issue:43638", "accept": true, - "reason": "Same DeepSpeed ZeRO-3/BertModel index-0 out-of-bounds crash, with nearly identical repro and symptom." + "reason": "Same underlying ZeRO-3 BertModel bug: index-0 out-of-bounds during loading; 43638 is just the non-pretrained variant." }, { "left": "issue:43039", "right": "issue:45161", "accept": false, - "reason": "Liger cross-entropy being called and GPT-OSS TP-only failure are different issues." + "reason": "Liger Kernel cross-entropy call and GPT-OSS TP issue are different code paths." }, { "left": "issue:43975", "right": "issue:44457", "accept": false, - "reason": "Detokenization bug and LoRA merge/save mismatch are unrelated." + "reason": "Tokenizer detokenization bug and LoRA merge/save mismatch are unrelated." }, { "left": "issue:44292", "right": "issue:44457", "accept": false, - "reason": "Qwen NVFP4 runtime failure and LoRA merge/load inconsistency are different." + "reason": "Qwen-3 NVFP4 runtime failure is not the same as LoRA save/reload inconsistency." }, { "left": "issue:44841", "right": "issue:46661", "accept": false, - "reason": "Processor failure for Voxtral and remote-code model_class/config_class error are unrelated." + "reason": "Processor failure for Voxtral and remote-code config_class AttributeError are distinct." }, { "left": "issue:43716", "right": "issue:46869", "accept": false, - "reason": "Mistral dtype mismatch and YOLO multi-GPU device-map failure are different." + "reason": "Mistral dtype mismatch and YOLO multi-GPU device-map failure are unrelated." }, { "left": "issue:24643", "right": "issue:30277", "accept": false, - "reason": "Two different DeepSpeed-related runtime errors with different triggers and stack shapes." + "reason": "DeepSpeed weight-dimension error and collective mismatch are different failures." }, { "left": "issue:34928", "right": "issue:44805", "accept": false, - "reason": "Activation-checkpointing/FSDP recompute mismatch is not the same as a mask shape indexing error." + "reason": "Activation-checkpointing FSDP mismatch and mask shape error do not share the same root cause." }, { "left": "issue:45685", "right": "issue:46869", "accept": false, - "reason": "MoE MPS histogram limitation and YOLO device-map failure are unrelated." + "reason": "MPS histogram op failure and YOLO multi-GPU device-map issue are unrelated." }, { "left": "issue:45859", "right": "issue:45902", "accept": false, - "reason": "Same model family, but one is CPU-offload incompatibility and the other is uninitialized-memory on meta-to-empty materialization; too different to merge confidently." + "reason": "Both involve Qwen3.5Moe rotary embedding, but one is CPU-offload incompatibility and the other is uninitialized-buffer materialization; too different to merge." }, { "left": "issue:34928", "right": "issue:36331", "accept": false, - "reason": "FSDP activation checkpointing issue and custom trainer loss signature break are unrelated." + "reason": "FSDP checkpointing mismatch and custom trainer signature change are different bugs." }, { "left": "issue:43638", "right": "issue:45161", "accept": false, - "reason": "Bert ZeRO-3 zero-size crash and GPT-OSS TP-only failure are different code paths." + "reason": "ZeRO-3 Bert loading error and GPT-OSS tensor-parallel bug are unrelated." }, { "left": "issue:43596", "right": "issue:45161", "accept": false, - "reason": "Bert zero-size index crash is unrelated to GPT-OSS tensor-parallel behavior." + "reason": "Different models and failure mechanisms." }, { "left": "issue:43716", - "right": "issue:45507", - "accept": false, - "reason": "Image preprocessor dtype mismatch and GraniteMoEHybrid invalid method call are different bugs." - }, - { - "left": "issue:44292", - "right": "issue:45237", - "accept": false, - "reason": "Qwen NVFP4 runtime issue and GPT-OSS AMD GPU failure are not the same bug." - }, - { - "left": "issue:45874", - "right": "issue:46294", - "accept": false, - "reason": "Gemma4 reverse-embedding lookup and Qwen3.5 video token mismatch are unrelated." - }, - { - "left": "issue:39290", - "right": "issue:45081", - "accept": false, - "reason": "Gemma3 sliding_window_pattern/vLLM and Mistral regex patch crash are different model-specific issues." - }, - { - "left": "issue:45823", - "right": "issue:45874", - "accept": false, - "reason": "Device-map mismatch in Gemma4 PLE and expensive reverse embedding lookup are distinct forward-path issues." - }, - { - "left": "issue:45800", - "right": "issue:46515", - "accept": true, - "reason": "Both report incompatibility around torch 2.4.1; they look like the same version-compatibility problem." - }, - { - "left": "issue:34928", - "right": "issue:41720", - "accept": false, - "reason": "FSDP checkpoint recompute mismatch and Qwen3 auto-device-map cuda assert are unrelated." - }, - { - "left": "issue:43425", - "right": "issue:44292", + "right": "issue:46468", "accept": false, - "reason": "Generic torch 2.10 incompatibility and Qwen NVFP4 runtime error are different compatibility problems." + "reason": "Mistral dtype mismatch and Nemotron example breakage are unrelated." }, { - "left": "issue:43828", + "left": "issue:45507", "right": "issue:45685", "accept": false, - "reason": "Autocast dtype mismatch and MPS histogram_mps limitation are unrelated." - }, - { - "left": "issue:43541", - "right": "issue:43716", - "accept": false, - "reason": "Mixtral grouped_mm torch-dynamo tracing error and Mistral image dtype mismatch are different failures." - }, - { - "left": "issue:43828", - "right": "issue:44292", - "accept": false, - "reason": "Different models and symptoms; no shared concrete bug." - }, - { - "left": "issue:43716", - "right": "issue:46468", - "accept": false, - "reason": "Mistral dtype mismatch and Nemotron example breakage are unrelated." + "reason": "Invalid method call in GraniteMoEHybrid vs MPS histogram Int error are different bugs." }, { "left": "issue:44292", "right": "issue:44918", "accept": false, - "reason": "NVFP4 runtime error and TRL SFT embedding unpacking failure are different." - }, - { - "left": "issue:45507", - "right": "issue:45685", - "accept": false, - "reason": "Invalid method call in GraniteMoEHybrid and MPS histogram limitation are unrelated." + "reason": "Qwen-3 NVFP4 runtime issue and TRL embedding unpacking bug are unrelated." }, { "left": "issue:43716", "right": "issue:45685", "accept": false, - "reason": "Mistral image dtype mismatch and MPS MoE histogram error are not the same bug." + "reason": "Different models, different hardware, different failure modes." }, { "left": "issue:43716", "right": "issue:44292", "accept": false, - "reason": "Mistral preprocessor dtype mismatch and Qwen NVFP4 runtime error are unrelated." + "reason": "Dtype mismatch and NVFP4 runtime error are not the same issue." }, { "left": "issue:44918", "right": "issue:45161", "accept": false, - "reason": "TRL trainer embedding unpacking and GPT-OSS TP-only issue are different code paths." + "reason": "TRL SFT embedding unpacking and GPT-OSS TP failure are unrelated." }, { "left": "issue:43039", "right": "issue:44918", "accept": false, - "reason": "Liger cross_entropy behavior and TRL embedding unpacking are unrelated." + "reason": "Liger Kernel cross-entropy call is unrelated to Qwen3.5 SFT embedding unpacking." }, { "left": "issue:41762", "right": "issue:43638", "accept": false, - "reason": "Gemma3 ZeRO-3 zero-size index error and Bert ZeRO-3 zero-size index error are similar in shape but different model-specific bugs." + "reason": "Gemma3 ZeRO-3 loading error and Bert ZeRO-3 loading error are different model-specific bugs." }, { "left": "issue:43827", "right": "issue:44512", "accept": false, - "reason": "Both are docs regressions, but they refer to different removed topics and should not be merged." + "reason": "Both are docs regressions, but they concern different removed references and likely different pages." }, { "left": "issue:43828", "right": "issue:45685", "accept": false, - "reason": "Autocast dtype mismatch and MPS histogram limitation are different issues." + "reason": "Autocast dtype mismatch and MPS histogram Int failure are unrelated." }, { "left": "issue:43039", "right": "issue:43828", "accept": false, - "reason": "Liger kernel cross_entropy call and autocast dtype mismatch are not the same bug." + "reason": "Liger Kernel cross-entropy call and Phi MoE autocast mismatch are different issues." }, { "left": "issue:30277", "right": "issue:36331", "accept": false, - "reason": "DeepSpeed collective mismatch and trainer compute_loss signature change are unrelated." + "reason": "Collective mismatch under ZeRO-3 and trainer signature incompatibility are unrelated." }, { "left": "issue:34928", "right": "issue:36010", "accept": false, - "reason": "FSDP checkpointing issue and GenerationMixin import error are different." + "reason": "Checkpointing/FSDP mismatch and missing GenerationMixin import are not the same bug." }, { "left": "issue:45237", "right": "issue:46015", "accept": false, - "reason": "AMD GPU model failure and RAG docs out-of-date are unrelated." + "reason": "AMD GPU model failure and outdated RAG docs are unrelated." }, { "left": "issue:43039", "right": "issue:44805", "accept": false, - "reason": "Liger kernel cross_entropy issue and mask shape indexing error are different failures." + "reason": "Liger Kernel cross-entropy path and tensor-mask indexing mismatch are different failures." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative. The two accepted pairs are well-supported by the titles, and the rejected soft edges mostly reflect distinct bug reports rather than overclaiming duplicates. The canonical anchor choice for 43596 over 43638 is reasonable." + "feedback": "Grounded and conservative overall. The summary stays within the packet evidence, and the only accepted duplicate pair (43596/43638) is supported by the near-identical ZeRO-3 Bert index-error titles. The other verdicts avoid overstating shared root causes, which matches the packet." }, "evaluator_used": true, "retried": false, @@ -559,8 +493,8 @@ "review_unit_count": 62, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-510", "nodes": [ @@ -657,20 +591,20 @@ "issue:43572|issue:45070", "issue:45800|issue:45823" ], - "prepared_review_unit_hash": "c839bc435211ce466b8848971f62523bfa53aff24e68ff29855ed136b01216b7", + "prepared_review_unit_hash": "e78b7a6e599bc8e0ddcb0f30a5c52db526a102dcb0261297dc19ec40360a6e23", "component_budget": { "node_count": 510, "item_count": 510, "soft_pair_count": 1874, - "serialized_chars": 972519, - "estimated_input_tokens": 243130, - "estimated_eval_tokens": 486516 + "serialized_chars": 972522, + "estimated_input_tokens": 243131, + "estimated_eval_tokens": 486518 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 42, - "serialized_chars": 40041, + "serialized_chars": 40043, "estimated_input_tokens": 10011, "estimated_eval_tokens": 20278 }, @@ -679,273 +613,273 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is mostly a loose similarity set of unrelated model-load, runtime, and docs issues. The only clearly supported duplicate edge is the v5 AutoTokenizer regression pair (issue:45812 \u2194 issue:45920); the ZeRO-3 index errors are similar in shape but not strong enough to call duplicates.", - "confidence": 0.93, - "canonical_issue_reason": "issue:45920 is the best canonical issue because it describes the broader, multi-model v5 AutoTokenizer regression, and issue:45812 fits as a narrower Granite-specific instance of the same bug.", + "summary": "Most items are distinct bug reports across unrelated models, APIs, and runtime paths. The only soft duplicates that look plausibly mergeable are the two v5 AutoTokenizer regression reports and the two DeepSpeed ZeRO-3 index-out-of-bounds loading reports; the rest should stay separate.", + "confidence": 0.73, + "canonical_issue_reason": "Issue 45920 is the broadest, clearest report of the tokenizer-ID regression and spans multiple model families, making it the best dedupe anchor.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45920 is the best global representative for the actual duplicate cluster: it captures the shared v5 tokenizer regression across multiple model families, not just Granite.", + "best_issue_reason": "Issue 45920 has the strongest user-facing impact and the most general statement of the underlying bug, so it is the best representative issue in this set.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45800", "right": "issue:46304", "accept": false, - "reason": "Both are version-compatibility breakages, but they point to different failure modes and root causes." + "reason": "Both are version-compatibility complaints, but they describe different breakages: torch/transformers mismatch vs USE_DISTRIBUTED=0 support." }, { "left": "issue:43296", "right": "issue:46304", "accept": false, - "reason": "A vLLM model-loading failure and a USE_DISTRIBUTED regression are different bugs." + "reason": "Different failure modes and code paths: vLLM loading PaddleOCR-VL vs distributed build support in transformers." }, { "left": "issue:43866", "right": "issue:46402", "accept": false, - "reason": "Corrupted checkpoint and missing loaded weights are distinct model-loading problems." + "reason": "Both are model-loading failures, but one is a corrupted checkpoint and the other is missing text-encoder weights; not the same bug." }, { "left": "issue:41762", "right": "issue:43596", - "accept": false, - "reason": "Both are ZeRO-3 index errors, but the models and triggering paths differ enough that this is only a similarity match." + "accept": true, + "reason": "Both report the same ZeRO-3 loading path ending in index-0 out-of-bounds during model init; different models, same concrete failure mode." }, { "left": "issue:39290", "right": "issue:41720", "accept": false, - "reason": "Gemma3 config attribute error and Qwen3 device-map cuda assert are unrelated." + "reason": "Gemma3/vLLM config attribute error and Qwen3 auto-device-map cuda assert are unrelated." }, { "left": "issue:43901", "right": "issue:44512", "accept": false, - "reason": "Separate documentation issues about different obsolete/removed text." + "reason": "Both are docs issues, but they concern different documentation topics with no shared underlying bug." }, { "left": "issue:44589", "right": "issue:46304", "accept": false, - "reason": "Float8 storage lookup failure is unrelated to the distributed-support regression." + "reason": "Float8 storage lookup failure is unrelated to distributed build support regression." }, { "left": "issue:45237", "right": "issue:45901", "accept": false, - "reason": "AMD GPU runtime failure and table-question-answering crash are different code paths." + "reason": "Different subsystems and symptoms: AMD GPU runtime failure vs table-question-answering crash." }, { "left": "issue:43039", "right": "issue:44560", "accept": false, - "reason": "Liger Kernel cross-entropy behavior and Qwen video StopIteration are unrelated." + "reason": "Liger Kernel cross-entropy dispatch and Qwen3-vl video StopIteration are unrelated." }, { "left": "issue:43975", "right": "issue:46015", "accept": false, - "reason": "Tokenizer detokenization bug and RAG docs issue do not share a concrete underlying defect." + "reason": "One is a detokenization regression, the other is outdated RAG examples." }, { "left": "issue:45823", "right": "issue:46294", "accept": false, - "reason": "Gemma4 device mismatch and Qwen video chat-template mismatch are different bugs." + "reason": "Both involve model-specific multimodal/device behavior, but the mismatches are different and not the same bug." }, { "left": "issue:44841", "right": "issue:45823", "accept": false, - "reason": "Voxtral processor failure is unrelated to Gemma4 device placement." + "reason": "Processor failure for Voxtral and device-map mismatch for Gemma4 PLE are different model paths." }, { "left": "issue:43866", "right": "issue:46772", "accept": false, - "reason": "Checkpoint corruption and NVFP4 compatibility are distinct problems." + "reason": "Checkpoint corruption and NVFP4 compatibility are unrelated." }, { "left": "issue:44863", "right": "issue:46015", "accept": false, - "reason": "NemotronH checkpoint loading and RAG docs are unrelated." + "reason": "Checkpoint-loading failure for NemotronH does not overlap with outdated RAG docs." }, { "left": "issue:45020", "right": "issue:46304", "accept": false, - "reason": "Both are broad regressions, but remote-code loading and USE_DISTRIBUTED support are different bug classes." + "reason": "Broad remote_code regressions and distributed build support regressions are different change areas." }, { "left": "issue:45812", "right": "issue:45920", "accept": true, - "reason": "Same underlying v5 AutoTokenizer regression causing wrong token IDs across Granite and other models." + "reason": "Both describe the same v5 AutoTokenizer wrong-token-IDs regression across models; 45920 is the broader manifestation." }, { "left": "issue:43866", "right": "issue:44863", "accept": false, - "reason": "Ovis2 checkpoint corruption and NemotronH checkpoint loading failure are different issues." + "reason": "Different checkpoint/model-loading problems with different root causes." }, { "left": "issue:44292", "right": "issue:46015", "accept": false, - "reason": "Qwen NVFP4 runtime failure and RAG docs issue are unrelated." + "reason": "Qwen-3 NVFP4 runtime failure and RAG docs cleanup are unrelated." }, { "left": "issue:43872", "right": "issue:46304", "accept": false, - "reason": "bitsandbytes Int8Params constructor mismatch is not the same as the PyTorch distributed-support regression." + "reason": "bitsandbytes Int8Params incompatibility is unrelated to distributed build support." }, { "left": "issue:39290", "right": "issue:43531", "accept": false, - "reason": "Both mention Qwen/Gemma-style config fields, but the failures are different and model-specific." + "reason": "Gemma3 config attribute error and Qwen3-MoE sliding_window issue are separate model-specific bugs." }, { "left": "issue:41093", "right": "issue:43638", "accept": false, - "reason": "Both are ZeRO-related IndexErrors, but the tensor shapes, models, and triggers differ." + "reason": "Both are IndexErrors under ZeRO-3, but the reported shapes and triggering paths differ enough that they do not clearly share one fix." }, { "left": "issue:43792", "right": "issue:45901", "accept": false, - "reason": "Whisper load failure and table-question-answering crash are unrelated." + "reason": "Whisper model load failure and table QA task crash are unrelated." }, { "left": "issue:43854", "right": "issue:43866", "accept": false, - "reason": "Unit-test load failure and corrupted checkpoint are not the same root cause." + "reason": "Unit-test loading failure for GLM-4.7-Flash and corrupted Ovis2 checkpoint are distinct issues." }, { "left": "issue:43425", "right": "issue:45070", "accept": false, - "reason": "Torch incompatibility and pydantic/PretrainedConfig regression are different breakages." + "reason": "Torch version incompatibility and a pydantic PretrainedConfig regression are different compatibility problems." }, { "left": "issue:43975", - "right": "issue:45901", + "right": "issue:46015", "accept": false, - "reason": "Detokenization bug and table-question-answering crash are unrelated." + "reason": "Detokenization regression and stale examples are not the same underlying issue." }, { "left": "issue:43792", "right": "issue:45070", "accept": false, - "reason": "Whisper load failure is unrelated to the pydantic config regression." + "reason": "Whisper runtime/loading failure is unrelated to the PretrainedConfig pydantic breakage." }, { "left": "issue:45362", "right": "issue:45464", "accept": false, - "reason": "Both are Qwen3.5-related, but one is a model crash and the other is a streaming API failure." + "reason": "Both mention Qwen3.5 and chat, but one is a transformers chat crash while the other is a streaming chat/completions API failure." }, { "left": "issue:43596", "right": "issue:45800", "accept": false, - "reason": "BertModel ZeRO-3 index error and torch/transformers version incompatibility are different issues." + "reason": "ZeRO-3 index error and torch/transformers version incompatibility are different root causes." }, { "left": "issue:43541", "right": "issue:46869", "accept": false, - "reason": "Mixtral torch-dynamo grouped_mm failure and YOLO multi-GPU device-map behavior are unrelated." + "reason": "Mixtral torch-dynamo grouped_mm failure and YOLO multi-GPU device-map failure are unrelated." }, { "left": "issue:44292", "right": "issue:45901", "accept": false, - "reason": "Qwen NVFP4 runtime issue and table QA crash do not share a concrete bug." + "reason": "Qwen NVFP4 runtime error and table QA crash are not the same bug." }, { "left": "issue:39290", "right": "issue:45823", "accept": false, - "reason": "Gemma3 vLLM sliding-window config and Gemma4 auto device-map mismatch are separate model-specific bugs." + "reason": "Gemma3TextConfig sliding-window attribute error and Gemma4 device mismatch are unrelated." }, { "left": "issue:45464", "right": "issue:45685", "accept": false, - "reason": "Qwen streaming inference bug and MPS histogram implementation error are unrelated." + "reason": "Streaming inference failure and MPS histogram int error are unrelated." }, { "left": "issue:36010", "right": "issue:39290", "accept": false, - "reason": "GenerationMixin import error and Gemma3 config attribute error are different failures." + "reason": "ImportError for GenerationMixin and Gemma3 config attribute error are different issues." }, { "left": "issue:43541", "right": "issue:45685", "accept": false, - "reason": "Mixtral grouped_mm tracing failure and MPS histogram error are unrelated." + "reason": "Different model/runtime failures with no shared code path." }, { "left": "issue:43541", "right": "issue:43828", "accept": false, - "reason": "Grouped_mm torch-dynamo failure and autocast dtype mismatch are different runtime bugs." + "reason": "Grouped_mm torch-dynamo tracing error and autocast dtype mismatch are different failure modes." }, { "left": "issue:44841", "right": "issue:45084", "accept": false, - "reason": "Voxtral processor failure and compile non-template-nodes error are unrelated." + "reason": "Voxtral processor failure and non-template-node compile error are unrelated." }, { "left": "issue:43404", "right": "issue:43866", "accept": false, - "reason": "Mistral3 weight-tying bug and corrupted checkpoint report are different problems." + "reason": "Untied lm_head weights in Mistral3 and a corrupted checkpoint are not the same bug." }, { "left": "issue:45507", "right": "issue:46869", "accept": false, - "reason": "GraniteMoEHybrid invalid method call and YOLO multi-GPU device-map failure are not the same issue." + "reason": "GraniteMoEHybrid invalid method call and YOLO multi-GPU device-map failure are unrelated." }, { "left": "issue:41093", "right": "issue:41762", "accept": false, - "reason": "Both are index errors, but they occur in different model/load paths and do not look like one concrete bug." + "reason": "Both are load-time errors, but one is a mask-shape mismatch and the other is a ZeRO-3 empty-tensor index error." }, { "left": "issue:45399", "right": "issue:46661", "accept": false, - "reason": "Flash-attn fallback blocking and remote-code config_class error are separate loading issues." + "reason": "Flash-attn fallback gating and remote-code model_class/config_class handling are different paths." }, { "left": "issue:43572", "right": "issue:45070", "accept": false, - "reason": "StableLmConfig pad_token_idx regression and pydantic PretrainedConfig breakage are unrelated." + "reason": "StableLmConfig pad_token_idx regression and PretrainedConfig pydantic breakage are separate compatibility issues." }, { "left": "issue:45800", "right": "issue:45823", "accept": false, - "reason": "Torch compatibility and Gemma4 device-map mismatch are different bug classes." + "reason": "Torch/transformers compatibility and Gemma4 device-map mismatch are different bugs." } ] }, "evaluator_result": { - "accept": false, - "feedback": "The packet supports the v5 AutoTokenizer regression duplicate (issue:45812 \u2194 issue:45920), but the summary overstates the evidence by calling the ZeRO-3 index errors a true duplicate as well. In the packet, issue:41762 is Gemma3ForConditionalGeneration + ZeRO-3, while issue:43596 is BertModel + ZeRO-3; that is a plausible similarity cluster, but not grounded strongly enough to claim duplicate status. The summary also says there are two true duplicate soft edges even though only one pair is accepted. The conservative false verdicts are mostly fine, but the final cluster summary is not fully grounded." + "accept": true, + "feedback": "The summary is grounded in the packet, and the soft-edge calls stay conservative. The two accepted pairs are well supported by the titles/body themes: the v5 AutoTokenizer wrong-token-ID regression reports and the DeepSpeed ZeRO-3 index-out-of-bounds loading reports. The rejections mostly distinguish different models, subsystems, or failure modes without overstating sameness." }, "evaluator_used": true, - "retried": true, + "retried": false, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -958,8 +892,8 @@ "review_unit_count": 62, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-510", "nodes": [ @@ -1016,8 +950,8 @@ "issue:44805|issue:44918", "issue:43541|issue:45161", "issue:43828|issue:45464", - "issue:44387|issue:45005", "issue:43366|issue:45464", + "issue:44387|issue:45005", "issue:44291|issue:45070", "issue:43531|issue:45070", "issue:41093|issue:43596", @@ -1038,232 +972,232 @@ "issue:42915|issue:45399", "issue:43873|issue:45005", "issue:44360|issue:44512", - "issue:44530|issue:45005", "issue:44492|issue:44512", + "issue:44530|issue:45005", "issue:44863|issue:45005", "issue:44918|issue:45507", "issue:45183|issue:46463" ], - "prepared_review_unit_hash": "a81366efda8aea9446481bb14ac5e79913eda91011805d62e5a4b35b9d21ecd2", + "prepared_review_unit_hash": "a87a14d10f786b5d5986024b1fc1addd35d70ca58fbeabef7493bdf908403ab3", "component_budget": { "node_count": 510, "item_count": 510, "soft_pair_count": 1874, - "serialized_chars": 972519, - "estimated_input_tokens": 243130, - "estimated_eval_tokens": 486516 + "serialized_chars": 972522, + "estimated_input_tokens": 243131, + "estimated_eval_tokens": 486518 }, "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 set is mostly heterogeneous model-specific bugs and unrelated regressions. I found one plausible duplicate pair around Qwen video input handling; the rest are too semantically loose to merge safely.", - "confidence": 0.78, - "canonical_issue_reason": "Issue 44479 is the broader, earlier report of the Qwen video-input regression and best captures the shared underlying bug; 46294 looks like a specific manifestation of the same video feature/token mismatch in apply_chat_template.", + "summary": "Mostly heterogeneous bug reports with a few true duplicate-like pairs. The clearest duplicates are around remote-code cache collisions, input validation error messaging, and a Qwen video-input regression; most other soft pairs look like false positives.", + "confidence": 0.49, + "canonical_issue_reason": "No single issue spans the whole set. The clearest duplicate thread is 45632 \u2194 45698, and 45698 is the more concrete representative because it states the user-visible failure (wrong custom module loaded after save_pretrained) rather than the underlying path-collision mechanism.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 44479 is the best canonical issue because it spans the wider regression surface and can subsume the more specific Qwen3.5-9B failure report.", + "best_issue_reason": "45698 is the most actionable representative of the only strong duplicate thread in this cluster. The rest of the items are mostly separate regressions or model-specific failures rather than one shared bug.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43296", "right": "issue:43366", "accept": false, - "reason": "Different problems: PaddleOCR-VL loading failure in vLLM vs GGUF gpt-oss architecture support." + "reason": "Different problems and models: PaddleOCR-VL load failure vs gpt-oss GGUF architecture support." }, { "left": "issue:44805", "right": "issue:44918", "accept": false, - "reason": "Both are IndexErrors, but the triggers differ: generic mask/tensor shape mismatch vs Qwen3.5 embedding unpacking under TRL SFT." + "reason": "Both are IndexErrors, but one is a mask/tensor shape mismatch and the other is TRL embedding unpacking; no clear shared code path." }, { "left": "issue:43541", "right": "issue:45161", "accept": false, - "reason": "Different code paths and symptoms: torch dynamo grouped_mm tracing failure vs tensor-parallel-only failure on GPT-OSS MoE." + "reason": "Both involve MoE models, but torch dynamo/grouped_mm tracing and tensor-parallel support are distinct failures." }, { "left": "issue:43828", "right": "issue:45464", "accept": false, - "reason": "Different model/task: autocast dtype mismatch in Phi-tiny-MoE vs streaming chat/completions failure on Qwen3.5-0.8B." + "reason": "Different modalities and fixes: autocast dtype mismatch vs Qwen3.5 streaming chat/completions failure." }, { - "left": "issue:44387", - "right": "issue:45005", + "left": "issue:43366", + "right": "issue:45464", "accept": false, - "reason": "Both mention v5/quantization or weights, but one is int4 CUDA memory/OOM and the other is tied weights on translation models." + "reason": "Unrelated: gpt-oss GGUF support vs Qwen3.5 streaming inference." }, { - "left": "issue:43366", - "right": "issue:45464", + "left": "issue:44387", + "right": "issue:45005", "accept": false, - "reason": "Unrelated: GGUF gpt-oss architecture support vs Qwen3.5 streaming inference failure." + "reason": "Quantization/OOM regression vs tied-weights behavior on translation models; not the same bug." }, { "left": "issue:44291", "right": "issue:45070", "accept": false, - "reason": "Different failures: init_empty_weights arg handling vs pydantic PretrainedConfig field breakage." + "reason": "Both are v5 regressions, but one is init_empty_weights API breakage and the other is a PretrainedConfig/pydantic field issue." }, { "left": "issue:43531", "right": "issue:45070", "accept": false, - "reason": "Qwen3-MoE sliding_window bug is not the same as the PretrainedConfig/pydantic regression." + "reason": "Qwen3-MoE sliding_window bug and pydantic PretrainedConfig regression are unrelated." }, { "left": "issue:41093", "right": "issue:43596", "accept": false, - "reason": "Both are IndexErrors, but one is mask-length mismatch and the other is zero3/BertModel empty-tensor indexing." + "reason": "Similar IndexError phrasing, but mask-shape mismatch and deepspeed zero3/BertModel index-out-of-bounds look like different bugs." }, { "left": "issue:43716", "right": "issue:46294", "accept": false, - "reason": "Both are multimodal dtype/input issues, but image preprocessor dtype mismatch and video feature/token mismatch are distinct bugs." + "reason": "Both are multimodal failures, but image-preprocessor dtype mismatch and video feature/token mismatch are different code paths." }, { "left": "issue:45020", "right": "issue:45800", "accept": false, - "reason": "Both are compatibility reports, but remote_code breakage and torch/transformers version incompatibility are different issues." + "reason": "Remote-code/custom-model breakage is unrelated to the torch 2.4.1 vs transformers 5.8.0 incompatibility claim." }, { "left": "issue:43054", "right": "issue:43994", "accept": false, - "reason": "Same model family, but 'text embedding is worse' and 'nonsensical results with AutoModel/pipeline' are not clearly the same bug." + "reason": "Same SigLIP2 family, but the reports are too different at title level: comparative embedding quality vs nonsensical AutoModel/pipeline output." }, { "left": "issue:44479", "right": "issue:46294", "accept": true, - "reason": "Both describe the same Qwen video-input regression: video features/tokens mismatch in apply_chat_template is a concrete symptom of the broader video-input breakage." + "reason": "Both describe the same Qwen video-input regression: feature/token count mismatch in the multimodal chat/template path." }, { "left": "issue:46468", "right": "issue:46869", "accept": false, - "reason": "Different areas: Nemotron example breakage vs YOLO multi-GPU device-map auto failure." + "reason": "Official Nemotron example failure and YOLO multi-GPU device-map failure are unrelated." }, { "left": "issue:45759", "right": "issue:45902", "accept": false, - "reason": "Both involve Qwen 3.5/3.6 internals, but one is from_config text_config unwrapping and the other is rotary embedding materialization memory corruption." + "reason": "Different Qwen multimodal/config issues: text_config unwrapping vs uninitialized rotary embedding memory after to_empty materialization." }, { "left": "issue:43596", "right": "issue:46165", "accept": false, - "reason": "Different scenarios: zero3/BertModel index-out-of-bounds vs resume-training with local model and trust_remote_code." + "reason": "Zero3/BertModel index error and remote-code resume issues do not look like the same underlying bug." }, { "left": "issue:46640", "right": "issue:46661", "accept": false, - "reason": "A generic flash-attn2 issue is not the same as the remote-code model_class/config_class AttributeError." + "reason": "Flash Attention 2 issue vs remote-code model_class/config_class AttributeError are different failures." }, { "left": "issue:43716", "right": "issue:44918", "accept": false, - "reason": "Different multimodal/model-loading bugs: image preprocessor dtype mismatch vs TRL embedding unpacking failure." + "reason": "Image-preprocessor dtype mismatch and Qwen3.5 embedding unpacking are unrelated." }, { "left": "issue:39186", "right": "issue:44918", "accept": false, - "reason": "FSDP 2-D weight error is unrelated to Qwen3.5 embedding unpacking in SFT." + "reason": "FSDP 2-D weight error and TRL embedding unpacking are different bugs." }, { "left": "issue:43645", "right": "issue:45399", "accept": false, - "reason": "Custom-model notebook initialization and flash-attn2 fallback blocking are unrelated." + "reason": "Custom model initialization in notebooks and flash-attn2 fallback blocking are unrelated." }, { "left": "issue:40990", "right": "issue:44960", "accept": false, - "reason": "Unrelated model-specific evaluation/perplexity issue vs GLM5 model report." + "reason": "High perplexity on gpt-oss-20b and GLM5 are different model-specific reports." }, { "left": "issue:45632", "right": "issue:45698", - "accept": false, - "reason": "Both involve trust_remote_code/custom modules, but one is a cache-path collision and the other is wrong module loading after save_pretrained." + "accept": true, + "reason": "Same remote-code cache/path collision bug: wrong custom module resolution after save_pretrained is the concrete manifestation of the leaf-directory collision." }, { "left": "issue:43404", "right": "issue:45005", "accept": false, - "reason": "Both mention tied weights, but they target different model families and likely different code paths." + "reason": "lm_head tying in Mistral3 image-text generation is not the same as translation-model tied-weights regressions." }, { "left": "issue:42915", "right": "issue:45399", "accept": false, - "reason": "Qwen3-MoE FP8 config failure is unrelated to flash-attn2 fallback gating." + "reason": "Qwen3Moe FP8 failure and flash-attn2 fallback gating are different areas." }, { "left": "issue:43873", "right": "issue:45005", "accept": false, - "reason": "Quantization offloading behavior and tied weights on translation models are different bugs." + "reason": "Offloading/quantization behavior is unrelated to tied-weight translation model issues." }, { "left": "issue:44360", "right": "issue:44512", "accept": false, - "reason": "Completely unrelated: DSA indexer/ReLU discussion vs docs mentioning a removed command." + "reason": "DSA indexer/ReLU discussion and docs mentioning the removed run command are unrelated." }, { - "left": "issue:44530", - "right": "issue:45005", + "left": "issue:44492", + "right": "issue:44512", "accept": false, - "reason": "PagedAttentionCache linear_attention crash on Qwen3.5 is not the same as tied-weights regressions." + "reason": "A cache-strategy typo and documentation about the removed run command are different issues." }, { - "left": "issue:44492", - "right": "issue:44512", + "left": "issue:44530", + "right": "issue:45005", "accept": false, - "reason": "A typo in cache strategies and stale docs about the run command are unrelated." + "reason": "PagedAttentionCache linear_attention crash on Qwen3.5 is unrelated to tied-weights regressions." }, { "left": "issue:44863", "right": "issue:45005", "accept": false, - "reason": "NemotronH checkpoint-loading failure is unrelated to tied weights on translation models." + "reason": "NemotronH checkpoint loading and translation-model tied weights are different problems." }, { "left": "issue:44918", "right": "issue:45507", "accept": false, - "reason": "TRl SFT embedding unpacking bug is unrelated to GraniteMoEHybrid invalid-method calls." + "reason": "Qwen3.5 embedding unpacking and GraniteMoEHybrid invalid method calls are unrelated." }, { "left": "issue:45183", "right": "issue:46463", - "accept": false, - "reason": "Both are validation-error reports, but the XOR input_ids/inputs_embeds bug is not clearly the same as T5 decoder-input validation." + "accept": true, + "reason": "Same input-validation bug family: 46463 is a T5-specific instance of the XOR validation/error-message problem described in 45183." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet, and the only accepted soft-edge pair is conservative and well supported by the issue titles: issue:44479 is the broader Qwen video-input regression, while issue:46294 looks like a specific apply_chat_template video-token/feature mismatch within that same area. The remaining rejections are phrased cautiously and do not overstate equivalence." + "feedback": "The summary is grounded in the packet and stays conservative overall. The identified duplicate-like pairs (45632\u219445698, 45183\u219446463, 44479\u219446294) are plausible from the titles, and the false-pair rejections are appropriately cautious. Confidence and wording do not overstate the evidence." }, "evaluator_used": true, "retried": false, @@ -1279,8 +1213,8 @@ "review_unit_count": 62, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-510", "nodes": [ @@ -1364,14 +1298,14 @@ "issue:43824|issue:43872", "issue:43782|issue:44960" ], - "prepared_review_unit_hash": "626ab14723f6cb6a2e487857a1f75d4ffdcb0bee8fd703ccf7ff65914ef1146d", + "prepared_review_unit_hash": "0e1adf960d73740e1b390cc4d69cd8008848917a02367d0278286d09fccf66e3", "component_budget": { "node_count": 510, "item_count": 510, "soft_pair_count": 1874, - "serialized_chars": 972519, - "estimated_input_tokens": 243130, - "estimated_eval_tokens": 486516 + "serialized_chars": 972522, + "estimated_input_tokens": 243131, + "estimated_eval_tokens": 486518 }, "budget": { "node_count": 47, @@ -1386,201 +1320,213 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is mainly about two real duplicate groups: the Transformers v5 non-persistent-buffer regression, and the StaticCache get_seq_length regression. Most other pairs are correctly rejected as merely related by model family or subsystem. The SigLIP2 pair 43054/43493 should not be merged on titles/metadata alone; it looks related, but not clearly duplicate.", - "confidence": 0.92, - "canonical_issue_reason": "Issue 43950 is the clearest umbrella report for the Transformers v5 non-persistent-buffer corruption bug, and it naturally subsumes the more specific follow-ups like 44534 and 45902.", + "summary": "The set is mostly a mix of unrelated Transformers bug reports. Clear duplicate-style matches appear around the non-persistent buffer regression, the cache.get_seq_length contract regression, and the Gemma4 quantized embedders dtype-cast bug. Most other pairs are only loosely similar and should stay separate.", + "confidence": 0.79, + "canonical_issue_reason": "issue:43950 is the strongest canonical issue for the non-persistent-buffer regression: it states the v5 regression clearly, matches two other close variants in this cluster, and is broad enough to represent the underlying bug.", "canonical_pr_reason": null, - "best_issue_reason": "43950 is the best representative issue because it names the regression directly, describes the concrete failure mode broadly, and matches the follow-up reports that appear to be the same bug.", + "best_issue_reason": "issue:43950 is the best overall issue candidate in this set because it cleanly captures a concrete regression and aligns with multiple near-duplicate reports; the other issues are either narrower follow-ups or unrelated symptoms.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43975", "right": "issue:44292", "accept": false, - "reason": "Different model-specific failures: DeepSeek-Coder detokenization vs Qwen NVFP4 loading/runtime error." + "reason": "Different problems: DeepSeek tokenizer detokenization vs a Qwen NVFP4 loading failure." }, { "left": "issue:46489", "right": "issue:46491", "accept": false, - "reason": "Both are tokenizer regressions, but on different models and with different concrete symptoms; not enough evidence for the same bug." + "reason": "Both are tokenizer bugs, but they describe different concrete failures and different models; not the same underlying defect." }, { "left": "issue:39692", "right": "issue:43054", "accept": false, - "reason": "Docs-example model/processor mismatch plus quantization failure is not the same defect as degraded SigLIP2 text embeddings." + "reason": "One is documentation/example errors, the other is a model quality/embedding regression." }, { "left": "issue:43950", "right": "issue:44534", "accept": true, - "reason": "Same underlying Transformers v5 regression: non-persistent buffers are being filled with junk/corrupted values." + "reason": "Same underlying v5 regression about non-persistent buffers being filled/corrupted with junk." }, { "left": "issue:36331", "right": "issue:41762", "accept": false, - "reason": "CustomTrainer signature breakage and Gemma3 ZeRO-3 loading failure are unrelated code paths." + "reason": "Different code paths: custom compute_loss signature vs DeepSpeed ZeRO-3 loading failure." }, { "left": "issue:43643", "right": "issue:43950", "accept": false, - "reason": "Remote-code config field loss is a different bug from non-persistent buffer corruption." + "reason": "Related to v5 regressions, but one is AutoConfig missing fields under trust_remote_code and the other is non-persistent buffer corruption." }, { "left": "issue:43872", "right": "issue:44589", "accept": false, - "reason": "Both touch quantization, but they describe different incompatibilities and different error surfaces." + "reason": "Both involve quantization/storage internals, but the failures are different enough that they do not look like one bug." }, { "left": "issue:46899", "right": "issue:46932", "accept": true, - "reason": "Explicit duplicate: both describe the same Gemma4 quantized vision/audio embedder dtype-casting bug." + "reason": "Same Gemma4 quantized vision/audio embedder dtype-casting bug; 46932 is explicitly a fix for the same issue." }, { "left": "issue:43828", "right": "issue:44928", "accept": false, - "reason": "Phi autocast dtype mismatch and Qwen3.5 3D position_ids/SDPA fallback are different underlying problems." + "reason": "Different symptoms and root causes: autocast dtype mismatch vs 3D position_ids causing SDPA/math fallback and gradient collapse." }, { "left": "issue:45920", "right": "issue:46489", "accept": false, - "reason": "Broad tokenizer-id regression overlaps conceptually, but the reports do not clearly point to the same concrete defect." + "reason": "Both are tokenizer regressions, but one is a broad multi-model token-ID issue and the other is a specific DeepSeek-Coder v1 output regression." }, { "left": "issue:43054", "right": "issue:45701", "accept": false, - "reason": "SigLIP2 embedding quality and a generic transformers tokenization-change report are not the same bug." + "reason": "Model embedding quality regression is not the same as a general tokenization-change report." }, { "left": "issue:38175", "right": "issue:43054", "accept": false, - "reason": "Both concern SigLIP2 behavior, but zero probabilities and worse embeddings are not clearly the same failure path." + "reason": "Same model family, but the reported failures differ: zero probabilities vs worse text embeddings." }, { "left": "issue:45987", "right": "issue:46858", "accept": true, - "reason": "Same StaticCache regression: get_seq_length returns the wrong type/shape and breaks downstream arithmetic." + "reason": "Same cache API regression: get_seq_length returns the wrong type/shape and breaks downstream arithmetic." }, { "left": "issue:43950", "right": "issue:45902", "accept": true, - "reason": "45902 is a concrete manifestation of the same non-persistent-buffer corruption regression described in 43950." + "reason": "Same non-persistent-buffer regression; 45902 is a specific manifestation of the junk-buffer bug." }, { "left": "issue:43054", "right": "issue:43493", "accept": false, - "reason": "They share a SigLIP2 theme, but the titles point to different concrete issues: degraded text embeddings vs HF/JAX implementation discrepancy. That is related, not clearly duplicate enough to merge." + "reason": "Both concern SigLIP2, but one is a quality complaint and the other is an HF-vs-JAX implementation discrepancy." }, { "left": "issue:44910", "right": "issue:45859", "accept": false, - "reason": "FlashAttention packed-sequence crash and CPU-offload incompatibility are different Qwen3.5 bugs." + "reason": "Different bugs: flash-attention crash from 3D position_ids vs CPU-offload incompatibility in rotary embedding." }, { "left": "issue:42947", "right": "issue:44387", "accept": false, - "reason": "Gradient checkpointing/LoRA behavior is unrelated to the int4 reserved-memory/OOM regression." + "reason": "Both are memory-related, but gradient checkpointing/LoRA inefficiency is not the same bug as int4 quantization OOM." }, { "left": "issue:45663", "right": "issue:45902", "accept": false, - "reason": "Gemma4 FSDP2 shared_kv_states logic is unrelated to the non-persistent-buffer materialization bug." + "reason": "Different models and failure modes: Gemma4 FSDP2 shared_kv_states vs non-persistent buffer corruption." }, { "left": "issue:41553", "right": "issue:43883", "accept": false, - "reason": "Bad error messaging for Voxtral and Molmo tied-weights attribute failure are different issues." + "reason": "Bad error message for AutoTokenizer loading Voxtral is unrelated to a missing all_tied_weights_keys attribute." }, { "left": "issue:44403", "right": "issue:44451", "accept": false, - "reason": "Generic load noise and a specific ScandiBERT load failure are not the same underlying defect." + "reason": "One is a noisy logging complaint, the other is a model loading failure." }, { "left": "issue:43975", "right": "issue:45520", "accept": false, - "reason": "Tokenizer detokenization regression and a Python 3.13 flash_attn import KeyError are unrelated." + "reason": "Tokenizer detokenization bug and a Python 3.13 flash_attn import issue are unrelated." }, { "left": "issue:24643", "right": "issue:28530", "accept": false, - "reason": "DeepSpeed weight-dimensionality error and early-stopping metric resolution are separate training issues." + "reason": "Training with DeepSpeed and early-stopping metric configuration are unrelated issues." }, { "left": "issue:44403", "right": "issue:44488", "accept": false, - "reason": "Noise on load versus a specific model load failure is too broad to merge." + "reason": "Both involve loading behavior, but the specific failures and models differ." }, { "left": "issue:43643", "right": "issue:45020", "accept": false, - "reason": "A broad remote_code regression bucket and a specific AutoConfig field-loss bug are not the same defect." + "reason": "One is a specific AutoConfig trust_remote_code field-loss bug; the other is a broad remote_code breakage report." + }, + { + "left": "issue:42947", + "right": "issue:43856", + "accept": false, + "reason": "Both mention training/memory, but they are different model and performance issues." + }, + { + "left": "issue:41762", + "right": "issue:42915", + "accept": false, + "reason": "Different model-loading failures with different optimization stacks and error signatures." + }, + { + "left": "issue:44991", + "right": "issue:45399", + "accept": false, + "reason": "Tokenizer loading for a specific model is unrelated to flash-attn2 fallback logic." }, { "left": "issue:41553", "right": "issue:43881", "accept": false, - "reason": "Different model-loading failures with no clear shared code path." + "reason": "Bad error message on tokenizer loading vs a model loading failure for a different architecture." }, { "left": "issue:43824", "right": "issue:43872", "accept": false, - "reason": "Missing model-class import and bitsandbytes Int8Params constructor incompatibility are unrelated." + "reason": "ImportError for a missing model class is unrelated to the bitsandbytes parameter-construction incompatibility." }, { "left": "issue:43782", "right": "issue:44960", "accept": false, - "reason": "Qwen3VL weight_only loading and GLM5 are different model-specific issues." - }, - { - "left": "issue:44910", - "right": "issue:45859", - "accept": false, - "reason": "Illegal-memory-access flash-attn crash and CPU-offload rotary embedding incompatibility are not the same bug." + "reason": "Qwen3VL weight_only loading error and a GLM5 report do not look like the same bug." }, { - "left": "issue:44387", - "right": "issue:43856", + "left": "issue:44403", + "right": "issue:44488", "accept": false, - "reason": "Quantization OOM and MoE training memory inefficiency are different performance problems." + "reason": "Generic loading noise vs a specific model load failure are not the same underlying issue." }, { - "left": "issue:43782", - "right": "issue:44960", + "left": "issue:44910", + "right": "issue:45859", "accept": false, - "reason": "Different models and different failure modes; no shared concrete defect." + "reason": "Flash-attention crash and CPU-offload incompatibility are separate code-path problems." } ] }, "evaluator_result": { - "accept": false, - "feedback": "Most of the clustering is grounded, but one positive soft-edge verdict is too strong for the evidence in the packet: issue:43054 vs issue:43493 is only clearly a shared SigLIP2 theme, not an explicit or well-supported duplicate. The summary\u2019s claim that this pair is \u2018duplicate enough to merge\u2019 overstates what the titles and metadata alone show. The rest of the conservative pairings look reasonable." + "accept": true, + "feedback": "Grounded and mostly conservative. The strongest matches are the non-persistent-buffer regression cluster, the cache.get_seq_length contract regression, and the Gemma4 quantized embedder dtype-cast pair. The remaining pairwise rejections are appropriately cautious and the summary does not overstate unrelated issues as duplicates." }, "evaluator_used": true, - "retried": true, + "retried": false, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -1653,8 +1599,8 @@ "issue:45020|issue:45823", "issue:44661|issue:45020", "issue:43828|issue:45823", - "issue:43881|issue:43883", "issue:42491|issue:44368", + "issue:43881|issue:43883", "issue:45020|issue:45356", "issue:45715|issue:46315", "issue:43872|issue:46869", @@ -1677,20 +1623,20 @@ "issue:41093|issue:44805", "issue:24643|issue:30064" ], - "prepared_review_unit_hash": "2b30019da8f6eb5ac8732f144cd0e728678100cf4909fadc79ca654517e83e01", + "prepared_review_unit_hash": "d301cff380f2e3e86fcc0a9d64887eb81e1f8d99c07da07a54f3ff80c7d27f46", "component_budget": { "node_count": 510, "item_count": 510, "soft_pair_count": 1874, - "serialized_chars": 972519, - "estimated_input_tokens": 243130, - "estimated_eval_tokens": 486516 + "serialized_chars": 972522, + "estimated_input_tokens": 243131, + "estimated_eval_tokens": 486518 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 28, - "serialized_chars": 36754, + "serialized_chars": 36756, "estimated_input_tokens": 9189, "estimated_eval_tokens": 18634 }, @@ -1699,186 +1645,186 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a mix of several unrelated issue families, but a few soft edges are true duplicates: docs about removed pipelines, the `_is_hf_initialized` regression, and the training-loss double-shift bug. Most other suggested pairs are only loosely related by subsystem or model family and should stay separate.", - "confidence": 0.73, - "canonical_issue_reason": "issue:46894 is the best overall issue anchor: it describes a concrete, recurring bug pattern, is broad enough to cover the model-specific duplicate, and appears to be the most central report among the candidates.", + "summary": "This cluster is mostly heterogeneous: several unrelated model-loading, tokenizer, docs, and training bugs are mixed together. Only a few soft pairs look like true duplicates of the same underlying failure signature.", + "confidence": 0.81, + "canonical_issue_reason": "No single issue cleanly represents the whole cluster. The clearest duplicate subcluster is the `_is_hf_initialized`/`init_empty_weights` compatibility error, anchored by issue 43872.", "canonical_pr_reason": null, - "best_issue_reason": "issue:46894 has the clearest high-level bug framing and likely serves as the most representative report for its duplicate family.", + "best_issue_reason": "Issue 43872 is the best representative issue because it has a specific, actionable failure signature and the strongest duplicate match in the set (44291).", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45685", "right": "issue:45823", "accept": false, - "reason": "Different failures in different code paths: MPS histogram/int handling vs device-map forward mismatch." + "reason": "Different problems: an MPS histogram/int dtype limitation vs a device-map forward mismatch." }, { "left": "issue:45081", "right": "issue:45399", "accept": false, - "reason": "Tokenizer regex crash and flash-attn fallback gating are unrelated." + "reason": "Both touch attention/tokenizer internals, but the failures and code paths are unrelated." }, { "left": "issue:45020", "right": "issue:45823", "accept": false, - "reason": "Broad remote-code breakage vs a Gemma4 device mismatch; not the same bug." + "reason": "One is a broad remote_code regression; the other is a specific PLE device mismatch." }, { "left": "issue:44661", "right": "issue:45020", "accept": false, - "reason": "Different remote-code/model-registration failures; too broad to merge." + "reason": "Different bug classes: tokenizer mapping support vs remote_code model loading regressions." }, { "left": "issue:43828", "right": "issue:45823", "accept": false, - "reason": "Autocast dtype mismatch and device-map mismatch are distinct runtime problems." + "reason": "Both are model/runtime issues, but the reported dtype mismatch and device mismatch are distinct." }, { - "left": "issue:43881", - "right": "issue:43883", + "left": "issue:42491", + "right": "issue:44368", "accept": false, - "reason": "GLM-4V loading failure and Molmo tied-weights attribute error are separate model issues." + "reason": "Related to Qwen/LoRA/tie embeddings, but one is a version-compatibility break and the other is only a warning about config cleanup." }, { - "left": "issue:42491", - "right": "issue:44368", + "left": "issue:43881", + "right": "issue:43883", "accept": false, - "reason": "Both involve Qwen3 LoRA/tie-word-embeddings, but the reported failures are not the same concrete bug." + "reason": "Both are model loading failures, but they describe different models and different root causes." }, { "left": "issue:45020", "right": "issue:45356", "accept": false, - "reason": "Remote-code regressions and Kimi tokenizer codec/regex regression are different defects." + "reason": "Generic remote_code breakage vs a tokenizer codec regression are not the same issue." }, { "left": "issue:45715", "right": "issue:46315", "accept": false, - "reason": "Both are tokenizer performance regressions, but they hit different methods and code paths." + "reason": "Both are tokenizer performance regressions, but they affect opposite conversion directions and likely different hot paths." }, { "left": "issue:43872", "right": "issue:46869", "accept": false, - "reason": "_is_hf_initialized/bitsandbytes incompatibility is unrelated to YOLO device-map failure." + "reason": "Unexpected `_is_hf_initialized`/bitsandbytes incompatibility is unrelated to YOLO multi-GPU device-map behavior." }, { "left": "issue:45759", "right": "issue:46661", "accept": false, - "reason": "Different AutoModel failures: unwrapping composite configs vs missing config_class on remote-code models." + "reason": "Both involve auto-model handling of remote/custom configs, but one is a from_config unwrap bug and the other is a config_class attribute error." }, { "left": "issue:43872", "right": "issue:44291", "accept": true, - "reason": "Same underlying regression around the unexpected `_is_hf_initialized` keyword breaking model initialization/loading." + "reason": "Same underlying `_is_hf_initialized` TypeError during model initialization/loading; the second issue is a variant of the same compatibility break." }, { "left": "issue:43827", "right": "issue:44509", "accept": true, - "reason": "Both report the same docs regression: removed pipeline tasks are still referenced." + "reason": "Both report the same docs regression after v5 pipeline removals, just with slightly different examples." }, { "left": "issue:45488", "right": "issue:46489", "accept": false, - "reason": "Both affect DeepSeek tokenizers, but the symptoms and fixes are different enough to keep separate." + "reason": "Both are tokenizer regressions in DeepSeek-family models, but the specific failure mechanisms appear different." }, { "left": "issue:43404", "right": "issue:43950", "accept": false, - "reason": "Weight-tying bug in one model class vs non-persistent buffer corruption in from_pretrained are different issues." + "reason": "A tied-weight bug and a non-persistent buffer regression are different code-path failures." }, { "left": "issue:46894", "right": "issue:46897", "accept": true, - "reason": "Same training-loss double-shift bug, just reported for different models." + "reason": "Near-identical training-loss double-shift reports; same bug pattern with different model names." }, { "left": "issue:45020", "right": "issue:46661", "accept": false, - "reason": "Both mention remote-code, but one is a broad regression and the other is a specific config_class attribute error." + "reason": "Generic remote_code breakage is broader than the specific AutoModel config_class error." }, { "left": "issue:43792", "right": "issue:44220", "accept": false, - "reason": "Whisper model load failure and fbank feature extraction issue are not the same defect." + "reason": "Likely audio-related, but the titles do not show the same concrete failure or code path clearly enough." }, { "left": "issue:43257", "right": "issue:45305", "accept": false, - "reason": "Both involve DeepSpeed/Qwen, but one is weight loading and the other is gradient averaging." + "reason": "Both involve DeepSpeed, but one is weight conversion/loading and the other is gradient averaging semantics." }, { "left": "issue:42947", "right": "issue:45923", "accept": false, - "reason": "Gradient checkpointing ineffective in PEFT LoRA is different from a missing supports_gradient_checkpointing flag." + "reason": "Gradient checkpointing symptoms, but one is ineffective LoRA checkpointing and the other is a missing support flag." }, { "left": "issue:36331", "right": "issue:41093", "accept": false, - "reason": "Unrelated trainer API break vs tensor mask shape mismatch." + "reason": "Different error surfaces: trainer signature mismatch vs tensor/mask shape mismatch." }, { "left": "issue:43940", "right": "issue:45313", "accept": false, - "reason": "Both are ZeRO-3 weight-loading failures, but the models and failure modes are too different to merge confidently." + "reason": "Both are Qwen + DeepSpeed ZeRO-3 load failures, but the model variants and missing-weight patterns differ too much to merge confidently." }, { "left": "issue:43854", "right": "issue:44863", "accept": false, - "reason": "Different model-loading failures for different architectures/checkpoints." + "reason": "Both fail model loading, but on different architectures with no shared failure signature." }, { "left": "issue:41553", "right": "issue:44991", "accept": false, - "reason": "One is an error-message quality bug; the other is an actual tokenizer loading regression." + "reason": "Different tokenizer issues for different models; only the broad area overlaps." }, { "left": "issue:44928", "right": "issue:45588", "accept": false, - "reason": "RLHF NaNs from position_ids/SDPA behavior are unrelated to the flash_attention s_aux=None crash." + "reason": "Both mention attention-related runtime problems, but one is RLHF/position_ids/SDPA numerics and the other is a flash_attention integration AttributeError." }, { "left": "issue:44479", "right": "issue:44560", "accept": false, - "reason": "Both are video-input regressions, but they are not clearly the same concrete bug path." + "reason": "Related to Qwen video inputs, but one is a broad regression and the other is a specific StopIteration failure; not enough to treat as the same bug." }, { "left": "issue:41093", "right": "issue:44805", "accept": true, - "reason": "Same generic mask-shape mismatch IndexError; these look like duplicate reports of the same underlying off-by-one bug." + "reason": "Same mask-vs-tensor shape mismatch IndexError with the same failure pattern; likely duplicate reports of the same underlying bug." }, { "left": "issue:24643", "right": "issue:30064", "accept": false, - "reason": "DeepSpeed training weight-shape error vs image-processor void-segmentation failure are unrelated." + "reason": "Completely different domains: DeepSpeed training weight shape error vs image processor segmentation-map handling." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays appropriately conservative. The accepted soft edges are well-supported by the titles: the `_is_hf_initialized` TypeError pair, the removed-pipeline docs pair, and the training-loss double-shift pair. The rejections also avoid overclaiming when the packet only shows loose subsystem/model similarity." + "feedback": "The summary is grounded in the packet and stays conservative about the soft edges. The accepted duplicate pairs are well supported by the titles, and the rejected pairs mostly reflect genuinely different failure modes rather than overreach." }, "evaluator_used": true, "retried": false, @@ -1894,8 +1840,8 @@ "review_unit_count": 62, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-510", "nodes": [ @@ -1952,14 +1898,14 @@ "issue:44530|issue:44863", "issue:44863|issue:46402", "issue:43366|issue:43828", - "issue:41553|issue:44488", "issue:43366|issue:43531", + "issue:41553|issue:44488", "issue:43596|issue:46515", "issue:45325|issue:45902", "issue:43366|issue:44589", "issue:44155|issue:45584", - "issue:45663|issue:45823", "issue:43638|issue:46515", + "issue:45663|issue:45823", "issue:42915|issue:43957", "issue:43824|issue:43957", "issue:43950|issue:45834", @@ -1985,20 +1931,20 @@ "issue:43632|issue:45834", "issue:44661|issue:44805" ], - "prepared_review_unit_hash": "b729d658005fff5217cd189d6390314f67e731c243119a4221a917c35db49708", + "prepared_review_unit_hash": "53d18906fb23deada5b60ea466b866d3a3ccc6a219a5af024761ecdb07b714a8", "component_budget": { "node_count": 510, "item_count": 510, "soft_pair_count": 1874, - "serialized_chars": 972519, - "estimated_input_tokens": 243130, - "estimated_eval_tokens": 486516 + "serialized_chars": 972522, + "estimated_input_tokens": 243131, + "estimated_eval_tokens": 486518 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 35, - "serialized_chars": 38359, + "serialized_chars": 38357, "estimated_input_tokens": 9590, "estimated_eval_tokens": 19436 }, @@ -2007,210 +1953,228 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly noisy and spans many unrelated bugs. I only see three likely duplicate pairs: the custom model initialization regression, the Siglip2 wrong-output regression, and the Gemma4 4-bit multimodal dtype-cast regression.", - "confidence": 0.67, - "canonical_issue_reason": "issue:43646 is the broader, cleaner statement of the custom model initialization regression; issue:43645 reads like a notebook-specific instance of the same problem.", + "summary": "This cluster is mostly a set of unrelated closed issues, with only a few true duplicates: the two custom model initialization regressions, the two SigLIP2 output-failure reports, and the two Gemma4 4-bit quantization/dtype reports.", + "confidence": 0.68, + "canonical_issue_reason": "issue:43646 is the broadest, cleanest representative of the duplicated custom-model initialization regression; issue:43645 is a notebook-specific variant of the same problem.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43646 is the best representative issue in the set because it is the most general formulation of a duplicated bug and is less environment-specific than the sibling report.", + "best_issue_reason": "issue:43646 is the best anchor issue because it states the underlying regression most generically and matches the duplicate pair most directly.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44530", "right": "issue:44863", "accept": false, - "reason": "Different models and failure modes: Qwen3.5 PagedAttentionCache group-type handling vs NemotronH checkpoint loading." + "reason": "Both are model-loading failures, but they affect different architectures and different code paths; not the same bug." }, { "left": "issue:44863", "right": "issue:46402", "accept": false, - "reason": "Both are model-loading complaints, but they concern different architectures and different root causes." + "reason": "Different models and different loading symptoms; too broad to treat as one defect." }, { "left": "issue:43366", "right": "issue:43828", "accept": false, - "reason": "Unrelated problems: GGUF architecture support vs a torch.autocast dtype mismatch on a specific MoE model." + "reason": "Unrelated issues: GGUF architecture support vs a dtype mismatch in a MoE model." }, { - "left": "issue:41553", - "right": "issue:44488", + "left": "issue:43366", + "right": "issue:43531", "accept": false, - "reason": "Both involve loading support gaps, but the affected models and symptoms are different enough to treat separately." + "reason": "Both mention Qwen3-MoE/GGUF-ish areas, but one is GGUF support and the other is a sliding_window bug; different problems." }, { - "left": "issue:43366", - "right": "issue:43531", + "left": "issue:41553", + "right": "issue:44488", "accept": false, - "reason": "Different Qwen-related features: GGUF gpt-oss support vs a sliding_window bug in Qwen3-MoE." + "reason": "Both are loading-related, but they concern different tokenizer/model failures and different root causes." }, { "left": "issue:43596", "right": "issue:46515", "accept": false, - "reason": "BERT/DeepSpeed zero3 index error is unrelated to a generic torch version incompatibility." + "reason": "A Deepspeed/Bert index error is not the same as a general torch version incompatibility." }, { "left": "issue:45325", "right": "issue:45902", "accept": false, - "reason": "Different rotary-embedding bugs in different model families and different code paths." + "reason": "Both involve rotary/position-id logic, but for different models and different failure modes." }, { "left": "issue:43366", "right": "issue:44589", "accept": false, - "reason": "GGUF support and Float8 storage deserialization are unrelated issues." + "reason": "Completely different bugs: GGUF architecture support vs a Float8 storage deserialization error." }, { "left": "issue:44155", "right": "issue:45584", "accept": false, - "reason": "Different audio bugs: track-to-track leakage in batched inference vs empty transcription handling." + "reason": "Different subsystems and failures: batched audio embedding leakage vs Whisper empty-transcription handling." }, { - "left": "issue:45663", - "right": "issue:45823", + "left": "issue:43638", + "right": "issue:46515", "accept": false, - "reason": "Both are Gemma4 issues, but one is FSDP2 shared_kv_states rebuilding and the other is device placement under device_map=auto." + "reason": "One is a Bert/Deepspeed zero3 index error; the other is a torch version incompatibility, not the same concrete bug." }, { - "left": "issue:43638", - "right": "issue:46515", + "left": "issue:45663", + "right": "issue:45823", "accept": false, - "reason": "One is a zero3/BERT initialization crash; the other is a broad torch 2.4.1 incompatibility report." + "reason": "Same model family, but different code paths: FSDP2 shared_kv_states rebuild vs device_map auto device mismatch." }, { "left": "issue:42915", "right": "issue:43957", "accept": false, - "reason": "Different failures: FineGrainedFP8Config on Qwen3Moe vs meta-device loading regressions." + "reason": "Different failures: FP8 config handling vs meta-device loading." }, { "left": "issue:43824", "right": "issue:43957", "accept": false, - "reason": "Import failure for a specific vision-language class is not the same bug as meta-device model loading." + "reason": "An import/export omission is not the same as a meta-device loading regression." }, { "left": "issue:43950", "right": "issue:45834", "accept": false, - "reason": "Non-persistent buffer corruption on from_pretrained is unrelated to Kosmos2.5 long-OCR indexing." + "reason": "Non-persistent buffer corruption and long OCR index errors are unrelated." }, { "left": "issue:43716", "right": "issue:44560", "accept": false, - "reason": "Different multimodal issues: dtype mismatch in preprocessing vs StopIteration during video embedding." + "reason": "Different multimodal models and different runtime errors." }, { "left": "issue:43645", "right": "issue:43646", "accept": true, - "reason": "These describe the same custom-model initialization regression; 43645 is the notebook-specific variant of 43646's broader report." + "reason": "Same underlying Transformers 5 custom model initialization regression; 43645 is just the Jupyter-specific manifestation." }, { "left": "issue:44910", "right": "issue:46858", "accept": false, - "reason": "Distinct cache/attention bugs with different triggering conditions and code paths." + "reason": "Both are cache/positioning issues, but one is Flash Attention on Qwen3.5 and the other is static-cache arithmetic on non-CUDA backends." }, { "left": "issue:42617", "right": "issue:43366", "accept": false, - "reason": "3d_parallel.py execution failure is unrelated to GGUF architecture support." + "reason": "Unrelated: a script execution problem vs GGUF model architecture support." }, { "left": "issue:44560", "right": "issue:45685", "accept": false, - "reason": "Video embedding StopIteration and MPS histogram support for Int are unrelated." + "reason": "No shared underlying bug; video embedding StopIteration is unrelated to an MPS histogram limitation." }, { "left": "issue:43550", "right": "issue:44910", "accept": false, - "reason": "Different attention/compile failures on different models and different mechanisms." + "reason": "Both are attention/compile crashes, but on different models and different mechanics." }, { "left": "issue:36010", "right": "issue:42915", "accept": false, - "reason": "ImportError for GenerationMixin and Qwen3Moe FP8 failure are unrelated." + "reason": "Importing GenerationMixin and Qwen3MoE FP8 failure are unrelated." }, { "left": "issue:44560", "right": "issue:44918", "accept": false, - "reason": "Video embedding StopIteration and TRL unpacking failure are different bugs." + "reason": "Different Qwen3.5-related failures with different pipelines and causes." }, { "left": "issue:44683", "right": "issue:46515", "accept": false, - "reason": "Compiled flex_attention on torch>=2.9 is not the same as a torch 2.4.1 incompatibility." + "reason": "Torch version issues, but one is a torch>=2.9 flex_attention failure and the other is a torch 2.4.1 incompatibility; not the same bug." }, { "left": "issue:45812", "right": "issue:46489", "accept": false, - "reason": "Both are tokenizer regressions, but they affect different model families and likely different fixes." + "reason": "Both are tokenizer regressions, but they affect different model families and likely different mappings/fixes." }, { "left": "issue:45823", "right": "issue:46515", "accept": false, - "reason": "Gemma4 device-map mismatch is a model-specific forward-pass bug, not a generic torch-version incompatibility." + "reason": "A Gemma4 device-placement bug is not the same as a generic torch compatibility issue." }, { "left": "issue:44661", "right": "issue:45823", "accept": false, - "reason": "Tokenizer mapping-name validation and Gemma4 PLE device mismatch are unrelated." + "reason": "Tokenizer-mapping validation and Gemma4 device mismatch are unrelated." }, { "left": "issue:44560", "right": "issue:44805", "accept": false, - "reason": "Different index/shape failures in different pipelines." + "reason": "Different model paths and different error types; not duplicates." }, { "left": "issue:38175", "right": "issue:43994", "accept": true, - "reason": "Same Siglip2 model family and same underlying wrong-output regression; the titles describe different manifestations of the same problem." + "reason": "Same model family and same wrong-output symptom for siglip2-base-patch16-224; one report is just phrased as zero probabilities while the other says nonsensical results." }, { "left": "issue:44877", "right": "issue:45030", "accept": false, - "reason": "Both mention config validation, but they involve different models and likely different validation rules." + "reason": "Both are config-validation complaints, but they involve different models and different validation rules." }, { "left": "issue:45672", "right": "issue:46899", "accept": true, - "reason": "Same Gemma4 4-bit multimodal quantization bug: unsafe dtype handling in embedders causing audio/vision failures." + "reason": "Both describe Gemma4 4-bit quantization failures in multimodal/audio-vision embedders caused by unsafe dtype handling." }, { "left": "issue:43638", "right": "issue:44661", "accept": false, - "reason": "Zero3/BERT indexing and tokenizer-mapping validation are unrelated." + "reason": "Zero3/Bert initialization and tokenizer-mapping validation are unrelated." }, { "left": "issue:43596", "right": "issue:44661", "accept": false, - "reason": "DeepSpeed/BERT zero3 crash does not match the tokenizer-mapping validation issue." + "reason": "A Deepspeed/Bert index error is unrelated to add-new-model-like/tokenizer mapping logic." + }, + { + "left": "issue:42491", + "right": "issue:43720", + "accept": false, + "reason": "Different areas: LoRA/Qwen3 MoE compatibility vs BitNet packed-weight loading." + }, + { + "left": "issue:43632", + "right": "issue:45834", + "accept": false, + "reason": "An _is_hf_initialized regression is unrelated to a long-OCR index error." + }, + { + "left": "issue:44661", + "right": "issue:44805", + "accept": false, + "reason": "Tokenizer mapping validation and a mask/tensor shape mismatch are different bugs." } ] }, "evaluator_result": { "accept": true, - "feedback": "The cluster summary is grounded in the packet and stays conservative overall. The three accepted duplicate pairs are plausible from the titles alone: 43645/43646, 38175/43994, and 45672/46899. The rejected soft pairs are mostly well-justified as distinct bugs or at least distinct enough to avoid overclaiming. No obvious unsupported mergeability claim appears." + "feedback": "The grouping looks grounded in the packet: the three accepted duplicate pairs are well-supported by the titles/body themes, and the rest of the soft-edge verdicts stay conservative by distinguishing different models, subsystems, or failure modes. The canonical issue choice is also reasonable, with 43646 as the broader representative of the custom-model initialization regression." }, "evaluator_used": true, "retried": false, @@ -2226,8 +2190,8 @@ "review_unit_count": 62, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-510", "nodes": [ @@ -2289,8 +2253,8 @@ "issue:44960|issue:44977", "issue:44451|issue:44488", "issue:44863|issue:46846", - "issue:45313|issue:45357", "issue:46459|issue:46512", + "issue:45313|issue:45357", "issue:45507|issue:46468", "issue:43644|issue:43645", "issue:39692|issue:43994", @@ -2312,230 +2276,230 @@ "issue:44402|issue:44488", "issue:39692|issue:44960" ], - "prepared_review_unit_hash": "3b1123b903f8d925f95ee870e660ce31e0c6d00b7e4be5ec8c77d97a0361b190", + "prepared_review_unit_hash": "2ba33f57612cd89f022a2e5c30befdd636b7e0fcb77b97e75cd291dc4733dbfc", "component_budget": { "node_count": 510, "item_count": 510, "soft_pair_count": 1874, - "serialized_chars": 972519, - "estimated_input_tokens": 243130, - "estimated_eval_tokens": 486516 + "serialized_chars": 972522, + "estimated_input_tokens": 243131, + "estimated_eval_tokens": 486518 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 31, - "serialized_chars": 36357, - "estimated_input_tokens": 9090, - "estimated_eval_tokens": 18436 + "serialized_chars": 36348, + "estimated_input_tokens": 9087, + "estimated_eval_tokens": 18430 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a collection of related-looking but distinct Transformers regressions. No soft pair is strong enough to accept deterministically from the packet alone; the closest matches are only sibling-style similarities, not confirmed duplicates.", - "confidence": 0.78, - "canonical_issue_reason": "issue:43644 is the strongest issue anchor because it states a broad, concrete Transformers v5 regression and is the most central representative in the cluster, but its nearest neighbor (44534) should be treated as a similar sibling rather than a confirmed duplicate.", + "summary": "Most pairs are distinct, but there are a few clear duplicate regressions. The strongest duplicate cluster is the resize_token_embeddings/output_embeddings bug, which is best represented by the broader report rather than the model-specific follow-up.", + "confidence": 0.71, + "canonical_issue_reason": "issue:45276 is the best canonical issue because it states the generic resize_token_embeddings regression and the paired report issue:45335 is just a T5Gemma-specific manifestation of the same bug.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43644 is the best global issue representative: it is broad, clearly stated, and central to the v5 buffer-regression theme, while nearby reports remain only soft matches.", + "best_issue_reason": "issue:45276 is the strongest cluster anchor: broad scope, clear failure mode, and more supporting discussion than the narrower duplicate.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43317", "right": "issue:44756", "accept": false, - "reason": "Both are loading/offload related, but the titles point to different failure modes and no shared concrete bug is evident." + "reason": "Different bugs: dequantized-model loading with offload vs disabling mmap on Strix Halo to avoid OOM." }, { "left": "issue:38175", "right": "issue:39692", "accept": false, - "reason": "Same model family, but zero probabilities and docs/example mistakes plus quantization failure are not the same underlying issue." + "reason": "Same model family, but different problems: zero probabilities vs documentation example/model-processor mismatch and quantization failures." }, { "left": "issue:43644", "right": "issue:44534", - "accept": false, - "reason": "The titles are very similar, but the packet only supports a conservative sibling-match, not a confirmed duplicate." + "accept": true, + "reason": "Same regression: Transformers v5 filling non-persistent buffers with junk; the titles are effectively the same bug." }, { "left": "issue:41720", "right": "issue:42915", "accept": false, - "reason": "Both involve Qwen3/MoE, but one is an auto device map CUDA assert and the other is a FineGrainedFP8Config failure." + "reason": "Both mention Qwen3, but one is auto device mapping cudaErrorAssert and the other is FineGrainedFP8Config failure; different code paths." }, { "left": "issue:42915", "right": "issue:44756", "accept": false, - "reason": "Different bug classes: FP8/MoE failure versus mmap/offload OOM behavior." + "reason": "Unrelated failures: Qwen3Moe FP8 config vs Strix Halo mmap/OOM." }, { "left": "issue:42491", "right": "issue:45276", "accept": false, - "reason": "Related resize/load behavior, but the issues describe different contexts and models; not enough to merge as one bug." + "reason": "Different issue areas: Qwen3 MOE LoRA compatibility across branches vs resize_token_embeddings not updating embeddings." }, { "left": "issue:44960", "right": "issue:44977", "accept": false, - "reason": "Different models and different flash-attention/model-generation symptoms." + "reason": "Different models and symptoms; no evidence they are the same underlying flash-attention bug." }, { "left": "issue:44451", "right": "issue:44488", "accept": false, - "reason": "Both are model-loading failures, but the packet does not show a shared root cause." + "reason": "Both are load failures, but for different models; not enough evidence of one shared root cause." }, { "left": "issue:44863", "right": "issue:46846", "accept": false, - "reason": "NemotronH checkpoint loading and Qwen3.5 tensor-parallel planning are unrelated code paths." + "reason": "NemotronH checkpoint loading failure vs Qwen3.5 TP plan missing linear_attn entries; distinct bugs." }, { - "left": "issue:45313", - "right": "issue:45357", + "left": "issue:46459", + "right": "issue:46512", "accept": false, - "reason": "Both affect Qwen3.5, but one is ZeRO-3 load failure and the other is incorrect save_pretrained serialization." + "reason": "Both involve dtype handling, but one is loading composite checkpoints and the other is from_config stale config state; separate regressions." }, { - "left": "issue:46459", - "right": "issue:46512", + "left": "issue:45313", + "right": "issue:45357", "accept": false, - "reason": "Both mention dtype, but one is load-time dtype handling and the other is stale config.dtype after from_config." + "reason": "Different Qwen3.5 failures: ZeRO-3 language_model weight loading vs incorrect visual encoder keys on save_pretrained." }, { "left": "issue:45507", "right": "issue:46468", "accept": false, - "reason": "Different models and different failures; no shared concrete bug is visible." + "reason": "Different models and failures; one is an invalid method call in GraniteMoEHybrid, the other is a broken Nemotron example." }, { "left": "issue:43644", "right": "issue:43645", "accept": false, - "reason": "Both are Transformers v5 regressions, but the symptoms point to different initialization paths and different bugs." + "reason": "Non-persistent buffer junk is unrelated to Jupyter notebook custom-model initialization." }, { "left": "issue:39692", "right": "issue:43994", "accept": false, - "reason": "Same SigLIP2 family, but a broken docs example and nonsensical inference outputs are not clearly the same issue." + "reason": "Both involve SigLIP2, but the first is a broken documentation example while the second is an actual model/pipeline output bug." }, { "left": "issue:43257", "right": "issue:43854", "accept": false, - "reason": "Different load-path failures affecting different models and scenarios." + "reason": "Different failures: Qwen3 MOE weights not converted under accelerate+deepspeed vs GLM-4.7-Flash test loading." }, { "left": "issue:44488", "right": "issue:44991", "accept": false, - "reason": "Tokenizer/load failures, but the models and likely root causes differ." + "reason": "Different models and symptoms; one is a model load failure, the other a tokenizer load regression." }, { "left": "issue:43856", "right": "issue:43873", "accept": false, - "reason": "Both touch memory/quantization themes, but they are distinct regressions with different symptoms." + "reason": "Both are about memory/offload behavior, but one is Qwen3 MoE training memory usage and the other is quantization offloading not working." }, { "left": "issue:43854", "right": "issue:43931", "accept": false, - "reason": "Different model-loading bugs; the packet does not indicate a shared underlying defect." + "reason": "Different model-loading issues: GLM-4.7-Flash unit tests vs Qwen3-VL weight-shape mismatch." }, { "left": "issue:42491", "right": "issue:45292", "accept": false, - "reason": "Related resize_token_embeddings wording, but the reports are not specific enough to collapse into one confirmed bug." + "reason": "LoRA branch-compatibility problem vs generic resize_token_embeddings behavior; not the same bug." }, { "left": "issue:43856", "right": "issue:44387", "accept": false, - "reason": "Both mention memory pressure, but one is training inefficiency and the other is int4 quantization OOM." + "reason": "Related to memory, but one is training memory usage in Qwen3 MoE and the other is increased CUDA reserved memory under int4 quantization." }, { "left": "issue:42491", "right": "issue:45335", "accept": false, - "reason": "The titles are thematically close, but this is still only a similar sibling report, not a confirmed duplicate." + "reason": "The T5Gemma-specific resize_token_embeddings report is not about Qwen3 MoE LoRA compatibility." }, { "left": "issue:43708", "right": "issue:44075", "accept": false, - "reason": "Trainer checkpoint-resume math and unused SGD args are unrelated issues." + "reason": "Trainer checkpoint-resume max_steps bug vs SGD optimizer arguments not being used." }, { "left": "issue:44960", "right": "issue:46050", "accept": false, - "reason": "Different model/workflow failures; no shared concrete code-path problem is evident." + "reason": "GLM5 flash-attention/generation bug vs quantized-model save/load breakage after sinq." }, { "left": "issue:44164", "right": "issue:44291", "accept": false, - "reason": "save/from_pretrained extra_state handling and init_empty_weights argument handling are separate serialization/loading bugs." + "reason": "Different serialization/loading problems: extra_state handling vs init_empty_weights unexpected argument." }, { "left": "issue:46897", "right": "issue:46901", - "accept": false, - "reason": "Similar loss-shift wording, but different models and no shared implementation is shown." + "accept": true, + "reason": "Same training-loss double-shift bug; the PPFormulaNet report is the same label-slicing error described by the Florence2 issue." }, { "left": "issue:45276", "right": "issue:45335", - "accept": false, - "reason": "Very similar resize_token_embeddings reports, but the packet does not support a confident same-bug merge." + "accept": true, + "reason": "Same resize_token_embeddings regression; 45335 is a T5Gemma-specific instance of the broader output_embeddings bug." }, { "left": "issue:45488", "right": "issue:45812", "accept": false, - "reason": "Both are tokenizer regressions, but they affect different tokenizer behaviors and likely different root causes." + "reason": "Both are tokenizer regressions in v5, but they affect different model families and likely different code paths." }, { "left": "issue:45362", "right": "issue:45406", "accept": false, - "reason": "Qwen3.5 chat crash and Gemma4Processor missing _tokenizer are unrelated failures." + "reason": "Different crashes: Qwen3.5 chat generation vs Gemma4Processor missing _tokenizer in transformers serve." }, { "left": "issue:44910", "right": "issue:45588", "accept": false, - "reason": "Both hit flash-attention, but the concrete symptoms and code paths differ." + "reason": "Different flash_attention failures with different root causes: packed-sequence misinterpretation vs s_aux=None AttributeError." }, { "left": "issue:44402", "right": "issue:44488", "accept": false, - "reason": "Different checkpoints and different loading issues." + "reason": "Tokenizer vocab-size mismatch in one model vs load failure in another; not enough evidence of a shared bug." }, { "left": "issue:39692", "right": "issue:44960", "accept": false, - "reason": "Different model families and unrelated bugs." + "reason": "Unrelated: SigLIP2 documentation/load issues vs a GLM5 issue." } ] }, "evaluator_result": { - "accept": false, - "feedback": "The high-level cluster summary is mostly grounded, but the analyst is too strong on duplicate claims. In the packet, every soft pair has deterministic_accept=false, so treating issue:43644\u2013issue:44534 and issue:45276\u2013issue:45335 as accepted duplicates overstates the evidence. Also, calling 44534 a \"confirmed\" near-duplicate is not supported by the packet; it is at most a very similar sibling issue. Please downgrade those verdicts to conservative/uncertain language." + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative overall. The canonical choice for issue:45276 vs issue:45335 is well supported by the titles, and the accepted soft-edge duplicates look plausible from the issue text alone. I didn\u2019t see any pair where the analyst clearly overstates the evidence." }, "evaluator_used": true, - "retried": true, - "accepted_nontrivial_soft_edge": false, + "retried": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -2547,8 +2511,8 @@ "review_unit_count": 62, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-510", "nodes": [ @@ -2614,8 +2578,8 @@ "issue:36010|issue:39404", "issue:42947|issue:43381", "issue:44155|issue:45823", - "issue:44387|issue:44756", "issue:43957|issue:44756", + "issue:44387|issue:44756", "issue:43335|issue:45663", "issue:44863|issue:46468", "issue:45276|issue:45292", @@ -2629,230 +2593,230 @@ "issue:45292|issue:45335", "issue:43645|issue:44164", "issue:42175|issue:43957", - "issue:44402|issue:44451", "issue:44589|issue:44756", + "issue:44402|issue:44451", "issue:43646|issue:43708" ], - "prepared_review_unit_hash": "3e6c20f248a42600e3d4984b6893460983ffc44d4bb7b415377e5456e250091d", + "prepared_review_unit_hash": "c38bb3708934ca0b0593697377320c1559ba8d35224f32f5043b2ff8c62069ff", "component_budget": { "node_count": 510, "item_count": 510, "soft_pair_count": 1874, - "serialized_chars": 972519, - "estimated_input_tokens": 243130, - "estimated_eval_tokens": 486516 + "serialized_chars": 972522, + "estimated_input_tokens": 243131, + "estimated_eval_tokens": 486518 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 31, - "serialized_chars": 36536, - "estimated_input_tokens": 9134, - "estimated_eval_tokens": 18524 + "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, but there is a small true duplicate set around `resize_token_embeddings` not propagating updates to model embeddings. Most other pairs are only loosely similar by subsystem or model family, not the same bug.", - "confidence": 0.82, - "canonical_issue_reason": "`issue:45292` is the most generic and central report in the resize-token-embeddings subgroup, and it bridges the model-specific variants (`gemma4`, `t5gemma`) that appear to describe the same underlying embedding-update bug.", + "summary": "This set is mostly heterogeneous, with one clear duplicate mini-cluster around `resize_token_embeddings` not updating model embeddings. I would accept the two embedding-resize edges and reject the rest as related but not the same concrete bug.", + "confidence": 0.72, + "canonical_issue_reason": "No single canonical issue fits the whole set because the items span many unrelated regressions; for the only clear duplicate family, issue 45292 is the best representative since it states the core `resize_token_embeddings` symptom in the most general form.", "canonical_pr_reason": null, - "best_issue_reason": "`issue:45292` is the best issue to keep as the representative issue because its title is broad, concrete, and matches the shared failure mode across the accepted duplicates.", + "best_issue_reason": "Issue 45292 is the best anchor for triage because it is the most general, least model-specific description of the `resize_token_embeddings` regression and matches the other embedding-resize reports cleanly.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43425", "right": "issue:43957", "accept": false, - "reason": "Different failure modes: torch 2.10 compatibility vs meta-device model loading regression." + "reason": "Torch-version compatibility and meta-device loading are different failure modes with no concrete shared code path." }, { "left": "issue:41720", "right": "issue:44155", "accept": false, - "reason": "Unrelated bugs: Qwen3 device-mapping CUDA assert vs AudioFlamingo batched inference leakage." + "reason": "Qwen auto device-mapping CUDA assert and AudioFlamingo3 batch leakage are unrelated bugs." }, { "left": "issue:45663", "right": "issue:45759", "accept": false, - "reason": "Different concrete issues: Gemma4 FSDP2 attention state bug vs Qwen multimodal `text_config` unwrapping." + "reason": "FSDP/shared-kv-state failure in Gemma4 and Qwen multimodal `text_config` unwrapping are different model-loading problems." }, { "left": "issue:44291", "right": "issue:44756", "accept": false, - "reason": "Unrelated loading/init issue vs Strix Halo mmap/OOM issue." + "reason": "`init_empty_weights` argument handling and Strix Halo mmap/OOM are unrelated regressions." }, { "left": "issue:43404", "right": "issue:43454", "accept": false, - "reason": "Both involve `lm_head` tying, but they affect different model families and likely different code paths." + "reason": "Both mention untied `lm_head`, but they are model-specific implementations and do not clearly share one concrete fix path." }, { "left": "issue:42947", "right": "issue:45704", "accept": false, - "reason": "Different problems: LoRA gradient checkpointing vs T5/apex RMSNorm memory leak." + "reason": "Gradient checkpointing with PEFT LoRA and an Apex RMSNorm memory leak are separate issues." }, { "left": "issue:43873", "right": "issue:44387", "accept": false, - "reason": "Both mention quantization/memory, but one is offloading behavior and the other is int4 reserved-memory/OOM." + "reason": "Both involve quantization memory behavior, but one is offloading/quantization and the other is reserved-memory OOM; too broad to merge." }, { "left": "issue:44079", "right": "issue:46829", "accept": false, - "reason": "Generic ModelOutput key assignment bug vs a specific classifier output field mix-up." + "reason": "`ModelOutput` key assignment and VideoPrism output-field mapping are different bugs." }, { "left": "issue:45663", "right": "issue:45859", "accept": false, - "reason": "Different Qwen/Gemma backend issues; one is FSDP2 state handling, the other CPU offload compatibility." + "reason": "Gemma4 FSDP2 attention-state rebuilding and Qwen3_5Moe rotary embedding CPU-offload compatibility are unrelated." }, { "left": "issue:44292", "right": "issue:44912", "accept": false, - "reason": "Different quantization/loading regressions for different models and quantization formats." + "reason": "Different quantized-model load failures with different formats and fallback behavior." }, { "left": "issue:36010", "right": "issue:39404", "accept": false, - "reason": "Import path breakage vs Whisper pipeline `return_language` regression." + "reason": "Importing `GenerationMixin` and Whisper `return_language` pipeline behavior are unrelated." }, { "left": "issue:42947", "right": "issue:43381", "accept": false, - "reason": "Both about gradient checkpointing, but one is ineffective LoRA checkpointing and the other is eval-mode prohibition." + "reason": "Both involve gradient checkpointing, but one is LoRA ineffectiveness and the other is eval-mode incompatibility." }, { "left": "issue:44155", "right": "issue:45823", "accept": false, - "reason": "Different issues: embedding/token leak in batched inference vs Gemma4 device mismatch during forward." + "reason": "AudioFlamingo3 batch leakage and Gemma4 device-map mismatch are different model/runtime bugs." }, { - "left": "issue:44387", + "left": "issue:43957", "right": "issue:44756", "accept": false, - "reason": "Int4 memory/OOM regression vs mmap-on-Strix-Halo OOM workaround; not the same bug." + "reason": "Meta-device loading regressions and Strix Halo mmap/OOM do not share the same concrete failure." }, { - "left": "issue:43957", + "left": "issue:44387", "right": "issue:44756", "accept": false, - "reason": "Meta-device model loading regression and Strix Halo mmap/OOM are unrelated." + "reason": "Int4 quantization reserved-memory growth and mmap/OOM on Strix Halo are not the same bug." }, { "left": "issue:43335", "right": "issue:45663", "accept": false, - "reason": "SwitchTransformers sparse-layer config bug vs Gemma4 FSDP2 attention state bug." + "reason": "Sparse-layer construction in SwitchTransformersConfig and Gemma4 FSDP2 attention state are unrelated." }, { "left": "issue:44863", "right": "issue:46468", "accept": false, - "reason": "Related model family, but checkpoint loading failure and broken example are not clearly the same underlying bug." + "reason": "NemotronH checkpoint loading and the broken official example are related by topic but not clearly the same bug." }, { "left": "issue:45276", "right": "issue:45292", "accept": true, - "reason": "Same underlying `resize_token_embeddings` bug: the resized embeddings are not propagated to output embeddings, with one report being Gemma4-specific and the other generic." + "reason": "Both report `resize_token_embeddings` not propagating to embeddings/output weights; same underlying regression." }, { "left": "issue:44479", "right": "issue:44877", "accept": false, - "reason": "Video-input regression across Qwen variants vs strict config blocking `granite_speech` loading." + "reason": "Video-input regression and strict-config loading failure are different model/config issues." }, { "left": "issue:43381", "right": "issue:44928", "accept": false, - "reason": "Gradient checkpointing eval-mode restriction vs RLHF NaN/SDPA math-fallback collapse are unrelated." + "reason": "Eval-mode checkpointing and RLHF NaNs from 3D position IDs are unrelated." }, { "left": "issue:44164", "right": "issue:44756", "accept": false, - "reason": "Save/from_pretrained extra_state handling vs Strix Halo mmap/OOM are different code paths." + "reason": "`save_pretrained`/`extra_state` handling and Strix Halo mmap/OOM are not the same problem." }, { "left": "issue:42796", "right": "issue:46326", "accept": false, - "reason": "Tokenizer BPE-marker handling vs `continue_final_message` behavior in mistral_common are different issues." + "reason": "Tokenizer BPE-marker handling and `continue_final_message` for mistral_common are distinct tokenizer behaviors." }, { "left": "issue:45588", "right": "issue:45663", "accept": false, - "reason": "Flash-attention sinkless-model crash vs Gemma4 FSDP2 attention state bug." + "reason": "Flash-attention `s_aux=None` crash and Gemma4 FSDP2 shared state rebuilding are different code paths." }, { "left": "issue:45684", "right": "issue:45698", "accept": false, - "reason": "Both involve save/load of custom models, but one is read-only permission propagation and the other is wrong custom-module resolution." + "reason": "Read-only permission propagation in `save_pretrained` and wrong-module loading after save are separate custom-model issues." }, { "left": "issue:43854", "right": "issue:45216", "accept": false, - "reason": "Different save/load regressions for different models; no shared concrete bug." + "reason": "Broken GLM-4.7-Flash unit-test loading and Qwen3.5 checkpoint corruption are not the same regression." }, { "left": "issue:45292", "right": "issue:45335", "accept": true, - "reason": "Same `resize_token_embeddings` propagation failure, just reported on different model-specific embedding targets (`output_embeddings` vs `decoder.embed_tokens`)." + "reason": "Both are `resize_token_embeddings` regressions where resized embeddings are not reflected in model outputs; same underlying bug class." }, { "left": "issue:43645", "right": "issue:44164", "accept": false, - "reason": "Jupyter/custom-model initialization breakage vs extra_state save/load failure are unrelated." + "reason": "Custom-model initialization in notebooks and `extra_state` save/load failure are different issues." }, { "left": "issue:42175", "right": "issue:43957", "accept": false, - "reason": "Backend packaging issue vs meta-device loading regression." + "reason": "Missing TensorFlow backend in a Torch install and meta-device loading breakage are unrelated." }, { - "left": "issue:44402", - "right": "issue:44451", + "left": "issue:44589", + "right": "issue:44756", "accept": false, - "reason": "Possible related model-loading symptoms, but the titles do not establish the same underlying tokenizer/vocab bug." + "reason": "Missing Float8 storage and mmap/OOM on Strix Halo are distinct runtime errors." }, { - "left": "issue:44589", - "right": "issue:44756", + "left": "issue:44402", + "right": "issue:44451", "accept": false, - "reason": "Float8 storage type error vs Strix Halo mmap/OOM are unrelated." + "reason": "Tokenizer vocab-size mismatch and model loading failure for ScandiBERT are not the same bug." }, { "left": "issue:43646", "right": "issue:43708", "accept": false, - "reason": "Custom model initialization breakage vs resume_from_checkpoint max_steps calculation bug." + "reason": "Custom model initialization breakage and trainer `max_steps` miscalculation are unrelated." } ] }, "evaluator_result": { "accept": true, - "feedback": "The analysis is well grounded in the packet: the cluster is mostly heterogeneous, and the only clearly supported duplicate set is the resize_token_embeddings trio (45276/45292/45335). The false soft-edge verdicts are conservative, and the summary does not overstate the evidence." + "feedback": "The triage summary is grounded in the packet and stays conservative. The only clearly supported duplicate family is the `resize_token_embeddings` cluster, and the accepted edges (`45276\u219445292`, `45292\u219445335`) are well supported by the issue titles/body themes. The rest of the soft-edge rejections read cautious rather than overstated, with no obvious evidence of overclaiming." }, "evaluator_used": true, "retried": false, @@ -2941,8 +2905,8 @@ "issue:43994|issue:44079", "issue:43906|issue:44530", "issue:46050|issue:46326", - "issue:36032|issue:43452", "issue:44265|issue:44898", + "issue:36032|issue:43452", "issue:44164|issue:45759", "issue:43906|issue:46326", "issue:39404|issue:44912", @@ -2951,232 +2915,241 @@ "issue:45823|issue:46899", "issue:45479|issue:46894", "issue:43856|issue:44756", - "issue:43299|issue:43931", "issue:44164|issue:46821", + "issue:43299|issue:43931", "issue:43596|issue:44683", "issue:43632|issue:47050" ], - "prepared_review_unit_hash": "b35f1c392ffec104173d8ac3819337a1c69c4a833f2ba8e24d0d9de4a6e20fc5", + "prepared_review_unit_hash": "6e44cb691be51fb422571f5486c966a8f7cf19abb912d55d53ba4493905f4195", "component_budget": { "node_count": 510, "item_count": 510, "soft_pair_count": 1874, - "serialized_chars": 972519, - "estimated_input_tokens": 243130, - "estimated_eval_tokens": 486516 + "serialized_chars": 972522, + "estimated_input_tokens": 243131, + "estimated_eval_tokens": 486518 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 32, - "serialized_chars": 37511, - "estimated_input_tokens": 9378, - "estimated_eval_tokens": 19012 + "serialized_chars": 37515, + "estimated_input_tokens": 9379, + "estimated_eval_tokens": 19014 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is mostly a loose collection of transformer v5 regression reports, especially tokenizer/model-loading issues, but the soft pairs are not true duplicates. The clearest representative issue is the Granite tokenizer regression.", - "confidence": 0.62, - "canonical_issue_reason": "issue:45812 is the strongest cluster anchor because it describes a concrete, high-impact v4\u2192v5 tokenizer regression affecting an entire model family with a clear symptom.", + "summary": "This set is mostly a heterogeneous collection of Transformers v5 regression reports across tokenizers, model loading, quantization, and docs. Only one soft pair looks like the same underlying bug: a training-loss double-shift issue reported for two different models.", + "confidence": 0.84, + "canonical_issue_reason": "issue:46894 is the clearest representative of the only credible duplicate pair: it states the training-loss double-shift bug directly and frames it as the broader pattern seen in Moonshine/CohereASR-style ASR losses.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45812 is the most useful representative overall: specific, testable, and broadly applicable compared with the more generic loading/docs reports.", + "best_issue_reason": "issue:46894 is the best single issue to anchor the cluster because it is concrete, reproducible, and captures the shared double-shift training-loss failure more clearly than the other mostly unrelated regressions.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46894", "right": "issue:46901", - "accept": false, - "reason": "Both describe training-loss double-shift symptoms, but they are for different models and no shared code path is shown; too model-specific to merge." + "accept": true, + "reason": "Same underlying training-loss double-shift bug: both describe labels being shifted incorrectly during training, just on different models." }, { "left": "issue:43425", "right": "issue:43828", "accept": false, - "reason": "One is Torch 2.10 incompatibility in general; the other is a torch.autocast dtype mismatch in a specific model. Related theme, not the same bug." + "reason": "Both are torch-related, but one is a version incompatibility and the other is an autocast dtype mismatch on a specific model; not the same bug." }, { "left": "issue:46315", "right": "issue:46491", "accept": false, - "reason": "Performance regression in convert_tokens_to_ids vs a CodeLlama round-trip spacing bug; different failure modes and likely different fixes." + "reason": "Different tokenization problems: one is a performance regression in convert_tokens_to_ids, the other is an encode/decode whitespace regression." }, { "left": "issue:45812", "right": "issue:46315", "accept": false, - "reason": "Tokenizer correctness regression vs tokenizer performance regression; same area, but not the same underlying bug." + "reason": "Wrong token IDs for Granite models is a correctness regression; convert_tokens_to_ids slowdown is a separate performance issue." }, { "left": "issue:39404", "right": "issue:45701", "accept": false, - "reason": "Whisper pipeline return_language regression is not the same as a broad tokenization change report; different concrete behavior." + "reason": "Whisper pipeline return_language breakage is a pipeline behavior regression; the other is a broad tokenization change report with no concrete shared code path." }, { "left": "issue:44530", "right": "issue:45084", "accept": false, - "reason": "PagedAttentionCache linear_attention crash and a template compilation TypeError are different code paths and symptoms." + "reason": "These point to different failures in different subsystems: PagedAttentionCache linear_attention handling versus a compiler/template-node error." }, { "left": "issue:43611", "right": "issue:43645", "accept": false, - "reason": "Both involve model loading in v5, but one is base_model_prefix handling and the other is notebook-defined custom models; not the same bug." + "reason": "Both are v5 loading/init regressions, but one is about base_model_prefix during loading and the other is about custom models in Jupyter; not the same bug." }, { "left": "issue:43425", "right": "issue:46869", "accept": false, - "reason": "Torch incompatibility is unrelated to YOLO multi-GPU device_map auto failure; too broad to treat as duplicate." + "reason": "Torch compatibility is too broad here; these are unrelated model/device-map failures." }, { "left": "issue:44683", "right": "issue:45823", "accept": false, - "reason": "Compiled flex_attention on torch>=2.9 and Gemma4 device mismatch are separate issues with different triggers and fix areas." + "reason": "Compiled flex_attention on torch>=2.9 and Gemma4 PLE device mismatch are distinct issues." }, { "left": "issue:39404", "right": "issue:46665", "accept": false, - "reason": "Whisper pipeline regression and from_pretrained inside Python classes are different loading/pipeline behaviors." + "reason": "Pipeline return_language breakage and from_pretrained-in-classes inconsistency do not share a concrete failure mode." }, { "left": "issue:43425", "right": "issue:43716", "accept": false, - "reason": "Generic Torch 2.10 incompatibility is not the same as a Mistral-3 image dtype mismatch." + "reason": "A general torch incompatibility report is not the same as a Mistral-3 image preprocessor/model dtype mismatch." + }, + { + "left": "issue:43425", + "right": "issue:45823", + "accept": false, + "reason": "Same broad torch/v5 context, but different concrete problems and code paths." }, { "left": "issue:44479", "right": "issue:44805", "accept": false, - "reason": "Video-input regression for specific Qwen VL variants is unrelated to a generic mask shape IndexError." + "reason": "Video-input regression for Qwen VL models is unrelated to the mask-shape IndexError." }, { "left": "issue:44589", "right": "issue:45084", "accept": false, - "reason": "Float8 storage lookup failure and template-node compilation failure are distinct errors." + "reason": "Float8 storage lookup failure and non-template-node compile error are unrelated." }, { "left": "issue:43901", "right": "issue:44509", "accept": false, - "reason": "Both are docs-related, but one is stale return_all_scores wording and the other is removed pipeline-task documentation; different documentation fixes." + "reason": "Both are docs-related, but they cover different pipeline/task deprecations and are not the same issue." }, { "left": "issue:43994", "right": "issue:44079", "accept": false, - "reason": "Incorrect SigLIP2 outputs and ModelOutput key assignment logic are different problems." + "reason": "Incorrect model outputs for SigLIP2 and ModelOutput key assignment logic are different bugs." }, { "left": "issue:43906", "right": "issue:44530", "accept": false, - "reason": "Isolated reproduction of a past issue is not the same bug as the Qwen3.5 PagedAttentionCache crash." + "reason": "An isolated reproduction of an earlier issue is unrelated to the PagedAttentionCache linear_attention crash." }, { "left": "issue:46050", "right": "issue:46326", "accept": false, - "reason": "Quantization save/load breakage and continue_final_message behavior on mistral_common tokenizers are unrelated." + "reason": "Quantized save/load breakage and mistral_common continue_final_message behavior are separate features with different failure modes." }, { - "left": "issue:36032", - "right": "issue:43452", + "left": "issue:44265", + "right": "issue:44898", "accept": false, - "reason": "T5 tokenizer attribute conflict and gguf_file breakage in from_pretrained are different tokenizer/loading failures." + "reason": "torch.export export failure with torch_compilable_check and Perceiver positional encoding failure are unrelated." }, { - "left": "issue:44265", - "right": "issue:44898", + "left": "issue:36032", + "right": "issue:43452", "accept": false, - "reason": "torch.export.export failing for torch_compilable_check models is not the same as Perceiver non-default-resolution classification failure." + "reason": "T5 tokenizer add_special_tokens conflict and gguf_file/from_pretrained breakage are different tokenizer/model-loading problems." }, { "left": "issue:44164", "right": "issue:45759", "accept": false, - "reason": "extra_state save/load handling and composite config text_config unwrapping are separate model serialization/loading bugs." + "reason": "extra_state persistence and text_config unwrapping for composite Qwen configs are unrelated loading/saving bugs." }, { "left": "issue:43906", "right": "issue:46326", "accept": false, - "reason": "A reproduction of a prior issue does not match the mistral_common continue_final_message regression." + "reason": "A reproduced earlier issue and a mistral_common tokenizer bug are not the same underlying change." }, { "left": "issue:39404", "right": "issue:44912", "accept": false, - "reason": "Whisper return_language failure is unrelated to MXFP4 quantization fallback on git-oss-20b." + "reason": "Whisper return_language pipeline regression and MXFP4 quantization fallback are unrelated." }, { "left": "issue:44671", "right": "issue:44991", "accept": false, - "reason": "CamemBERT masked-LM prediction errors and est-roberta tokenizer loading failures are different model families and symptoms." + "reason": "CamemBERT masked LM prediction regression and est-roberta tokenizer loading failure are different tokenizer issues." }, { "left": "issue:44991", "right": "issue:45081", "accept": false, - "reason": "Both involve tokenizer loading, but one is an EST-RoBERTa loader regression and the other is a Mistral regex patch crash; not the same issue." + "reason": "Both involve tokenizer loading, but they are model-specific crashes in different code paths." }, { "left": "issue:45823", "right": "issue:46899", "accept": false, - "reason": "Gemma4 device placement mismatch and Gemma4 multimodal quantization dtype casting are distinct bugs in different execution paths." + "reason": "Gemma4 device-map forward mismatch and Gemma4 4-bit multimodal dtype casting are distinct problems." }, { "left": "issue:45479", "right": "issue:46894", "accept": false, - "reason": "Zero-loss single-label classification bug is not the same as a training-loss double-shift regression." + "reason": "Degenerate zero loss for single-label classification is not the same as a double-shift training-loss bug." }, { "left": "issue:43856", "right": "issue:44756", "accept": false, - "reason": "Qwen3 MoE training memory usage and Strix Halo mmap OOM are different performance/resource issues." + "reason": "Qwen3 MoE memory usage and Strix Halo mmap OOM are unrelated memory issues." }, { - "left": "issue:43299", - "right": "issue:43931", + "left": "issue:44164", + "right": "issue:46821", "accept": false, - "reason": "Both mention Qwen3-VL loading, but one is a general v5 dev regression and the other is a specific weight-shape mismatch; not enough to merge." + "reason": "extra_state save/load failure and a window_size AttributeError in TimesFM are different APIs and failures." }, { - "left": "issue:44164", - "right": "issue:46821", + "left": "issue:43299", + "right": "issue:43931", "accept": false, - "reason": "extra_state save/load handling and TimesFM window_size AttributeError are unrelated failures." + "reason": "Both mention Qwen3-VL loading, but the titles point to different loading failures and no concrete shared fix is evident." }, { "left": "issue:43596", "right": "issue:44683", "accept": false, - "reason": "DeepSpeed zero3/BertModel index error is unrelated to compiled flex_attention on newer torch." + "reason": "DeepSpeed ZeRO3/BertModel index error and compiled flex_attention torch>=2.9 failure are unrelated." }, { "left": "issue:43632", "right": "issue:47050", "accept": false, - "reason": "_is_hf_initialized flag regression and CanineModel ONNX fp16 attention dtype mismatch are different bugs." + "reason": "_is_hf_initialized flag regression and CanineModel ONNX dtype mismatch are different model-runtime bugs." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: it characterizes the set as mostly heterogeneous and only elevates one soft pair with matching double-shift training-loss language. The accepted soft edge between issue:46894 and issue:46901 is conservative given the titles, and the other pairwise rejections avoid overclaiming shared bugs." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -3188,8 +3161,8 @@ "review_unit_count": 62, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-510", "nodes": [ @@ -3255,8 +3228,8 @@ "issue:39404|issue:44671", "issue:44661|issue:44683", "issue:43643|issue:44530", - "issue:42915|issue:44530", "issue:44737|issue:45859", + "issue:42915|issue:44530", "issue:44451|issue:44987", "issue:43541|issue:45084", "issue:40990|issue:43421", @@ -3274,224 +3247,221 @@ "issue:43317|issue:43482", "issue:43746|issue:46326" ], - "prepared_review_unit_hash": "372e918bb2a175250b5a490fb8c7d68c49193e58932371548e20527eff3338c5", + "prepared_review_unit_hash": "b0b332ef6726167b1b5f5148f489324b105c592d9a1f2cc5fafff9e6e854a84d", "component_budget": { "node_count": 510, "item_count": 510, "soft_pair_count": 1874, - "serialized_chars": 972519, - "estimated_input_tokens": 243130, - "estimated_eval_tokens": 486516 + "serialized_chars": 972522, + "estimated_input_tokens": 243131, + "estimated_eval_tokens": 486518 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 36751, - "estimated_input_tokens": 9188, - "estimated_eval_tokens": 18632 + "serialized_chars": 36748, + "estimated_input_tokens": 9187, + "estimated_eval_tokens": 18630 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly unrelated issue reports across tokenizer loading, model init, audio feature extraction, and model-specific regressions. I only see one likely duplicate-style pair, and one other pair that looks close enough on the same loader path to plausibly share a fix; the rest are too broad or model-specific to merge safely.", - "confidence": 0.63, - "canonical_issue_reason": "issue:43452 is the best umbrella issue for the GGUF-loading regression because it names the shared from_pretrained/gguf_file breakage across tokenizer and model loaders, which is broader and more representative than the model-specific follow-up report.", + "summary": "No soft pair looks like the same underlying bug or change closely enough to merge; most are adjacent transformer/tokenizer regressions but with different concrete failure modes and code paths.", + "confidence": 0.89, + "canonical_issue_reason": "issue:44462 is the clearest standalone bug report here: concrete, reproducible, user-facing, and supported by inbound follow-up references; it is a better anchor than the more model-specific or more speculative reports.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44206 is the most concrete and implementation-ready report: it identifies the exact failing audio feature-extraction path and the unsupported `center` argument causing the crash.", + "best_issue_reason": "issue:44462 is the most actionable representative issue in the set, with a focused symptom and broad tokenizer-loading relevance.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45479", "right": "issue:46897", "accept": false, - "reason": "Different failure modes and model families: zero-loss classification vs Florence2 training loss shift. Similar pattern language is not enough to treat as the same bug." + "reason": "Degenerate zero-loss classification and training-loss double-shift are different bugs affecting different model families and loss paths." }, { "left": "issue:44488", "right": "issue:44987", "accept": false, - "reason": "Both are model-loading regressions, but they concern different repositories and likely different tokenizer/model code paths." + "reason": "Both are loading regressions, but they concern different models and likely different tokenizer/config breakages." }, { "left": "issue:44488", "right": "issue:45081", "accept": false, - "reason": "One is a tokenizer load failure for a specific BERT model; the other is a Mistral regex patch crash. Different bugs." + "reason": "Tokenizer loading for a specific model is not the same as the Mistral regex/backend_tokenizer crash path." }, { "left": "issue:43611", "right": "issue:43644", "accept": false, - "reason": "`base_model_prefix` loading regression and junk-filled non-persistent buffers are distinct initialization problems." + "reason": "Both are v5 regressions, but one is base_model_prefix loading and the other is non-persistent buffer initialization." }, { "left": "issue:42796", "right": "issue:43404", "accept": false, - "reason": "Tokenizer BPE-marker handling and Mistral lm_head weight tying are unrelated." + "reason": "Tokenizer BPE marker handling and tied lm_head weights are unrelated failures in different parts of the stack." }, { "left": "issue:36032", "right": "issue:42915", "accept": false, - "reason": "Tokenizer API conflict vs FP8 config failure; no shared code path." + "reason": "T5 tokenizer method-name conflict and Qwen3Moe FP8 config failure are unrelated bugs." }, { "left": "issue:44462", "right": "issue:46489", "accept": false, - "reason": "Both mention tokenizer behavior, but one is repo tokenizer.json loading and the other is a DeepSeek-specific correctness gap; not the same concrete bug." + "reason": "Both involve tokenizer correctness, but one ignores tokenizer.json while the other is a DeepSeek-Coder-specific regression." }, { "left": "issue:46285", "right": "issue:46402", "accept": false, - "reason": "CLIP structure inconsistency and SAM3 text-encoder weight loading are separate model-regression reports." + "reason": "CLIP structure inconsistency and Sam3 text-encoder loading are different model-specific issues." }, { "left": "issue:43716", "right": "issue:45084", "accept": false, - "reason": "Image preprocessor dtype mismatch and template-node compilation errors are unrelated." + "reason": "Image preprocessor dtype mismatch and template-node compilation failure are unrelated code paths." }, { "left": "issue:39404", "right": "issue:44671", "accept": false, - "reason": "Whisper return_language/pipeline behavior and CamemBERT masked-LM predictions are unrelated." + "reason": "Whisper return_language pipeline breakage and CamemBERT masked-LM prediction errors are unrelated." }, { "left": "issue:44661", "right": "issue:44683", "accept": false, - "reason": "TOKENIZER_MAPPING_NAMES registration failure and compiled flex_attention on new torch are different subsystems." + "reason": "A tokenizer-mapping failure is not the same as a flex_attention compile failure." }, { "left": "issue:43643", "right": "issue:44530", "accept": false, - "reason": "Missing fields from AutoConfig and PagedAttentionCache linear_attention failures are unrelated." + "reason": "Missing fields from AutoConfig with trust_remote_code is unrelated to the PagedAttentionCache group-type crash." }, { - "left": "issue:42915", - "right": "issue:44530", + "left": "issue:44737", + "right": "issue:45859", "accept": false, - "reason": "FineGrainedFP8Config on Qwen3Moe and Qwen3.5 PagedAttentionCache crash are separate issues." + "reason": "CPU arange placement in XLNet and CPU-offload incompatibility in Qwen3_5Moe are different issues." }, { - "left": "issue:44737", - "right": "issue:45859", + "left": "issue:42915", + "right": "issue:44530", "accept": false, - "reason": "Both are device/offload related, but they affect different models and different execution paths." + "reason": "FP8 config failure and linear_attention cache-group crash are different Qwen problems with different failure mechanisms." }, { "left": "issue:44451", "right": "issue:44987", "accept": false, - "reason": "Both are model-loading failures, but the affected repos and likely root causes differ." + "reason": "Both are load failures, but they target different models and do not indicate the same underlying bug." }, { "left": "issue:43541", "right": "issue:45084", "accept": false, - "reason": "Torch dynamo grouped_mm tracing failure and template compilation error are unrelated." + "reason": "Torch Dynamo grouped_mm tracing and non-template-node compilation are unrelated failures." }, { "left": "issue:40990", "right": "issue:43421", "accept": false, - "reason": "Perplexity regression and tokenizer post-processor update behavior do not share a concrete bug." + "reason": "Perplexity regression and runtime special-token post-processor updates are not the same bug." }, { "left": "issue:34567", "right": "issue:40444", "accept": false, - "reason": "Trainer token-count tracking and multimodal iterable-dataset finetuning failure are unrelated." + "reason": "Trainer token-count tracking and multi-image IterableDataset finetuning failures are unrelated." }, { "left": "issue:43644", "right": "issue:43646", "accept": false, - "reason": "Both involve Transformers v5 custom model initialization, but one is non-persistent buffers and the other is general custom-model init; too broad to merge safely." + "reason": "Both are v5 initialization regressions, but the symptoms and likely fixes are different." }, { "left": "issue:40444", "right": "issue:46326", "accept": false, - "reason": "Multimodal iterable-dataset failure and Whisper continue_final_message behavior are unrelated." + "reason": "Multi-image dataset training failure and mistral_common continue_final_message bug are distinct issues." }, { "left": "issue:42175", "right": "issue:46178", "accept": false, - "reason": "Package/backend installation issue and BACKENDS_MAPPING validation error are distinct backend-management bugs." + "reason": "Missing TensorFlow backend installation and a BACKENDS_MAPPING validation error are related only broadly, not the same bug." }, { "left": "issue:43582", "right": "issue:43632", "accept": false, - "reason": "Apple Silicon warmup TypeError and `_is_hf_initialized` breakage are unrelated." + "reason": "Apple Silicon warmup TypeError and _is_hf_initialized flag breakage are unrelated regressions." }, { "left": "issue:44206", "right": "issue:44220", - "accept": true, - "reason": "Both point to the same audio fbank feature-extraction path; the second is the generic function-level report and the first names the concrete unsupported `center` argument crash." + "accept": false, + "reason": "These are both audio/frontend bugs, but the reported failure modes are different enough to avoid merging." }, { "left": "issue:36032", "right": "issue:43645", "accept": false, - "reason": "Tokenizer method-name conflict and notebook-based custom-model initialization failure are unrelated." + "reason": "Tokenizer method conflict and notebook custom model initialization breakage are unrelated." }, { "left": "issue:44811", "right": "issue:45584", "accept": false, - "reason": "Both are Whisper-related, but one is batch_decode skip_special_tokens handling and the other is empty-transcription generation after token alignment." + "reason": "Both are Whisper token-handling issues, but one is batch_decode skip_special_tokens and the other is empty-transcription generation after align_special_tokens." }, { "left": "issue:43452", "right": "issue:43482", - "accept": true, - "reason": "Both describe a GGUF/from_pretrained loading regression in Transformers v5; the generic gguf_file breakage plausibly covers the Qwen2.5-GGUF failure in one fix." + "accept": false, + "reason": "Both mention GGUF loading, but one is a generic from_pretrained break and the other is a model/version-specific Qwen2.5-GGUF failure." }, { "left": "issue:44987", "right": "issue:44991", "accept": false, - "reason": "Different repositories and likely different tokenizer-loading failures; same version range is not enough to merge." + "reason": "They are separate tokenizer-loading regressions for different models; same broad area, not the same bug." }, { "left": "issue:45084", "right": "issue:45507", "accept": false, - "reason": "Template compilation failure and GraniteMoEHybrid invalid-method calls are unrelated." + "reason": "Template compilation error and GraniteMoEHybrid invalid-method calls are unrelated." }, { "left": "issue:43317", "right": "issue:43482", "accept": false, - "reason": "Dequantized model offload loading and GGUF loading are different loading paths." + "reason": "GPU+CPU offload dequantization failure and Qwen2.5-GGUF loading failure are different code paths." }, { "left": "issue:43746", "right": "issue:46326", "accept": false, - "reason": "PEFT/local-checkpoint loading and Whisper continue_final_message are unrelated." + "reason": "PEFT local-checkpoint loading and mistral_common final-message handling are unrelated." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "Grounded overall and conservative on the soft edges. The two accepted pairs are reasonably supported by the issue titles/path descriptions, and the rejected pairs avoid over-claiming shared root causes." - }, - "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 }, @@ -3503,8 +3473,8 @@ "review_unit_count": 62, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-510", "nodes": [ @@ -3559,13 +3529,13 @@ ], "soft_pairs": [ "issue:43262|issue:43377", - "issue:43883|issue:44488", "issue:43208|issue:47013", - "issue:43792|issue:46869", "issue:44403|issue:45081", + "issue:43792|issue:46869", + "issue:43883|issue:44488", "issue:43646|issue:44534", - "issue:43645|issue:46661", "issue:42915|issue:45084", + "issue:43645|issue:46661", "issue:44849|issue:45325", "issue:43377|issue:43819", "issue:43404|issue:44466", @@ -3578,225 +3548,225 @@ "issue:36032|issue:43742", "issue:44008|issue:46899", "issue:44062|issue:44987", - "issue:44265|issue:44610", "issue:42915|issue:44589", + "issue:44265|issue:44610", "issue:43322|issue:43540", "issue:43632|issue:46821", - "issue:43883|issue:44991", "issue:43531|issue:44877", "issue:44479|issue:45325", "issue:36032|issue:41720", "issue:43089|issue:45987", + "issue:43883|issue:44991", "issue:43425|issue:44403" ], - "prepared_review_unit_hash": "d59c649ac437b2f988ebf471341e61d2fc4349f19beefc45bd4223a7e77d42bd", + "prepared_review_unit_hash": "c39bf95df6a0452f9e1938d4f0ff2c1d830cf09539081692795ad02a8ec246a0", "component_budget": { "node_count": 510, "item_count": 510, "soft_pair_count": 1874, - "serialized_chars": 972519, - "estimated_input_tokens": 243130, - "estimated_eval_tokens": 486516 + "serialized_chars": 972522, + "estimated_input_tokens": 243131, + "estimated_eval_tokens": 486518 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 36820, - "estimated_input_tokens": 9205, - "estimated_eval_tokens": 18666 + "serialized_chars": 36816, + "estimated_input_tokens": 9204, + "estimated_eval_tokens": 18664 }, "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 across training, tokenizers, multimodal models, generation, and v5 migration regressions. The soft-similarity pairs mostly share broad vocabulary but not the same concrete bug or fixable code path, so none should be merged as duplicates.", - "confidence": 0.95, - "canonical_issue_reason": null, + "summary": "The set is a heterogeneous grab-bag of unrelated Transformers/model-loading regressions rather than a single duplicate cluster. Most pairs share only a broad subsystem (tokenizers, multimodal models, v5 init, generation) but not the same concrete bug.", + "confidence": 0.93, + "canonical_issue_reason": "Issue 43632 is the broadest upstream regression theme in the set (_is_hf_initialized / v5 init behavior) and is the closest thing to an umbrella issue, though it does not actually cover most of the other bugs here.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "43632 is the best representative issue if one must be chosen, because it is central to the repeated Transformers v5 initialization breakage theme; however, the cluster is too mixed for a true canonical duplicate.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43262", "right": "issue:43377", "accept": false, - "reason": "Audio chat-template sampling-rate bug vs MIMI padding-mask batching bug; different components and failure modes." + "reason": "Both involve audio/multimodal processors, but one is a default sampling-rate bug and the other is batched-vs-single output mismatch from missing padding-mask support." }, { - "left": "issue:43883", - "right": "issue:44488", + "left": "issue:43208", + "right": "issue:47013", "accept": false, - "reason": "Both are model-loading failures, but one is about a missing tied-weights attribute and the other about a specific model load regression; not the same code path." + "reason": "Both are xLSTM training crashes, but the failure modes differ: multiple small-model bugs vs. train-mode unpacking when return_last_states=False." }, { - "left": "issue:43208", - "right": "issue:47013", + "left": "issue:44403", + "right": "issue:45081", "accept": false, - "reason": "Both xLSTM training problems, but one is a bundle of three bugs for small models while the other is a single return_last_states unpacking crash; not the same underlying defect." + "reason": "One is a logging/noise complaint while loading a transformer; the other is a concrete Mistral tokenizer regex crash." }, { "left": "issue:43792", "right": "issue:46869", "accept": false, - "reason": "Whisper can\u2019t run vs YOLO multi-GPU auto device map failure; unrelated models and symptoms." + "reason": "Different models and code paths: Whisper failing to run versus YOLO multi-GPU auto device-map failure." }, { - "left": "issue:44403", - "right": "issue:45081", + "left": "issue:43883", + "right": "issue:44488", "accept": false, - "reason": "Generic loading noise vs Mistral regex patch crash; different issue scope and root cause." + "reason": "Both are model-load errors, but one is a missing tied-weights attribute on Molmo and the other is a separate tokenizer/model load failure for ScandiBERT." }, { "left": "issue:43646", "right": "issue:44534", "accept": false, - "reason": "Both involve Transformers v5/custom model behavior, but one is custom model initialization and the other is non-persistent buffer initialization; not the same bug." + "reason": "Custom model init in notebooks is not the same bug as non-persistent buffers being filled with junk in v5." }, { - "left": "issue:43645", - "right": "issue:46661", + "left": "issue:42915", + "right": "issue:45084", "accept": false, - "reason": "Jupyter/custom model initialization regression vs remote-code model missing config_class; different initialization paths." + "reason": "Qwen3Moe fine-grained FP8 setup failure is unrelated to a template-compilation TypeError." }, { - "left": "issue:42915", - "right": "issue:45084", + "left": "issue:43645", + "right": "issue:46661", "accept": false, - "reason": "Qwen3Moe FP8 config failure vs a template-compilation error; unrelated subsystems." + "reason": "Both touch model initialization, but one is a notebook custom-model init regression and the other is a remote-code AutoModel config_class error." }, { "left": "issue:44849", "right": "issue:45325", "accept": false, - "reason": "Qwen3.5 output_hidden_states bug vs Qwen2.5-VL rope/position_ids scaling bug; different model families and code paths." + "reason": "Both are Qwen-related, but one is an output_hidden_states bug and the other is a rope-index scaling issue in VL time-position handling." }, { "left": "issue:43377", "right": "issue:43819", "accept": false, - "reason": "MIMI padding-mask batch inconsistency vs DAC from_latents/forward mismatch; both audio models but distinct computations and bugs." + "reason": "Different audio-codec bugs: missing padding-mask support versus DAC.from_latents not matching forward because STE is missing." }, { "left": "issue:43404", "right": "issue:44466", "accept": false, - "reason": "Mistral3 weight tying issue vs device-dependent lm_head serialization inconsistency; related theme but not the same concrete defect." + "reason": "Both mention tied weights, but one is a model-specific lm_head tying bug and the other is a device-dependent serialization inconsistency." }, { "left": "issue:44987", "right": "issue:45081", "accept": false, - "reason": "Physical-intelligence/fast load failure vs Mistral tokenizer regex patch crash; different model classes and causes." + "reason": "Separate loading failures: one for physical-intelligence/fast on v5.1+ and one for Mistral tokenizer regex patching." }, { "left": "issue:28530", "right": "issue:34567", "accept": false, - "reason": "Early stopping metric selection bug vs TrainerState token counter update bug; both trainer-related but unrelated." + "reason": "Early stopping/metric selection is unrelated to TrainerState.num_input_tokens_seen not updating." }, { "left": "issue:43994", "right": "issue:44610", "accept": false, - "reason": "Siglip2 nonsensical AutoModel/pipeline results vs OmDet-Turbo processor size mismatch; different models and failure modes." + "reason": "Different vision bugs: nonsensical SigLIP2 outputs versus OmDet-Turbo processor/model input-size mismatch." }, { "left": "issue:42915", "right": "issue:44291", "accept": false, - "reason": "Qwen3Moe FP8 config failure vs init_empty_weights unexpected _is_hf_initialized argument; different failing APIs." + "reason": "FP8/Qwen3Moe failure is not the same as init_empty_weights receiving an unexpected _is_hf_initialized argument." }, { "left": "issue:44464", "right": "issue:45987", "accept": false, - "reason": "Chunked generation inconsistency under compiled forward vs StaticCache seq-length type contract bug; unrelated generation internals." + "reason": "Chunked generation inconsistency with compiled forward is a different issue from StaticCache.get_seq_length returning a tensor instead of an int." }, { "left": "issue:44451", "right": "issue:45081", "accept": false, - "reason": "Model loading regression for a specific checkpoint vs Mistral regex patch crash; not the same artifact or fix." + "reason": "Different tokenizer/model load failures for different models; no shared concrete code path." }, { "left": "issue:36032", "right": "issue:43742", "accept": false, - "reason": "T5 tokenizer add_special_tokens conflict vs MobileLLM key error on load; both load-time errors but different causes." + "reason": "T5 tokenizer special-token method conflict is unrelated to the MobileLLM key error." }, { "left": "issue:44008", "right": "issue:46899", "accept": false, - "reason": "Gemma3n variable-name collision in forward vs Gemma4 unsafe dtype cast in multimodal embedders; different model generations and bugs." + "reason": "Both are multimodal, but one is a variable-name collision in Gemma3n forward and the other is an unsafe dtype cast in 4-bit embedders." }, { "left": "issue:44062", "right": "issue:44987", "accept": false, - "reason": "AddedToken special-argument duplication vs a specific model loading failure; tokenizer construction bug is unrelated." + "reason": "AddedToken special-argument collision is unrelated to the physical-intelligence/fast loading regression." }, { - "left": "issue:44265", - "right": "issue:44610", + "left": "issue:42915", + "right": "issue:44589", "accept": false, - "reason": "torch.export/torch_compilable_check issue vs processor output-size mismatch; different layers of the stack." + "reason": "Both mention float8-ish failures, but one is a Qwen3Moe config problem and the other is a missing Float8 storage object." }, { - "left": "issue:42915", - "right": "issue:44589", + "left": "issue:44265", + "right": "issue:44610", "accept": false, - "reason": "Qwen3Moe FP8 config failure vs missing Float8 storage type; both quantization-adjacent but not the same root problem." + "reason": "torch.export / torch_compilable_check failure is unrelated to the processor producing the wrong image size." }, { "left": "issue:43322", "right": "issue:43540", "accept": false, - "reason": "Llava Next segfault on load vs Qwen3OmniMoe video-input ValueError; different model families and symptoms." + "reason": "Both are multimodal model problems, but the bugs are different: Llava Next load segfault versus Qwen3OmniMoe video input ValueError." }, { "left": "issue:43632", "right": "issue:46821", "accept": false, - "reason": "_is_hf_initialized flag regression vs TimesFM window_size AttributeError; both v5-related but unrelated code paths." - }, - { - "left": "issue:43883", - "right": "issue:44991", - "accept": false, - "reason": "Missing all_tied_weights_keys on a model class vs tokenizer loading failure for a specific model; different classes of load errors." + "reason": "Transformer v5 _is_hf_initialized regression is unrelated to TimesFM window_size attribute errors." }, { "left": "issue:43531", "right": "issue:44877", "accept": false, - "reason": "Qwen3-MoE sliding_window bug vs granite_speech strict config load failure; unrelated model/config behavior." + "reason": "Qwen3-MoE sliding-window behavior and granite_speech strict config loading are different code paths and failures." }, { "left": "issue:44479", "right": "issue:45325", "accept": false, - "reason": "Video-input regression across Qwen VL models vs Qwen2.5-VL rope-index temporal scaling bug; both multimodal/video-related but not the same bug." + "reason": "Both are Qwen VL/video-related, but one is a broad v5.3.0 video-input regression and the other is a specific still-image temporal position scaling bug." }, { "left": "issue:36032", "right": "issue:41720", "accept": false, - "reason": "Tokenizer method-name conflict vs Qwen3 auto device mapping cudaErrorAssert; unrelated tokenizer vs inference/device-map failures." + "reason": "Tokenizer method conflict and Qwen3 auto device-map cuda assert are unrelated bugs." }, { "left": "issue:43089", "right": "issue:45987", "accept": false, - "reason": "Generation performance overhead vs StaticCache seq-length return type mismatch; performance issue vs API contract bug." + "reason": "Generation GPU-sync overhead is a performance issue, not the same bug as StaticCache returning the wrong type." + }, + { + "left": "issue:43883", + "right": "issue:44991", + "accept": false, + "reason": "Molmo tied-weights attribute error and EMBEDDIA tokenizer loading failure are unrelated." }, { "left": "issue:43425", "right": "issue:44403", "accept": false, - "reason": "Torch 2.10 compatibility regression vs loading noise; one is an environment compatibility issue, the other is generic UX noise." + "reason": "Torch 2.10 incompatibility is not the same as a noisy transformer-loading message." } ] }, @@ -3815,8 +3785,8 @@ "review_unit_count": 62, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-510", "nodes": [ @@ -3870,16 +3840,16 @@ ], "soft_pairs": [ "issue:45216|issue:45357", - "issue:40444|issue:45325", "issue:43296|issue:43531", - "issue:44991|issue:46315", + "issue:40444|issue:45325", "issue:43611|issue:44534", + "issue:44991|issue:46315", "issue:43716|issue:46899", "issue:44220|issue:44683", "issue:44403|issue:44991", "issue:43381|issue:45923", - "issue:45812|issue:46491", "issue:42796|issue:43746", + "issue:45812|issue:46491", "issue:43632|issue:44756", "issue:33666|issue:40444", "issue:43792|issue:44589", @@ -3891,240 +3861,237 @@ "issue:44079|issue:45663", "issue:43531|issue:44291", "issue:43421|issue:44568", - "issue:42175|issue:45542", "issue:41720|issue:45081", + "issue:42175|issue:45542", "issue:43482|issue:45538", "issue:44079|issue:44534", - "issue:43317|issue:43856", "issue:44462|issue:45812", + "issue:43317|issue:43856", "issue:43296|issue:46821", "issue:42175|issue:43296", "issue:43611|issue:43646" ], - "prepared_review_unit_hash": "a8e15a23c4e4fab3ec5e3817e3416bc156ada9485bde2909b9e7dc7bccdc23ee", + "prepared_review_unit_hash": "b519c2da413c4feebcc86fc2b5be32851a50a52bf8c6edfb587963438c96e9b6", "component_budget": { "node_count": 510, "item_count": 510, "soft_pair_count": 1874, - "serialized_chars": 972519, - "estimated_input_tokens": 243130, - "estimated_eval_tokens": 486516 + "serialized_chars": 972522, + "estimated_input_tokens": 243131, + "estimated_eval_tokens": 486518 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 31, - "serialized_chars": 36430, - "estimated_input_tokens": 9108, - "estimated_eval_tokens": 18472 + "serialized_chars": 36436, + "estimated_input_tokens": 9109, + "estimated_eval_tokens": 18474 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is mostly heterogeneous: many unrelated bug reports across tokenizer, multimodal, vLLM, quantization, and Transformers v5 regressions. Only one soft pair looks like a likely duplicate/follow-up: the Qwen3.5 save_pretrained regressions. No pull requests are present.", - "confidence": 0.79, - "canonical_issue_reason": "issue:45216 is the cleaner primary report for the Qwen3.5 save_pretrained regression, and issue:45357 reads like a later follow-up about the same serialization bug in the same model family.", + "summary": "The cluster is mostly a loose collection of distinct Transformers v5 regression issues, many about model loading/tokenizers/multimodal edge cases, but there is no clear duplicate set. The soft-similarity links are generally too broad to merge safely.", + "confidence": 0.34, + "canonical_issue_reason": "issue:43611 is the broadest representative of the dominant theme (Transformers v5 model-loading regressions), but the cluster overall does not look like one duplicate bug.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45812 is the strongest standalone issue in the set: broad impact across all Granite models, explicitly labeled as a silent regression, and it has inbound references indicating community uptake.", + "best_issue_reason": "issue:43611 is the best anchor for the cluster because it is the most general and central issue, though it should not be treated as a duplicate of the others.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45216", "right": "issue:45357", - "accept": true, - "reason": "Same model family and same save_pretrained serialization path; 45357 appears to be a later manifestation/follow-up of the same regression." - }, - { - "left": "issue:40444", - "right": "issue:45325", "accept": false, - "reason": "Both are multimodal/Qwen issues, but one is an IterableDataset multi-image finetuning failure and the other is a rope index scaling regression; different code paths." + "reason": "Same model family and API, but one is a general save_pretrained regression while the other is a narrower visual-encoder-key follow-up; not clearly one bug." }, { "left": "issue:43296", "right": "issue:43531", "accept": false, - "reason": "Different models and failures: PaddleOCR-VL load in vLLM versus Qwen3-MoE sliding_window behavior." + "reason": "Both mention Qwen/Transformers v5, but one is a vLLM PaddleOCR-VL load failure and the other is a Qwen3-MoE sliding-window behavior issue." }, { - "left": "issue:44991", - "right": "issue:46315", + "left": "issue:40444", + "right": "issue:45325", "accept": false, - "reason": "One is a tokenizer-loading failure for a specific repo; the other is a performance regression in convert_tokens_to_ids for slow tokenizers." + "reason": "Both are Qwen2.5-VL training/position-id issues, but one is multi-image iterable-dataset finetuning and the other is still-image RoPE scaling; different code paths." }, { "left": "issue:43611", - "right": "issue:43646", + "right": "issue:44534", + "accept": false, + "reason": "One is base_model_prefix loading failure; the other is non-persistent buffers getting junk values. Both are v5 regressions but not the same bug." + }, + { + "left": "issue:44991", + "right": "issue:46315", "accept": false, - "reason": "Both mention Transformers v5 breakage, but the concrete bugs differ: base_model_prefix loading versus custom model initialization." + "reason": "Both are tokenizer regressions in v5, but one is tokenizer loading for a specific model and the other is performance of convert_tokens_to_ids for slow tokenizers." }, { "left": "issue:43716", "right": "issue:46899", "accept": false, - "reason": "Both involve multimodal dtype handling, but they target different bugs/models: image preprocessor mismatch versus unsafe 4-bit cast in embedders." + "reason": "Both are multimodal dtype/processing problems, but they affect different models and different stages of the pipeline." }, { "left": "issue:44220", "right": "issue:44683", "accept": false, - "reason": "Unrelated subsystems: audio feature extraction versus compiled flex_attention on newer torch." + "reason": "Completely different subsystems: fbank feature extraction versus compiled flex_attention on newer torch." }, { "left": "issue:44403", "right": "issue:44991", "accept": false, - "reason": "Loading noise/logging behavior is unrelated to a tokenizer loading regression." + "reason": "Loading noise messages versus a tokenizer loading regression; related only at a very high level." }, { "left": "issue:43381", "right": "issue:45923", "accept": false, - "reason": "Eval-mode checkpointing failure is not the same as a missing supports_gradient_checkpointing flag." + "reason": "One is eval-mode gradient checkpointing behavior; the other is a missing supports_gradient_checkpointing flag on a remote-code model." }, { - "left": "issue:45812", - "right": "issue:46491", + "left": "issue:42796", + "right": "issue:43746", "accept": false, - "reason": "Both are tokenizer regressions, but one affects Granite token IDs broadly while the other is a CodeLlama whitespace round-trip issue." + "reason": "Tokenizer BPE-marker handling and GraniteSpeech PEFT local checkpoint loading are unrelated bugs." }, { - "left": "issue:42796", - "right": "issue:43746", + "left": "issue:45812", + "right": "issue:46491", "accept": false, - "reason": "Tokenizer BPE-marker handling and PEFT local checkpoint loading are different issues." + "reason": "Both are tokenizer regressions, but one is wrong token IDs for Granite models and the other is an encode-decode leading-space issue in CodeLlama." }, { "left": "issue:43632", "right": "issue:44756", "accept": false, - "reason": "One is an _is_hf_initialized / Transformers v5 compatibility issue; the other is an mmap OOM workaround." + "reason": "One is _is_hf_initialized flag breakage; the other is mmap/OOM behavior on Strix Halo. No common code-path." }, { "left": "issue:33666", "right": "issue:40444", "accept": false, - "reason": "Multi-GPU training and multi-image IterableDataset finetuning are different training problems." + "reason": "Both mention Qwen2-VL/Qwen2.5-VL training, but one is multi-GPU training and the other is iterable-dataset multi-image finetuning." }, { "left": "issue:43792", "right": "issue:44589", "accept": false, - "reason": "Whisper runtime failure and Float8 storage lookup failure are unrelated." + "reason": "Whisper runtime failure and Float8 storage lookup error are unrelated failure modes." }, { "left": "issue:44291", "right": "issue:44589", "accept": false, - "reason": "Both are Transformers v5-related, but one is init_empty_weights argument handling and the other is missing Float8 storage support." + "reason": "These are both v5/initialization-related, but one is init_empty_weights argument handling and the other is missing Float8 storage registration." }, { "left": "issue:40990", "right": "issue:44811", "accept": false, - "reason": "Perplexity regression on gpt-oss is unrelated to Whisper batch_decode skip_special_tokens behavior." + "reason": "Perplexity on gpt-oss-20b and Whisper batch_decode skip_special_tokens behavior are unrelated." }, { "left": "issue:42796", "right": "issue:46710", "accept": false, - "reason": "Tokenizer BPE-marker handling and DeepSeek accuracy regression are not the same bug." + "reason": "Tokenizer BPE-marker handling and DeepSeek accuracy regression are different issues, even if both are model-quality regressions." }, { "left": "issue:35707", "right": "issue:40444", "accept": false, - "reason": "Progressive generation with inputs_embeds/past_key_values is unrelated to multi-image IterableDataset finetuning." + "reason": "Progressive generation with inputs_embeds/past_key_values is unrelated to multi-image finetuning failures." }, { "left": "issue:43482", "right": "issue:43525", "accept": false, - "reason": "Qwen2.5-GGUF loading failure and missing pad_token_id on Llama4Config are different model-loading bugs." + "reason": "GGUF loading failure for Qwen2.5 and missing pad_token_id on Llama4Config are different model-loading bugs." }, { "left": "issue:44079", "right": "issue:45663", "accept": false, - "reason": "ModelOutput key assignment and Gemma4 FSDP2 shared_kv_states issues are unrelated." + "reason": "ModelOutput key assignment and Gemma4 FSDP2 shared_kv_states KeyError are not the same bug." }, { "left": "issue:43531", "right": "issue:44291", "accept": false, - "reason": "Sliding_window behavior in Qwen3-MoE is unrelated to init_empty_weights argument incompatibility." + "reason": "Qwen3-MoE sliding_window behavior and init_empty_weights/_is_hf_initialized argument handling are distinct regressions." }, { "left": "issue:43421", "right": "issue:44568", "accept": false, - "reason": "Runtime post-processor updates and add_special_tokens BOS/EOS insertion are different tokenizer behaviors." + "reason": "Runtime special-token post-processor updates and missing BOS/EOS insertion are related to tokenization but not the same concrete defect." }, { - "left": "issue:42175", - "right": "issue:45542", + "left": "issue:41720", + "right": "issue:45081", "accept": false, - "reason": "Both involve TensorFlow packaging/backend, but one is missing TF in the torch extra and the other is an undefined tf backend error with tensorboard-only installs." + "reason": "Auto device mapping cudaErrorAssert and Mistral regex patch crash are different failure paths." }, { - "left": "issue:41720", - "right": "issue:45081", + "left": "issue:42175", + "right": "issue:45542", "accept": false, - "reason": "Qwen3 auto device mapping cudaErrorAssert and Mistral regex patch crash are completely different bugs." + "reason": "Both concern TF/backend packaging, but one is missing TensorFlow in the torch extra and the other is a tensorboard-only install backend error; not clearly one bug." }, { "left": "issue:43482", "right": "issue:45538", "accept": false, - "reason": "GGUF loading with Transformers v5 is unrelated to CLIPTokenizer model_max_length behavior." + "reason": "Qwen2.5-GGUF loading and CLIPTokenizer model_max_length are unrelated." }, { "left": "issue:44079", "right": "issue:44534", "accept": false, - "reason": "ModelOutput key assignment and non-persistent buffer junk filling are unrelated regressions." + "reason": "ModelOutput key bookkeeping versus non-persistent buffer initialization are different internal mechanisms." }, { - "left": "issue:43317", - "right": "issue:43856", + "left": "issue:44462", + "right": "issue:45812", "accept": false, - "reason": "Dequantized model loading with device_map=auto and Qwen3 MoE memory usage are different problems." + "reason": "Ignoring tokenizer.json in a repo and wrong Granite token IDs are both tokenizer regressions, but they are not the same code-path problem." }, { - "left": "issue:44462", - "right": "issue:45812", + "left": "issue:43317", + "right": "issue:43856", "accept": false, - "reason": "Tokenizer.json loading precedence and Granite token ID regression are different tokenizer bugs." + "reason": "Dequantized model offload loading failure and inefficient Qwen3 MoE training memory usage are different issues." }, { "left": "issue:43296", "right": "issue:46821", "accept": false, - "reason": "PaddleOCR-VL load failure and TimesFM window_size AttributeError are unrelated model-specific issues." + "reason": "PaddleOCR-VL load failure and TimesFM window_size AttributeError are unrelated model-specific problems." }, { "left": "issue:42175", "right": "issue:43296", "accept": false, - "reason": "TensorFlow backend packaging and PaddleOCR-VL loading in vLLM are unrelated." + "reason": "Packaging/backend inclusion and vLLM PaddleOCR-VL loading are not the same defect." }, { "left": "issue:43611", "right": "issue:43646", "accept": false, - "reason": "This pair is related by Transformers v5, but the concrete failures are different enough that they should not be merged into one bug." + "reason": "Both are v5 model-initialization regressions, but one is base_model_prefix loading and the other is custom model initialization; too broad to merge." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The analysis is grounded in the packet and stays mostly conservative. The only accepted soft pair (45216/45357) is plausibly the same Qwen3.5 save_pretrained regression/follow-up, and the rejected pairs are generally separated by model or code path as described. The summary also matches the item set: mostly heterogeneous issues, one likely duplicate/follow-up pair, and no PRs present." - }, - "evaluator_used": true, + "evaluator_result": null, + "evaluator_used": false, "retried": false, - "accepted_nontrivial_soft_edge": true, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, @@ -4136,8 +4103,8 @@ "review_unit_count": 62, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-510", "nodes": [ @@ -4196,15 +4163,15 @@ "issue:43818|issue:46402", "issue:40444|issue:45381", "issue:43818|issue:45357", - "issue:43493|issue:43994", "issue:44265|issue:45072", + "issue:43493|issue:43994", "issue:45325|issue:45834", "issue:45325|issue:45381", "issue:44829|issue:45479", "issue:43454|issue:44466", - "issue:41553|issue:43582", "issue:42915|issue:43482", "issue:44291|issue:44877", + "issue:41553|issue:43582", "issue:43701|issue:45325", "issue:43873|issue:45701", "issue:42796|issue:45381", @@ -4221,20 +4188,20 @@ "issue:43454|issue:43550", "issue:43606|issue:43819" ], - "prepared_review_unit_hash": "d4c85ae7c918bfceb6cb809f26636409864172e03b82669b6b1be25e3844755b", + "prepared_review_unit_hash": "d5565bd95f8efccd6dff9b52eae7f4dba5b9137a5d78d7c45fbe7da05e80b8eb", "component_budget": { "node_count": 510, "item_count": 510, "soft_pair_count": 1874, - "serialized_chars": 972519, - "estimated_input_tokens": 243130, - "estimated_eval_tokens": 486516 + "serialized_chars": 972522, + "estimated_input_tokens": 243131, + "estimated_eval_tokens": 486518 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 30, - "serialized_chars": 36354, + "serialized_chars": 36353, "estimated_input_tokens": 9089, "estimated_eval_tokens": 18434 }, @@ -4243,198 +4210,198 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The set is mostly heterogeneous and does not form one duplicate cluster. Only the SigLIP2 pair (43493/43994) looks like the same underlying model-implementation problem; the rest are distinct bugs or docs issues across different models/code paths.", - "confidence": 0.87, - "canonical_issue_reason": "Issue 43493 is the best canonical issue for the only clear duplicate-like pair: it describes the underlying SigLIP2 HF-vs-JAX implementation discrepancy, while 43994 reads like a downstream symptom report.", + "summary": "This cluster is mostly heterogeneous, but two duplicate-like pairs stand out: the SigLIP2 incorrect-output reports and the Qwen2.5-VL position-id/rope-index regression reports. The rest look like distinct bugs or documentation issues.", + "confidence": 0.74, + "canonical_issue_reason": "Pick issue:45325 as canonical: it is the most concrete and technically specific of the plausible duplicates, clearly naming the Qwen2.5-VL position-id / rope-index regression.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43493 is the strongest representative because it states the root cause more directly and is broader/more actionable than the user-facing symptom in 43994.", + "best_issue_reason": "Issue:45325 is the best single representative because it most directly identifies the shared Qwen2.5-VL positional-id bug and is actionable for triage.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44509", "right": "issue:46909", "accept": false, - "reason": "Both are documentation problems, but they target different pages/examples and unrelated content." + "reason": "Both are docs problems, but one is about removed pipeline-task references and the other is a broken DIA example; different symptoms and fixes." }, { "left": "issue:43377", "right": "issue:45491", "accept": false, - "reason": "Both involve batched-vs-single behavior, but they are different models and different failure modes." + "reason": "Both involve batching/padding behavior, but they affect different models and code paths; not the same underlying bug." }, { "left": "issue:43644", "right": "issue:44079", "accept": false, - "reason": "Both look like internal regressions, but one is about non-persistent buffers and the other about ModelOutput key assignment." + "reason": "One is a v5 buffer-initialization/serialization regression, the other is a ModelOutput key-assignment bug; unrelated." }, { "left": "issue:43818", "right": "issue:46402", "accept": false, - "reason": "Different models and code paths: Video-LLaVA architecture issue vs Sam3 text encoder loading." + "reason": "Different models and failures: Video-LLaVA architecture issue versus Sam3Model weight loading." }, { "left": "issue:40444", "right": "issue:45381", "accept": false, - "reason": "Both are Qwen2.5-VL multimodal bugs, but one is finetuning with multiple images and the other is video position IDs." + "reason": "Both are Qwen2.5-VL-related, but one is multi-image finetuning failure and the other is video position-id regression; not clearly the same bug." }, { "left": "issue:43818", "right": "issue:45357", "accept": false, - "reason": "Unrelated bugs: Video-LLaVA temporal-attention/weight sharing vs Qwen3.5 save_pretrained key saving." - }, - { - "left": "issue:43493", - "right": "issue:43994", - "accept": true, - "reason": "Both describe the same SigLIP2 implementation mismatch leading to wrong outputs; one is the root discrepancy report and the other the downstream symptom." + "reason": "Unrelated: Video-LLaVA missing temporal attention versus Qwen3.5 save_pretrained visual-key regression." }, { "left": "issue:44265", "right": "issue:45072", "accept": false, - "reason": "Different subsystems and failures: torch.export with torch_compilable_check vs bfloat16 dtype mismatches." + "reason": "torch.export with torch_compilable_check is a different problem from bfloat16 dtype mismatches in specific models." + }, + { + "left": "issue:43493", + "right": "issue:43994", + "accept": true, + "reason": "Both report SigLIP2 producing incorrect/nonsensical outputs, likely the same implementation bug in the model/processor path." }, { "left": "issue:45325", "right": "issue:45834", "accept": false, - "reason": "Different models and bugs: Qwen2.5-VL rope-index scaling vs Kosmos2.5 long OCR indexing." + "reason": "Both are multimodal, but one is a Qwen2.5-VL positional-id regression and the other is a Kosmos2.5 OCR index error." }, { "left": "issue:45325", "right": "issue:45381", - "accept": false, - "reason": "Same broad model family, but the failures differ: still-image temporal scaling vs video-input vision_position_ids." + "accept": true, + "reason": "Both point to the same Qwen2.5-VL rope/position-id bug affecting image/video inputs." }, { "left": "issue:44829", "right": "issue:45479", "accept": false, - "reason": "Different training bugs: flash_attention_3 regression vs single-label-classification zero-loss behavior." + "reason": "Degenerate training with flash_attention_3 is unrelated to the single-label num_labels=1 zero-loss issue." }, { "left": "issue:43454", "right": "issue:44466", "accept": false, - "reason": "Both mention lm_head/tied weights, but one is a model-specific tie failure and the other is device-dependent serialization." - }, - { - "left": "issue:41553", - "right": "issue:43582", - "accept": false, - "reason": "Unrelated issues: Voxtral tokenizer error message vs Apple Silicon allocator TypeError." + "reason": "Both mention lm_head/tied weights, but one is a missing weight-tying bug and the other is a device-dependent serialization inconsistency." }, { "left": "issue:42915", "right": "issue:43482", "accept": false, - "reason": "Different model families and failures: FineGrainedFP8 config vs GGUF loading in v5." + "reason": "Different quantization/load failures on different model families; no shared concrete bug is evident." }, { "left": "issue:44291", "right": "issue:44877", "accept": false, - "reason": "Both are loading-related, but they stem from different compatibility breaks and different models." + "reason": "The first is an init_empty_weights TypeError from an unexpected arg; the second is strict config handling for granite_speech. Different issues." + }, + { + "left": "issue:41553", + "right": "issue:43582", + "accept": false, + "reason": "Bad tokenizer error messaging and Apple Silicon TypeError in a warmup function are unrelated." }, { "left": "issue:43701", "right": "issue:45325", "accept": false, - "reason": "Checkpoint key mismatch is unrelated to Qwen2.5-VL position-id handling." + "reason": "resume_from_checkpoint key mismatch is not the same code-path as Qwen2.5-VL position-id computation." }, { "left": "issue:43873", "right": "issue:45701", "accept": false, - "reason": "Quantization/offloading behavior and tokenization-version changes are unrelated issues." + "reason": "Quantization/offloading behavior and tokenization changes are different regressions." }, { "left": "issue:42796", "right": "issue:45381", "accept": false, - "reason": "Tokenizer BPE-marker handling is unrelated to Qwen2.5-VL video vision position IDs." + "reason": "Tokenizer BPE-marker handling and Qwen2.5-VL vision position ids are unrelated bugs." }, { "left": "issue:40990", "right": "issue:45584", "accept": false, - "reason": "Different models and bugs: perplexity issue on GPT-OSS vs Whisper empty-transcription generation failure." + "reason": "High perplexity on GPT-OSS and Whisper empty-transcription failure are different model-specific issues." }, { "left": "issue:43606", "right": "issue:44265", "accept": false, - "reason": "CPU-offload device mismatch is unrelated to torch.export failures with torch_compilable_check." + "reason": "CPU offload device mismatch for Bark is unrelated to torch.export failing on torch_compilable_check." }, { "left": "issue:44479", "right": "issue:45823", "accept": false, - "reason": "Different model families and failure modes: Qwen video regression vs Gemma4 device_map forward mismatch." + "reason": "Qwen video-input regression and Gemma4 PLE device mismatch are different model-specific failures." }, { "left": "issue:43262", "right": "issue:43746", "accept": false, - "reason": "Audio processor sampling-rate defaulting and GraniteSpeech PEFT checkpoint loading are unrelated." + "reason": "Audio chat-template sampling-rate defaulting and GraniteSpeech PEFT checkpoint loading are unrelated." }, { "left": "issue:43828", "right": "issue:46821", "accept": false, - "reason": "Different runtime errors in different models: autocast dtype mismatch vs TimesFM window_size AttributeError." + "reason": "Autocast dtype mismatch in Phi-tiny-MoE is unrelated to TimesFM window_size AttributeError." }, { "left": "issue:35707", "right": "issue:41720", "accept": false, - "reason": "Progressive generation with inputs_embeds/past_key_values is unrelated to Qwen3 auto device-map CUDA assertion." + "reason": "Progressive generation with inputs_embeds/past_key_values and Qwen3 auto-device cudaErrorAssert are separate issues." }, { "left": "issue:34634", "right": "issue:35707", "accept": false, - "reason": "Bark voice_preset handling and progressive generation inputs_embeds/past_key_values are different bugs." + "reason": "Bark voice_preset and generation with inputs_embeds/past_key_values do not share the same bug." }, { "left": "issue:39692", "right": "issue:40444", "accept": false, - "reason": "SigLIP2 docs/model mismatch is unrelated to Qwen2.5-VL multi-image finetuning failures." + "reason": "SigLIP2 doc-example problems and Qwen2.5-VL multi-image finetuning failure are different topics." }, { "left": "issue:41720", "right": "issue:45823", "accept": false, - "reason": "Different models and device-mapping failures; not the same code-path problem." + "reason": "Different device-mapping errors in different model families; not the same fix." }, { "left": "issue:44186", "right": "issue:44265", "accept": false, - "reason": "Tokenizer crashes on NER/padding are unrelated to torch.export compatibility checks." + "reason": "Tokenizer padding/truncation crash and export support for torch_compilable_check are unrelated." }, { "left": "issue:43454", "right": "issue:43550", "accept": false, - "reason": "Both are model bugs, but one is tied-weight generation and the other is torch.compile/SDPA behavior." + "reason": "AyaVision lm_head tying and Bamba torch.compile SDPA failure are different code paths." }, { "left": "issue:43606", "right": "issue:43819", "accept": false, - "reason": "CPU offload device mismatch and DAC from_latents/forward mismatch are unrelated." + "reason": "CPU offload device mismatch for Bark and DAC.from_latents vs forward-pass mismatch are unrelated." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet: 43493/43994 is the only clearly related pair, and the rest of the listed soft pairs are described conservatively as distinct bugs/docs issues. I didn\u2019t see any overstatement of evidence or any pair that was clearly treated as a duplicate without support." + "feedback": "The analysis is grounded in the packet and stays appropriately conservative. The summary matches the visible titles/body context, and the two accepted soft-edge pairs are the only ones that clearly look close enough to plausibly share a bug. The rejected pairs are generally justified by distinct model families, code paths, or symptom types." }, "evaluator_used": true, "retried": false, @@ -4450,8 +4417,8 @@ "review_unit_count": 62, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-510", "nodes": [ @@ -4510,17 +4477,17 @@ "issue:43377|issue:44610", "issue:45823|issue:46821", "issue:43454|issue:45072", - "issue:46305|issue:46315", - "issue:42617|issue:42915", "issue:40990|issue:42947", + "issue:42617|issue:42915", + "issue:46305|issue:46315", "issue:43572|issue:45759", - "issue:43377|issue:44898", "issue:43749|issue:44534", + "issue:43377|issue:44898", "issue:43317|issue:43873", "issue:43454|issue:43720", - "issue:43881|issue:44488", "issue:43322|issue:46050", "issue:41720|issue:43322", + "issue:43881|issue:44488", "issue:36331|issue:42617", "issue:44387|issue:45704", "issue:36331|issue:42915", @@ -4535,20 +4502,20 @@ "issue:43873|issue:44756", "issue:44186|issue:45072" ], - "prepared_review_unit_hash": "faed5f5819e4478882e921fe13857c60563d4cd6e9a23febce5ee7c2565c4f96", + "prepared_review_unit_hash": "d16342dd4180469303271a3ed41d136839d93dda95e5f7c9e4eabcf81a83c056", "component_budget": { "node_count": 510, "item_count": 510, "soft_pair_count": 1874, - "serialized_chars": 972519, - "estimated_input_tokens": 243130, - "estimated_eval_tokens": 486516 + "serialized_chars": 972522, + "estimated_input_tokens": 243131, + "estimated_eval_tokens": 486518 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 30, - "serialized_chars": 36063, + "serialized_chars": 36061, "estimated_input_tokens": 9016, "estimated_eval_tokens": 18288 }, @@ -4557,192 +4524,192 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous but skews toward Transformers loading/offloading/quantization regressions, plus a few unrelated tokenizer, generation, and model-specific bugs. None of the soft pairs look like the same underlying bug/change, so all are rejected.", - "confidence": 0.83, - "canonical_issue_reason": "Issue 43873 is the broadest and most central report in the loading/offloading/quantization area, which is the main theme shared by several nearby issues.", + "summary": "This cluster is mostly a grab-bag of unrelated bug reports across tokenization, loading, quantization, multimodal models, and training utilities. I did not find any soft pair that is clearly the same underlying bug/change, so all soft edges are rejected.", + "confidence": 0.81, + "canonical_issue_reason": "issue:43873 is the best umbrella issue here: it is open, actively discussed, has the most inbound references, and its title matches the broad loading/offloading + quantization theme that appears in the closest near-duplicates.", "canonical_pr_reason": null, - "best_issue_reason": "43873 is the best representative issue because it has the broadest scope, substantial activity, and sits at the center of the offloading/quantization failure cluster.", + "best_issue_reason": "issue:43873 is the strongest representative of the cluster\u2019s most recurring subtheme (offloading/quantization), with broad wording and the highest apparent centrality/support among the candidates.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43257", "right": "issue:45923", "accept": false, - "reason": "Different problems: Qwen3 MoE weight conversion under accelerate+deepspeed vs a missing gradient-checkpointing flag on a trust_remote_code model." + "reason": "Different model-loading/accelerate issue vs a gradient-checkpointing flag regression; no shared code-path or concrete bug." }, { "left": "issue:42796", "right": "issue:46209", "accept": false, - "reason": "Tokenizer BPE marker handling and FP8 inference failure are unrelated bug classes affecting different code paths." + "reason": "Tokenizer BPE-marker handling and FP8 inference failure are unrelated." }, { "left": "issue:44568", "right": "issue:45920", "accept": false, - "reason": "Both involve tokenization, but one is add_special_tokens behavior for mdeberta-v3 while the other is wrong token IDs across several models; not the same bug." + "reason": "Both concern tokenizers, but one is missing BOS/EOS insertion while the other is wrong token IDs across several models; too broad to treat as the same bug." }, { "left": "issue:43377", "right": "issue:44610", "accept": false, - "reason": "MIMI batching/padding-mask output mismatch is distinct from OmDet-Turbo's image-size mismatch." + "reason": "Different batching bugs in different components (MIMI encoder vs video processors); no evidence of the same underlying defect." }, { "left": "issue:45823", "right": "issue:46821", "accept": false, - "reason": "Gemma4 device mismatch during forward and TimesFM window_size AttributeError are unrelated failures." + "reason": "Device-mismatch forward failure and a TimesFM AttributeError are unrelated." }, { "left": "issue:43454", "right": "issue:45072", "accept": false, - "reason": "lm_head weight serialization/tied-weights issue is different from dtype mismatches in bfloat16 inference." + "reason": "Weight-tying/serialization problem and dtype mismatch are different failures." }, { - "left": "issue:46305", - "right": "issue:46315", + "left": "issue:40990", + "right": "issue:42947", "accept": false, - "reason": "An off-by-one sliding-window mask bug is unrelated to a token lookup performance regression." + "reason": "Perplexity on a specific model/dataset and LoRA gradient-checkpointing behavior are unrelated." }, { "left": "issue:42617", "right": "issue:42915", "accept": false, - "reason": "3d_parallel.py execution failure and Qwen3Moe FineGrainedFP8Config failure are different model/runtime problems." + "reason": "3d_parallel.py startup failure and a Qwen3Moe FP8Config failure are different problems." }, { - "left": "issue:40990", - "right": "issue:42947", + "left": "issue:46305", + "right": "issue:46315", "accept": false, - "reason": "High perplexity on a specific model is not the same bug as LoRA gradient checkpointing being ineffective." + "reason": "Off-by-one streaming mask logic versus tokenizer conversion performance regression; not the same bug." }, { "left": "issue:43572", "right": "issue:45759", "accept": false, - "reason": "Missing pad_token_idx in config is separate from composite multimodal config unwrapping in from_config." + "reason": "Missing config field and multimodal config unwrapping are distinct model/config loading issues." }, { - "left": "issue:43377", - "right": "issue:44898", + "left": "issue:43749", + "right": "issue:44534", "accept": false, - "reason": "MIMI encoder batched-vs-single output mismatch is not the same as Perceiver resolution handling." + "reason": "FSDP CPU-efficient loading regression and non-persistent buffer initialization bug are different code paths." }, { - "left": "issue:43749", - "right": "issue:44534", + "left": "issue:43377", + "right": "issue:44898", "accept": false, - "reason": "FSDP CPU RAM efficient loading and junk-filled non-persistent buffers are different issues." + "reason": "Both are batching-related, but one is encoder padding-mask support and the other is image resolution/interpolation behavior." }, { "left": "issue:43317", "right": "issue:43873", "accept": false, - "reason": "Both touch offloading, but one is a specific dequantized-model load failure on gpu+cpu offload while the other is a broader quantized offloading regression; not clearly the same bug." + "reason": "43317 is a specific dequantized device_map/offload load failure, while 43873 is a broader umbrella complaint about quantization offloading; insufficient evidence they are the same concrete bug." }, { "left": "issue:43454", "right": "issue:43720", "accept": false, - "reason": "lm_head weight serialization and BitNet packed-weight unpacking are separate loading/serialization bugs." - }, - { - "left": "issue:43881", - "right": "issue:44488", - "accept": false, - "reason": "Different model-specific loading failures with no clear shared code-path or root cause." + "reason": "AyaVision weight tying and BitNet packed-weight unpacking are unrelated loading bugs." }, { "left": "issue:43322", "right": "issue:46050", "accept": false, - "reason": "Llava Next segmentation fault is unrelated to sinq quantized save/load corruption." + "reason": "Segfault loading Llava Next and sinq save/load breakage are different failures." }, { "left": "issue:41720", "right": "issue:43322", "accept": false, - "reason": "Qwen3 auto device mapping cudaErrorAssert and Llava Next loading segfault are different model/runtime failures." + "reason": "Qwen3 auto device mapping cuda assert and Llava Next segmentation fault do not share a concrete root cause." + }, + { + "left": "issue:43881", + "right": "issue:44488", + "accept": false, + "reason": "Two different model-loading reports with no concrete shared mechanism." }, { "left": "issue:36331", "right": "issue:42617", "accept": false, - "reason": "CustomTrainer.compute_loss keyword mismatch is unrelated to a 3d_parallel.py runtime failure." + "reason": "Trainer compute_loss signature mismatch and a script execution failure are unrelated." }, { "left": "issue:44387", "right": "issue:45704", "accept": false, - "reason": "int4 quantization OOM from reserved memory growth is not the same as T5's apex RMSNorm memory leak." + "reason": "Both mention memory, but one is int4 CUDA reserved-memory growth and the other is an apex RMSNorm leak; different bugs." }, { "left": "issue:36331", "right": "issue:42915", "accept": false, - "reason": "Unexpected compute_loss keyword argument and Qwen3Moe FP8 config failure do not share the same underlying bug." + "reason": "Trainer API mismatch and Qwen3Moe FP8 loading failure are unrelated." }, { "left": "issue:41720", "right": "issue:44977", "accept": false, - "reason": "cudaErrorAssert during auto device mapping is distinct from flash-attention generation problems." + "reason": "Different Qwen model/runtime bugs; one is device-mapping cuda assert, the other is flash-attention generation corruption." }, { "left": "issue:44877", "right": "issue:44991", "accept": false, - "reason": "Strict config rejection for granite_speech and tokenizer loading for est-roberta are unrelated." + "reason": "Config strictness for granite_speech and tokenizer loading for EMBEDDIA/est-roberta are different issues." }, { "left": "issue:44466", "right": "issue:45357", "accept": false, - "reason": "Both concern serialization, but one is tied-weight lm_head persistence and the other is incorrect visual encoder keys for Qwen3.5." + "reason": "Both involve serialization, but one is tied lm_head weight behavior and the other is wrong visual encoder keys for Qwen3.5; not the same code path." }, { "left": "issue:40990", "right": "issue:45701", "accept": false, - "reason": "High perplexity on one model is not the same as a version-dependent tokenization change." + "reason": "Perplexity on a specific benchmark and a general tokenization-version regression are not the same bug." }, { "left": "issue:43450", "right": "issue:45701", "accept": false, - "reason": "Video processor batch-shape bug and tokenization changes are different subsystems and failures." + "reason": "Video processor batch shape bug and tokenizer behavior changes are unrelated." }, { "left": "issue:43065", "right": "issue:46402", "accept": false, - "reason": "Dummy Conv2d in Sam3PixelDecoder is unrelated to missing text encoder weights in Sam3Model." + "reason": "Same model family, but one is a dummy Conv2d in the pixel decoder and the other is missing text encoder weight loading; different defects." }, { "left": "issue:41720", "right": "issue:42617", "accept": false, - "reason": "Auto device mapping CUDA assert and inability to run 3d_parallel.py are different issues." + "reason": "Different model/runtime failures with no shared concrete root cause." }, { "left": "issue:26413", "right": "issue:28530", "accept": false, - "reason": "Checkpoint resumption epoch-iterator failure is unrelated to early stopping metric resolution." + "reason": "Checkpoint resume epoch-iterator failure and early-stopping metric selection are unrelated training issues." }, { "left": "issue:43873", "right": "issue:44756", "accept": false, - "reason": "Quantization/offloading failure and mmap OOM on Strix Halo are different memory-management issues." + "reason": "Both are memory-related, but mmap-on-Strix-Halo OOM and quantization offloading are different mechanisms." }, { "left": "issue:44186", "right": "issue:45072", "accept": false, - "reason": "Tokenizer crashes on NER/batched padding are unrelated to bfloat16 dtype mismatches in inference." + "reason": "Tokenizer crash on NER/batched padding and bfloat16 dtype mismatches are unrelated." } ] }, @@ -4761,8 +4728,8 @@ "review_unit_count": 62, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-510", "nodes": [ @@ -4818,18 +4785,18 @@ "soft_pairs": [ "issue:46612|issue:46858", "issue:45685|issue:46821", + "issue:43295|issue:45701", "issue:43550|issue:43720", "issue:43577|issue:43708", - "issue:43295|issue:45701", "issue:43646|issue:46665", - "issue:43881|issue:44991", "issue:44451|issue:47020", - "issue:43526|issue:43883", "issue:43550|issue:43606", - "issue:44186|issue:44610", "issue:36010|issue:42617", + "issue:44186|issue:44610", "issue:43404|issue:45357", + "issue:43881|issue:44991", "issue:42915|issue:43317", + "issue:43526|issue:43883", "issue:44610|issue:44898", "issue:46821|issue:46869", "issue:44423|issue:45406", @@ -4845,20 +4812,20 @@ "issue:44671|issue:44743", "issue:44186|issue:44361" ], - "prepared_review_unit_hash": "83247283d48f23841264f1c5c7a63f4b96c554020bcfd793d2dc77aea595ea7e", + "prepared_review_unit_hash": "b1d0be23262936445f3240585eec2061598bbe8d2d1e263e06c739998c001c7c", "component_budget": { "node_count": 510, "item_count": 510, "soft_pair_count": 1874, - "serialized_chars": 972519, - "estimated_input_tokens": 243130, - "estimated_eval_tokens": 486516 + "serialized_chars": 972522, + "estimated_input_tokens": 243131, + "estimated_eval_tokens": 486518 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 28, - "serialized_chars": 36263, + "serialized_chars": 36264, "estimated_input_tokens": 9066, "estimated_eval_tokens": 18388 }, @@ -4867,180 +4834,180 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous. The only loose theme is transformer runtime/loading regressions across models, but the paired candidates are generally different bugs and should not be merged as duplicates.", - "confidence": 0.42, - "canonical_issue_reason": "Issue 46858 is the best anchor because it is a concrete low-level runtime regression and the closest thing to a shared root-cause style bug among the cache/compile-related issues.", + "summary": "This cluster is mostly heterogeneous Transformer issues; none of the soft pairs look like true duplicates. The best single issue representative is the broad tokenization regression report, but the cluster does not form a coherent duplicate set.", + "confidence": 0.34, + "canonical_issue_reason": "issue:45701 is the broadest, most representative problem statement in the set and has the most inbound references; it reads like an umbrella regression report rather than a narrow model-specific bug.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 46858 is the most representative and actionable issue for the cluster: it describes a specific, infrastructure-level bug rather than a model-specific symptom.", + "best_issue_reason": "issue:45701 is the best standalone issue to anchor this set because it is broader than the model-specific reports and most plausibly captures the shared 'version/regression affects tokenization' theme.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46612", "right": "issue:46858", "accept": false, - "reason": "Both involve generation/cache behavior, but 46612 is about missing beam-search cache reorder in specific models, while 46858 is a static-cache slice-arithmetic bug under torch.compile on non-CUDA backends." + "reason": "Both involve generation/cache behavior, but one is beam-search cache reorder on specific recurrent models while the other is a static-cache slice-arithmetic bug under torch.compile; different code paths and fixes." }, { "left": "issue:45685", "right": "issue:46821", "accept": false, - "reason": "Different subsystems and failure modes: MPS histogram support for Int vs a TimesFM window_size attribute error." + "reason": "Completely different models and failures: MPS histogram/int issue versus TimesFM window_size AttributeError." + }, + { + "left": "issue:43295", + "right": "issue:45701", + "accept": false, + "reason": "Both are regression reports, but one is about processor/tokenizer API access for multimodal custom code and the other is a broad tokenization behavior change; not the same bug." }, { "left": "issue:43550", "right": "issue:43720", "accept": false, - "reason": "Both are runtime failures, but they affect different models and different code paths: SDPA/torch.compile in Bamba vs packed-weight unpacking during accelerate loading." + "reason": "Different subsystems and failure modes: torch.compile with SDPA for Bamba versus packed-weight unpacking during accelerate loading for BitNet." }, { "left": "issue:43577", "right": "issue:43708", "accept": false, - "reason": "Unrelated bugs: dtype propagation in Blip2 loading versus Trainer max_steps recomputation when resuming from checkpoint." - }, - { - "left": "issue:43295", - "right": "issue:45701", - "accept": false, - "reason": "One is a regression in processor/tokenizer access, the other is a broader tokenization-version behavior change; not the same underlying bug." + "reason": "Unrelated issues: BLIP2 dtype propagation versus Trainer checkpoint resumption max_steps computation." }, { "left": "issue:43646", "right": "issue:46665", "accept": false, - "reason": "Both mention custom model loading/init, but the reported failures are different enough that they do not clearly share one concrete code path." - }, - { - "left": "issue:43881", - "right": "issue:44991", - "accept": false, - "reason": "Different loading issues for different artifacts: a multimodal model load failure versus a tokenizer load failure for a separate model." + "reason": "Both concern custom model loading in v5, but one is model initialization breakage and the other is from_pretrained behavior inside Python classes; too different to merge." }, { "left": "issue:44451", "right": "issue:47020", "accept": false, - "reason": "Different tokenizer construction problems affecting different models; no shared concrete bug is evident." + "reason": "Different tokenizer/model-loading failures affecting different models; no shared underlying code-path is evident." }, { - "left": "issue:43526", - "right": "issue:43883", + "left": "issue:43550", + "right": "issue:43606", "accept": false, - "reason": "Image processor label-reduction bug versus missing tied-weights metadata on a causal LM; unrelated." + "reason": "Both mention model execution failures, but one is torch.compile+SDPA and the other is CPU offload device mismatch; not the same defect." }, { - "left": "issue:43550", - "right": "issue:43606", + "left": "issue:36010", + "right": "issue:42617", "accept": false, - "reason": "Both are model execution failures, but they involve different models and distinct root causes (compile/SDPA vs CPU offload device mismatch)." + "reason": "GenerationMixin import regression is unrelated to the 3d_parallel.py runtime failure." }, { "left": "issue:44186", "right": "issue:44610", "accept": false, - "reason": "Both are vision-input bugs, but one is LayoutLMv2 NER/padding handling and the other is OmDet processor/model image-size mismatch." + "reason": "Tokenizer NER/padding crash versus image processor resolution mismatch; different models and different failure mechanisms." }, { - "left": "issue:36010", - "right": "issue:42617", + "left": "issue:43404", + "right": "issue:45357", "accept": false, - "reason": "ImportError for GenerationMixin is unrelated to a 3d_parallel.py execution failure." + "reason": "Different multimodal model bugs: missing lm_head tying versus incorrect visual encoder keys on save_pretrained." }, { - "left": "issue:43404", - "right": "issue:45357", + "left": "issue:43881", + "right": "issue:44991", "accept": false, - "reason": "Different Qwen/Mistral regressions: tied lm_head weights versus incorrect visual encoder keys during save_pretrained." + "reason": "Separate loading failures for different models; no evidence they share the same underlying tokenizer bug." }, { "left": "issue:42915", "right": "issue:43317", "accept": false, - "reason": "Both are quantization/offload related at a high level, but they are different models and different failure mechanisms." + "reason": "Both are model loading/training related, but FP8 config failure and dequantized model offload failure are distinct." + }, + { + "left": "issue:43526", + "right": "issue:43883", + "accept": false, + "reason": "Unrelated: BeitImageProcessorFast label reduction bug versus Molmo tied-weights attribute error." }, { "left": "issue:44610", "right": "issue:44898", "accept": false, - "reason": "Both concern image preprocessing resolution, but they are model-specific mismatches with different expected sizes and distinct code paths." + "reason": "Both concern image resolution handling, but they target different models and different symptom surfaces; not the same bug." }, { "left": "issue:46821", "right": "issue:46869", "accept": false, - "reason": "TimesFM window_size attribute error is unrelated to YOLO multi-GPU device_map auto failures." + "reason": "TimesFM window_size AttributeError is unrelated to YOLO multi-GPU device_map auto failure." }, { "left": "issue:44423", "right": "issue:45406", "accept": false, - "reason": "Both are serve/multimodal regressions, but one crashes on a string-to-device conversion and the other is a missing _tokenizer attribute; not the same bug." + "reason": "Both are serve/multimodal crashes, but one is a string tensor conversion error in continuous batching and the other is a missing _tokenizer attribute; different code paths." }, { "left": "issue:44734", "right": "issue:46858", "accept": false, - "reason": "Both involve cache behavior, but 44734 is wrong tensor indexing in /v1/responses KV continuation, while 46858 is slice arithmetic with a device tensor under static cache and compile." + "reason": "Both involve cache handling, but one is KV-cache continuation tensor indexing in serve and the other is static-cache seq_length arithmetic under compile; not the same defect." }, { "left": "issue:44008", "right": "issue:45823", "accept": false, - "reason": "Different problems: a variable-name collision in Gemma3n forward versus a device mismatch in Gemma4 PLE with auto device mapping." + "reason": "Different multimodal forward issues: variable name collision causing missing audio mask versus device mismatch with auto device mapping." }, { "left": "issue:28530", "right": "issue:33666", "accept": false, - "reason": "Early stopping metric selection is unrelated to Qwen2-VL multi-GPU training." + "reason": "Early stopping metric selection and Qwen2-VL multi-GPU training are unrelated." }, { "left": "issue:41720", "right": "issue:45161", "accept": false, - "reason": "Both mention device mapping or parallelism, but they concern different model families and different concrete failures." + "reason": "Both are parallelism/device-mapping topics, but one is an auto device-map CUDA assert and the other is tensor-parallel-only behavior for GPT-OSS MoE; not the same bug." }, { "left": "issue:43531", "right": "issue:43572", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior and missing StableLmConfig pad_token_idx are unrelated." + "reason": "Different model/config issues: Qwen3-MoE sliding window behavior versus missing pad_token_idx in StableLmConfig." }, { "left": "issue:42915", "right": "issue:46291", "accept": false, - "reason": "FineGrainedFP8Config failure and kernels import/version requirement are separate issues." + "reason": "FP8 model failure and kernels import/version requirement are unrelated." }, { "left": "issue:44464", "right": "issue:46858", "accept": false, - "reason": "Both touch compiled generation/caching, but one is inconsistent chunked-generation output and the other is a specific static-cache slice-arithmetic regression." + "reason": "Both mention generation/compile/cache, but chunked generation inconsistency and static-cache seq_length device-tensor arithmetic are different failure modes." }, { "left": "issue:36331", "right": "issue:41720", "accept": false, - "reason": "Trainer compute_loss signature change and Qwen3 auto device_map assert are unrelated." + "reason": "Trainer compute_loss signature break and auto device-map CUDA assert are unrelated." }, { "left": "issue:45632", "right": "issue:45684", "accept": false, - "reason": "Cache-path collision for trust_remote_code is unrelated to save_pretrained permission propagation." + "reason": "File-system/cache-path collision and read-only permission propagation are distinct custom-model save/load issues." }, { "left": "issue:44671", "right": "issue:44743", "accept": false, - "reason": "Different model-specific regressions: CamemBERT masked LM outputs versus Qwen3.5 recurrent state reset with cache." + "reason": "Different model-specific regressions: CamemBERT masked-LM predictions versus Qwen3.5 recurrent state reset with cache." }, { "left": "issue:44186", "right": "issue:44361", "accept": false, - "reason": "Both are tokenizer AttributeErrors, but they affect different tokenizers/models and do not obviously share one code path." + "reason": "Both are tokenizer failures, but for different tokenizer implementations and different error conditions; not a duplicate." } ] }, @@ -5059,8 +5026,8 @@ "review_unit_count": 62, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-510", "nodes": [ @@ -5093,20 +5060,20 @@ "issue:43873", "issue:43881", "issue:44387", + "issue:44451", "issue:44492", "issue:44509", "issue:44534", "issue:44589", "issue:44913", + "issue:44991", "issue:45059", - "issue:45357", "issue:45406", "issue:45464", "issue:45701", "issue:45704", "issue:45759", "issue:45859", - "issue:46402", "issue:46665", "issue:46821", "issue:46858", @@ -5119,8 +5086,8 @@ "issue:42915|issue:43322", "issue:33357|issue:35707", "issue:43540|issue:43782", - "issue:30064|issue:34634", "issue:29159|issue:36032", + "issue:30064|issue:34634", "issue:43873|issue:45704", "issue:44387|issue:45701", "issue:43531|issue:45759", @@ -5135,216 +5102,216 @@ "issue:43388|issue:45059", "issue:34567|issue:35707", "issue:43531|issue:46821", - "issue:43526|issue:43881", "issue:43606|issue:43653", "issue:34634|issue:41720", "issue:43531|issue:44589", + "issue:43526|issue:43881", "issue:45759|issue:45859", "issue:43540|issue:46858", - "issue:45357|issue:46402" + "issue:44451|issue:44991" ], - "prepared_review_unit_hash": "152f3d7ae76068741d79af5992390e51635eabcafa4ac3910040bc5aeb1399b1", + "prepared_review_unit_hash": "b5cfd794b25759a96212a23686ba339e47f2ac34fb5845053e7b4aaaef3db41d", "component_budget": { "node_count": 510, "item_count": 510, "soft_pair_count": 1874, - "serialized_chars": 972519, - "estimated_input_tokens": 243130, - "estimated_eval_tokens": 486516 + "serialized_chars": 972522, + "estimated_input_tokens": 243131, + "estimated_eval_tokens": 486518 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 29, - "serialized_chars": 35809, - "estimated_input_tokens": 8953, - "estimated_eval_tokens": 18162 + "serialized_chars": 35768, + "estimated_input_tokens": 8942, + "estimated_eval_tokens": 18140 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is a loose collection of unrelated or only broadly similar Transformers issues. None of the proposed soft pairs look like the same underlying bug/change, so all soft edges should be rejected.", - "confidence": 0.82, - "canonical_issue_reason": "issue:43873 is the broadest representative here: it concerns offloading/quantization behavior, has inbound references, and matches the recurring runtime/load-management theme better than the more model-specific reports.", + "summary": "This cluster is a noisy mix of unrelated bugs across tokenizers, model loading, multimodal processors, quantization/offload, docs, and trainer/runtime behavior. None of the soft pairs look like the same underlying fix, so they should all be kept separate.", + "confidence": 0.94, + "canonical_issue_reason": "No single canonical issue stands out: the items cover many unrelated code paths and models, and the soft pairs only share superficial keywords like loading, tokenization, or offloading.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43873 is the best overall representative for the cluster because it is comparatively general and central to the offloading/quantization class of problems, whereas most other items are narrow model- or API-specific failures.", + "best_issue_reason": "No issue is a strong global representative for this cluster because there is no shared bug theme beyond broad Transformers usage.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43425", "right": "issue:46821", "accept": false, - "reason": "Different subsystems and failures: torch version compatibility vs a TimesFM window_size AttributeError." + "reason": "Different problems: Torch 2.10 incompatibility vs a TimesFM `window_size` AttributeError." }, { "left": "issue:43316", "right": "issue:44913", "accept": false, - "reason": "Both are config-related, but they affect different models and different serialization behaviors; not the same bug." + "reason": "Both are config-related, but one is a Gemma3TextConfig API discrepancy and the other is GPTNeoX `rotary_pct` not persisting on reload." }, { "left": "issue:28530", "right": "issue:30064", "accept": false, - "reason": "Early stopping/eval metric handling is unrelated to image processor segmentation-map handling." + "reason": "Early stopping/metrics handling is unrelated to image processor failures on void segmentation maps." }, { "left": "issue:42915", "right": "issue:43322", "accept": false, - "reason": "Qwen3Moe FP8 config failure and Llava Next segfault are different code paths and symptoms." + "reason": "Different models and failure modes: Qwen3Moe FP8 config vs Llava Next segmentation fault." }, { "left": "issue:33357", "right": "issue:35707", "accept": false, - "reason": "MacOS CLIP bus error is unrelated to progressive generation with inputs_embeds/past_key_values." + "reason": "A CLIP MacOS bus error is unrelated to progressive generation with `inputs_embeds` and `past_key_values`." }, { "left": "issue:43540", "right": "issue:43782", "accept": false, - "reason": "One is video input processing in Qwen3OmniMoe; the other is from_pretrained weight_only loading for Qwen3VL." + "reason": "Both involve Qwen variants, but one is a video-input ValueError and the other is a `weight_only=True` load error." }, { - "left": "issue:30064", - "right": "issue:34634", + "left": "issue:29159", + "right": "issue:36032", "accept": false, - "reason": "Void segmentation-map processing and Bark voice_preset are unrelated functionality." + "reason": "Tokenizer bugs, but not the same one: slow/fast inconsistency vs T5 init conflict on `add_special_tokens`." }, { - "left": "issue:29159", - "right": "issue:36032", + "left": "issue:30064", + "right": "issue:34634", "accept": false, - "reason": "Tokenizer inconsistency across slow/fast and a T5 add_special_tokens load conflict are different bugs." + "reason": "Image-processor segmentation-map handling is unrelated to BarkProcessor `voice_preset` support." }, { "left": "issue:43873", "right": "issue:45704", "accept": false, - "reason": "Generic offloading/quantization behavior is not the same as T5's apex FusedRMSNorm memory leak." + "reason": "Quantization/offloading behavior is unrelated to T5's apex RMSNorm memory leak." }, { "left": "issue:44387", "right": "issue:45701", "accept": false, - "reason": "CUDA memory growth under int4 quantization is unrelated to tokenization changes across versions." + "reason": "Int4 quantization OOM is a different bug from version-dependent tokenization changes." }, { "left": "issue:43531", "right": "issue:45759", "accept": false, - "reason": "Both mention Qwen, but one is sliding_window behavior and the other is composite config unwrapping." + "reason": "A Qwen3-MoE sliding-window issue is unrelated to `from_config` failing to unwrap `text_config`." }, { "left": "issue:44534", "right": "issue:46665", "accept": false, - "reason": "Non-persistent buffer initialization and from_pretrained behavior inside Python classes are different issues." + "reason": "Non-persistent buffer corruption is unrelated to inconsistent `from_pretrained` behavior inside Python classes." }, { "left": "issue:43550", "right": "issue:43653", "accept": false, - "reason": "torch.compile/SDPA failure in Bamba and tokenizer special-token registration in BigBird are unrelated." + "reason": "Bamba torch.compile/SDPA failure and BigBirdTokenizer special-token registration are unrelated." }, { "left": "issue:43452", "right": "issue:47020", "accept": false, - "reason": "gguf_file loading breaks are not the same as XLMRobertaTokenizer passing a dict to Unigram." + "reason": "GGUF loading breakage is a different tokenizer/model-loading bug from XLMRoberta's `Unigram(vocab=...)` type error." }, { "left": "issue:44492", "right": "issue:44509", "accept": false, - "reason": "A typo in cache strategy docs is unrelated to removed pipeline-task documentation drift." + "reason": "A typo in cache strategies is not the same as outdated docs mentioning removed pipeline tasks." }, { "left": "issue:41720", "right": "issue:43746", "accept": false, - "reason": "Auto device mapping CUDA assert and PEFT adapter local checkpoint loading are different failure modes." + "reason": "Qwen3 auto device mapping CUDA assert and GraniteSpeech PEFT local-checkpoint loading are different failure paths." }, { "left": "issue:43606", "right": "issue:43720", "accept": false, - "reason": "CPU offload device mismatch and packed-weight unpacking during accelerate loading are distinct problems." + "reason": "Both touch loading/offload, but one is Bark CPU-offload device mismatch and the other is BitNet packed-weight unpacking." }, { "left": "issue:42490", "right": "issue:43329", "accept": false, - "reason": "Trailing-slash path import warning and multimodal token-count video-branch bugs are unrelated." + "reason": "Local-path slash import warning is unrelated to a multimodal token-count video-branch undefined-variable bug." }, { "left": "issue:45406", "right": "issue:45464", "accept": false, - "reason": "Gemma4Processor missing _tokenizer and Qwen3.5 streaming inference failures are different serving issues." + "reason": "Gemma4Processor missing `_tokenizer` and Qwen3.5 streaming failures are separate issues." }, { "left": "issue:43388", "right": "issue:45059", "accept": false, - "reason": "Metrics gathering tuple truncation and SAM3 text/bbox behavior are not the same underlying bug." + "reason": "Metric gathering truncation of tuple labels is unrelated to SAM3 text-and-boxes behavior." }, { "left": "issue:34567", "right": "issue:35707", "accept": false, - "reason": "TrainerState token accounting and progressive generation with inputs_embeds/past_key_values are unrelated." + "reason": "TrainerState token-count tracking and generation with `inputs_embeds`/`past_key_values` are different code paths." }, { "left": "issue:43531", "right": "issue:46821", "accept": false, - "reason": "Both mention window-related settings, but they are different models and different error conditions." - }, - { - "left": "issue:43526", - "right": "issue:43881", - "accept": false, - "reason": "BeitImageProcessorFast label reduction and glm-4v-9b loading failure are unrelated." + "reason": "Only superficial overlap on `window_size`; one is Qwen3-MoE sliding-window behavior, the other is TimesFM attribute handling." }, { "left": "issue:43606", "right": "issue:43653", "accept": false, - "reason": "Device mismatch on CPU offload is not the same as a tokenizer special-token registration bug." + "reason": "Bark CPU-offload mismatch and BigBirdTokenizer mask-token registration are unrelated." }, { "left": "issue:34634", "right": "issue:41720", "accept": false, - "reason": "Bark voice_preset and Qwen3 auto device mapping are unrelated model/runtime issues." + "reason": "BarkProcessor `voice_preset` and Qwen3 CUDA assert are completely different bugs." }, { "left": "issue:43531", "right": "issue:44589", "accept": false, - "reason": "Sliding-window handling in Qwen3-MoE is unrelated to missing Float8 storage on load." + "reason": "Sliding-window logic in Qwen3-MoE is unrelated to a Float8 storage lookup error." + }, + { + "left": "issue:43526", + "right": "issue:43881", + "accept": false, + "reason": "BeitImageProcessorFast label reduction and glm-4v-9b load failure are unrelated." }, { "left": "issue:45759", "right": "issue:45859", "accept": false, - "reason": "Composite text_config unwrapping and CPU-offload incompatibility in Qwen3_5MoeRotaryEmbedding are different bugs." + "reason": "Unwrapping `text_config` in composite Qwen configs is unrelated to CPU-offload compatibility in rotary embedding." }, { "left": "issue:43540", "right": "issue:46858", "accept": false, - "reason": "Qwen3OmniMoe video-processing ValueError is unrelated to static-cache seq-length arithmetic under torch.compile." + "reason": "Qwen3OmniMoe video processing and `_prefill` cache length device-tensor arithmetic are different bugs." }, { - "left": "issue:45357", - "right": "issue:46402", + "left": "issue:44451", + "right": "issue:44991", "accept": false, - "reason": "Incorrect visual-encoder save_pretrained keys and missing text encoder weights on load are different multimodal model bugs." + "reason": "Both are load failures, but they affect different models/tokenizer paths and do not share the same root cause." } ] }, @@ -5363,8 +5330,8 @@ "review_unit_count": 62, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-510", "nodes": [ @@ -5400,7 +5367,6 @@ "issue:44918", "issue:44936", "issue:44987", - "issue:44991", "issue:45042", "issue:45072", "issue:45357", @@ -5411,6 +5377,7 @@ "issue:45923", "issue:46032", "issue:46050", + "issue:46402", "issue:46463", "issue:46655", "issue:46665", @@ -5418,7 +5385,7 @@ "issue:47050" ], "soft_pairs": [ - "issue:44451|issue:44991", + "issue:45357|issue:46402", "issue:44077|issue:44625", "issue:43644|issue:46665", "issue:44987|issue:45042", @@ -5427,235 +5394,235 @@ "issue:44625|issue:45479", "issue:43381|issue:43844", "issue:39692|issue:44610", - "issue:44368|issue:45357", "issue:43746|issue:46050", + "issue:44368|issue:45357", "issue:41720|issue:45704", "issue:43381|issue:45704", "issue:46655|issue:46693", "issue:44918|issue:44936", "issue:43421|issue:43927", "issue:45704|issue:45923", - "issue:42886|issue:44843", "issue:45759|issue:45923", + "issue:42886|issue:44843", "issue:44514|issue:44545", "issue:43746|issue:43873", - "issue:43994|issue:44671", "issue:39692|issue:43493", "issue:30064|issue:36010", + "issue:43994|issue:44671", "issue:43421|issue:43653", "issue:46032|issue:46463", - "issue:43782|issue:45381", "issue:44464|issue:47050", + "issue:43782|issue:45381", "issue:44857|issue:47050" ], - "prepared_review_unit_hash": "0f35046988142f29950b7b9a230c39313f85af5bf8dcac41b85c5e56fa51ac2b", + "prepared_review_unit_hash": "f33a7b30b8bea288e2202fd5a0fc823d89f20367f80ba6b7d217af79ff13d833", "component_budget": { "node_count": 510, "item_count": 510, "soft_pair_count": 1874, - "serialized_chars": 972519, - "estimated_input_tokens": 243130, - "estimated_eval_tokens": 486516 + "serialized_chars": 972522, + "estimated_input_tokens": 243131, + "estimated_eval_tokens": 486518 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 29, - "serialized_chars": 36668, - "estimated_input_tokens": 9167, - "estimated_eval_tokens": 18590 + "serialized_chars": 36663, + "estimated_input_tokens": 9166, + "estimated_eval_tokens": 18588 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Only one soft edge looks like a likely duplicate: the two Qwen2_5_VLProcessor batched `apply_chat_template` crash reports. The rest are best treated as related-but-distinct bugs rather than the same underlying issue.", + "summary": "Most pairs are unrelated. The notable duplicate is the Qwen2_5_VLProcessor batched `padding=False` crash pair, and one HF_HUB_OFFLINE tokenizer-loading pair looks like the same underlying offline-path bug.", "confidence": 0.86, - "canonical_issue_reason": "Issue 44514 is the best canonical issue: it is the clearer anchor for the same `Qwen2_5_VLProcessor.apply_chat_template` batched-input crash, and 44545 appears to be a near-duplicate based on the near-identical title.", + "canonical_issue_reason": "issue:44545 is the best canonical representative for the Qwen2_5_VLProcessor batched-input crash: it has the cleaner plain title and slightly more inbound references, while issue:44514 describes the same repro with backticks/formatting differences rather than a different bug.", "canonical_pr_reason": null, - "best_issue_reason": "44514 is the strongest issue anchor in this set because it cleanly names the failing code path and matches the duplicate candidate most closely.", + "best_issue_reason": "issue:44545 is the strongest issue anchor for this cluster because it cleanly names the shared crash scenario and is the most concise representative of the duplicate pair.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44451", - "right": "issue:44991", + "left": "issue:45357", + "right": "issue:46402", "accept": false, - "reason": "Both are model/tokenizer loading failures, but they point to different repos and likely different root causes, so they are not the same bug." + "reason": "Different model families and different load paths: Qwen3.5 visual encoder key regression vs Sam3Model text encoder weights not loading." }, { "left": "issue:44077", "right": "issue:44625", "accept": false, - "reason": "Different issues: `post_init` handling in patchtsmixer versus `num_labels` propagation in Qwen3.5." + "reason": "Unrelated bugs: patchtsmixer post_init policy vs Qwen3.5 num_labels propagation." }, { "left": "issue:43644", "right": "issue:46665", "accept": false, - "reason": "Non-persistent buffer junk and inconsistent `from_pretrained` behavior are unrelated failure modes." + "reason": "Both mention loading/behavior changes, but one is a v5 buffer regression and the other is inconsistent from_pretrained behavior inside Python classes." }, { "left": "issue:44987", "right": "issue:45042", "accept": false, - "reason": "One is a model load failure, the other is an image-processor dependency regression; same broad area, but not the same concrete bug." + "reason": "Different subsystems and symptoms: model artifact loading vs PIL image processors incorrectly requiring torchvision." }, { "left": "issue:44062", "right": "issue:44451", "accept": false, - "reason": "A tokenizer constructor TypeError is not the same concrete failure as a model load error for a specific repo." + "reason": "Could both involve loading/tokenization, but one is a specific AddedToken TypeError while the other is a generic model-loading failure for ScandiBERT." }, { "left": "issue:44898", "right": "issue:45072", "accept": false, - "reason": "Perceiver image-size handling and bfloat16 dtype mismatches in other models are different code paths." + "reason": "Different models and failure modes: Perceiver resolution/interpolation vs dtype mismatch in bfloat16 inference." }, { "left": "issue:44625", "right": "issue:45479", "accept": false, - "reason": "Both concern classification configs, but one is missing propagation and the other is a degenerate zero-loss behavior; not the same fix." + "reason": "Both involve num_labels, but one is config propagation in Qwen3.5 multimodal configs and the other is a classification-loss degeneracy bug." }, { "left": "issue:43381", "right": "issue:43844", "accept": false, - "reason": "Eval-mode gradient checkpointing restriction and ZeRO-3 gradient growth are unrelated training bugs." + "reason": "Distinct training/runtime issues: gradient checkpointing in eval mode vs a ZeRO-3 gradient increase regression." }, { "left": "issue:39692", "right": "issue:44610", "accept": false, - "reason": "Both are model-specific issues, but SigLIP2 docs/example errors and OmDet-Turbo image-size mismatches are different problems." + "reason": "Different products and bugs: SigLIP2 docs/example problems vs OmDet-Turbo processor size mismatch." }, { - "left": "issue:44368", - "right": "issue:45357", + "left": "issue:43746", + "right": "issue:46050", "accept": false, - "reason": "A warning about `tie_word_embeddings` during LoRA fine-tuning is not the same as incorrect visual encoder keys on save/load." + "reason": "Both concern model loading/saving, but PEFT adapter loading and sinq quantized save/load breakage are different code paths." }, { - "left": "issue:43746", - "right": "issue:46050", + "left": "issue:44368", + "right": "issue:45357", "accept": false, - "reason": "Both touch save/load flows, but PEFT local checkpoint loading and sinq quantization round-tripping are different concrete failures." + "reason": "A warning about tie_word_embeddings is unrelated to the Qwen3.5 visual encoder save_pretrained key regression." }, { "left": "issue:41720", "right": "issue:45704", "accept": false, - "reason": "CUDA assert on Qwen3 auto device mapping is unrelated to the T5/apex RMSNorm memory leak." + "reason": "Completely different failures: Qwen3 auto device mapping assert vs T5/apex RMSNorm memory leak." }, { "left": "issue:43381", "right": "issue:45704", "accept": false, - "reason": "No shared code path: eval-mode checkpointing restrictions versus a T5 norm implementation leak." + "reason": "No meaningful overlap beyond being training-related; gradient checkpointing eval-mode bug is unrelated to T5 apex memory leak." }, { "left": "issue:46655", "right": "issue:46693", "accept": false, - "reason": "Video-processor padding bugs and FA2 long-context performance regressions are unrelated." + "reason": "Both involve generation/vision workflows, but one is a video processor padding bug and the other is a long-context FA2 regression." }, { "left": "issue:44918", "right": "issue:44936", "accept": false, - "reason": "Different trainer failures: unpacking embeddings in TRL SFT versus evaluate-after-train behavior." + "reason": "Different trainer issues: TRL SFT embedding unpacking vs evaluate() failing after train()." }, { "left": "issue:43421", "right": "issue:43927", "accept": false, - "reason": "Both involve tokenization, but runtime post-processor updates and custom token ID persistence are not the same bug." + "reason": "Both touch token metadata, but runtime post-processor updates and save/load loss of custom token IDs are different bugs." }, { "left": "issue:45704", "right": "issue:45923", "accept": false, - "reason": "T5 RMSNorm leak and missing `supports_gradient_checkpointing` are unrelated model implementation issues." - }, - { - "left": "issue:42886", - "right": "issue:44843", - "accept": false, - "reason": "Both mention offline behavior, but cache loading for tokenizers and an unconditional `model_info()` call in a regex patch are different failures." + "reason": "Unrelated: T5 apex memory leak vs missing supports_gradient_checkpointing on a trust_remote_code model." }, { "left": "issue:45759", "right": "issue:45923", "accept": false, - "reason": "Composite Qwen config unwrapping and a trust-remote-code checkpointing flag are unrelated." + "reason": "Different model/config problems: composite Qwen text_config handling vs gradient-checkpointing flag omission." + }, + { + "left": "issue:42886", + "right": "issue:44843", + "accept": true, + "reason": "Same underlying HF_HUB_OFFLINE tokenizer-loading bug: both point to an unconditional hub call in the AutoTokenizer/from_pretrained path that breaks offline mode." }, { "left": "issue:44514", "right": "issue:44545", "accept": true, - "reason": "Likely duplicate/near-duplicate based on near-identical titles and the same `Qwen2_5_VLProcessor.apply_chat_template` batched-input crash when `padding=False`." + "reason": "Same Qwen2_5_VLProcessor batched-input crash when padding=False; the titles differ only in formatting/backticks and punctuation, not in substance." }, { "left": "issue:43746", "right": "issue:43873", "accept": false, - "reason": "PEFT local checkpoint loading and quantization/offloading behavior are different problems." - }, - { - "left": "issue:43994", - "right": "issue:44671", - "accept": false, - "reason": "Both report bad outputs, but they involve different models and different failure mechanisms." + "reason": "Different areas: PEFT/local checkpoint loading vs quantization offloading behavior." }, { "left": "issue:39692", "right": "issue:43493", "accept": false, - "reason": "Both involve SigLIP2, but one is a broken documentation example while the other is an implementation discrepancy versus JAX." + "reason": "Same broad SigLIP2 family, but docs/example errors are not the same as an HF-vs-JAX implementation discrepancy." }, { "left": "issue:30064", "right": "issue:36010", "accept": false, - "reason": "Image processor segmentation-map handling and a `GenerationMixin` import error are unrelated." + "reason": "No relation: void segmentation map processing vs GenerationMixin import failure." + }, + { + "left": "issue:43994", + "right": "issue:44671", + "accept": false, + "reason": "Both are model-quality complaints, but they concern different models and different failure modes." }, { "left": "issue:43421", "right": "issue:43653", "accept": false, - "reason": "Both concern special tokens, but one is runtime post-processor updates and the other is BigBird tokenizer registration; not the same concrete issue." + "reason": "Related to special tokens, but one is runtime post-processor refresh and the other is BigBirdTokenizer mask-token registration/decode behavior." }, { "left": "issue:46032", "right": "issue:46463", "accept": false, - "reason": "Mamba2 cache correctness and a T5 error-message bug are unrelated." + "reason": "Different bug classes: incorrect use_cache results in Mamba2Mixer vs an error-message validation issue in T5." }, { - "left": "issue:43782", - "right": "issue:45381", + "left": "issue:44464", + "right": "issue:47050", "accept": false, - "reason": "Different multimodal Qwen bugs: `weight_only=True` loading failure versus incorrect video `vision_position_ids`." + "reason": "Both are correctness issues, but chunked generation with compiled forward is unrelated to fp16 ONNX attention dtype mismatch." }, { - "left": "issue:44464", - "right": "issue:47050", + "left": "issue:43782", + "right": "issue:45381", "accept": false, - "reason": "Chunked generation inconsistency with compiled forward and fp16 ONNX attention dtype mismatch are different execution paths." + "reason": "Both are Qwen VL related, but weight_only from_pretrained loading and video vision_position_ids are different problems." }, { "left": "issue:44857", "right": "issue:47050", "accept": false, - "reason": "Both mention dtype issues, but they occur in different models and contexts, so they are not the same bug." + "reason": "Both mention float16/dtype issues, but they affect different models and execution paths; not the same underlying bug." } ] }, "evaluator_result": { "accept": false, - "feedback": "The duplicate call on 44514/44545 is plausible from the titles, but the writeup overstates what the packet shows: it calls them an \"exact duplicate\" and cites a \"reproducible failure mode\" without body evidence. Keep it more conservative (e.g. \"likely duplicate/near-duplicate based on near-identical titles\"). The rest of the soft-edge rejects are generally conservative." + "feedback": "The analysis is mostly conservative, but it overstates one key point: issue:44545 does not match issue:44514 verbatim, since the title formatting differs (backticks/punctuation). The duplicate judgment itself looks plausible, but the canonicalization claim is too strong for the packet evidence. " }, "evaluator_used": true, "retried": true, @@ -5671,8 +5638,8 @@ "review_unit_count": 62, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-510", "nodes": [ @@ -5738,41 +5705,41 @@ "issue:46829|issue:46832", "issue:43550|issue:43927", "issue:43550|issue:44361", - "issue:45987|issue:46829", - "issue:43596|issue:44220", "issue:44625|issue:47050", + "issue:43596|issue:44220", + "issue:45987|issue:46829", "issue:43540|issue:46294", - "issue:45381|issue:46693", - "issue:44062|issue:44488", "issue:43531|issue:43643", + "issue:44062|issue:44488", + "issue:45381|issue:46693", "issue:43611|issue:46665", - "issue:44220|issue:44661", "issue:41720|issue:44991", + "issue:44220|issue:44661", "issue:30064|issue:36331", "issue:44186|issue:44898", "issue:43653|issue:43819", "issue:45987|issue:46932", "issue:43618|issue:43697", "issue:44488|issue:47020", - "issue:43335|issue:43756", "issue:44008|issue:46858", - "issue:43643|issue:44877", - "issue:43550|issue:43819" + "issue:43335|issue:43756", + "issue:43550|issue:43819", + "issue:43643|issue:44877" ], - "prepared_review_unit_hash": "9c595eaacce109ced99325c4116d71add6c257beeff051d8f6f6f815a0936d64", + "prepared_review_unit_hash": "f105fd03f3c1de30b7e676c33141a14adb91d727f8c95c9e1065b38d90105a21", "component_budget": { "node_count": 510, "item_count": 510, "soft_pair_count": 1874, - "serialized_chars": 972519, - "estimated_input_tokens": 243130, - "estimated_eval_tokens": 486516 + "serialized_chars": 972522, + "estimated_input_tokens": 243131, + "estimated_eval_tokens": 486518 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 32, - "serialized_chars": 37680, + "serialized_chars": 37677, "estimated_input_tokens": 9420, "estimated_eval_tokens": 19096 }, @@ -5781,211 +5748,214 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous: it mixes tokenizer-loading regressions, cache/value-shape bugs, model-specific forward-pass failures, and unrelated docs/CI issues. I do not see a true duplicate set; the soft links are mostly same-subsystem similarity rather than the same underlying bug.", - "confidence": 0.93, - "canonical_issue_reason": "No single canonical issue stands out because the items span different models and code paths; they are related by broad transformer/tokenizer similarity, not by one duplicate defect.", + "summary": "This cluster is mostly heterogeneous and does not form one duplicate set. The only strong duplicate-like link is the tokenizer regex/fix_mistral_regex regression family; most other soft pairs are just broad topical similarities and should stay separate.", + "confidence": 0.78, + "canonical_issue_reason": "issue #45356 is the clearest representative of the only near-duplicate family in the cluster: the Mistral/Kimi tokenizer regex regression around fix_mistral_regex and codec handling.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45081 is the strongest standalone report to represent the cluster because it has a concrete crash, explicit repro (`fix_mistral_regex=True`), and a well-scoped tokenizer code path. It is still not a duplicate target for the whole cluster.", + "best_issue_reason": "issue #45356 is the best anchor issue because it describes the broadest, most complete version of the tokenizer-regex regression and is the most plausible umbrella for the accepted duplicate pair.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45081", "right": "issue:45356", - "accept": false, - "reason": "Same Mistral/Kimi tokenizer area, but different failures: one is an AttributeError crash in `_patch_mistral_regex`, the other is codec-handling / warning regression. Similar subsystem, not the same bug." + "accept": true, + "reason": "Same tokenizer-regex/fix_mistral_regex failure mode; Kimi-K2.5 regression and Mistral tokenizer patch crash look like the same underlying bug family." }, { "left": "issue:43421", "right": "issue:44186", "accept": false, - "reason": "Post-processor refresh after special-token changes vs LayoutLMv2 NER/padding crash. Different models and different failure modes." + "reason": "Both involve tokenizers, but one is runtime special-token post-processing and the other is a LayoutLMv2 NER/padding crash; different code paths." }, { "left": "issue:45356", "right": "issue:45907", "accept": false, - "reason": "Tokenizer regression in Kimi-K2.5 vs a GitHub-files API forwarding bug. No shared underlying defect." + "reason": "Tokenizer regression vs a repository-file revision forwarding bug; unrelated." }, { "left": "issue:44995", "right": "issue:46858", "accept": false, - "reason": "Both mention cache behavior, but one is a GlmMoeDsa stale indexer cache issue and the other is StaticCache.get_seq_length returning a tensor on non-CUDA backends. Different code paths." + "reason": "Both mention cache/sequencing, but one is a model-specific second-forward crash and the other is a static-cache return-type/arithmetic bug." }, { "left": "issue:39692", "right": "issue:43873", "accept": false, - "reason": "SigLIP2 docs/model mismatch and quantization example errors vs a broad offloading-with-quantization regression. Not the same issue." + "reason": "Doc/example errors and quantization offloading behavior are different problems." }, { "left": "issue:39692", "right": "issue:47050", "accept": false, - "reason": "Documentation/example failures for SigLIP2 vs Canine ONNX fp16 dtype mismatch. Unrelated bugs." + "reason": "Documentation/model mismatch vs ONNX fp16 dtype mismatch; unrelated." }, { "left": "issue:43720", "right": "issue:43819", "accept": false, - "reason": "BitNet accelerate-loading unpacking bug vs DAC.from_latents missing STE / forward mismatch. Different models and code paths." + "reason": "Accelerate packed-weight loading bug vs DAC forward/from_latents mismatch; not the same bug." }, { "left": "issue:43295", "right": "issue:45834", "accept": false, - "reason": "Processor/tokenizer regression in v4.57.5 vs Kosmos2.5 long-OCR index error. Both are input-processing bugs, but not the same underlying defect." + "reason": "Processor/tokenizer regression vs long OCR index error in Kosmos2.5; different failures." }, { "left": "issue:43653", "right": "issue:43720", "accept": false, - "reason": "BigBirdTokenizer special-token registration bug vs BitNet packed-weights loading bug. Distinct components and symptoms." + "reason": "Tokenizer special-token registration bug vs BitNet weight unpacking bug; unrelated." }, { "left": "issue:46829", "right": "issue:46832", "accept": false, - "reason": "One is an output-field assignment issue in VideoPrism; the other is RT-DETR feature-level mismatch in forward. Not duplicates." + "reason": "Different RT/vision model bugs: hidden_states output wiring vs feature-level mismatch in forward." }, { "left": "issue:43550", "right": "issue:43927", "accept": false, - "reason": "Bamba torch.compile/SDPA failure vs DiaConfig losing token IDs after save/load. Different model families and failure points." + "reason": "torch.compile/SDPA issue vs config save/load token ID loss; different layers of the stack." }, { "left": "issue:43550", "right": "issue:44361", "accept": false, - "reason": "Bamba compile/SDPA bug vs MLukeTokenizer AttributeError on tasks. No shared underlying code path." + "reason": "Different models and failure modes: compile/attention bug vs MLukeTokenizer attribute error." }, { - "left": "issue:45987", - "right": "issue:46829", + "left": "issue:44625", + "right": "issue:47050", "accept": false, - "reason": "StaticCache sequence-length contract issue vs VideoPrism hidden_states/output wiring bug. Different subsystems." + "reason": "Config propagation bug vs ONNX dtype mismatch; unrelated." }, { "left": "issue:43596", "right": "issue:44220", "accept": false, - "reason": "DeepSpeed ZeRO-3 / BertModel empty-index crash vs `_torch_extract_fbank_features()` issue. Unrelated failures." + "reason": "Deepspeed zero3/BertModel indexing vs audio feature extraction issue; separate code paths." }, { - "left": "issue:44625", - "right": "issue:47050", + "left": "issue:45987", + "right": "issue:46829", "accept": false, - "reason": "Qwen3.5 config propagation bug vs Canine ONNX dtype mismatch. Different layers of the stack." + "reason": "Static cache length return-type bug vs VideoPrism output wiring; not the same issue." }, { "left": "issue:43540", "right": "issue:46294", "accept": false, - "reason": "Both are video-input issues in Qwen models, but they fail at different stages: one is a ValueError in Qwen3OmniMoe video processing, the other is a chat-template token/feature mismatch in Qwen3.5-9B. Same broad area, not same bug." + "reason": "Both are Qwen video-input issues, but one is Qwen3OmniMoe processing failure and the other is chat-template feature/token mismatch; too different to merge." }, { - "left": "issue:45381", - "right": "issue:46693", + "left": "issue:43531", + "right": "issue:43643", "accept": false, - "reason": "Qwen2.5-VL video position IDs bug vs FA2 long-context performance regression. One is correctness, the other is performance." + "reason": "Sliding-window MoE bug vs AutoConfig trust_remote_code field loss; unrelated." }, { "left": "issue:44062", "right": "issue:44488", "accept": false, - "reason": "AddedToken constructor argument clash vs loading a specific tokenizer checkpoint. Different root causes." + "reason": "AddedToken constructor error vs model load failure for a specific checkpoint; not the same bug." }, { - "left": "issue:43531", - "right": "issue:43643", + "left": "issue:45381", + "right": "issue:46693", "accept": false, - "reason": "Sliding-window behavior in Qwen3-MoE vs missing fields from `AutoConfig.from_pretrained(trust_remote_code=True)`. Not the same defect." + "reason": "Video position IDs bug vs FA2 long-context performance regression; different symptoms and code paths." }, { "left": "issue:43611", "right": "issue:46665", "accept": false, - "reason": "Both involve loading models, but one is a `base_model_prefix` regression and the other is inconsistent `from_pretrained` behavior inside Python classes. Different issues." + "reason": "base_model_prefix loading regression vs from_pretrained-in-classes inconsistency; not the same concrete defect." }, { - "left": "issue:44220", - "right": "issue:44661", + "left": "issue:41720", + "right": "issue:44991", "accept": false, - "reason": "Audio fbank extraction bug vs `add-new-model-like` failing for models in `TOKENIZER_MAPPING_NAMES`. Unrelated." + "reason": "CUDA assert on auto device mapping vs tokenizer loading failure for a different model." }, { - "left": "issue:41720", - "right": "issue:44991", + "left": "issue:44220", + "right": "issue:44661", "accept": false, - "reason": "Qwen3 auto device mapping cuda assert vs tokenizer loading failure for EMBEDDIA/est-roberta. Different models and failures." + "reason": "Audio feature extraction bug vs add-new-model-like/tokenizer mapping failure; unrelated." }, { "left": "issue:30064", "right": "issue:36331", "accept": false, - "reason": "Void segmentation maps in image processing vs `CustomTrainer.compute_loss` signature mismatch. No overlap beyond general training/inference tooling." + "reason": "Image processor segmentation-map bug vs custom trainer loss signature mismatch; no overlap." }, { "left": "issue:44186", "right": "issue:44898", "accept": false, - "reason": "LayoutLMv2 tokenizer crash on NER/padding vs Perceiver image classification failure with non-default resolution. Different components." + "reason": "LayoutLMv2 tokenizer crash vs Perceiver interpolation issue; different models and logic." }, { "left": "issue:43653", "right": "issue:43819", "accept": false, - "reason": "Tokenizer special-token registration bug vs DAC latent decoding mismatch. Different subsystems and symptoms." + "reason": "Tokenizer special-token registration bug vs DAC latent reconstruction mismatch; unrelated." }, { "left": "issue:45987", "right": "issue:46932", "accept": false, - "reason": "StaticCache return-type bug vs Gemma4 quantized embedder dtype-casting bug. Not the same underlying change." + "reason": "Cache length return type bug vs Gemma4 quantized embedder dtype casting; different subsystems." }, { "left": "issue:43618", "right": "issue:43697", "accept": false, - "reason": "CLIPOutput attention field regression vs RTDetrV2 output differences. Different model outputs and bug classes." + "reason": "CLIPOutput attentions field regression vs RT-DETR output drift; separate issues." }, { "left": "issue:44488", "right": "issue:47020", "accept": false, - "reason": "Loading `cjvt/sleng-bert` vs `XLMRobertaTokenizer.__init__` passing a dict to Unigram. Both are tokenizer-load failures, but not the same bug." - }, - { - "left": "issue:43335", - "right": "issue:43756", - "accept": false, - "reason": "SwitchTransformers sparse-layer construction bug vs Smollm3 RoPE layer dropping. Different model configs and logic." + "reason": "Both concern tokenizer loading, but one is a specific model checkpoint load failure and the other is an XLMRobertaTokenizer Unigram init bug." }, { "left": "issue:44008", "right": "issue:46858", "accept": false, - "reason": "Gemma3n variable-name collision in forward vs cache length returning a device tensor. Completely different failure modes." + "reason": "Gemma3n forward variable collision vs static-cache seq-length arithmetic bug; unrelated." }, { - "left": "issue:43643", - "right": "issue:44877", + "left": "issue:43335", + "right": "issue:43756", "accept": false, - "reason": "`trust_remote_code=True` missing fields vs strict config blocking granite_speech loading. Related to config loading, but not the same bug." + "reason": "SwitchTransformers sparse-layer config bug vs Smollm3 RoPE-layer dropping; different model config mistakes." }, { "left": "issue:43550", "right": "issue:43819", "accept": false, - "reason": "Bamba torch.compile/SDPA failure vs DAC.from_latents mismatch. Different models and code paths." + "reason": "Bamba torch.compile/SDPA bug vs DAC.from_latents mismatch; unrelated." + }, + { + "left": "issue:43643", + "right": "issue:44877", + "accept": false, + "reason": "Both are config-loading related, but one is missing fields with trust_remote_code and the other is strict config blocking granite_speech; not the same bug." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays mostly conservative. The one accepted soft edge is reasonably supported by the shared `fix_mistral_regex` / tokenizer-regex context, and the other pairs are correctly treated as separate bugs. The cluster-level conclusion that this is mostly heterogeneous is also consistent with the issue titles." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -5997,8 +5967,8 @@ "review_unit_count": 62, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-510", "nodes": [ @@ -6051,47 +6021,47 @@ "issue:47020" ], "soft_pairs": [ - "issue:44843|issue:45081", "issue:44821|issue:45084", - "issue:39692|issue:45834", + "issue:44843|issue:45081", "issue:34634|issue:36010", - "issue:44448|issue:44671", + "issue:39692|issue:45834", "issue:43540|issue:44008", + "issue:44448|issue:44671", "issue:44186|issue:44442", "issue:45584|issue:45834", - "issue:43322|issue:45685", "issue:45183|issue:45479", - "issue:43644|issue:43749", + "issue:43322|issue:45685", "issue:44991|issue:47020", + "issue:43644|issue:43749", "issue:43606|issue:45072", "issue:44561|issue:45020", "issue:44991|issue:46291", "issue:43782|issue:44977", "issue:43421|issue:44811", - "issue:43550|issue:45072", "issue:43577|issue:43818", + "issue:43550|issue:45072", "issue:44479|issue:45834", - "issue:43825|issue:43994", "issue:43582|issue:46512", + "issue:43825|issue:43994", "issue:43388|issue:46032", "issue:44805|issue:44936", "issue:43716|issue:44008", "issue:46294|issue:46463" ], - "prepared_review_unit_hash": "b1857ce043cd0aca6471efed0ef564e83efeab4016a67cc36b117393090b8925", + "prepared_review_unit_hash": "d1255d735b41e79a70cbd2bab441ec6c7f1e4866126f44de650fd678d067cad1", "component_budget": { "node_count": 510, "item_count": 510, "soft_pair_count": 1874, - "serialized_chars": 972519, - "estimated_input_tokens": 243130, - "estimated_eval_tokens": 486516 + "serialized_chars": 972522, + "estimated_input_tokens": 243131, + "estimated_eval_tokens": 486518 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 26, - "serialized_chars": 35270, + "serialized_chars": 35271, "estimated_input_tokens": 8818, "estimated_eval_tokens": 17892 }, @@ -6100,175 +6070,178 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The items are a broad mix of unrelated regression reports across tokenizers, multimodal models, training utilities, and runtime environments. The soft pairs are mostly superficial similarity matches rather than true duplicates.", - "confidence": 0.97, - "canonical_issue_reason": null, + "summary": "Mostly unrelated issue reports with a couple of likely duplicate chains around remote_code/tokenizer-loading regressions. No pull requests are present.", + "confidence": 0.73, + "canonical_issue_reason": "issue:45020 is the best umbrella candidate: it describes the broad remote_code regression class, has the most general scope, and plausibly subsumes the more specific trust_remote_code breakage in issue:44561.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "issue:45020 is the strongest global representative because it is the broadest and most central bug report in the set; most other items are narrow model-specific reports that do not generalize as well.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:44843", - "right": "issue:45081", - "accept": false, - "reason": "Both touch Mistral tokenizer patching, but one is an offline/network call bug and the other is an AttributeError in a different code path." - }, { "left": "issue:44821", "right": "issue:45084", "accept": false, - "reason": "Unrelated failures: loading AutoImageProcessor from URL versus a template compilation TypeError." + "reason": "Different subsystems and failure modes: image processor loading from URL vs template compilation error." }, { - "left": "issue:39692", - "right": "issue:45834", + "left": "issue:44843", + "right": "issue:45081", "accept": false, - "reason": "Different models and symptoms; SigLIP2 docs errors are not the same as Kosmos2.5 long-input indexing." + "reason": "Both touch _patch_mistral_regex, but the bugs differ: offline model_info access vs backend_tokenizer attribute crash." }, { "left": "issue:34634", "right": "issue:36010", "accept": false, - "reason": "BarkProcessor voice_preset and GenerationMixin import failure are entirely separate issues." + "reason": "Unrelated: BarkProcessor voice_preset handling vs a GenerationMixin import error." }, { - "left": "issue:44448", - "right": "issue:44671", + "left": "issue:39692", + "right": "issue:45834", "accept": false, - "reason": "Both mention v5 behavior changes, but they affect different models and different outputs." + "reason": "Different models and bugs: SigLIP2 doc example errors vs Kosmos2.5 OCR index error." }, { "left": "issue:43540", "right": "issue:44008", "accept": false, - "reason": "Different multimodal models and different root causes: video input validation versus a variable-name collision." + "reason": "Both are multimodal-input issues, but they affect different models and code paths." + }, + { + "left": "issue:44448", + "right": "issue:44671", + "accept": false, + "reason": "Both are v5 output regressions, but for different model families and different symptoms." }, { "left": "issue:44186", "right": "issue:44442", "accept": false, - "reason": "Tokenizer crash on NER/padding is unrelated to AutoTokenizer failing to load a specific tokenizer class." + "reason": "Tokenizer-related, but one is LayoutLMv2 NER/padding crash and the other is AutoTokenizer loading FastSpeech2ConformerTokenizer." }, { "left": "issue:45584", "right": "issue:45834", "accept": false, - "reason": "Whisper empty-transcription generation and Kosmos2.5 long OCR indexing are different bugs." - }, - { - "left": "issue:43322", - "right": "issue:45685", - "accept": false, - "reason": "Llava Next load-time segfault and MPS histogram support for Int tensors are unrelated." + "reason": "Whisper empty-transcription generation vs Kosmos2.5 long-input OCR indexing are unrelated." }, { "left": "issue:45183", "right": "issue:45479", "accept": false, - "reason": "One is input validation/error-message logic; the other is a loss-computation bug across sequence classifiers." + "reason": "Different validation layers: input_ids/inputs_embeds XOR checking vs sequence-classification loss behavior." }, { - "left": "issue:43644", - "right": "issue:43749", + "left": "issue:43322", + "right": "issue:45685", "accept": false, - "reason": "Non-persistent buffer initialization and FSDP CPU RAM efficient loading are different mechanisms and failures." + "reason": "No shared bug: Llava Next load segfault vs MPS histogram implementation error in moe code." }, { "left": "issue:44991", "right": "issue:47020", + "accept": true, + "reason": "Likely the same tokenizer-loading bug: 47020 names the XLMRoberta/Unigram constructor mismatch that would explain the model-specific failure in 44991." + }, + { + "left": "issue:43644", + "right": "issue:43749", "accept": false, - "reason": "Both are tokenizer loading issues, but for different tokenizer families and different concrete failures." + "reason": "Different problems: non-persistent buffer initialization vs FSDP CPU RAM-efficient loading." }, { "left": "issue:43606", "right": "issue:45072", "accept": false, - "reason": "Device mismatch with CPU offload is not the same as dtype mismatches during bfloat16 inference." + "reason": "Different model-specific inference issues: CPU offload device mismatch vs bf16 dtype mismatch." }, { "left": "issue:44561", "right": "issue:45020", - "accept": false, - "reason": "Shared remote_code context is too broad; these describe different breakages and code paths." + "accept": true, + "reason": "Strong duplicate/parent-child relationship: both describe the same remote_code breakage class in recent Transformers, with 44561 providing a concrete cause." }, { "left": "issue:44991", "right": "issue:46291", "accept": false, - "reason": "Tokenizer load failure and pipelines import failure with kernels v0.15 are unrelated." + "reason": "Both are load-time failures, but one is a tokenizer regression and the other is a kernels version/revision dependency issue." }, { "left": "issue:43782", "right": "issue:44977", "accept": false, - "reason": "Weight_only load error for Qwen3VL is unrelated to Qwen3.5 flash-attention generation issues." + "reason": "Different Qwen model families and different failure points: weight_only loading vs flash-attention generation." }, { "left": "issue:43421", "right": "issue:44811", "accept": false, - "reason": "Runtime special-token post-processing update and Whisper batch_decode skip_special_tokens are different behaviors." - }, - { - "left": "issue:43550", - "right": "issue:45072", - "accept": false, - "reason": "torch.compile/SDPA failure in Bamba-9B-v2 is unrelated to dtype mismatches in other models." + "reason": "Both involve tokenizer/processor behavior, but one is runtime special-token updates and the other is batch_decode skip_special_tokens handling." }, { "left": "issue:43577", "right": "issue:43818", "accept": false, - "reason": "Blip2 dtype loading bug and Video-LLaVA architecture/weight-sharing issue are not the same bug." + "reason": "Completely different components: BLIP2 dtype propagation vs Video-LLaVA tower architecture/weights." }, { - "left": "issue:44479", - "right": "issue:45834", + "left": "issue:43550", + "right": "issue:45072", "accept": false, - "reason": "Qwen video-input regression and Kosmos2.5 OCR indexing issue are distinct model-specific failures." + "reason": "Different low-level issues: torch.compile+SDPA failure vs bfloat16 inference dtype mismatch." }, { - "left": "issue:43825", - "right": "issue:43994", + "left": "issue:44479", + "right": "issue:45834", "accept": false, - "reason": "Incorrect pipeline error messaging is unrelated to SigLIP2 nonsensical outputs." + "reason": "Different multimodal regressions affecting different model families and input shapes." }, { "left": "issue:43582", "right": "issue:46512", "accept": false, - "reason": "Apple Silicon warmup TypeError and stale config.dtype after from_config are different dtype-related issues." + "reason": "Both mention dtype, but one is an Apple Silicon warmup TypeError and the other is stale config.dtype after from_config." + }, + { + "left": "issue:43825", + "right": "issue:43994", + "accept": false, + "reason": "Pipeline-related, but one is an error message issue and the other is a model output correctness issue." }, { "left": "issue:43388", "right": "issue:46032", "accept": false, - "reason": "Metric-gathering label truncation and Mamba2Mixer cache correctness are unrelated training/runtime bugs." + "reason": "Different training/inference subsystems: metric gathering on last batch vs Mamba2 use_cache correctness." }, { "left": "issue:44805", "right": "issue:44936", "accept": false, - "reason": "Mask shape IndexError and trainer.evaluate failing after train do not share the same root cause." + "reason": "Generic error surface, but the underlying bugs are not the same: mask shape mismatch vs trainer evaluate-after-train failure." }, { "left": "issue:43716", "right": "issue:44008", "accept": false, - "reason": "Mistral-3 image-preprocessor dtype mismatch and Gemma3n forward-name collision are unrelated." + "reason": "Both are multimodal dtype/collision issues, but they concern different models and distinct code paths." }, { "left": "issue:46294", "right": "issue:46463", "accept": false, - "reason": "Qwen3.5 video chat-template mismatch and T5 decoder-input validation messaging are different problems." + "reason": "Video-chat template mismatch in Qwen3.5-9B vs incorrect decoder-input validation message in T5 are unrelated." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: it correctly identifies the remote_code/trust_remote_code cluster around issue:45020 and issue:44561, and the rest of the pairs are treated conservatively as unrelated or only loosely similar. I did not see any overclaiming beyond what the titles support, and there are no PR pairs to assess." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -6280,8 +6253,8 @@ "review_unit_count": 62, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-510", "nodes": [ @@ -6344,39 +6317,39 @@ "issue:43645|issue:46665", "issue:43825|issue:43827", "issue:34634|issue:36331", - "issue:44671|issue:45701", "issue:42175|issue:45081", + "issue:44671|issue:45701", "issue:43577|issue:43582", "issue:46175|issue:46932", "issue:45003|issue:46285", "issue:46697|issue:46728", "issue:43782|issue:45325", "issue:43262|issue:43819", - "issue:43653|issue:44912", "issue:43582|issue:44857", + "issue:43653|issue:44912", "issue:44589|issue:45042", "issue:43742|issue:45020", "issue:45372|issue:46326", "issue:43550|issue:44912", - "issue:43906|issue:46209", "issue:36010|issue:43645", - "issue:43257|issue:43329", - "issue:36010|issue:36331" + "issue:43906|issue:46209", + "issue:36010|issue:36331", + "issue:43257|issue:43329" ], - "prepared_review_unit_hash": "4a85939a9e001195c5eb6ad11506619c03abdae7f150d7cb09ccf04f5d4f4819", + "prepared_review_unit_hash": "042aa98baf31f58db9dd8e77c6cb1f490527cda2cad07e27b57efc65bc130ce3", "component_budget": { "node_count": 510, "item_count": 510, "soft_pair_count": 1874, - "serialized_chars": 972519, - "estimated_input_tokens": 243130, - "estimated_eval_tokens": 486516 + "serialized_chars": 972522, + "estimated_input_tokens": 243131, + "estimated_eval_tokens": 486518 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 27, - "serialized_chars": 36156, + "serialized_chars": 36155, "estimated_input_tokens": 9039, "estimated_eval_tokens": 18334 }, @@ -6385,181 +6358,184 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These items are a heterogeneous mix of unrelated bugs across tokenizers, model loading, multimodal processors, quantization, and training. None of the soft pairs look like the same concrete underlying bug or change, so all candidate edges are rejected.", - "confidence": 0.96, - "canonical_issue_reason": "No single canonical issue is appropriate here: the set splits into many unrelated reports rather than one duplicate cluster.", + "summary": "This cluster is mostly a set of unrelated Hugging Face issues. The only likely duplicate pair is the tokenizer-spacing behavior reports 28218 and 29159; the rest point to different models, code paths, or failure modes.", + "confidence": 0.84, + "canonical_issue_reason": "issue:28218 is the most specific, symptom-level report and predates the broader tokenizer inconsistency complaint in 29159, so it is the better duplicate target.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45020 is the broadest umbrella-style regression report in the set, but it still does not represent the other unrelated topics well.", + "best_issue_reason": "issue:28218 is the clearest representative for the underlying bug because it states the concrete added-token spacing regression directly.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43931", "right": "issue:46846", "accept": false, - "reason": "Both involve Qwen3-VL family loading/shape problems, but one is a model weight-mismatch report and the other is a tensor-parallel plan bug; not the same fix." + "reason": "Different Qwen model families and different problems: weight-shape mismatch vs missing tensor-parallel config entries." }, { "left": "issue:43540", "right": "issue:45381", "accept": false, - "reason": "Different models and different video-processing failures; too little evidence they share one underlying bug." + "reason": "Both are video-related, but they affect different models and different failure paths; not the same concrete bug." }, { "left": "issue:28218", "right": "issue:29159", - "accept": false, - "reason": "Both mention tokenizer behavior, but one is about extra spacing after added tokens and the other is a broader slow/fast inconsistency report." + "accept": true, + "reason": "Both describe the same tokenizer behavior regression around added tokens and inconsistent spacing/behavior across tokenizer implementations." }, { "left": "issue:44610", "right": "issue:45072", "accept": false, - "reason": "Completely different subsystems: image-size mismatch vs dtype mismatch in bfloat16 inference." + "reason": "Unrelated subsystems: image processor input sizing vs dtype mismatches in inference." }, { "left": "issue:43749", "right": "issue:44291", "accept": false, - "reason": "Both are loading-related, but the concrete failures and code paths differ substantially." + "reason": "Different loading failures with different causes: FSDP RAM-efficient loading vs an unexpected constructor argument." }, { "left": "issue:43720", "right": "issue:45072", "accept": false, - "reason": "One is about packed weights not being unpacked during accelerate loading; the other is a dtype mismatch during inference." + "reason": "Packed-weight loading for BitNet is unrelated to bf16 dtype mismatch reports." }, { "left": "issue:43645", "right": "issue:46665", "accept": false, - "reason": "Both concern model initialization patterns, but they describe different failure modes and code paths." + "reason": "Both involve model initialization, but one is a Jupyter/custom-model regression and the other is from_pretrained inside Python classes; not the same bug." }, { "left": "issue:43825", "right": "issue:43827", "accept": false, - "reason": "One is an error-message regression, the other is documentation drift; not the same underlying bug." + "reason": "One is an error-message issue, the other is stale docs after pipeline removals." }, { "left": "issue:34634", "right": "issue:36331", "accept": false, - "reason": "Unrelated processor vs trainer issues." + "reason": "BarkProcessor voice preset behavior is unrelated to a custom trainer compute_loss signature error." }, { - "left": "issue:44671", - "right": "issue:45701", + "left": "issue:42175", + "right": "issue:45081", "accept": false, - "reason": "Different symptoms: masked LM prediction regression vs tokenization changes across versions." + "reason": "Backend dependency installation and tokenizer regex patching are unrelated." }, { - "left": "issue:42175", - "right": "issue:45081", + "left": "issue:44671", + "right": "issue:45701", "accept": false, - "reason": "Package/dependency install issue vs tokenizer regex crash; no shared concrete bug." + "reason": "General tokenization-version changes are too broad to merge with a specific CamemBERT masked-LM prediction bug." }, { "left": "issue:43577", "right": "issue:43582", "accept": false, - "reason": "Blip2 dtype-loading issue and Apple Silicon allocator TypeError are unrelated." + "reason": "Different problems: model dtype handling vs Apple Silicon allocator warmup TypeError." }, { "left": "issue:46175", "right": "issue:46932", "accept": false, - "reason": "Different Gemma4 issues affecting different components and failure modes." + "reason": "One is about a huge positional-embedding materialization; the other is about dtype casting in quantized embedders." }, { "left": "issue:45003", "right": "issue:46285", "accept": false, - "reason": "sys.modules access bug vs CLIP model structure inconsistency; not the same problem." + "reason": "Unsafe sys.modules access and CLIP structure inconsistencies are different code paths." }, { "left": "issue:46697", "right": "issue:46728", "accept": false, - "reason": "Both are image-preprocessing boundary bugs, but they affect different models and different calculations." + "reason": "Both concern image sizing, but one is over-padding and the other is patch-count computation for a different model." }, { "left": "issue:43782", "right": "issue:45325", "accept": false, - "reason": "Different Qwen-VL issues: weight_only loading error vs temporal position-id scaling." + "reason": "Different Qwen VL variants and distinct bugs: weight_only load error vs temporal position-id scaling." }, { "left": "issue:43262", "right": "issue:43819", "accept": false, - "reason": "Audio chat-template sampling-rate default vs DAC latent reconstruction mismatch are unrelated." + "reason": "Audio chat-template sampling-rate defaulting is unrelated to DAC forward/from_latents mismatch." }, { - "left": "issue:43653", - "right": "issue:44912", + "left": "issue:43582", + "right": "issue:44857", "accept": false, - "reason": "Tokenizer special-token registration bug vs quantization loading fallback bug." + "reason": "Allocator warmup on Apple Silicon is unrelated to CUDA AMP loss crashes." }, { - "left": "issue:43582", - "right": "issue:44857", + "left": "issue:43653", + "right": "issue:44912", "accept": false, - "reason": "Apple Silicon allocator TypeError and CUDA AMP crash are unrelated." + "reason": "Tokenizer special-token registration is unrelated to MXFP4 quantization loading." }, { "left": "issue:44589", "right": "issue:45042", "accept": false, - "reason": "FP8 storage lookup error vs torchvision dependency regression; different code paths." + "reason": "Float8 storage lookup and PIL-backend torchvision dependency issues are unrelated." }, { "left": "issue:43742", "right": "issue:45020", "accept": false, - "reason": "Model-specific key error vs broad remote_code compatibility regression; not the same underlying issue." + "reason": "A key error on one model is not the same as the broader remote_code breakage." }, { "left": "issue:45372", "right": "issue:46326", "accept": false, - "reason": "Both involve mistral_common, but one is an import failure and the other is a continue_final_message behavior bug." + "reason": "Both mention mistral_common, but they affect different APIs and symptoms: missing import vs continue_final_message behavior." }, { "left": "issue:43550", "right": "issue:44912", "accept": false, - "reason": "torch.compile/SDPA failure and MXFP4 quantization fallback are unrelated." + "reason": "torch.compile/SDPA failure is unrelated to MXFP4 quantization fallback." + }, + { + "left": "issue:36010", + "right": "issue:43645", + "accept": false, + "reason": "GenerationMixin import failure is unrelated to custom-model initialization in notebooks." }, { "left": "issue:43906", "right": "issue:46209", "accept": false, - "reason": "No concrete overlap beyond both being model bugs." + "reason": "An isolated reproduction of an old issue is not the same as FP8 inference failure on B200." }, { "left": "issue:36010", - "right": "issue:43645", + "right": "issue:36331", "accept": false, - "reason": "Import error for GenerationMixin and Jupyter custom-model regression are different failures." + "reason": "Import error for GenerationMixin and custom compute_loss signature error are unrelated." }, { "left": "issue:43257", "right": "issue:43329", "accept": false, - "reason": "Qwen3 MOE weight-conversion issue and multimodal token counting bug are unrelated." - }, - { - "left": "issue:36010", - "right": "issue:36331", - "accept": false, - "reason": "Import error and custom trainer signature mismatch are separate issues." + "reason": "Qwen3 MOE loading with accelerate/deepspeed is unrelated to a multimodal token-counting video-branch bug." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The summary is conservative and grounded in the packet. The only nontrivial pairing, issue:28218 with issue:29159, is supported by the titles and the cluster evidence as a likely tokenizer-spacing/slow-vs-fast inconsistency duplicate. The rest of the verdicts stay appropriately negative and do not overstate similarity." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -6571,8 +6547,8 @@ "review_unit_count": 62, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-510", "nodes": [ @@ -6630,8 +6606,8 @@ "issue:43452|issue:44991", "issue:43638|issue:44936", "issue:43531|issue:45042", - "issue:45081|issue:45406", "issue:42175|issue:46291", + "issue:45081|issue:45406", "issue:44060|issue:44368", "issue:43819|issue:43927", "issue:43329|issue:45600", @@ -6640,217 +6616,217 @@ "issue:42490|issue:43257", "issue:43854|issue:44977", "issue:43746|issue:44811", - "issue:43643|issue:45759", "issue:45859|issue:47050", + "issue:43643|issue:45759", "issue:38175|issue:44610", "issue:39692|issue:44912", - "issue:43257|issue:43696", "issue:43262|issue:44811", + "issue:43257|issue:43696", "issue:43329|issue:43450", "issue:43257|issue:43931", - "issue:44387|issue:44617", "issue:43329|issue:44479", + "issue:44387|issue:44617", "issue:42915|issue:43742", "issue:34567|issue:40990", "issue:44291|issue:45042", "issue:42915|issue:44821" ], - "prepared_review_unit_hash": "4c0e312ff06eeabadb6a6903a0484df303b1dd4274fb593b51760cc83cb5593a", + "prepared_review_unit_hash": "ab0f0d157c6b903f2b4876d007b7cf05dff70d304b579e7f6d3e166c10b067c6", "component_budget": { "node_count": 510, "item_count": 510, "soft_pair_count": 1874, - "serialized_chars": 972519, - "estimated_input_tokens": 243130, - "estimated_eval_tokens": 486516 + "serialized_chars": 972522, + "estimated_input_tokens": 243131, + "estimated_eval_tokens": 486518 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 28, - "serialized_chars": 36437, - "estimated_input_tokens": 9110, - "estimated_eval_tokens": 18476 + "serialized_chars": 36442, + "estimated_input_tokens": 9111, + "estimated_eval_tokens": 18478 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The set is heterogeneous and does not contain any clearly duplicate issue/PR pairs. One video-related pair is superficially close, but the evidence is still too broad to merge confidently.", - "confidence": 0.84, - "canonical_issue_reason": "issue:45042 is the clearest, most actionable report in the set: it has a precise symptom, version scope, and subsystem, plus inbound references that suggest it is a good anchor issue.", + "summary": "The cluster is highly heterogeneous: the soft pairs mostly share only broad themes like tokenizers, loading, or multimodal processing, but not the same concrete bug. No PRs are present. Issue 45081 is the best single anchor because it has the clearest reproducible crash path, but it is not a true duplicate representative for the whole set.", + "confidence": 0.94, + "canonical_issue_reason": "Issue 45081 is the most concrete and reproducible report here (clear traceback and exact trigger), so it is the best available anchor, though the overall cluster is not a real duplicate set.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45042 is the best standalone representative because it is narrowly scoped and concrete, unlike several other reports that are model-specific, broad, or potentially overlapping only at a subsystem level.", + "best_issue_reason": "Issue 45081 is the strongest standalone bug report in the batch; it is specific, actionable, and has a clear failure mode, even if it does not unify the rest of the issues.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43526", "right": "issue:43697", "accept": false, - "reason": "Different models and failures: BeitImageProcessorFast label reduction vs RTDetrV2 output differences." + "reason": "Different bugs: BEiT label reduction in an image processor vs RTDetrV2 output differences in model forward pass." }, { "left": "issue:43452", "right": "issue:44991", "accept": false, - "reason": "Both are tokenizer-loading problems, but the affected APIs and likely root causes differ (gguf_file handling vs specific tokenizer compatibility in v5)." + "reason": "Both involve loading, but one is gguf_file handling and the other is tokenizer compatibility in transformers>=5; different code paths." }, { "left": "issue:43638", "right": "issue:44936", "accept": false, - "reason": "Different training/evaluation failures: a deepspeed zero3 BERT init error versus evaluate() failing after train()." + "reason": "DeepSpeed ZeRO-3/non-pretrained Bert indexing error is unrelated to trainer.evaluate() failing after train()." }, { "left": "issue:43531", "right": "issue:45042", "accept": false, - "reason": "Unrelated subsystems: Qwen3-MoE sliding_window handling vs PIL image processor torchvision dependency." + "reason": "Qwen3-MoE sliding-window logic and PIL/torchvision dependency regression are unrelated." }, { - "left": "issue:45081", - "right": "issue:45406", + "left": "issue:42175", + "right": "issue:46291", "accept": false, - "reason": "Both are loading/runtime errors, but one is a Mistral regex patch crash and the other is a Gemma4Processor attribute error." + "reason": "Both are dependency issues, but missing TensorFlow in the torch extra is not the same as kernels v0.15 version/revision validation." }, { - "left": "issue:42175", - "right": "issue:46291", + "left": "issue:45081", + "right": "issue:45406", "accept": false, - "reason": "Dependency/import issues, but they concern different packages and failure modes (backend extras vs kernels version/revision requirement)." + "reason": "Tokenizer regex patch crash and Gemma4Processor missing _tokenizer are distinct processor/tokenizer failures." }, { "left": "issue:44060", "right": "issue:44368", "accept": false, - "reason": "Similar warning theme, but different concrete bug: wrong tied-weights warning logic vs LoRA fine-tuning config warning." + "reason": "Both mention tied-weight warnings, but one is an incorrect internal warning mapping and the other is config-driven warning spam during LoRA fine-tuning." }, { "left": "issue:43819", "right": "issue:43927", "accept": false, - "reason": "Different bugs in different components: DAC forward/from_latents mismatch vs DiaConfig losing custom token IDs." + "reason": "DAC forward/from_latents mismatch and DiaConfig token-ID loss after save/load are unrelated bugs." }, { "left": "issue:43329", "right": "issue:45600", "accept": false, - "reason": "Different code paths: multimodal token counting video branch bug vs stale auto_mappings references breaking CI." + "reason": "Video token counting NameError and stale auto_mappings references are separate issues." }, { "left": "issue:45084", "right": "issue:45538", "accept": false, - "reason": "Unrelated issues: template compilation TypeError vs CLIPTokenizer max_length regression." + "reason": "Template compilation failure and CLIPTokenizer model_max_length regression are unrelated." }, { "left": "issue:43526", "right": "issue:44554", "accept": false, - "reason": "Different model families and failure modes; no shared concrete code path." + "reason": "BEiT reduce_labels bug is unrelated to the MPS attention correctness issue." }, { "left": "issue:42490", "right": "issue:43257", "accept": false, - "reason": "A local-path import warning is not the same bug as Qwen3 MoE weight conversion under accelerate+deepspeed." + "reason": "Trailing-slash local model import warning and Qwen3 MOE weight conversion failure are different loading problems." }, { "left": "issue:43854", "right": "issue:44977", "accept": false, - "reason": "Different models and symptoms: GLM-4.7-Flash loading/test failure vs Qwen3.5 flash-attention generation regression." + "reason": "GLM-4.7-Flash unit-test loading failure is unrelated to Qwen3.5 flash-attention generation regression." }, { "left": "issue:43746", "right": "issue:44811", "accept": false, - "reason": "Different components: PEFT local checkpoint loading vs Whisper batch_decode skip_special_tokens handling." + "reason": "PEFT local-checkpoint loading and Whisper batch_decode skip_special_tokens are different processor/model behaviors." }, { - "left": "issue:43643", - "right": "issue:45759", + "left": "issue:45859", + "right": "issue:47050", "accept": false, - "reason": "Both involve config/loading, but one is missing fields with trust_remote_code and the other is unwrapping text_config for composite multimodal configs." + "reason": "CPU-offload rotary embedding incompatibility and fp16 ONNX attention dtype mismatch are distinct backend issues." }, { - "left": "issue:45859", - "right": "issue:47050", + "left": "issue:43643", + "right": "issue:45759", "accept": false, - "reason": "Completely different areas: CPU offload compatibility in Qwen3_5Moe rotary embedding vs ONNX fp16 dtype mismatch in CanineModel attention." + "reason": "trust_remote_code field loss and composite text_config unwrapping are related to config handling, but not the same defect." }, { "left": "issue:38175", "right": "issue:44610", "accept": false, - "reason": "Both are model preprocessing issues, but the models and symptoms differ (SigLIP2 zero probabilities vs OmDet-Turbo image-size mismatch)." + "reason": "SigLIP2 zero probabilities and OmDet-Turbo processor size mismatch are unrelated vision-model issues." }, { "left": "issue:39692", "right": "issue:44912", "accept": false, - "reason": "Different quantization/documentation problems: SigLIP2 example issues vs gpt-oss MXFP4 falling back to bf16." + "reason": "SigLIP2 doc example errors and gpt-oss-20b MXFP4 fallback are different problems." }, { - "left": "issue:43257", - "right": "issue:43696", + "left": "issue:43262", + "right": "issue:44811", "accept": false, - "reason": "Qwen3 MoE weight conversion and GPT-oss OOM are unrelated failures." + "reason": "Audio sampling-rate default in apply_chat_template() is unrelated to Whisper batch_decode skip_special_tokens." }, { - "left": "issue:43262", - "right": "issue:44811", + "left": "issue:43257", + "right": "issue:43696", "accept": false, - "reason": "Different audio processing bugs: chat-template sampling rate default vs Whisper decode token skipping." + "reason": "Qwen3 MOE weight conversion and GPT-oss CUDA OOM are unrelated." }, { "left": "issue:43329", "right": "issue:43450", "accept": false, - "reason": "Both are video-related, but one is token counting/undefined helpers and the other is batched output shape; not the same concrete bug." + "reason": "Video token-counting undefined helper functions and batched video processor shape errors are different failures." }, { "left": "issue:43257", "right": "issue:43931", "accept": false, - "reason": "Different model-loading problems: Qwen3 MoE conversion with distributed loading vs Qwen3-VL weight shape mismatch." + "reason": "Accelerate/deepspeed weight conversion and Qwen3-VL shape mismatch are distinct loading bugs." }, { - "left": "issue:44387", - "right": "issue:44617", + "left": "issue:43329", + "right": "issue:44479", "accept": false, - "reason": "Different OOM causes and models: int4 quantization memory regression vs Sam3Video OOM." + "reason": "Undefined video-token helper usage and v5.3.0 video regression overlap only at a high level, not the same concrete bug." }, { - "left": "issue:43329", - "right": "issue:44479", + "left": "issue:44387", + "right": "issue:44617", "accept": false, - "reason": "Both mention video/VLMs, but 43329 is a specific undefined-helper bug in multimodal token counting while 44479 is a broader regression report; not enough evidence they are the same fix." + "reason": "Quantization memory regression and Sam3Video OOM are not the same code-path problem." }, { "left": "issue:42915", "right": "issue:43742", "accept": false, - "reason": "Unrelated loading failures: FineGrainedFP8Config on Qwen3Moe vs a key error for MobileLLM-125M." + "reason": "Qwen3Moe FP8 config failure and MobileLLM key error are unrelated model-loading issues." }, { "left": "issue:34567", "right": "issue:40990", "accept": false, - "reason": "TrainerState token accounting and GPT-oss perplexity are different bugs." + "reason": "TrainerState token counter bug is unrelated to GPT-oss perplexity anomalies." }, { "left": "issue:44291", "right": "issue:45042", "accept": false, - "reason": "Different areas: init_empty_weights/_is_hf_initialized TypeError vs PIL backend torchvision dependency regression." + "reason": "init_empty_weights TypeError and PIL backend torchvision dependency regression are unrelated." }, { "left": "issue:42915", "right": "issue:44821", "accept": false, - "reason": "Different failure modes: Qwen3Moe FP8 config vs AutoImageProcessor loading from URL." + "reason": "Qwen3Moe FP8 config failure and AutoImageProcessor URL loading failure do not share a code path." } ] }, @@ -6869,8 +6845,8 @@ "review_unit_count": 62, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-510", "nodes": [ @@ -6934,214 +6910,214 @@ "issue:43540|issue:46701", "issue:44987|issue:45538", "issue:28282|issue:34689", + "issue:43454|issue:43577", "issue:43927|issue:44912", "issue:43425|issue:46291", - "issue:43454|issue:43577", "issue:44568|issue:45356", + "issue:33357|issue:34567", "issue:44857|issue:46832", "issue:43697|issue:45357", - "issue:33357|issue:34567", "issue:42175|issue:43824", "issue:43404|issue:45127", "issue:45137|issue:45405", - "issue:45081|issue:47020", "issue:28282|issue:29127", + "issue:45081|issue:47020", "issue:44479|issue:46693", - "issue:42915|issue:45538", "issue:44936|issue:46821", - "issue:45538|issue:46869", - "issue:43742|issue:44291" + "issue:43742|issue:44291", + "issue:42915|issue:45538", + "issue:45538|issue:46869" ], - "prepared_review_unit_hash": "1f7c6b883e468635c99cb62e10e7fcf3e6dbda543d9377d0ab175485ba2727a7", + "prepared_review_unit_hash": "c88a7f243e5bd8757b2d72186c3ea9eb6c07d890379a1bce542ae578bc79db42", "component_budget": { "node_count": 510, "item_count": 510, "soft_pair_count": 1874, - "serialized_chars": 972519, - "estimated_input_tokens": 243130, - "estimated_eval_tokens": 486516 + "serialized_chars": 972522, + "estimated_input_tokens": 243131, + "estimated_eval_tokens": 486518 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 27, - "serialized_chars": 35985, - "estimated_input_tokens": 8997, - "estimated_eval_tokens": 18250 + "serialized_chars": 35982, + "estimated_input_tokens": 8996, + "estimated_eval_tokens": 18248 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is a heterogeneous grab-bag of Transformers bug reports across tokenizers, model loading, training, caching, quantization, and multimodal pipelines. The soft pairs mostly share only broad subsystem overlap, not the same concrete bug or change, so none should be merged as duplicates.", - "confidence": 0.96, - "canonical_issue_reason": null, + "summary": "None of the soft pairs appear to be the same underlying bug or change; they are mostly unrelated model-loading, tokenizer, cache, or training regressions. I\u2019d treat issue 43824 as the best representative issue in this set because it is a concrete, well-scoped import failure with multiple inbound references.", + "confidence": 0.89, + "canonical_issue_reason": "Issue 43824 is the clearest, most actionable report here: a specific import error, narrow reproduction path, and stronger discussion/reference signal than the others.", "canonical_pr_reason": null, - "best_issue_reason": "issue:46693 is the strongest standalone report in the set by activity and inbound references, but it is still not a clear duplicate hub for the others.", + "best_issue_reason": "Among this set, 43824 is the best global issue representative because it is concrete, self-contained, and likely easiest to route or deduplicate against.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43650", "right": "issue:43906", "accept": false, - "reason": "A vague data-request issue and an isolated reproduction of an older bug are not the same failure mode." + "reason": "Unrelated: placeholder-like request to add data vs a reproduction of a separate issue." }, { "left": "issue:46421", "right": "issue:46424", "accept": false, - "reason": "Both touch cache behavior, but one is spurious recompilation with chunked prefill and the other is cache length handling; different bugs." + "reason": "Both touch cache behavior, but one is lazy init/recompilation and the other is max_cache_length semantics; different bugs." }, { "left": "issue:45459", "right": "issue:45803", "accept": false, - "reason": "Both mention exception handling, but they concern different code paths: tokenizer protobuf decoding vs Fuyu tensor conversion." + "reason": "Both involve exception handling, but they affect different codepaths and failure modes." }, { "left": "issue:29159", "right": "issue:34567", "accept": false, - "reason": "Tokenizer slow/fast inconsistency and TrainerState token-count tracking are unrelated subsystems." + "reason": "Tokenizer inconsistency vs TrainerState token counting; not the same defect." }, { "left": "issue:43749", "right": "issue:44756", "accept": false, - "reason": "Both are performance/memory reports, but one is FSDP CPU RAM efficient loading and the other is mmap OOM on Strix Halo." + "reason": "Different subsystems and symptoms: FSDP loading vs mmap/OOM on Strix Halo." }, { "left": "issue:43525", "right": "issue:46291", "accept": false, - "reason": "A missing config attribute in Llama4 is unrelated to pipeline import failure caused by kernels version/revision requirements." + "reason": "Llama4 config attribute error vs kernels dependency/import failure; unrelated." }, { "left": "issue:28282", "right": "issue:29870", "accept": false, - "reason": "PyTorch-not-found import error and Bart generate() UnboundLocalError are unrelated bugs." + "reason": "Different errors in different paths: missing PyTorch import vs BART generate UnboundLocalError." }, { "left": "issue:43540", "right": "issue:46701", "accept": false, - "reason": "Both are multimodal, but they fail in different model families and different pipeline stages." + "reason": "Both are multimodal failures, but they concern different models and distinct pipeline codepaths." }, { "left": "issue:44987", "right": "issue:45538", "accept": false, - "reason": "Loading a specific model on >=5.1.0 and CLIP tokenizer max length are different issues with no shared code-path bug." + "reason": "Loading regression for a specific model vs tokenizer max_length bug; no shared underlying change." }, { "left": "issue:28282", "right": "issue:34689", "accept": false, - "reason": "Both are loading-related, but one is missing PyTorch and the other is a Llama 3.2 Vision regression." + "reason": "Different loading failures with different models and causes." + }, + { + "left": "issue:43454", + "right": "issue:43577", + "accept": false, + "reason": "One is untied lm_head weights in a specific model; the other is dtype propagation in Blip2 loading." }, { "left": "issue:43927", "right": "issue:44912", "accept": false, - "reason": "Custom token ID loss on save/load and MXFP4 quantization fallback are different model/config bugs." + "reason": "Custom token IDs lost on save/load vs quantization fallback to bf16; unrelated root causes." }, { "left": "issue:43425", "right": "issue:46291", "accept": false, - "reason": "Torch version incompatibility and kernels import/version requirements are separate dependency issues." + "reason": "Torch version incompatibility vs kernels dependency requirement; separate environment issues." }, { - "left": "issue:43454", - "right": "issue:43577", + "left": "issue:44568", + "right": "issue:45356", "accept": false, - "reason": "One is a weight-tying bug in AyaVision, the other is dtype propagation in Blip2; different underlying problems." + "reason": "Both are tokenizer regressions, but for different models and different underlying bugs." }, { - "left": "issue:44568", - "right": "issue:45356", + "left": "issue:33357", + "right": "issue:34567", "accept": false, - "reason": "Both are tokenizer regressions, but they involve different tokenizers, different regressions, and different fixes." + "reason": "MacOS bus error with CLIP vs TrainerState counter not updating; unrelated." }, { "left": "issue:44857", "right": "issue:46832", "accept": false, - "reason": "Different RT-DETR failures: AMP/CUDA loss crash vs forward shape/feature-level TypeError." + "reason": "Different object-detection bugs: AMP/CUDA crash vs forward TypeError from feature-level mismatch." }, { "left": "issue:43697", "right": "issue:45357", "accept": false, - "reason": "RTDetrV2 output drift and Qwen3.5 save_pretrained key corruption are unrelated model behaviors." - }, - { - "left": "issue:33357", - "right": "issue:34567", - "accept": false, - "reason": "A MacOS CLIP bus error and a TrainerState metric update bug are unrelated." + "reason": "RT-DETR output regression vs Qwen3.5 save_pretrained key serialization bug; different codepaths." }, { "left": "issue:42175", "right": "issue:43824", "accept": false, - "reason": "Install extras/backends mismatch and missing Qwen2.5-VL import are different packaging/loading problems." + "reason": "Packaging/backend dependency issue vs model import error; not the same problem." }, { "left": "issue:43404", "right": "issue:45127", "accept": false, - "reason": "Both involve embeddings/weight tying, but one is a missing tie in Mistral3 and the other is LoRA merge collapse with extended vocab." + "reason": "Both mention tying weights, but one is a missing tie in a model class and the other is LoRA merge collapse after vocab extension." }, { "left": "issue:45137", "right": "issue:45405", "accept": false, - "reason": "DeepSpeed ZeRO3 deque error and an unreleased PEFT version bump are unrelated." + "reason": "DeepSpeed ZeRO3 deque error vs PEFT version bump; unrelated." }, { - "left": "issue:45081", - "right": "issue:47020", + "left": "issue:28282", + "right": "issue:29127", "accept": false, - "reason": "Both are tokenizer construction issues, but they affect different tokenizers and different failure causes." + "reason": "Completely different failures: missing PyTorch import vs LayoutLMv3 error-message clarity." }, { - "left": "issue:28282", - "right": "issue:29127", + "left": "issue:45081", + "right": "issue:47020", "accept": false, - "reason": "PyTorch import failure and LayoutLMv3 box-validation error are unrelated." + "reason": "Mistral regex patch crash vs XLMRoberta tokenizer constructor type error; different tokenizer implementations." }, { "left": "issue:44479", "right": "issue:46693", "accept": false, - "reason": "One is a multimodal video-input regression; the other is a long-context FA2 performance regression." + "reason": "Video-input regression vs long-context FA2 performance regression; not the same bug." }, { - "left": "issue:42915", - "right": "issue:45538", + "left": "issue:44936", + "right": "issue:46821", "accept": false, - "reason": "FineGrainedFP8Config failure and CLIP tokenizer max_length are unrelated." + "reason": "Trainer lifecycle bug vs TimesFM window_size attribute error; unrelated." }, { - "left": "issue:44936", - "right": "issue:46821", + "left": "issue:43742", + "right": "issue:44291", "accept": false, - "reason": "Trainer evaluate/train lifecycle bug and TimesFM window_size attribute error are different code paths." + "reason": "Both are model-loading errors, but with different mechanics and failure sites." }, { - "left": "issue:45538", - "right": "issue:46869", + "left": "issue:42915", + "right": "issue:45538", "accept": false, - "reason": "A tokenizer max-length quirk and a YOLO device-map loading problem are not duplicates." + "reason": "FineGrainedFP8 quantization failure vs tokenizer max_length constant bug; unrelated." }, { - "left": "issue:43742", - "right": "issue:44291", + "left": "issue:45538", + "right": "issue:46869", "accept": false, - "reason": "MobileLLM key loading error and init_empty_weights argument mismatch are separate model-loading bugs." + "reason": "Tokenizer configuration bug vs YOLO multi-GPU device-map failure; different subsystems and causes." } ] }, @@ -7160,8 +7136,8 @@ "review_unit_count": 62, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-510", "nodes": [ @@ -7215,9 +7191,9 @@ ], "soft_pairs": [ "issue:44062|issue:44991", + "issue:43452|issue:43582", "issue:42915|issue:43749", "issue:44849|issue:45701", - "issue:43452|issue:43582", "issue:24643|issue:29159", "issue:27957|issue:28282", "issue:43577|issue:46512", @@ -7232,8 +7208,8 @@ "issue:44291|issue:44821", "issue:44792|issue:44964", "issue:44568|issue:45488", - "issue:43257|issue:43756", "issue:44062|issue:45081", + "issue:43257|issue:43756", "issue:45042|issue:45081", "issue:43582|issue:46821", "issue:43742|issue:44589", @@ -7243,20 +7219,20 @@ "issue:43716|issue:46701", "issue:45405|issue:45600" ], - "prepared_review_unit_hash": "5eaeeecb11691b8de04ddc1ff098c3b695f23259e704ccefd7a0e09fa654b3c1", + "prepared_review_unit_hash": "31b8763ad58b48a93f788cba1399d1a2808bb0b90884f744bbe15e0f96781ac3", "component_budget": { "node_count": 510, "item_count": 510, "soft_pair_count": 1874, - "serialized_chars": 972519, - "estimated_input_tokens": 243130, - "estimated_eval_tokens": 486516 + "serialized_chars": 972522, + "estimated_input_tokens": 243131, + "estimated_eval_tokens": 486518 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 28, - "serialized_chars": 35532, + "serialized_chars": 35531, "estimated_input_tokens": 8883, "estimated_eval_tokens": 18022 }, @@ -7265,186 +7241,186 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a grab bag of distinct Transformers regressions across tokenization, model loading, dtype handling, vision/video, and trainer APIs. Only one soft pair looks like the same underlying bug family (Qwen video-input position-id regression).", - "confidence": 0.39, - "canonical_issue_reason": "Issue 44479 is the broadest concrete regression report in the set and best matches the only likely duplicate pair in the video-input/Qwen family.", + "summary": "This cluster is mostly loose tokenizer/model-loading/video-regression similarity, not true duplicates. The only pair that looks like the same underlying bug is the Qwen2.5-VL video-input regression thread.", + "confidence": 0.81, + "canonical_issue_reason": "issue:44479 is the broadest and most central report in the only clearly duplicate-looking subgroup, covering the same Qwen2.5-VL / video-input regression family.", "canonical_pr_reason": null, - "best_issue_reason": "44479 is the best representative issue here: it has the clearest umbrella scope and the strongest chance of serving as the parent report for a mergeable duplicate.", + "best_issue_reason": "issue:44479 best represents the cluster because it is the clearest umbrella issue with a direct sibling report (issue:45381) that appears to describe the same video regression.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44062", "right": "issue:44991", "accept": false, - "reason": "Both are tokenizer-related, but one is an AddedToken argument collision and the other is a tokenizer load failure for a specific model; different failure modes and code paths." + "reason": "Both are tokenizer-related, but one is an AddedToken TypeError and the other is a model/tokenizer load failure; different bugs." + }, + { + "left": "issue:43452", + "right": "issue:43582", + "accept": false, + "reason": "Unrelated failures: GGUF/AutoModel loading vs Apple Silicon allocator warmup TypeError." }, { "left": "issue:42915", "right": "issue:43749", "accept": false, - "reason": "Qwen3Moe FP8 config failure vs FSDP CPU RAM efficient loading breakage; same model ecosystem, but not the same bug." + "reason": "Both involve loading/configuration, but Qwen3Moe FP8 config and FSDP CPU RAM-efficient loading are distinct code paths." }, { "left": "issue:44849", "right": "issue:45701", "accept": false, - "reason": "One is a Qwen3.5 hidden_states bug, the other is a broad tokenizer-version regression; not the same concrete issue." - }, - { - "left": "issue:43452", - "right": "issue:43582", - "accept": false, - "reason": "GGUF/from_pretrained loading breakage and Apple Silicon allocator warmup TypeError are unrelated." + "reason": "Both mention behavior changes, but one is a Qwen3.5 output_hidden_states bug and the other is a generic tokenization change report." }, { "left": "issue:24643", "right": "issue:29159", "accept": false, - "reason": "DeepSpeed training weight-shape RuntimeError vs slow/fast tokenizer inconsistency; different subsystems and root causes." + "reason": "DeepSpeed training weight-shape error and slow/fast tokenizer inconsistency are unrelated." }, { "left": "issue:27957", "right": "issue:28282", "accept": false, - "reason": "Flash Attention 2 with XLMRoberta and missing PyTorch import are separate dependency/features issues." + "reason": "Flash Attention/XLMRoberta and missing PyTorch import are completely different issues." }, { "left": "issue:43577", "right": "issue:46512", "accept": false, - "reason": "Both involve dtype handling, but one is about BLIP2 submodule dtypes staying float32 while the other is stale config metadata from from_config()." + "reason": "Both concern dtype state, but one is Blip2/Qformer dtype loading and the other is stale config.dtype after from_config." }, { "left": "issue:41720", "right": "issue:43540", "accept": false, - "reason": "Auto device mapping cudaErrorAssert on Qwen3 is unrelated to Qwen3OmniMoe video-input ValueError." + "reason": "Different Qwen3 problems: auto device mapping CUDA assert vs video-input processing ValueError." }, { "left": "issue:43540", "right": "issue:44560", "accept": false, - "reason": "Both are video-input failures, but they affect different model families and describe different code-path errors." + "reason": "Both are video-related, but they hit different Qwen3 multimodal models and different failures." }, { "left": "issue:42175", "right": "issue:44488", "accept": false, - "reason": "Missing TensorFlow in the torch extra and failure to load a specific model are unrelated." + "reason": "Package/backend dependency issue vs a specific model loading failure; no shared bug." }, { "left": "issue:44479", "right": "issue:45381", "accept": true, - "reason": "These describe the same Qwen video-input regression family; 45381 is a specific manifestation of the broader 44479 bug in qwen2.5-vl positional IDs." + "reason": "Both report the same Qwen2.5-VL video-input regression in transformers 5.3.0, with 45381 describing a specific manifestation of the broader bug." }, { "left": "issue:44987", "right": "issue:45907", "accept": false, - "reason": "Loading a particular model on transformers>=5.1.0 and list_repo_files not forwarding revision are unrelated API regressions." + "reason": "A model-loading regression and a repo-listing/revision forwarding CI issue are unrelated." }, { "left": "issue:43540", "right": "issue:44479", "accept": false, - "reason": "Qwen3OmniMoe video ValueError and the broader v5.3 video regression are in the same area, but the model families and reported failures differ too much to treat as one bug." + "reason": "Both involve Qwen video models, but they are different model families and different failure modes." }, { "left": "issue:38175", "right": "issue:44898", "accept": false, - "reason": "SIGLIP2 zero-probability outputs and Perceiver non-default resolution failures are distinct vision-model bugs." + "reason": "Different vision model issues: zero probabilities in SigLIP2 vs non-default-resolution Perceiver classification failure." }, { "left": "issue:34567", "right": "issue:36331", "accept": false, - "reason": "TrainerState token accounting not updating and custom compute_loss signature breakage are different trainer regressions." + "reason": "TrainerState token accounting and CustomTrainer compute_loss signature break are distinct trainer bugs." }, { "left": "issue:44291", "right": "issue:44821", "accept": false, - "reason": "init_empty_weights rejecting an unexpected argument and loading AutoImageProcessor from URL are unrelated." + "reason": "init_empty_weights/_is_hf_initialized and AutoImageProcessor URL loading are unrelated." }, { "left": "issue:44792", "right": "issue:44964", "accept": false, - "reason": "A failing janus test and inability to load Phi-4 multimodal instruct are different model-specific issues." + "reason": "Janus generation test failure and Phi-4 multimodal model loading failure are not the same bug." }, { "left": "issue:44568", "right": "issue:45488", "accept": false, - "reason": "Both are tokenizer behavior regressions, but one is add_special_tokens/BOS-EOS handling and the other is LlamaTokenizer overriding byte-level pretokenization." + "reason": "Both are tokenizer regressions, but they affect different tokenizer implementations and different behavior." }, { - "left": "issue:43257", - "right": "issue:43756", + "left": "issue:44062", + "right": "issue:45081", "accept": false, - "reason": "Qwen3 MOE weight conversion under accelerate+deepspeed and Smollm3 RoPE layer dropping are unrelated bugs." + "reason": "AddedToken special-arg duplication and Mistral regex patch crash are separate tokenizer bugs." }, { - "left": "issue:44062", - "right": "issue:45081", + "left": "issue:43257", + "right": "issue:43756", "accept": false, - "reason": "AddedToken special-argument duplication and Mistral regex patch crashing due to missing backend_tokenizer are different tokenizer failures." + "reason": "Qwen3 MOE loading/conversion and Smollm3 RoPE-layer count are different model-specific issues." }, { "left": "issue:45042", "right": "issue:45081", "accept": false, - "reason": "PIL backend unexpectedly requiring torchvision and a Mistral tokenizer regex crash are unrelated." + "reason": "Image processor torchvision dependency regression and Mistral tokenizer regex crash are unrelated." }, { "left": "issue:43582", "right": "issue:46821", "accept": false, - "reason": "Apple Silicon allocator warmup TypeError and TimesFM window_size AttributeError are unrelated." + "reason": "Apple Silicon allocator warmup TypeError and TimesFM window_size AttributeError do not match." }, { "left": "issue:43742", "right": "issue:44589", "accept": false, - "reason": "KeyError loading a specific model and missing Float8 storage class are different loading/serialization failures." + "reason": "Different low-level loading errors: key error for MobileLLM-125M vs missing Float8 storage object." }, { "left": "issue:43756", "right": "issue:46399", "accept": false, - "reason": "Smollm3 RoPE layer omission and Qwen3.5 kernel registration failure are separate model implementation bugs." + "reason": "Both touch rotary/rope code, but the underlying bugs are different: dropped RoPE layers vs missing apply_rotary_pos_emb decorator." }, { "left": "issue:43756", "right": "issue:45325", "accept": false, - "reason": "Both mention RoPE-related logic, but one is a model architecture issue and the other is Qwen2.5-VL video positional scaling; not the same bug." + "reason": "One is a Smollm3 RoPE-layer configuration issue; the other is Qwen2.5-VL temporal position scaling." }, { "left": "issue:43531", "right": "issue:44821", "accept": false, - "reason": "Qwen3-MoE sliding_window issue and AutoImageProcessor URL loading are unrelated." + "reason": "Qwen3-MoE sliding_window behavior and AutoImageProcessor URL loading are unrelated." }, { "left": "issue:43716", "right": "issue:46701", "accept": false, - "reason": "Mistral-3 image-preprocessor dtype mismatch and DiffusionGemmaGenerationOutput pipeline failure are unrelated multimodal bugs." + "reason": "Both are multimodal, but one is image-preprocessor/model dtype mismatch and the other is a DiffusionGemma pipeline failure." }, { "left": "issue:45405", "right": "issue:45600", "accept": false, - "reason": "An unreleased peft version pin and stale auto_mappings references are unrelated CI/build issues." + "reason": "A version pin mismatch and stale auto_mappings references are different maintenance problems." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is well grounded in the packet and stays conservative overall. The chosen representative issue (44479) is a reasonable umbrella for the only clearly overlapping soft pair, and the other soft-edge rejections are appropriately cautious given the differing model families/failure modes. No major overstatement beyond what the titles support." + "feedback": "The summary is grounded in the packet metadata and stays appropriately conservative. The accepted 44479/45381 pair is the only one that clearly shares the same Qwen2.5-VL video-input regression theme, while the other soft-edge rejections are plausibly distinct based on their titles and model/error differences." }, "evaluator_used": true, "retried": false, @@ -7460,8 +7436,8 @@ "review_unit_count": 62, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-510", "nodes": [ @@ -7517,228 +7493,237 @@ "issue:44737|issue:46463", "issue:43906|issue:46693", "issue:45823|issue:46463", - "issue:44568|issue:46491", "issue:43577|issue:45072", + "issue:44568|issue:46491", "issue:45672|issue:45674", "issue:24643|issue:29870", - "issue:43906|issue:46468", "issue:44625|issue:44877", + "issue:43906|issue:46468", "issue:43540|issue:46693", "issue:43452|issue:44488", - "issue:43697|issue:46829", "issue:28282|issue:32090", + "issue:43697|issue:46829", "issue:45663|issue:46846", "issue:44913|issue:46121", "issue:44737|issue:45588", "issue:43526|issue:45479", "issue:46463|issue:46899", - "issue:45357|issue:45920", "issue:43697|issue:45216", + "issue:45357|issue:45920", "issue:44466|issue:45005", - "issue:43643|issue:45375", + "issue:44493|issue:46050", "issue:41762|issue:44936", "issue:43720|issue:44898", - "issue:44493|issue:46050", "issue:45200|issue:46463", + "issue:43643|issue:45375", "issue:43688|issue:43749" ], - "prepared_review_unit_hash": "03629da186aa0309f54cd0e28d00607ba61c6f6f8dbffe0b518cd6f1d864c5d6", + "prepared_review_unit_hash": "bb4af4724b096269fa8b57357c5fb55b6c56eb1869b36610dfd136e0bc8aa3f0", "component_budget": { "node_count": 510, "item_count": 510, "soft_pair_count": 1874, - "serialized_chars": 972519, - "estimated_input_tokens": 243130, - "estimated_eval_tokens": 486516 + "serialized_chars": 972522, + "estimated_input_tokens": 243131, + "estimated_eval_tokens": 486518 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 27, - "serialized_chars": 35916, - "estimated_input_tokens": 8979, - "estimated_eval_tokens": 18214 + "serialized_chars": 35912, + "estimated_input_tokens": 8978, + "estimated_eval_tokens": 18212 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a grab-bag of unrelated closed issues. None of the soft pairs are strong enough to treat as the same underlying bug; the closest thematic overlap is the tied-weights reports, but it is still too weak and broad to merge.", - "confidence": 0.86, - "canonical_issue_reason": "No single canonical issue cleanly represents the full set: the items span many unrelated bugs, and only a small subset is even thematically adjacent.", + "summary": "This cluster is mostly heterogeneous; nearly all soft edges are false positives. The only likely duplicate subclusters are the tied-weights/save_pretrained regressions around issue:44466/45005 and the Qwen3.5 save_pretrained regressions around issue:45216/45357.", + "confidence": 0.82, + "canonical_issue_reason": "No single canonical issue fits the entire cluster because the items span unrelated bugs. If forced to anchor the only convincing duplicate subcluster, issue:44466 is the clearest representative because it gives the most concrete tied-weights/save_pretrained failure mode.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45005 is the broadest and most umbrella-like report in the set (tied weights on translation models), so it is the best representative issue among the listed items, though it still does not cover the whole collection.", + "best_issue_reason": "issue:44466 is the best overall representative of the only strong duplicate-like theme in this set: concrete, reproducible serialization breakage around tied weights, with a specific symptom rather than a broad umbrella report.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44737", "right": "issue:46463", "accept": false, - "reason": "Unrelated bugs: XLNet CPU placement/performance vs T5 decoder-input validation messaging." + "reason": "XLNet CPU-side relative position computation is unrelated to T5 decoder input validation." }, { "left": "issue:43906", "right": "issue:46693", "accept": false, - "reason": "One is an isolated reproduction of an old issue; the other is a FA2 long-context performance regression. Different failure modes." + "reason": "A reproduction of issue 38071 is not the same bug as an FA2 long-context performance regression." }, { "left": "issue:45823", "right": "issue:46463", "accept": false, - "reason": "Gemma4 device-mismatch forward bug vs T5 decoder-input validation error; no shared code-path." + "reason": "Gemma4 device-map forward mismatch and T5 decoder validation are different code paths and symptoms." }, { - "left": "issue:44568", - "right": "issue:46491", + "left": "issue:43577", + "right": "issue:45072", "accept": false, - "reason": "Different tokenizer regressions: special-token insertion vs CodeLlama leading-space round-trip." + "reason": "Both mention dtype, but the model families and failure modes differ too much to be the same bug." }, { - "left": "issue:43577", - "right": "issue:45072", + "left": "issue:44568", + "right": "issue:46491", "accept": false, - "reason": "Both are dtype-related, but they affect different model families and different logic paths." + "reason": "Tokenizer round-trip spacing regression is unrelated to special-token insertion behavior." }, { "left": "issue:45672", "right": "issue:45674", "accept": false, - "reason": "Both involve 4-bit inference, but the root causes differ: unsafe uint8/finfo casting vs skip-module handling clearing the lm_head exclusion." + "reason": "Both touch 4-bit inference, but one is a uint8 torch.finfo issue and the other is a BitsAndBytes skip-module exclusion bug." }, { "left": "issue:24643", "right": "issue:29870", "accept": false, - "reason": "Training DeepSpeed weight-shape error vs Bart generate unbound decoder_attention_mask; unrelated." + "reason": "DeepSpeed weight-dimension error and Bart generate decoder mask unbound-local are distinct failures." }, { - "left": "issue:43906", - "right": "issue:46468", + "left": "issue:44625", + "right": "issue:44877", "accept": false, - "reason": "Old reproduction issue vs broken Nemotron example; not the same bug." + "reason": "Qwen3.5 num_labels propagation and strict config loading for granite_speech are different config bugs." }, { - "left": "issue:44625", - "right": "issue:44877", + "left": "issue:43906", + "right": "issue:46468", "accept": false, - "reason": "Different config problems: num_labels propagation vs strict config rejecting granite_speech fields." + "reason": "A reproduction of an old issue is unrelated to the Nemotron example breakage." }, { "left": "issue:43540", "right": "issue:46693", "accept": false, - "reason": "Qwen3OmniMoe video-input processing error vs FA2 long-context performance regression." + "reason": "Video input ValueError in Qwen3OmniMoe is not the same as a long-context FA2 performance regression." }, { "left": "issue:43452", "right": "issue:44488", "accept": false, - "reason": "Both are load failures, but one is about gguf_file handling in from_pretrained APIs and the other is a specific model-loading failure; no concrete shared fix path." + "reason": "General from_pretrained/gguf_file loading breakage and a specific cjvt/sleng-bert load failure are too different." }, { - "left": "issue:43697", - "right": "issue:46829", + "left": "issue:28282", + "right": "issue:32090", "accept": false, - "reason": "Different model regressions with different symptoms: RTDetrV2 output changes vs VideoPrism hidden_states misreporting." + "reason": "ImportError for missing PyTorch and a Trainer _gpu_broadcast_one NoneType TypeError are unrelated." }, { - "left": "issue:28282", - "right": "issue:32090", + "left": "issue:43697", + "right": "issue:46829", "accept": false, - "reason": "Missing-PyTorch ImportError vs Trainer/_gpu_broadcast_one NoneType TypeError; unrelated." + "reason": "Different models, different outputs, and different output objects; not the same underlying bug." }, { "left": "issue:45663", "right": "issue:46846", "accept": false, - "reason": "Different distributed-training bugs: Gemma4 shared_kv_states construction vs Qwen3.5 tensor-parallel plan omissions." + "reason": "FSDP2 shared_kv_states KeyError and tensor-parallel plan omissions are separate distributed-training bugs." }, { "left": "issue:44913", "right": "issue:46121", "accept": false, - "reason": "Both touch rope/config handling, but one is config reload of rotary_pct and the other is a TypeError in convert_rope_params_to_dict." + "reason": "Reload-time config defaulting and JSON list handling in rope validation are different problems." }, { "left": "issue:44737", "right": "issue:45588", "accept": false, - "reason": "XLNet CPU arange placement bug vs flash_attention crash on s_aux=None; unrelated." + "reason": "CPU arange placement in XLNet is unrelated to flash-attention s_aux=None handling." }, { "left": "issue:43526", "right": "issue:45479", "accept": false, - "reason": "BeitImageProcessorFast reduce_labels bug vs sequence-classification zero-loss behavior; different components and symptoms." + "reason": "ImageProcessorFast label reduction and degenerate zero loss in sequence classification are different layers and symptoms." }, { "left": "issue:46463", "right": "issue:46899", "accept": false, - "reason": "T5 decoder validation error message vs Gemma4 multimodal 4-bit dtype-cast bug; unrelated." + "reason": "T5 decoder input validation messaging is unrelated to Gemma4 multimodal 4-bit dtype casting." }, { - "left": "issue:45357", - "right": "issue:45920", + "left": "issue:43697", + "right": "issue:45216", "accept": false, - "reason": "Qwen3.5 save_pretrained key serialization bug vs AutoTokenizer token-ID regression; different code paths." + "reason": "RTDetrV2 output changes and Qwen3.5 save_pretrained regression do not share the same code path." }, { - "left": "issue:43697", - "right": "issue:45216", + "left": "issue:45357", + "right": "issue:45920", "accept": false, - "reason": "RTDetrV2 inference-output regression vs Qwen3.5 checkpoint save_pretrained regression; unrelated." + "reason": "Incorrect visual encoder keys on save_pretrained is not the same issue as wrong token IDs from AutoTokenizer." }, { "left": "issue:44466", "right": "issue:45005", - "accept": false, - "reason": "Both mention tied weights, but one is a device-dependent lm_head.weight serialization issue and the other is a broader translation-model tied-weights report; not enough evidence of the same concrete bug." + "accept": true, + "reason": "Both reports center on tied-weights/save_pretrained serialization failures in translation-model contexts, with overlapping symptom and code path." }, { - "left": "issue:43643", - "right": "issue:45375", + "left": "issue:44493", + "right": "issue:46050", "accept": false, - "reason": "Both involve missing config fields, but they arise from different mechanisms and different model families." + "reason": "Unexpected position-id keys and sinq quantization save/load breakage are unrelated." }, { "left": "issue:41762", "right": "issue:44936", "accept": false, - "reason": "Gemma3 ZeRO-3 load-time index error vs trainer.evaluate() failing after train; different failures." + "reason": "ZeRO-3 loading failure for Gemma3 and trainer.evaluate after train are different issues." }, { "left": "issue:43720", "right": "issue:44898", "accept": false, - "reason": "BitNet packed-weight loading bug vs Perceiver interpolate_pos_encoding failure; unrelated." + "reason": "BitNet packed-weight loading and Perceiver interpolate_pos_encoding failures are unrelated model-specific bugs." }, { - "left": "issue:44493", - "right": "issue:46050", + "left": "issue:45200", + "right": "issue:46463", "accept": false, - "reason": "Unexpected position-id keys vs sinq quantized save/load breakage; different serialization bugs." + "reason": "Gemma4 mm_token_type_ids defaults and T5 decoder validation messaging are different bugs." }, { - "left": "issue:45200", - "right": "issue:46463", + "left": "issue:43643", + "right": "issue:45375", "accept": false, - "reason": "Gemma4 mm_token_type_ids defaulting issue vs T5 decoder validation error; unrelated." + "reason": "Missing fields with trust_remote_code and Qwen3.5 strict-drop of deepstack_visual_indexes are not the same defect." }, { "left": "issue:43688", "right": "issue:43749", "accept": false, - "reason": "Auxiliary-loss normalization bug vs FSDP CPU RAM efficient loading breakage; different subsystems and symptoms." + "reason": "Aux-loss normalization and FSDP CPU RAM efficient loading are unrelated." + }, + { + "left": "issue:45216", + "right": "issue:45357", + "accept": true, + "reason": "Both are Qwen3.5 save_pretrained regressions producing incorrect checkpoint contents in the same serialization path." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative: it treats the cluster as mostly heterogeneous, rejects the weak soft edges, and only accepts the two tightly related save_pretrained/tied-weights subclusters that look mergeable into a single bugfix PR." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -7750,8 +7735,8 @@ "review_unit_count": 62, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-510", "nodes": [ @@ -7813,16 +7798,16 @@ "issue:43994|issue:44898", "issue:43761|issue:46829", "issue:45372|issue:46170", - "issue:44857|issue:47000", "issue:43531|issue:43742", + "issue:44857|issue:47000", "issue:43525|issue:46701", "issue:46832|issue:46932", "issue:45542|issue:46178", - "issue:43688|issue:45704", "issue:29159|issue:33357", + "issue:43688|issue:45704", "issue:43688|issue:45701", - "issue:43653|issue:44568", "issue:43295|issue:45356", + "issue:43653|issue:44568", "issue:43646|issue:43749", "issue:43756|issue:46402", "issue:43452|issue:43577", @@ -7830,24 +7815,24 @@ "issue:44843|issue:44991", "issue:43653|issue:43927", "issue:42898|issue:46491", - "issue:44479|issue:44625", "issue:44821|issue:46821", + "issue:44479|issue:44625", "issue:43761|issue:47013" ], - "prepared_review_unit_hash": "c6f3b101218dcd35711c876e56d5f2a9b65722ddf8ddab035cbe20451f68307e", + "prepared_review_unit_hash": "0fa2e7cd3bbc4c32dae8c070bfd6e6b6de65080e6da43b4cab41d0ad33cfe43e", "component_budget": { "node_count": 510, "item_count": 510, "soft_pair_count": 1874, - "serialized_chars": 972519, - "estimated_input_tokens": 243130, - "estimated_eval_tokens": 486516 + "serialized_chars": 972522, + "estimated_input_tokens": 243131, + "estimated_eval_tokens": 486518 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 28, - "serialized_chars": 36297, + "serialized_chars": 36300, "estimated_input_tokens": 9075, "estimated_eval_tokens": 18406 }, @@ -7856,187 +7841,190 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: mostly unrelated regressions across tokenizers, model loading, config propagation, vision/audio models, and generation paths. None of the soft pairs look like the same underlying bug, so I would not merge any of them as duplicates.", - "confidence": 0.43, - "canonical_issue_reason": "If one issue must stand in for the cluster, issue #45701 is the broadest tokenizer-regression report and the closest umbrella to the recurring tokenization complaints here, though the overall set is still too diverse to treat as one duplicate family.", + "summary": "Mostly a grab-bag of unrelated bug reports; the only plausible duplicate-like pair is the tokenizer cleanup regression around v5. Otherwise the pairs touch different models, different code paths, or different failure modes.", + "confidence": 0.71, + "canonical_issue_reason": "Issue 45701 is the broadest and most central tokenizer-regression report in this set, so it best represents the cluster.", "canonical_pr_reason": null, - "best_issue_reason": "Issue #45701 is the best single representative because it describes a broad version-dependent tokenization change, which is the closest match to the general theme among these issues. It is still only a loose representative, not a true duplicate hub.", + "best_issue_reason": "Issue 45701 is the best representative because it is the most general tokenizer-behavior regression among the issues listed.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:38175", "right": "issue:43295", "accept": false, - "reason": "Different models and failure modes: SIGLIP2 zero probabilities vs processor.tokenizer/image-input regression." + "reason": "Different models and symptoms; one is SIGLIP zero probabilities, the other is a processor/tokenizer regression with custom model code." }, { "left": "issue:44361", "right": "issue:44442", "accept": false, - "reason": "Different tokenizer paths: MLukeTokenizer AttributeError vs AutoTokenizer loading FastSpeech2ConformerTokenizer." + "reason": "Both are tokenizer load/usage failures, but they affect different tokenizers and different failure points." }, { "left": "issue:43653", "right": "issue:44361", "accept": false, - "reason": "BigBirdTokenizer special-token decode bug is unrelated to MLukeTokenizer task AttributeError." + "reason": "Unrelated tokenizer bugs: BigBird special-token decode issue vs MLukeTokenizer task AttributeError." }, { "left": "issue:43452", "right": "issue:44843", "accept": false, - "reason": "Different loader bugs: gguf_file breaks from_pretrained vs unconditional model_info() call in Mistral regex patch." + "reason": "Both involve AutoTokenizer loading, but one is gguf_file handling and the other is offline mode model_info() calls." }, { "left": "issue:43819", "right": "issue:44811", "accept": false, - "reason": "Different code paths: DAC.from_latents / STE mismatch vs Whisper batch_decode skip_special_tokens being ignored." + "reason": "Different subsystems: DAC latent conversion vs Whisper batch_decode skip_special_tokens handling." }, { "left": "issue:43994", "right": "issue:44898", "accept": false, - "reason": "Both are vision-model issues, but the models and root causes differ: SigLIP2 nonsensical outputs vs Perceiver non-default-resolution failure." + "reason": "Both are vision-model inference bugs, but they are on different architectures and different root causes." }, { "left": "issue:43761", "right": "issue:46829", "accept": false, - "reason": "Both mention hidden_states, but CLIPVisionModel regression and VideoPrism output mix-up are different architectures and bugs." + "reason": "Both mention hidden_states, but the failures are different and model-specific: None vs wrong tensor returned." }, { "left": "issue:45372", "right": "issue:46170", "accept": false, - "reason": "Gemma processor ImportError and Windows ROCm torch.distributed dependency error are unrelated environment/dependency failures." + "reason": "Distinct dependency/import problems affecting different packages and platforms." }, { - "left": "issue:44857", - "right": "issue:47000", + "left": "issue:43531", + "right": "issue:43742", "accept": false, - "reason": "Different DETR losses and failure causes: float16 AMP crash vs infeasible cost matrix." + "reason": "Different model/config errors; sliding_window in Qwen3-MoE is not the same as MobileLLM key errors." }, { - "left": "issue:43531", - "right": "issue:43742", + "left": "issue:44857", + "right": "issue:47000", "accept": false, - "reason": "Qwen3-MoE sliding_window bug and MobileLLM key error are different model/config issues." + "reason": "Same broad RT-DETR family, but different concrete bugs: AMP loss crash vs infeasible cost matrix." }, { "left": "issue:43525", "right": "issue:46701", "accept": false, - "reason": "Llama4Config missing pad_token_id is unrelated to DiffusionGemmaGenerationOutput pipeline failure." + "reason": "Different features and code paths: Llama4Config pad_token_id vs DiffusionGemma pipeline loading." }, { "left": "issue:46832", "right": "issue:46932", "accept": false, - "reason": "RT-DETR forward shape/type error and Gemma4 quantized embedder dtype casting are different problems." + "reason": "Unrelated: RT-DETR feature-level forward error vs Gemma4 quantized embedder dtype casting." }, { "left": "issue:45542", "right": "issue:46178", "accept": false, - "reason": "Both concern backend handling, but tensorboard-without-TF and tensorflow_text backend mapping errors are distinct." - }, - { - "left": "issue:43688", - "right": "issue:45704", - "accept": false, - "reason": "Aux-loss normalization in OLMoE/GPT Oss is unrelated to T5's apex.FusedRMSNorm memory leak." + "reason": "Both are backend/dependency issues, but they involve different backends and failure mechanisms." }, { "left": "issue:29159", "right": "issue:33357", "accept": false, - "reason": "Slow-vs-fast tokenizer inconsistency and MacOS CLIP bus error are unrelated." + "reason": "Tokenizer inconsistency vs a MacOS bus error on CLIP are not the same underlying bug." }, { "left": "issue:43688", - "right": "issue:45701", + "right": "issue:45704", "accept": false, - "reason": "Aux-loss normalization and version-dependent tokenization changes are different parts of the stack." + "reason": "Different training/model internals: auxiliary loss normalization vs apex RMSNorm memory leak." }, { - "left": "issue:43653", - "right": "issue:44568", + "left": "issue:43688", + "right": "issue:45701", "accept": false, - "reason": "BigBird mask-token special-token bug is unrelated to mdeberta BOS/EOS not being added." + "reason": "Only loosely related by broad transformer behavior; the bugs themselves are different." }, { "left": "issue:43295", "right": "issue:45356", "accept": false, - "reason": "Processor.tokenizer/image regression and Kimi-K2.5 tokenizer codec/fix_mistral_regex warning are different tokenizer bugs." + "reason": "Both are regressions, but one is processor/tokenizer interaction and the other is Kimi-K2.5 codec/regex handling." + }, + { + "left": "issue:43653", + "right": "issue:44568", + "accept": false, + "reason": "Different tokenizer-specific special-token issues with different failure modes." }, { "left": "issue:43646", "right": "issue:43749", "accept": false, - "reason": "Custom model initialization breakage and FSDP CPU RAM efficient loading are different regression classes." + "reason": "Custom model initialization breakage is unrelated to FSDP CPU RAM efficient loading." }, { "left": "issue:43756", "right": "issue:46402", "accept": false, - "reason": "Smollm3 RoPE-layer selection issue is unrelated to Sam3Model text-encoder weights not loading." + "reason": "Different model families and different loading/architecture problems." }, { "left": "issue:43452", "right": "issue:43577", "accept": false, - "reason": "gguf_file loading breakage and Blip2 dtype propagation are unrelated." + "reason": "GGUF loading failure is not the same as dtype propagation in BLIP2." }, { "left": "issue:44464", "right": "issue:44743", "accept": false, - "reason": "Chunked generation inconsistency with compiled forward and recurrent-state reset are different generation/state bugs." + "reason": "Both concern generation/state handling, but one is compiled-forward chunking and the other is cache state reset in modular_qwen3_5." }, { "left": "issue:44843", "right": "issue:44991", "accept": false, - "reason": "Offline mistral-regex model_info call and tokenizer load failure for EMBEDDIA/est-roberta are different loading issues." + "reason": "Both fail in AutoTokenizer loading, but the causes are different: offline hub call vs tokenizer compatibility for a specific model." }, { "left": "issue:43653", "right": "issue:43927", "accept": false, - "reason": "BigBird special-token registration and DiaConfig losing custom token IDs are different token/config persistence problems." + "reason": "Special-token registration bug and DiaConfig save/load token-id loss are different issues." }, { "left": "issue:42898", "right": "issue:46491", - "accept": false, - "reason": "Generic clean_up_tokenization_spaces v5 behavior change and CodeLlama leading-space regression are related only at a very broad tokenization level." + "accept": true, + "reason": "Both point to the same v5 tokenizer cleanup/space-stripping regression; 46491 looks like a specific CodeLlama manifestation of the broader clean_up_tokenization_spaces change." }, { - "left": "issue:44479", - "right": "issue:44625", + "left": "issue:44821", + "right": "issue:46821", "accept": false, - "reason": "Video-input regression for Qwen variants and num_labels propagation in Qwen3.5 are separate model bugs." + "reason": "Different areas entirely: image processor loading from URL vs TimesFM window_size attribute handling." }, { - "left": "issue:44821", - "right": "issue:46821", + "left": "issue:44479", + "right": "issue:44625", "accept": false, - "reason": "AutoImageProcessor URL loading and TimesFM window_size AttributeError are unrelated." + "reason": "Same Qwen3.5 family, but one is a video input regression and the other is num_labels propagation." }, { "left": "issue:43761", "right": "issue:47013", "accept": false, - "reason": "CLIPVisionModel hidden_states regression and xLSTM return_last_states crash are different model-output contract bugs." + "reason": "Unrelated model bugs: CLIPVision hidden_states regression vs xLSTM state-unpacking crash." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The summary is conservative and grounded in the packet. The soft-edge decisions are mostly well-justified from the issue titles alone, and the one accepted pair (42898/46491) is a plausible same-bug tokenizer regression. No pair is overclaimed as a duplicate, and the cluster is correctly described as mostly unrelated reports with only a weak tokenizer-related grouping." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -8048,8 +8036,8 @@ "review_unit_count": 62, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-510", "nodes": [ @@ -8109,24 +8097,24 @@ "issue:44466|issue:46050", "issue:43688|issue:45440", "issue:44977|issue:46693", - "issue:44734|issue:46612", "issue:41720|issue:44464", + "issue:44734|issue:46612", "issue:44464|issue:44977", "issue:43504|issue:43550", "issue:43278|issue:43688", - "issue:43504|issue:43720", "issue:33666|issue:36331", + "issue:43504|issue:43720", "issue:43782|issue:46693", - "issue:45491|issue:46002", "issue:43262|issue:43295", + "issue:45491|issue:46002", "issue:43611|issue:46846", "issue:43577|issue:44554", "issue:43720|issue:43927", "issue:44514|issue:45290", "issue:43606|issue:43927", "issue:43504|issue:44610", - "issue:43643|issue:44561", "issue:43525|issue:43572", + "issue:43643|issue:44561", "issue:44964|issue:45405", "issue:43720|issue:44361", "issue:44625|issue:45584", @@ -8135,220 +8123,220 @@ "issue:44977|issue:46209", "issue:45823|issue:46050" ], - "prepared_review_unit_hash": "1cfa1115b32199a542c2ee5a663f79c39e1e5b18f100df34d2e73ea5dd1ed5ba", + "prepared_review_unit_hash": "be33aed2d2413cc454539768fbd53e973f2ea493eb81a7722e7f21f3939c10b1", "component_budget": { "node_count": 510, "item_count": 510, "soft_pair_count": 1874, - "serialized_chars": 972519, - "estimated_input_tokens": 243130, - "estimated_eval_tokens": 486516 + "serialized_chars": 972522, + "estimated_input_tokens": 243131, + "estimated_eval_tokens": 486518 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 31, - "serialized_chars": 37140, - "estimated_input_tokens": 9285, - "estimated_eval_tokens": 18826 + "serialized_chars": 37146, + "estimated_input_tokens": 9287, + "estimated_eval_tokens": 18830 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The soft links are mostly superficial semantic overlaps across unrelated bugs/subsystems. I would not merge any of the proposed pairs; there is no clear single canonical duplicate set here.", - "confidence": 0.94, - "canonical_issue_reason": "No single canonical issue emerges: the items span distinct trainer, config, loading, generation, processor, and device-mapping bugs, so collapsing them into one issue would be inaccurate.", + "summary": "This cluster is a false-positive mix of unrelated issues across training, generation, config, processor, and serialization paths. I do not see any true duplicate pairs or mergeable PR-equivalents here.", + "confidence": 0.97, + "canonical_issue_reason": "No true canonical issue: the cluster mixes unrelated bugs/regressions and different code paths.", "canonical_pr_reason": null, - "best_issue_reason": "If one issue must be picked as the most self-contained representative, issue 44514 is the clearest repro-style bug report, but it still does not serve as a cluster-wide duplicate target.", + "best_issue_reason": "No issue is a strong global representative; issue 43611 is the broadest regression item, but it does not subsume the rest.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:33666", "right": "issue:36010", "accept": false, - "reason": "Different failures: multi-GPU Qwen2-VL training vs GenerationMixin import regression." + "reason": "Different problems: multi-GPU training vs a GenerationMixin import regression." }, { "left": "issue:44484", "right": "issue:44704", "accept": false, - "reason": "Unrelated save_pretrained shard-size question vs AutoProcessor kwargs forwarding bug." + "reason": "Unrelated: a save_pretrained shard-size question vs AutoProcessor kwargs forwarding." }, { "left": "issue:32090", "right": "issue:33666", "accept": false, - "reason": "Trainer NoneType broadcast error vs general Qwen2-VL multi-GPU training discussion." + "reason": "Both mention training, but one is a GPU broadcast TypeError and the other is a Qwen2-VL multi-GPU request." }, { "left": "issue:44466", "right": "issue:46050", "accept": false, - "reason": "Different save/serialization problems: device-dependent lm_head serialization vs quantized sinq save/load breakage." + "reason": "Both involve saving/loading weights, but one is tied lm_head serialization and the other is quantized sinq restoration." }, { "left": "issue:43688", "right": "issue:45440", "accept": false, - "reason": "Aux-loss normalization bug vs native DeepseekV3MoE implementation divergence." + "reason": "Different model bugs: auxiliary-loss normalization vs DeepseekV3MoE implementation divergence." }, { "left": "issue:44977", "right": "issue:46693", "accept": false, - "reason": "Both involve Qwen3.5/FA2, but one is a generation correctness bug and the other is a long-context performance regression." + "reason": "One is a Qwen3.5 flash-attention correctness bug; the other is a broader FA2 long-context performance regression." }, { - "left": "issue:44734", - "right": "issue:46612", + "left": "issue:41720", + "right": "issue:44464", "accept": false, - "reason": "Different generation cache bugs: serve KV continuation indexing vs beam-search reorder omission for specific model families." + "reason": "Different code paths: auto device mapping cuda assert vs compiled-forward chunked generation inconsistency." }, { - "left": "issue:41720", - "right": "issue:44464", + "left": "issue:44734", + "right": "issue:46612", "accept": false, - "reason": "CUDA assert under auto device mapping is unrelated to compiled-forward chunked generation inconsistency." + "reason": "Both are generation-cache related, but one is serve KV indexing and the other is beam-search reorder support for specific models." }, { "left": "issue:44464", "right": "issue:44977", "accept": false, - "reason": "Different code paths and symptoms: compiled generation drift vs flash-attention generation failure." + "reason": "Compiled-forward inconsistency is not the same as flash-attention misgeneration." }, { "left": "issue:43504", "right": "issue:43550", "accept": false, - "reason": "Legacy-field model loading failure vs torch.compile+SDPA execution bug." + "reason": "Different failures: a legacy field loading issue vs a torch.compile SDPA crash." }, { "left": "issue:43278", "right": "issue:43688", "accept": false, - "reason": "BF16/FP32 dtype mismatch during eval is unrelated to auxiliary-loss normalization." + "reason": "Mixed dtype handling is unrelated to auxiliary-loss normalization." }, { - "left": "issue:43504", - "right": "issue:43720", + "left": "issue:33666", + "right": "issue:36331", "accept": false, - "reason": "Both are loading-related, but they target different model families and different root causes." + "reason": "Multi-GPU Qwen2-VL training is not the same as CustomTrainer.compute_loss signature breakage." }, { - "left": "issue:33666", - "right": "issue:36331", + "left": "issue:43504", + "right": "issue:43720", "accept": false, - "reason": "Multi-GPU training issue vs Trainer compute_loss signature mismatch." + "reason": "Different subsystems: Beit pretrained loading vs BitNet packed-weight loading." }, { "left": "issue:43782", "right": "issue:46693", "accept": false, - "reason": "Qwen3VL weight_only load failure is not the same as the FA2 long-context performance regression." + "reason": "Qwen3VL weight_only loading error is unrelated to FA2 long-context performance regression." }, { - "left": "issue:45491", - "right": "issue:46002", + "left": "issue:43262", + "right": "issue:43295", "accept": false, - "reason": "Different NaN sources: sliding-window attention on GPU vs classification-head init/checkpoint NaNs." + "reason": "Audio chat-template sampling-rate bug is unrelated to processor.tokenizer / image-tokenizer regression." }, { - "left": "issue:43262", - "right": "issue:43295", + "left": "issue:45491", + "right": "issue:46002", "accept": false, - "reason": "Chat-template sampling-rate default bug vs processor.tokenizer/image-passing regression." + "reason": "Different NaN symptoms with different causes: Gemma3 sliding-window attention vs classification-head init/checkpointing." }, { "left": "issue:43611", "right": "issue:46846", "accept": false, - "reason": "base_model_prefix loading regression vs missing TP-plan entries for Qwen3.5." + "reason": "A generic v5 base_model_prefix loading regression is not the same as Qwen3.5 TP plan missing linear_attn entries." }, { "left": "issue:43577", "right": "issue:44554", "accept": false, - "reason": "Model dtype not propagating in BLIP2 is unrelated to the MPS attention correctness issue." + "reason": "Blip2 dtype preservation is unrelated to MPS attention correctness." }, { "left": "issue:43720", "right": "issue:43927", "accept": false, - "reason": "BitNet accelerate-loading bug and DiaConfig token-ID loss are different model/config problems." + "reason": "BitNet accelerate loading and DiaConfig token ID persistence are separate bugs." }, { "left": "issue:44514", "right": "issue:45290", "accept": false, - "reason": "Same API area, but different failures and triggers: batched padding=False crash vs assistant-tool-call/no-content crash." + "reason": "Both are apply_chat_template crashes, but they involve different inputs and failure conditions." }, { "left": "issue:43606", "right": "issue:43927", "accept": false, - "reason": "CPU offload device mismatch is unrelated to DiaConfig losing custom token IDs on save/load." + "reason": "CPU offload device mismatch is unrelated to config token-ID loss after save/load." }, { "left": "issue:43504", "right": "issue:44610", "accept": false, - "reason": "Legacy field loading bug vs processor output size mismatch for OmDet-Turbo." + "reason": "Different model-loading issues: legacy preset field vs OmDet-Turbo processor/model image-size mismatch." }, { - "left": "issue:43643", - "right": "issue:44561", + "left": "issue:43525", + "right": "issue:43572", "accept": false, - "reason": "Different trust_remote_code breakages: missing returned config fields vs removed is_torch_fx_available dependency." + "reason": "Both are missing config fields after v5 changes, but they affect different models and different attributes." }, { - "left": "issue:43525", - "right": "issue:43572", + "left": "issue:43643", + "right": "issue:44561", "accept": false, - "reason": "Similar theme, but different configs and fields: pad_token_id vs pad_token_idx." + "reason": "Different trust_remote_code regressions: missing config fields vs removal of is_torch_fx_available." }, { "left": "issue:44964", "right": "issue:45405", "accept": false, - "reason": "Model loading regression vs release/versioning issue for MIN_PEFT_VERSION." + "reason": "Model loading failure is unrelated to the unreleased MIN_PEFT_VERSION bump." }, { "left": "issue:43720", "right": "issue:44361", "accept": false, - "reason": "BitNet packed-weight loading issue and MLukeTokenizer AttributeError are unrelated." + "reason": "Packed-weight loading and MLukeTokenizer task AttributeError are unrelated." }, { "left": "issue:44625", "right": "issue:45584", "accept": false, - "reason": "Qwen3.5 num_labels propagation bug is unrelated to Whisper empty-transcription handling." + "reason": "Qwen3.5 num_labels propagation is unrelated to Whisper empty-transcription generation failure." }, { "left": "issue:43493", "right": "issue:43825", "accept": false, - "reason": "SigLIP2 implementation discrepancy is unrelated to the pipeline translation-task message regression." + "reason": "SigLIP2 implementation drift is unrelated to a pipeline error-message regression." }, { "left": "issue:44554", "right": "issue:46365", "accept": false, - "reason": "MPS attention correctness bug vs import failure caused by datasets shadowing Trainer imports." + "reason": "MPS attention correctness is unrelated to an import conflict with datasets." }, { "left": "issue:44977", "right": "issue:46209", "accept": false, - "reason": "Qwen3.5 flash-attention generation bug and FP8 B200 inference failure are different defects." + "reason": "Flash-attention generation bug is unrelated to FP8 inference failure on B200." }, { "left": "issue:45823", "right": "issue:46050", "accept": false, - "reason": "Gemma4 device-mapping mismatch and sinq quantized save/load corruption are different bugs." + "reason": "Gemma4 device-mapped forward mismatch is unrelated to sinq save/load corruption." } ] }, @@ -8367,8 +8355,8 @@ "review_unit_count": 62, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-510", "nodes": [ @@ -8429,17 +8417,17 @@ "issue:42796|issue:44977", "issue:43493|issue:43844", "issue:43278|issue:43844", - "issue:44849|issue:46209", "issue:43646|issue:44466", + "issue:44849|issue:46209", "issue:46209|issue:46710", "issue:44568|issue:46489", "issue:43278|issue:43701", "issue:33357|issue:33666", - "issue:44568|issue:45812", "issue:44792|issue:45405", - "issue:44849|issue:45357", - "issue:43824|issue:44589", + "issue:44568|issue:45812", "issue:43927|issue:44361", + "issue:43824|issue:44589", + "issue:44849|issue:45357", "issue:43575|issue:45405", "issue:44488|issue:44843", "issue:43572|issue:44291", @@ -8448,19 +8436,19 @@ "issue:43504|issue:43606", "issue:43334|issue:45759", "issue:45245|issue:46710", - "issue:44493|issue:46285", "issue:43257|issue:43299", "issue:43334|issue:43572", + "issue:44493|issue:46285", "issue:43504|issue:43653" ], - "prepared_review_unit_hash": "6abc726966639639d8eb243f698c7eec7802763bfc0f3ef9f0db1e5f6d6d5c4b", + "prepared_review_unit_hash": "983b80568ca490d03372dd45c8ee829cd10fac47f149572ca7365e915d82f790", "component_budget": { "node_count": 510, "item_count": 510, "soft_pair_count": 1874, - "serialized_chars": 972519, - "estimated_input_tokens": 243130, - "estimated_eval_tokens": 486516 + "serialized_chars": 972522, + "estimated_input_tokens": 243131, + "estimated_eval_tokens": 486518 }, "budget": { "node_count": 48, @@ -8475,162 +8463,192 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is highly heterogeneous: most items describe unrelated tokenizer, model-loading, training, or CI regressions, and none of the soft pairs look like true duplicates on title/description evidence alone.", - "confidence": 0.9, - "canonical_issue_reason": "No canonical issue: the set is too mixed, and the soft pairs do not point to a single underlying bug.", + "summary": "This cluster is a mixed bag of mostly unrelated tokenizer, model-loading, config, and training regressions. I do not see any soft pair that clearly describes the same underlying bug/change closely enough to merge, so all soft edges are rejected. The most representative issue is the Granite tokenizer regression because it is concrete, broad, and clearly framed as a v4\u2192v5 breakage.", + "confidence": 0.87, + "canonical_issue_reason": "issue:45812 is the clearest, broadest, and most concrete regression in the set: it targets AutoTokenizer behavior, affects all Granite models, and is described as a silent v4\u2192v5 breakage with a specific wrong-token-id symptom.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43646 is the broadest regression title in the set, but it is still too generic and not a safe representative for this cluster.", + "best_issue_reason": "issue:45812 is the best overall issue candidate because it has a precise failure mode, broad user impact, and stronger evidence/refs than the more narrowly scoped or more ambiguous reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43452", "right": "issue:44451", "accept": false, - "reason": "Different failures: `gguf_file` breaks tokenizer/model loading, while `cjvt/sleng-bert` is a model-specific load failure." + "reason": "Both are model-loading failures, but they affect different entry points and likely different causes; no clear same bug path." }, { "left": "issue:28218", "right": "issue:33357", "accept": false, - "reason": "Tokenizer spacing bug vs MacOS bus error; unrelated." + "reason": "Tokenizer spacing bug vs MacOS bus error in CLIP loading are unrelated symptoms and code paths." }, { "left": "issue:43994", "right": "issue:46192", "accept": false, - "reason": "SigLIP2 output quality vs `return_tensors` precedence; different code paths." + "reason": "SigLIP2 correctness/model mismatch is unrelated to return_tensors being ignored when text_kwargs is passed." }, { "left": "issue:39692", "right": "issue:43295", "accept": false, - "reason": "Doc/example mistakes vs runtime regression in `processor.tokenizer` access." + "reason": "Docs example errors are not the same as a regression in processor.tokenizer access / images passed to tokenizer." }, { "left": "issue:42796", "right": "issue:44977", "accept": false, - "reason": "Tokenizer BPE marker handling vs Qwen3.5 flash-attention generation." + "reason": "Different models and failures: BPE marker handling vs Qwen3.5 flash-attention generation." }, { "left": "issue:43493", "right": "issue:43844", "accept": false, - "reason": "SigLIP2 implementation mismatch vs ZeRO-3 gradient growth." + "reason": "SigLIP2 implementation discrepancy and gradient explosion under ZeRO-3 are distinct bugs." }, { "left": "issue:43278", "right": "issue:43844", "accept": false, - "reason": "Training/eval dtype drift vs DeepSpeed gradient regression; not the same bug." + "reason": "Embedding dtype drift in evaluate is a different issue from gradient instability in DeepSpeed training." }, { - "left": "issue:44849", - "right": "issue:46209", + "left": "issue:43646", + "right": "issue:44466", "accept": false, - "reason": "Hidden-state regression vs FP8/B200 inference failure." + "reason": "Custom model initialization breakage is not the same as device-dependent lm_head serialization/tied-weights behavior." }, { - "left": "issue:43646", - "right": "issue:44466", + "left": "issue:44849", + "right": "issue:46209", "accept": false, - "reason": "Generic init breakage vs tied-weight serialization inconsistency." + "reason": "Qwen3.5 hidden-states output bug and FP8 inference failure are different failure modes." }, { "left": "issue:46209", "right": "issue:46710", "accept": false, - "reason": "Different symptoms and models: FP8 inference failure vs accuracy regression." + "reason": "Hardware-specific FP8 inference failure is unrelated to a DeepSeek accuracy regression after upgrade." }, { "left": "issue:44568", "right": "issue:46489", "accept": false, - "reason": "Both are tokenizer regressions, but they affect different models and appear to stem from different behavior changes." + "reason": "Both are tokenizer regressions, but they involve different models and different symptoms; no shared concrete bug is evident." }, { - "left": "issue:43824", - "right": "issue:44589", + "left": "issue:43278", + "right": "issue:43701", + "accept": false, + "reason": "Training/eval dtype mismatch is unrelated to resume_from_checkpoint key mismatch." + }, + { + "left": "issue:33357", + "right": "issue:33666", + "accept": false, + "reason": "MacOS CLIP bus error and Qwen2-VL multi-GPU training are unrelated." + }, + { + "left": "issue:44792", + "right": "issue:45405", + "accept": false, + "reason": "A failing janus image-generation test is unrelated to a PEFT minimum-version bump." + }, + { + "left": "issue:44568", + "right": "issue:45812", "accept": false, - "reason": "Missing class import vs missing Float8 storage type." + "reason": "Both are tokenizer regressions, but they are model-specific and describe different concrete tokenization failures." }, { "left": "issue:43927", "right": "issue:44361", "accept": false, - "reason": "Config save/load corruption vs tokenizer AttributeError." + "reason": "DiaConfig save/load custom token IDs and MLukeTokenizer AttributeError are separate config/tokenizer issues." + }, + { + "left": "issue:43824", + "right": "issue:44589", + "accept": false, + "reason": "Importing Qwen2.5 VL and missing Float8 storage are unrelated runtime/import errors." + }, + { + "left": "issue:44849", + "right": "issue:45357", + "accept": false, + "reason": "Hidden-states behavior in Qwen3.5 and incorrect visual encoder save keys are different parts of the multimodal stack." }, { "left": "issue:43575", "right": "issue:45405", "accept": false, - "reason": "OOM on tensor-parallel load vs dependency version bump." + "reason": "Tensor-parallel OOM and PEFT version bump are unrelated." }, { "left": "issue:44488", "right": "issue:44843", "accept": false, - "reason": "Model load failure vs offline-mode hub call in tokenizer regex patch." + "reason": "Model loading failure for a specific BERT model and offline-mode hub lookup in Mistral regex patch are different bugs." }, { "left": "issue:43572", "right": "issue:44291", "accept": false, - "reason": "Missing config field vs `init_empty_weights` argument mismatch." + "reason": "Missing pad_token_idx in StableLmConfig and an unexpected _is_hf_initialized init arg are distinct config/init regressions." }, { "left": "issue:46821", "right": "issue:46832", "accept": false, - "reason": "TimesFM `window_size` AttributeError vs RT-DETR feature-level TypeError." + "reason": "TimesFM window_size AttributeError and RT-DETR feature-level mismatch are unrelated model-specific errors." }, { "left": "issue:44589", "right": "issue:45520", "accept": false, - "reason": "Float8 storage lookup vs flash_attn import key on Python 3.13." + "reason": "Float8 storage lookup failure is not the same as a flash_attn import-utils KeyError on Python 3.13." }, { "left": "issue:43504", "right": "issue:43606", "accept": false, - "reason": "Pretrained preset legacy field vs CPU offload device mismatch." + "reason": "Legacy field load failure in Beit and CPU-offload device mismatch in Bark are unrelated." }, { "left": "issue:43334", "right": "issue:45759", "accept": false, - "reason": "Both are Qwen multimodal config issues, but one is missing `pad_token_id` and the other fails to unwrap `text_config`." + "reason": "Both involve Qwen multimodal loading, but one is a missing pad_token_id attribute and the other is unwrapping text_config from composite configs; not the same concrete bug." }, { "left": "issue:45245", "right": "issue:46710", "accept": false, - "reason": "Category-count runtime error vs DeepSeek accuracy regression." - }, - { - "left": "issue:44493", - "right": "issue:46285", - "accept": false, - "reason": "Unexpected `position_id` keys vs CLIP text model structure mismatch." + "reason": "Category-cardinality runtime error and an accuracy regression after upgrade are unrelated." }, { "left": "issue:43257", "right": "issue:43299", "accept": false, - "reason": "Both are Qwen MoE-related, but they affect different load paths and report different failures." + "reason": "Both mention Qwen3 MOE, but one is weight conversion under accelerate/deepspeed and the other is loading breakage in dev; different code paths and fixes." }, { "left": "issue:43334", "right": "issue:43572", "accept": false, - "reason": "Different missing fields in unrelated configs (`pad_token_id` vs `pad_token_idx`)." + "reason": "Qwen3-VL pad_token_id and StableLm pad_token_idx issues are unrelated config problems." + }, + { + "left": "issue:44493", + "right": "issue:46285", + "accept": false, + "reason": "Unexpected position-id keys and CLIP text-model structure inconsistency are different regressions." }, { "left": "issue:43504", "right": "issue:43653", "accept": false, - "reason": "Legacy-field load bug vs tokenizer special-token registration bug." + "reason": "Beit legacy-field loading and BigBirdTokenizer special-token registration are unrelated." } ] }, @@ -8649,8 +8667,8 @@ "review_unit_count": 62, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-510", "nodes": [ @@ -8690,12 +8708,12 @@ "issue:45229", "issue:45446", "issue:45520", + "issue:45584", "issue:45588", "issue:45823", "issue:46050", "issue:46369", "issue:46399", - "issue:46424", "issue:46701", "issue:46710", "issue:46752", @@ -8707,15 +8725,15 @@ "issue:46399|issue:46846", "issue:45072|issue:46832", "issue:43873|issue:46050", - "issue:44464|issue:46424", + "issue:44464|issue:45584", "issue:43844|issue:44964", "issue:43994|issue:44493", "issue:45588|issue:46050", - "issue:45229|issue:45823", - "issue:45200|issue:45229", "issue:29159|issue:32090", "issue:44869|issue:46752", "issue:29942|issue:30333", + "issue:45229|issue:45823", + "issue:45200|issue:45229", "issue:42490|issue:43696", "issue:43937|issue:46701", "issue:45084|issue:45520", @@ -8730,190 +8748,190 @@ "issue:37428|issue:43957", "issue:44977|issue:46710" ], - "prepared_review_unit_hash": "65acc841ac6a8479a3c2163d1a37d3dd7fa28699490377f7dd2e09cd865d1c13", + "prepared_review_unit_hash": "c5d9dabe3c2302c40e6077201faeabcca01e63bed922385c51b18f6960379289", "component_budget": { "node_count": 510, "item_count": 510, "soft_pair_count": 1874, - "serialized_chars": 972519, - "estimated_input_tokens": 243130, - "estimated_eval_tokens": 486516 + "serialized_chars": 972522, + "estimated_input_tokens": 243131, + "estimated_eval_tokens": 486518 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 26, - "serialized_chars": 34905, - "estimated_input_tokens": 8727, - "estimated_eval_tokens": 17710 + "serialized_chars": 34918, + "estimated_input_tokens": 8730, + "estimated_eval_tokens": 17716 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This is a heterogeneous set of mostly unrelated bug reports. Although several items share broad subsystems (flash attention, quantization, Qwen/Gemma, tokenizer), none of the soft pairs look like the same concrete underlying bug or change, so I would not deduplicate any of them.", - "confidence": 0.92, + "summary": "The set is mostly a grab bag of unrelated Transformers bugs. All soft pairs share only broad subsystem vocabulary and do not look like the same underlying defect or fix, so none should be merged as duplicates. There is no clear canonical duplicate anchor across the whole cluster.", + "confidence": 0.61, "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "issue:43873 is the most central/open issue in the set by activity and inbound references, but the overall collection is too mixed to treat it as a true duplicate cluster.", + "best_issue_reason": "issue:43873 is the broadest, most active user report in the set and is the best representative anchor for a quantization/offloading regression, though it is not a duplicate of the other issues.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43606", "right": "issue:44112", "accept": false, - "reason": "Different subsystems and failures: CPU offload device mismatch vs a stale CI override test." + "reason": "Both mention device mismatch/override in CI, but one is CPU offload for a specific model and the other is a stale GraniteSpeech test failure; different code paths." }, { "left": "issue:46399", "right": "issue:46846", "accept": false, - "reason": "Both involve Qwen3.5, but one is a missing decorator/registration crash and the other is a tensor-parallel plan omission causing OOM/shape errors." + "reason": "One is a missing decorator/register issue for apply_rotary_pos_emb; the other is missing linear_attn tensor-parallel plan entries causing Qwen3.5 OOM/shape errors." }, { "left": "issue:45072", "right": "issue:46832", "accept": false, - "reason": "Unrelated models and code paths: bfloat16 dtype mismatch in SwitchTransformers/TimmWrapperModel vs RT-DETR forward feature-level mismatch." + "reason": "CI bfloat16 dtype mismatch in inference is unrelated to RT-DETR forward failing when feature levels exceed backbone outputs." }, { "left": "issue:43873", "right": "issue:46050", "accept": false, - "reason": "Both touch quantization, but one is offloading behavior and the other is save/load breakage after sinq quantization." + "reason": "Both involve quantization/offloading, but one is a general offload regression and the other is broken save/load for sinq-quantized models; not the same bug." }, { "left": "issue:44464", - "right": "issue:46424", + "right": "issue:45584", "accept": false, - "reason": "Different cache/generation problems; no evidence they share the same failing path." + "reason": "Compiled-forward chunked generation inconsistency and Whisper empty-transcription failure are different model/task-specific issues." }, { "left": "issue:43844", "right": "issue:44964", "accept": false, - "reason": "Training-gradient anomaly under ZeRO-3 is unrelated to a model-loading regression for Phi-4 multimodal." + "reason": "ZeRO-3 gradient growth and Phi-4 multimodal loading failure are unrelated failure modes." }, { "left": "issue:43994", "right": "issue:44493", "accept": false, - "reason": "Both are correctness regressions, but one is SigLIP2 output quality and the other is a broad key/position-id issue." + "reason": "SigLIP2 nonsensical outputs are not the same as the broad 'unexpected key with position id' loading issue." }, { "left": "issue:45588", "right": "issue:46050", "accept": false, - "reason": "Flash-attention sinkless-model crash is unrelated to quantization save/load corruption." - }, - { - "left": "issue:45229", - "right": "issue:45823", - "accept": false, - "reason": "Same Gemma4 family, but one is multi-GPU OOM and the other is a device_map forward mismatch." - }, - { - "left": "issue:45200", - "right": "issue:45229", - "accept": false, - "reason": "Text-only mm_token_type_ids defaulting is unrelated to a multi-GPU inference OOM." + "reason": "Flash-attention sink-less crash with s_aux=None and quantized save/load breakage are different code paths and symptoms." }, { "left": "issue:29159", "right": "issue:32090", "accept": false, - "reason": "Tokenizer slow/fast inconsistency is unrelated to a trainer GPU broadcast NoneType error." + "reason": "Slow/fast tokenizer inconsistency is unrelated to Trainer's NoneType GPU broadcast error." }, { "left": "issue:44869", "right": "issue:46752", "accept": false, - "reason": "Whisper timestamp decoding crash and empty-chat-template IndexError are different bugs." + "reason": "Whisper timestamp decode crashing on trailing replacement char is distinct from apply_chat_template failing on an empty list." }, { "left": "issue:29942", "right": "issue:30333", "accept": false, - "reason": "Flash Attention 2 test failures and MLflow failure-reporting are unrelated." + "reason": "Failing Flash Attention 2 tests and MLflow job-state reporting are unrelated." + }, + { + "left": "issue:45229", + "right": "issue:45823", + "accept": false, + "reason": "Gemma4 multi-GPU OOM and Gemma4 PLE device mismatch are both about the model family but are different concrete bugs." + }, + { + "left": "issue:45200", + "right": "issue:45229", + "accept": false, + "reason": "Missing mm_token_type_ids defaults for text-only fine-tuning is not the same as multi-GPU CUDA OOM." }, { "left": "issue:42490", "right": "issue:43696", "accept": false, - "reason": "Local-path import warning has no overlap with a GPT-oss CUDA OOM." + "reason": "Trailing-slash import warning and GPT-oss CUDA OOM are unrelated." }, { "left": "issue:43937", "right": "issue:46701", "accept": false, - "reason": "Invalid GenerationConfig for GLM-5 is unrelated to DiffusionGemma pipeline output failure." + "reason": "Invalid GenerationConfig for GLM-5 and DiffusionGemma pipeline failure are different bugs." }, { "left": "issue:45084", "right": "issue:45520", "accept": false, - "reason": "Template-node compilation error and Python 3.13 flash_attn import KeyError are different failure modes." + "reason": "Compile-time non-template-node error and flash_attn import KeyError on Python 3.13 are separate failures." }, { "left": "issue:28218", "right": "issue:34567", "accept": false, - "reason": "Added-token spacing behavior is unrelated to TrainerState token-count tracking." + "reason": "Added-token spacing behavior and TrainerState token counter not updating are different tokenizer/training issues." }, { "left": "issue:43065", "right": "issue:46369", "accept": false, - "reason": "Dummy Conv2d in Sam3PixelDecoder is not the same as a memory overflow in sam3-litetext." + "reason": "A dummy Conv2d in Sam3PixelDecoder and memory overflow in sam3-litetext are not the same underlying bug." }, { "left": "issue:15354", "right": "issue:38175", "accept": false, - "reason": "TorchScript GeneratorExp export error and SigLIP2 zero-probability outputs are unrelated." + "reason": "TorchScript GeneratorExp export failure and SigLIP2 zero probabilities are unrelated." }, { "left": "issue:44554", "right": "issue:45446", "accept": false, - "reason": "MPS attention correctness with mismatched head dims is unrelated to a PyTorch version gate for AuxRequest import." + "reason": "MPS attention correctness with mismatched head dims and an incorrect PyTorch version check in flex_attention are different bugs." }, { "left": "issue:43493", "right": "issue:43701", "accept": false, - "reason": "SigLIP2 HF-vs-JAX discrepancy is unrelated to a resume_from_checkpoint key mismatch." + "reason": "SigLIP2 HF-vs-JAX discrepancy is unrelated to resume_from_checkpoint key mismatch." }, { "left": "issue:41720", "right": "issue:46710", "accept": false, - "reason": "Qwen3 auto device-mapping CUDA assert and DeepSeek accuracy regression are different issues." + "reason": "Qwen3 auto device mapping cudaErrorAssert and post-upgrade accuracy regression are different failure types." }, { "left": "issue:44423", "right": "issue:44734", "accept": false, - "reason": "Serve continuous-batching multimodal crash and KV-cache continuation indexing bug are distinct code paths." + "reason": "Both are transformers serve crashes, but one is a multimodal continuous-batching AttributeError and the other is KV-cache continuation tensor indexing; not mergeable as one fix." }, { "left": "issue:44977", "right": "issue:46701", "accept": false, - "reason": "Qwen3.5 flash-attention generation bug is unrelated to a DiffusionGemma pipeline failure." + "reason": "Qwen3.5 flash-attention generation failure and DiffusionGemma pipeline failure are unrelated." }, { "left": "issue:37428", "right": "issue:43957", "accept": false, - "reason": "flash_attention_utils import error and meta-device loading regressions are different problems." + "reason": "flash_support import error and meta-device loading breakage are different initialization/loading problems." }, { "left": "issue:44977", "right": "issue:46710", "accept": false, - "reason": "Flash-attention generation malfunction is unrelated to a model accuracy regression after upgrade." + "reason": "Flash-attention generation bug and accuracy regression after upgrade are not the same issue." } ] }, @@ -8987,22 +9005,22 @@ "issue:46894" ], "soft_pairs": [ - "issue:45406|issue:46121", "issue:43295|issue:43450", + "issue:45406|issue:46121", "issue:45588|issue:45759", "issue:45072|issue:45198", "issue:43540|issue:45200", "issue:43295|issue:43873", "issue:43572|issue:46821", - "issue:44186|issue:46192", "issue:45823|issue:46192", + "issue:44186|issue:46192", "issue:43295|issue:44610", "issue:43550|issue:43844", + "issue:43450|issue:43575", "issue:45520|issue:46178", - "issue:45200|issue:45823", "issue:29870|issue:29942", "issue:43572|issue:44987", - "issue:43450|issue:43575", + "issue:45200|issue:45823", "issue:37428|issue:43824", "issue:43232|issue:44849", "issue:42490|issue:43493", @@ -9018,214 +9036,214 @@ "issue:43824|issue:43975", "issue:43278|issue:43856" ], - "prepared_review_unit_hash": "18bc28e82477d8ceae54fec1894979f839f3e35043b980487cd2305b11d20fc4", + "prepared_review_unit_hash": "0650e533368cbe811487a9b5d92e96c8b51e5186142ff829c7265e792fe7a0fd", "component_budget": { "node_count": 510, "item_count": 510, "soft_pair_count": 1874, - "serialized_chars": 972519, - "estimated_input_tokens": 243130, - "estimated_eval_tokens": 486516 + "serialized_chars": 972522, + "estimated_input_tokens": 243131, + "estimated_eval_tokens": 486518 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 36940, - "estimated_input_tokens": 9235, - "estimated_eval_tokens": 18726 + "serialized_chars": 36934, + "estimated_input_tokens": 9234, + "estimated_eval_tokens": 18724 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is highly heterogeneous: the issues span unrelated tokenizer, generation, multimodal processor, attention, import, and quantization bugs. I do not see any soft-edge pair that looks like the same underlying bug/change, so no duplicate merge is justified.", - "confidence": 0.97, - "canonical_issue_reason": "No single canonical issue stands out because the items do not describe one common problem; they are mostly unrelated regressions across different code paths.", + "summary": "This cluster is heterogeneous: tokenizer spacing, generation kwargs, flash-attention/import errors, multimodal processor regressions, dtype/config issues, and training bugs. None of the soft pairs appear to be the same underlying bug or change, so all soft edges are rejected.", + "confidence": 0.87, + "canonical_issue_reason": "issue:43295 is the most representative anchor only because it is a concrete regression with broad processor/tokenizer impact and the strongest superficial overlap with several other processor-related reports; it is still not a duplicate of them.", "canonical_pr_reason": null, - "best_issue_reason": "No issue is a good global representative of the cluster because the themes are too diverse and do not form one duplicate family.", + "best_issue_reason": "issue:43295 is the strongest standalone issue for triage: specific, user-facing, and well-described, but the cluster does not contain a true duplicate set.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:45406", - "right": "issue:46121", + "left": "issue:43295", + "right": "issue:43450", "accept": false, - "reason": "Different failures: Gemma4 processor attribute access vs. RoPE validation TypeError." + "reason": "Both are processor-related, but one is a tokenizer/processor access regression and the other is batched video shape handling; different bugs." }, { - "left": "issue:43295", - "right": "issue:43450", + "left": "issue:45406", + "right": "issue:46121", "accept": false, - "reason": "Custom processor/tokenizer regression is unrelated to batched video output shape handling." + "reason": "Gemma4 processor attribute regression vs. rope-validation TypeError; unrelated failure modes." }, { "left": "issue:45588", "right": "issue:45759", "accept": false, - "reason": "Flash-attention sinkless-model crash is unrelated to AutoModel config unwrapping for multimodal Qwen." + "reason": "Flash-attention sinkless-model crash and composite config unwrapping are separate code paths." }, { "left": "issue:45072", "right": "issue:45198", "accept": false, - "reason": "CI dtype mismatch is unrelated to Wav2Vec2 save_pretrained/tokenization failure." + "reason": "bf16 inference dtype mismatches are unrelated to Wav2Vec2 save/tokenization failures." }, { "left": "issue:43540", "right": "issue:45200", "accept": false, - "reason": "Video input processing in Qwen3OmniMoe is different from Gemma4 mm_token_type_ids defaults." + "reason": "Video-input processing error vs. mm_token_type_ids defaulting; different multimodal bugs." }, { "left": "issue:43295", "right": "issue:43873", "accept": false, - "reason": "Processor/tokenizer regression does not match quantization offloading behavior." + "reason": "Processor/tokenizer regression and quantization offloading behavior do not describe the same bug." }, { "left": "issue:43572", "right": "issue:46821", "accept": false, - "reason": "StableLmConfig missing pad_token_idx is unrelated to TimesFM window_size AttributeError." + "reason": "Missing config field in StableLmConfig vs. TimesFM window_size attribute error; unrelated." }, { - "left": "issue:44186", + "left": "issue:45823", "right": "issue:46192", "accept": false, - "reason": "LayoutLMv2 tokenizer crashes are not the same as return_tensors being ignored with text_kwargs." + "reason": "Device-mapped Gemma4 forward mismatch vs. return_tensors handling in text kwargs; different issues." }, { - "left": "issue:45823", + "left": "issue:44186", "right": "issue:46192", "accept": false, - "reason": "Gemma4 device-map PLE mismatch is unrelated to kwargs precedence in processors." + "reason": "LayoutLMv2 tokenizer crashes on NER/padding vs. silently ignored return_tensors; not the same defect." }, { "left": "issue:43295", "right": "issue:44610", "accept": false, - "reason": "Processor/tokenizer access regression is unrelated to OmDet-Turbo image-size mismatch." + "reason": "Both involve processors, but one is tokenizer access regression and the other is wrong image size output." }, { "left": "issue:43550", "right": "issue:43844", "accept": false, - "reason": "torch.compile SDPA failure is unrelated to ZeRO-3 gradient growth." + "reason": "torch.compile+SDPA failure is unrelated to DeepSpeed ZeRO-3 gradient growth." }, { - "left": "issue:45520", - "right": "issue:46178", + "left": "issue:43450", + "right": "issue:43575", "accept": false, - "reason": "Python 3.13 flash_attn import KeyError is not the same as backend mapping validation." + "reason": "Batched video shape bug and tensor-parallel OOM are separate problems." }, { - "left": "issue:45200", - "right": "issue:45823", + "left": "issue:45520", + "right": "issue:46178", "accept": false, - "reason": "Defaulting mm_token_type_ids to zeros is unrelated to Gemma4 PLE device mismatch." + "reason": "Both are import/backend mapping issues, but they affect different backends and different exceptions." }, { "left": "issue:29870", "right": "issue:29942", "accept": false, - "reason": "BART generate decoder mask bug is unrelated to Flash Attention 2 test failures." + "reason": "Bart generate() decoder_attention_mask bug is unrelated to Flash Attention 2 test failures." }, { "left": "issue:43572", "right": "issue:44987", "accept": false, - "reason": "StableLmConfig pad_token_idx regression is unrelated to loading physical-intelligence/fast." + "reason": "StableLmConfig pad_token_idx regression and model loading failure for a specific repo are unrelated." }, { - "left": "issue:43450", - "right": "issue:43575", - "accept": false, - "reason": "Batched video output shape issue is unrelated to tensor-parallel OOM on Qwen2-57B." + "left": "issue:45200", + "right": "issue:45823", + "accept": false, + "reason": "Gemma4 text-only mm_token_type_ids defaulting and device-map mismatch are different bugs in the same family." }, { "left": "issue:37428", "right": "issue:43824", "accept": false, - "reason": "Importing a flash-attention helper is unrelated to missing Qwen2_5_VL symbol exports." + "reason": "Different missing symbols from different modules/models; not the same import bug." }, { "left": "issue:43232", "right": "issue:44849", "accept": false, - "reason": "Generation kwargs update after sync_gpus is unrelated to output_hidden_states behavior in Qwen3.5." + "reason": "Generation kwargs sync issue vs. Qwen3.5 hidden-states issue; different code paths." }, { "left": "issue:42490", "right": "issue:43493", "accept": false, - "reason": "Path-with-trailing-slash import warning is unrelated to SigLIP2 implementation discrepancy." + "reason": "Trailing-slash import warning and SigLIP2 implementation discrepancy are unrelated." }, { "left": "issue:44521", "right": "issue:45290", "accept": false, - "reason": "All-zero assistant masks for multimodal inputs is a different bug from tool-call assistant-message crashes." + "reason": "Both touch apply_chat_template, but one is all-zero assistant masks and the other is a crash on tool-call messages; distinct failures." }, { "left": "issue:39692", "right": "issue:46192", "accept": false, - "reason": "SigLIP2 documentation example errors are unrelated to return_tensors precedence." + "reason": "Documentation/example errors are not the same as return_tensors being ignored." }, { "left": "issue:44554", "right": "issue:45356", "accept": false, - "reason": "MPS attention correctness issue is unrelated to Kimi-K2.5 tokenizer regression." + "reason": "MPS attention correctness issue and Kimi tokenizer codec regression are unrelated." }, { "left": "issue:43295", "right": "issue:43493", "accept": false, - "reason": "Processor/tokenizer access regression is not the same as SigLIP2 implementation mismatch." + "reason": "Processor tokenizer regression vs. model-vs-JAX implementation discrepancy; different underlying bug." }, { "left": "issue:45381", "right": "issue:46209", "accept": false, - "reason": "Qwen2.5-VL video position IDs bug is unrelated to FP8 inference on B200." + "reason": "Qwen2.5-VL video position IDs and FP8/B200 inference are unrelated." }, { "left": "issue:42915", "right": "issue:43824", "accept": false, - "reason": "Qwen3Moe FineGrainedFP8Config failure is unrelated to a Qwen2.5-VL import error." + "reason": "FineGrainedFP8Config failure in Qwen3Moe is unrelated to Qwen2.5-VL import exposure." }, { "left": "issue:44466", "right": "issue:45127", "accept": false, - "reason": "Serialization of tied lm_head weights is not the same as LoRA merge collapse after vocab extension." + "reason": "Both mention tied weights/lm_head, but one is serialization inconsistency and the other is LoRA merge collapse; not the same bug." }, { "left": "issue:28218", "right": "issue:35141", "accept": false, - "reason": "Added-token spacing bug is unrelated to post_init reinitializing output embeddings." + "reason": "Tokenizer added-space behavior and post_init reinitialization after resizing embeddings are different issues." }, { "left": "issue:44737", "right": "issue:46894", "accept": false, - "reason": "XLNet CPU positional encoding issue is unrelated to CohereASR double-shift training loss." + "reason": "XLNet CPU tensor allocation bug is unrelated to CohereASR double-shift training loss." }, { "left": "issue:43824", "right": "issue:43975", "accept": false, - "reason": "Qwen2_5_VL import failure is unrelated to DeepSeek coder detokenization regression." + "reason": "ImportError for a model class and incorrect detokenization in v5 are unrelated." }, { "left": "issue:43278", "right": "issue:43856", "accept": false, - "reason": "BF16-to-FP32 eval dtype change is unrelated to Qwen3 MoE memory inefficiency." + "reason": "BF16-to-FP32 dtype drift during evaluate and Qwen3 MoE memory inefficiency are different problems." } ] }, @@ -9244,11 +9262,13 @@ "review_unit_count": 62, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-510", "nodes": [ + "issue:29942", + "issue:32090", "issue:37428", "issue:38175", "issue:41720", @@ -9271,7 +9291,6 @@ "issue:44112", "issue:44206", "issue:44442", - "issue:44479", "issue:44561", "issue:44610", "issue:44792", @@ -9298,16 +9317,16 @@ "issue:46932" ], "soft_pairs": [ - "issue:43653|issue:44112", "issue:43452|issue:46512", - "issue:43950|issue:46285", + "issue:43653|issue:44112", "issue:43262|issue:43450", + "issue:43950|issue:46285", "issue:43334|issue:43525", "issue:45200|issue:46899", - "issue:45200|issue:46932", "issue:44442|issue:45198", + "issue:45200|issue:46932", "issue:44898|issue:45412", - "issue:44479|issue:46192", + "issue:43526|issue:46192", "issue:44792|issue:45563", "issue:45200|issue:45325", "issue:43819|issue:44112", @@ -9320,216 +9339,223 @@ "issue:43388|issue:43526", "issue:44857|issue:45593", "issue:43606|issue:45083", - "issue:45759|issue:46285", - "issue:44206|issue:45584", "issue:46512|issue:46821", + "issue:44206|issue:45584", "issue:38175|issue:45412", + "issue:45759|issue:46285", "issue:37428|issue:43425", "issue:43335|issue:43653", - "issue:46424|issue:46858" + "issue:46424|issue:46858", + "issue:29942|issue:32090" ], - "prepared_review_unit_hash": "39ffdf7b402dc77a10d242f28e231d36a0fd0b6eaa5d3ac70190fdde054a0e70", + "prepared_review_unit_hash": "3112b98ae19bd89d1c8aed4152ee6fb38b41b7c941a9773605c497aaa65acd2f", "component_budget": { "node_count": 510, "item_count": 510, "soft_pair_count": 1874, - "serialized_chars": 972519, - "estimated_input_tokens": 243130, - "estimated_eval_tokens": 486516 + "serialized_chars": 972522, + "estimated_input_tokens": 243131, + "estimated_eval_tokens": 486518 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 29, - "serialized_chars": 36228, - "estimated_input_tokens": 9057, - "estimated_eval_tokens": 18370 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 37059, + "estimated_input_tokens": 9265, + "estimated_eval_tokens": 18786 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a grab bag of unrelated transformer bugs across different models, processors, configs, and docs. The soft pairs mostly share broad symptoms or wording patterns, but they do not appear to be the same underlying bug/change, so none should be merged as duplicates.", - "confidence": 0.98, - "canonical_issue_reason": null, + "summary": "This cluster is very heterogeneous: the suggested soft pairs mostly share only broad subsystem words (models, processors, cache, docs, audio/vision) rather than the same concrete bug. I would not merge any of the soft edges. As a representative issue, #46512 is the broadest open framework-regression item, but there is no strong true duplicate core here.", + "confidence": 0.78, + "canonical_issue_reason": "#46512 is the most general open regression in the set and concerns core model construction state (`from_config(dtype=...)` vs `model.config.dtype`), which makes it the closest thing to a cluster anchor. That said, the cluster does not look like a real duplicate set.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "#46512 is the best single issue to keep as a representative because it is a concrete, cross-model regression in core loading behavior and is still open.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:43653", - "right": "issue:44112", - "accept": false, - "reason": "Different problems: BigBirdTokenizer special-token decoding vs a stale GraniteSpeech CI device-override test." - }, { "left": "issue:43452", "right": "issue:46512", "accept": false, - "reason": "Unrelated: GGUF loading/tokenizer path failure vs from_config dtype bookkeeping." + "reason": "Tokenizer/model loading via `gguf_file` and stale `config.dtype` after `from_config` are unrelated bugs." }, { - "left": "issue:43950", - "right": "issue:46285", + "left": "issue:43653", + "right": "issue:44112", "accept": false, - "reason": "Both touch model internals, but one is non-persistent buffer loading corruption and the other is CLIP class structure inconsistency." + "reason": "A tokenizer special-token registration bug and a stale device-override CI failure do not share the same code path." }, { "left": "issue:43262", "right": "issue:43450", "accept": false, - "reason": "Different media pipelines: audio chat-template sample-rate default vs batched video shape handling." + "reason": "Audio `apply_chat_template()` sampling-rate handling and batched video output shape are different processor bugs." + }, + { + "left": "issue:43950", + "right": "issue:46285", + "accept": false, + "reason": "Non-persistent buffer corruption on load and CLIP text-model structure inconsistency are separate regressions." }, { "left": "issue:43334", "right": "issue:43525", "accept": false, - "reason": "Same missing-attribute symptom, but on different model families with no evidence of a shared root cause." + "reason": "Both mention `pad_token_id`, but they affect different config classes and model families, so they are not the same bug." }, { "left": "issue:45200", "right": "issue:46899", "accept": false, - "reason": "Gemma 4 text-only token-type defaults vs quantized multimodal embedder dtype casting are distinct regressions." + "reason": "Gemma4 text-only `mm_token_type_ids` handling and Gemma4 quantized embedder dtype casting are different issues." }, { - "left": "issue:45200", - "right": "issue:46932", + "left": "issue:44442", + "right": "issue:45198", "accept": false, - "reason": "Related Gemma 4 area, but one is token-type IDs and the other is quantized vision/audio embedder casting." + "reason": "Two different tokenizer/load-save failures for different models; no shared concrete failure path." }, { - "left": "issue:44442", - "right": "issue:45198", + "left": "issue:45200", + "right": "issue:46932", "accept": false, - "reason": "Different tokenizer/model save-load failures in separate model families." + "reason": "The title explicitly points to a Gemma4 dtype-casting fix, while the left issue is about missing zero defaults for token type IDs." }, { "left": "issue:44898", "right": "issue:45412", "accept": false, - "reason": "Non-default image resolution handling vs memory release/GC behavior are unrelated." + "reason": "Perceiver non-default-resolution inference and RT-DETR memory reclamation are unrelated." }, { - "left": "issue:44479", + "left": "issue:43526", "right": "issue:46192", "accept": false, - "reason": "Video-input regression across Qwen variants vs return_tensors being ignored when text_kwargs is passed." + "reason": "An image-processor label-reduction bug and `return_tensors` being ignored are not the same underlying change." }, { "left": "issue:44792", "right": "issue:45563", "accept": false, - "reason": "Janus image-generation test failure vs stale generate() warning; different code paths." + "reason": "Both mention generation, but one is a Janus image-generation test failure and the other is a paged-generation warning issue." }, { "left": "issue:45200", "right": "issue:45325", "accept": false, - "reason": "Different multimodal bugs: missing default token types vs Qwen2.5-VL rope index scaling." + "reason": "Gemma4 text fine-tuning defaults and Qwen2.5-VL temporal rope indexing are unrelated multimodal bugs." }, { "left": "issue:43819", "right": "issue:44112", "accept": false, - "reason": "DAC latent reconstruction mismatch is unrelated to GraniteSpeech CI test staleness." + "reason": "DAC latent reconstruction mismatch and a GraniteSpeech CI device-override test failure are different code paths." }, { "left": "issue:43335", "right": "issue:43550", "accept": false, - "reason": "SwitchTransformers sparse-layer construction and Bamba torch.compile/SDPA failure are different subsystems." + "reason": "SwitchTransformers sparse-layer construction and Bamba SDPA/torch.compile failures are unrelated." }, { "left": "issue:41720", "right": "issue:46209", "accept": false, - "reason": "Both are GPU-related, but Qwen3 auto device-map assert on A800 is not the same as FP8 inference on B200." + "reason": "Different model/hardware-specific inference failures; the CUDA assert and FP8-on-B200 problem are not the same issue." }, { "left": "issue:44561", "right": "issue:46234", "accept": false, - "reason": "Both involve missing utilities after API churn, but they reference different symbols and breakages." + "reason": "Both touch `import_utils`, but they concern different missing/removal helpers and different breakages." }, { "left": "issue:43827", "right": "issue:43901", "accept": false, - "reason": "Both are docs issues, but they concern different pipeline docs and different deprecated parameters." + "reason": "These are separate documentation fixes for different pipelines and different deprecated arguments." }, { "left": "issue:44610", "right": "issue:44857", "accept": false, - "reason": "Different failures: processor output size mismatch vs float16 AMP crash in a loss module." + "reason": "Processor output size mismatch and AMP/CUDA loss crashing are unrelated." }, { "left": "issue:43819", "right": "issue:45083", "accept": false, - "reason": "DAC from_latents/forward mismatch is unrelated to qwen3_omni_moe feature-length helper behavior." + "reason": "Different helper functions in different models; no shared underlying bug." }, { "left": "issue:43388", "right": "issue:43526", "accept": false, - "reason": "Different label-handling bugs in different components; no shared implementation evidence." + "reason": "A distributed metrics tuple-handling bug and an image-processor label-reduction bug are not the same defect." }, { "left": "issue:44857", "right": "issue:45593", "accept": false, - "reason": "LwDetr AMP/CUDA crash vs D-FINE auxiliary-loss omission are separate training issues." + "reason": "Mixed-precision loss instability and missing auxiliary losses in D-FINE are separate model issues." }, { "left": "issue:43606", "right": "issue:45083", "accept": false, - "reason": "CPU offload device mismatch is unrelated to qwen3_omni_moe length calculation." + "reason": "CPU offload device mismatch and feature-extractor length computation are unrelated." }, { - "left": "issue:45759", - "right": "issue:46285", + "left": "issue:46512", + "right": "issue:46821", "accept": false, - "reason": "Multimodal config unwrapping for AutoModelForCausalLM is a different change than CLIP text-model structure drift." + "reason": "`from_config` dtype synchronization and a TimesFM `window_size` attribute error do not overlap." }, { "left": "issue:44206", "right": "issue:45584", "accept": false, - "reason": "Audio feature-extractor center-arg crash vs Whisper empty-transcription failure after token alignment are not the same bug." + "reason": "Unsupported feature-extractor args and Whisper empty-transcription generation failures are different audio bugs." }, { - "left": "issue:46512", - "right": "issue:46821", + "left": "issue:38175", + "right": "issue:45412", "accept": false, - "reason": "Stale config dtype after from_config is unrelated to TimesFM window_size attribute errors." + "reason": "SigLIP2 zero probabilities and RT-DETR memory cleanup are unrelated." }, { - "left": "issue:38175", - "right": "issue:45412", + "left": "issue:45759", + "right": "issue:46285", "accept": false, - "reason": "Zero probabilities in SigLIP2 is unrelated to RT-DETR memory not being released." + "reason": "Both are config-structure issues, but they affect different composite model families and different object graphs." }, { "left": "issue:37428", "right": "issue:43425", "accept": false, - "reason": "ImportError for a flash-attention helper is unrelated to a Torch 2.10 compatibility issue." + "reason": "An import error for a flash-attention helper and Torch 2.10 incompatibility are not the same bug." }, { "left": "issue:43335", "right": "issue:43653", "accept": false, - "reason": "Sparse-layer creation bug vs tokenizer special-token registration bug are distinct." + "reason": "SwitchTransformers sparse-layer creation and BigBird tokenizer special-token registration are unrelated." }, { "left": "issue:46424", "right": "issue:46858", "accept": false, - "reason": "Cache max length configuration only for quantized cache is different from device-tensor seq length breaking static-cache arithmetic." + "reason": "Cache length being honored only for quantized cache and a device-tensor seq-length arithmetic bug are different cache behaviors." + }, + { + "left": "issue:29942", + "right": "issue:32090", + "accept": false, + "reason": "Flash Attention 2 test failures and `_gpu_broadcast_one` NoneType errors are separate failures." } ] }, @@ -9548,8 +9574,8 @@ "review_unit_count": 62, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-510", "nodes": [ @@ -9557,7 +9583,6 @@ "issue:28218", "issue:28282", "issue:29127", - "issue:29942", "issue:31501", "issue:32090", "issue:33357", @@ -9573,12 +9598,12 @@ "issue:43550", "issue:43606", "issue:43611", - "issue:43701", "issue:43720", "issue:43819", "issue:43825", "issue:43854", "issue:44112", + "issue:44206", "issue:44351", "issue:44448", "issue:44466", @@ -9596,6 +9621,7 @@ "issue:45520", "issue:45588", "issue:45593", + "issue:45823", "issue:45859", "issue:46170", "issue:46326", @@ -9603,7 +9629,6 @@ "issue:46566" ], "soft_pairs": [ - "issue:29942|issue:32090", "issue:28282|issue:33357", "issue:43611|issue:44466", "issue:43335|issue:43504", @@ -9618,8 +9643,8 @@ "issue:43335|issue:44112", "issue:44514|issue:44521", "issue:43278|issue:43825", - "issue:29127|issue:32090", "issue:45588|issue:45859", + "issue:29127|issue:32090", "issue:42490|issue:43854", "issue:34689|issue:35141", "issue:43819|issue:44493", @@ -9632,222 +9657,216 @@ "issue:28218|issue:32090", "issue:44448|issue:44779", "issue:26413|issue:31501", - "issue:43701|issue:45083" + "issue:44206|issue:45823" ], - "prepared_review_unit_hash": "f9b073d58d8d95146f3185cd90ff8b6679b6fdb5c3a93f8c6c95aa9fe6a4188d", + "prepared_review_unit_hash": "b065a30794d0a07620aa3ff80294cf5506b3f05d1d4652d58d64c971eed92985", "component_budget": { "node_count": 510, "item_count": 510, "soft_pair_count": 1874, - "serialized_chars": 972519, - "estimated_input_tokens": 243130, - "estimated_eval_tokens": 486516 + "serialized_chars": 972522, + "estimated_input_tokens": 243131, + "estimated_eval_tokens": 486518 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 30, - "serialized_chars": 36939, - "estimated_input_tokens": 9235, - "estimated_eval_tokens": 18726 + "soft_pair_count": 29, + "serialized_chars": 36706, + "estimated_input_tokens": 9177, + "estimated_eval_tokens": 18610 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Most pairs are only loosely related by subsystem and should stay separate. The only clear duplicate is issue:45310 and issue:45478, which share the same title and describe the same Qwen3.5 MoE from_pretrained error.", - "confidence": 0.9, - "canonical_issue_reason": "issue:45310 is the best anchor because it is the earlier of the two identical-title Qwen3.5 MoE from_pretrained reports, so it cleanly represents that duplicate pair.", + "summary": "Most items in this packet are unrelated issue reports. The only clearly duplicate pair in this packet is issue:45310 / issue:45478: they have the same title and describe the same Qwen3.5 MoE `from_pretrained` failure under `transformers>=5.4.0`. issue:45310 is the earlier report, so it is the better canonical issue.", + "confidence": 0.95, + "canonical_issue_reason": "issue:45310 is the better canonical issue because it is the earlier report and it has the same title / same underlying Qwen3.5 MoE `from_pretrained` failure as issue:45478.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45310 is the strongest issue to keep as canonical for this cluster because it is the earliest and clearest representative of the one confirmed duplicate pair.", + "best_issue_reason": "issue:45310 is the strongest representative of the cluster because it is the earliest report of the only clearly duplicate pair in this packet, and the duplicate issue:45478 matches it closely in title and problem statement.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:29942", - "right": "issue:32090", - "accept": false, - "reason": "Flash Attention 2 test failures and a Trainer _gpu_broadcast_one NoneType error are different reported problems." - }, { "left": "issue:28282", "right": "issue:33357", "accept": false, - "reason": "Tokenizer added-token spacing and CLIP model bus errors are unrelated titles and failure types." + "reason": "Both are loading/runtime failures, but one is a missing PyTorch dependency error and the other is a macOS CLIP bus error; different root causes." }, { "left": "issue:43611", "right": "issue:44466", "accept": false, - "reason": "base_model_prefix loading breakage and lm_head.weight serialization inconsistency describe different model-loading bugs." + "reason": "Both relate to model loading/serialization, but one is a `base_model_prefix` loading issue and the other is tied-weight `lm_head.weight` serialization; not the same bug." }, { "left": "issue:43335", "right": "issue:43504", "accept": false, - "reason": "A SwitchTransformers sparse-layer config bug and a BEiT legacy-field load bug are different model/config issues." + "reason": "Different models and different failures: SwitchTransformers sparse-layer creation versus BEiT preset loading with a legacy field." }, { "left": "issue:43550", "right": "issue:44112", "accept": false, - "reason": "torch.compile/SDPA failure in Bamba and a GraniteSpeech CI stale-device test are not the same underlying bug." + "reason": "One is a Bamba `torch.compile`/SDPA failure, the other is a GraniteSpeech CI device-override issue; unrelated code paths." }, { "left": "issue:45520", "right": "issue:46170", "accept": false, - "reason": "A flash_attn import key error on Python 3.13 and a Windows ROCm torch.distributed dependency issue are unrelated." + "reason": "Both are import/setup problems, but one is a `flash_attn` import issue on Python 3.13 and the other is a Windows ROCm `torch.distributed` dependency issue." }, { "left": "issue:44855", "right": "issue:45083", "accept": false, - "reason": "An IndentationError importing DebertaV2Model and a qwen3_omni_moe helper behavior issue are different defects." + "reason": "An indentation/import parsing error in DebertaV2 is unrelated to the qwen3_omni feature-length helper behavior." }, { "left": "issue:44448", "right": "issue:44743", "accept": false, - "reason": "Pegasus output drift between v4/v5 and recurrent-state reset in modular_qwen3_5 are different model regressions." + "reason": "Different regressions: Pegasus output drift versus recurrent-state reset in modular qwen3_5 code." }, { "left": "issue:45290", "right": "issue:46326", "accept": false, - "reason": "Both mention chat templating, but one is about tool-call assistant messages and the other about continue_final_message with mistral_common." + "reason": "Both concern chat-template/tokenizer behavior, but one crashes on tool-call assistant messages and the other concerns `continue_final_message` for mistral_common tokenizers." }, { "left": "issue:37428", "right": "issue:44351", "accept": false, - "reason": "Missing _flash_supports_window_size and missing HybridCache are separate import/export failures." + "reason": "Both are missing-symbol import errors, but they involve different symbols (`_flash_supports_window_size` vs `HybridCache`) and likely different fixes." }, { "left": "issue:43335", "right": "issue:45083", "accept": false, - "reason": "A SwitchTransformers sparse-layer config bug does not match a qwen3_omni_moe feature-length helper issue." + "reason": "SwitchTransformers sparse-layer creation is unrelated to the qwen3_omni output-length helper bug." }, { "left": "issue:43335", "right": "issue:45593", "accept": false, - "reason": "SwitchTransformers sparse-layer creation and D-FINE auxiliary-loss behavior are unrelated model bugs." + "reason": "Different subsystems and bugs: SwitchTransformers sparse-layer config versus D-FINE missing auxiliary losses." }, { "left": "issue:43335", "right": "issue:44112", "accept": false, - "reason": "These titles point to different models and different failure modes, so they are not the same bug." + "reason": "Different models and failure modes; no shared concrete bug." }, { "left": "issue:44514", "right": "issue:44521", "accept": false, - "reason": "Batched padding=False crash and all-zero assistant masks are both chat-template related but describe different concrete failures." + "reason": "Both are `apply_chat_template` issues, but one is a batched `padding=False` crash and the other is incorrect all-zero assistant masks; not clearly the same root cause." }, { "left": "issue:43278", "right": "issue:43825", "accept": false, - "reason": "Embedding dtype drift during evaluation and a pipeline translation-task warning are unrelated." + "reason": "These are unrelated: embedding dtype drift during eval versus an incorrect pipeline error message about translation support." }, { - "left": "issue:29127", - "right": "issue:32090", + "left": "issue:45588", + "right": "issue:45859", "accept": false, - "reason": "LayoutLMv3 error-message clarity and a Trainer _gpu_broadcast_one NoneType error are different issues." + "reason": "Different flash-attention/MoE problems in different code paths; not the same concrete bug." }, { - "left": "issue:45588", - "right": "issue:45859", + "left": "issue:29127", + "right": "issue:32090", "accept": false, - "reason": "An AttributeError in flash_attention integration and CPU-offload incompatibility in Qwen3_5Moe rotary embedding are different bugs." + "reason": "LayoutLMv3 error-message clarity and a Trainer `_gpu_broadcast_one` TypeError are unrelated." }, { "left": "issue:42490", "right": "issue:43854", "accept": false, - "reason": "A trailing-slash local-model import warning and a GLM-4.7-Flash unit-test loading failure are not the same report." + "reason": "Different loading issues: local-path slash import warning versus a specific GLM-4.7 Flash unit-test load failure." }, { "left": "issue:34689", "right": "issue:35141", "accept": false, - "reason": "Llama 3.2 Vision loading breakage and embedding reinitialization after resize are different model-loading problems." + "reason": "Both are model-loading-related, but one is a Llama 3.2 Vision load regression and the other is output-embedding reinitialization after resizing embeddings." }, { "left": "issue:43819", "right": "issue:44493", "accept": false, - "reason": "DAC from_latents/forward mismatch and unexpected position-id keys are unrelated." + "reason": "Different bugs: DAC latent reconstruction mismatch versus unexpected `position id` keys during loading." }, { "left": "issue:39692", "right": "issue:43526", "accept": false, - "reason": "SigLIP2 documentation example errors and a BEiT image-processor label reduction bug are different issues." + "reason": "A SigLIP2 docs example failure is not the same as the BEiT fast processor `reduce_labels` bug." }, { "left": "issue:46431", "right": "issue:46566", "accept": false, - "reason": "Missing chat template on a processor and DiffusionGemma staying on meta device are unrelated." + "reason": "One is missing chat-template support in a processor, the other is DiffusionGemma weights stuck on `meta`; unrelated." }, { "left": "issue:43606", "right": "issue:44857", "accept": false, - "reason": "CPU offload device mismatch and a float16 AMP CUDA crash are different failures." + "reason": "Device-mismatch on CPU offload for Bark-small is unrelated to an AMP float16 crash in LwDetrImageLoss." }, { "left": "issue:43720", "right": "issue:44112", "accept": false, - "reason": "Packed-weight loading behavior and GraniteSpeech CI device override are not the same underlying bug." + "reason": "BitNet packed-weight loading and a GraniteSpeech CI stale-device test are different problems." }, { "left": "issue:39692", "right": "issue:44493", "accept": false, - "reason": "Docs/example problems and unexpected position-id keys are unrelated." + "reason": "Docs/example issues for SigLIP2 do not match the unexpected position-id key regression." }, { "left": "issue:45310", "right": "issue:45478", "accept": true, - "reason": "Same title and same Qwen3.5 MoE from_pretrained error; these are very likely duplicates." + "reason": "They have the same title and describe the same Qwen3.5 MoE `from_pretrained` failure under `transformers>=5.4.0`; issue:45310 is the earlier report." }, { "left": "issue:28218", "right": "issue:32090", "accept": false, - "reason": "Tokenizer added-token spacing and Trainer broadcast NoneType errors are unrelated." + "reason": "Tokenizer spacing after added tokens is unrelated to the Trainer `_gpu_broadcast_one` NoneType error." }, { "left": "issue:44448", "right": "issue:44779", "accept": false, - "reason": "Pegasus output drift and Deepseek tokenizer regressions are different model/tokenizer bugs." + "reason": "Pegasus output drift and Deepseek tokenizer regressions are separate model/tokenizer bugs." }, { "left": "issue:26413", "right": "issue:31501", "accept": false, - "reason": "resume_from_checkpoint epoch_iterator failure and FineWeb training not starting are too different to be duplicates." + "reason": "Checkpoint resume epoch-iterator failure and FineWeb training not starting are different training issues." }, { - "left": "issue:43701", - "right": "issue:45083", + "left": "issue:44206", + "right": "issue:45823", "accept": false, - "reason": "A resume_from_checkpoint key mismatch and a qwen3_omni_moe helper issue are unrelated." + "reason": "LasrFeatureExtractor\u2019s unsupported `center` argument and Gemma4 PLE device mismatch are unrelated." } ] }, "evaluator_result": { "accept": false, - "feedback": "The conservative false verdicts are mostly fine, but the writeup overstates what the packet supports. In particular, the canonical-issue reasoning claims an \"exact duplicate target\" and \"already has inbound discussion,\" neither of which is shown in the packet (there are no explicit duplicate links, and the inbound reference counts do not establish a target). Several soft-edge reasons also assert specific code-path/failure-mode distinctions that aren\u2019t grounded in the packet\u2019s metadata alone. The only clearly supported positive is that issue:45310 and issue:45478 have the same title and are very likely duplicates." + "feedback": "The duplicate call on issue:45310/issue:45478 is well grounded (same title; 45310 is earlier), but the rationale overstates the evidence by saying 45310 is \"slightly more established\"\u2014the packet does not support that, and 45478 actually has higher discussion activity. Please soften that to an evidence-based criterion (e.g. earlier report / same title) and avoid asserting it is definitively \"the only true duplicate pair\" unless you qualify it as the only clearly duplicate pair in this packet." }, "evaluator_used": true, "retried": true, @@ -9863,8 +9882,8 @@ "review_unit_count": 62, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-510", "nodes": [ @@ -9889,9 +9908,10 @@ "issue:43526", "issue:43550", "issue:43575", - "issue:44206", + "issue:43701", "issue:44360", "issue:44448", + "issue:44464", "issue:44493", "issue:44561", "issue:44617", @@ -9907,17 +9927,17 @@ "issue:45381", "issue:45459", "issue:45593", - "issue:45823", "issue:45920", "issue:46192", "issue:46234", "issue:46399", + "issue:46424", "issue:46655", "issue:46697", "issue:47000" ], "soft_pairs": [ - "issue:44206|issue:45823", + "issue:43701|issue:45083", "issue:44617|issue:46697", "issue:45127|issue:45245", "issue:45459|issue:46234", @@ -9925,6 +9945,7 @@ "issue:44857|issue:45072", "issue:42490|issue:43575", "issue:45593|issue:47000", + "issue:44464|issue:46424", "issue:43550|issue:45083", "issue:38175|issue:44493", "issue:27957|issue:34689", @@ -9935,109 +9956,115 @@ "issue:10000|issue:15354", "issue:45290|issue:46655", "issue:44448|issue:44977", - "issue:44360|issue:44561", "issue:44855|issue:46399", - "issue:45920|issue:46192", "issue:29870|issue:33290", "issue:37428|issue:42175", + "issue:45920|issue:46192", + "issue:44360|issue:44561", "issue:40444|issue:43526", "issue:43278|issue:43381", "issue:44977|issue:45229" ], - "prepared_review_unit_hash": "533367aa2c0d3dfca581c0f39c6e7ab992b456a13e0ac878208d4f3087e57d2c", + "prepared_review_unit_hash": "671735d407da944944a3cc6e6e5e67508ea1913b59bde58777f6e944f34e7971", "component_budget": { "node_count": 510, "item_count": 510, "soft_pair_count": 1874, - "serialized_chars": 972519, - "estimated_input_tokens": 243130, - "estimated_eval_tokens": 486516 + "serialized_chars": 972522, + "estimated_input_tokens": 243131, + "estimated_eval_tokens": 486518 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 26, - "serialized_chars": 35052, - "estimated_input_tokens": 8763, - "estimated_eval_tokens": 17782 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 35888, + "estimated_input_tokens": 8972, + "estimated_eval_tokens": 18200 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is a collection of unrelated Transformers bug reports across different models, processors, and runtime modes. None of the soft-edge pairs looks like the same underlying bug/change, so all candidate links should be rejected.", - "confidence": 0.97, - "canonical_issue_reason": null, + "summary": "These are mostly unrelated closed bug reports spanning different models, processors, tokenizer behaviors, and runtime backends. The soft-similarity pairs do not look like true duplicates or mergeable PR-equivalents, so I reject all soft edges.", + "confidence": 0.92, + "canonical_issue_reason": "Issue 45920 is the best cluster representative: it describes a broad, concrete regression affecting multiple models, has inbound references, and is more central than the narrower, single-model bugs here.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45920 is the broadest, highest-signal regression report in the set (multiple affected model families and inbound references), so it is the best representative issue if one must be chosen.", + "best_issue_reason": "Issue 45920 is the strongest standalone issue in the set because it is well-scoped, high-impact, and broadly referenced; the others are mostly isolated failures with less cluster-wide relevance.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44206", - "right": "issue:45823", + "left": "issue:43701", + "right": "issue:45083", "accept": false, - "reason": "Different failures in different model paths: LASR feature extractor arg handling vs Gemma4 PLE device placement." + "reason": "Different bugs: checkpoint-resume key mismatch vs a qwen3_omni_moe helper-function logic issue." }, { "left": "issue:44617", "right": "issue:46697", "accept": false, - "reason": "Unrelated models and bugs: Sam3Video OOM vs Swin2SR over-padding in image preprocessing." + "reason": "Different failure modes and code paths: Sam3Video CUDA OOM vs Swin2SR over-padding in an image processor." }, { "left": "issue:45127", "right": "issue:45245", "accept": false, - "reason": "LoRA/embedding-collapse after vocab expansion is unrelated to the 2^24 category limit error." + "reason": "Unrelated: LoRA merge collapsing output embeddings vs hitting the 2^24 category limit." }, { "left": "issue:45459", "right": "issue:46234", "accept": false, - "reason": "Both touch import/utilities, but one is tokenizer error masking without protobuf and the other is a missing availability helper." + "reason": "Both involve import/utilities, but one hides tokenizer decode errors and the other is a missing availability symbol; not the same bug." }, { "left": "issue:32090", "right": "issue:33357", "accept": false, - "reason": "Different subsystems and symptoms: distributed trainer broadcast of NoneType vs MacOS bus error with a CLIP model." + "reason": "Different runtime issues: NoneType broadcast in Trainer vs MacOS bus error loading a CLIP model." }, { "left": "issue:44857", "right": "issue:45072", "accept": false, - "reason": "Both involve dtype-related problems, but they affect different code paths and models and are not the same bug." + "reason": "Both are dtype-related crashes, but they affect different models and execution paths, so they are not the same underlying bug." }, { "left": "issue:42490", "right": "issue:43575", "accept": false, - "reason": "Local-path import warning is unrelated to Qwen tensor-parallel OOM during model load." + "reason": "Import warning for local paths is unrelated to loading a huge model with tensor parallelism and OOM." }, { "left": "issue:45593", "right": "issue:47000", "accept": false, - "reason": "Different detection losses and failure modes: missing auxiliary losses vs infeasible cost matrix." + "reason": "Both are detection losses, but one is about auxiliary-loss handling and the other about an infeasible cost matrix; different defects." + }, + { + "left": "issue:44464", + "right": "issue:46424", + "accept": false, + "reason": "One is inconsistent chunked generation with compiled forward; the other is cache-config handling limited to quantized cache." }, { "left": "issue:43550", "right": "issue:45083", "accept": false, - "reason": "Bamba torch.compile/SDPA failure is unrelated to Qwen3 Omni feature-length calculation logic." + "reason": "Different subsystems: Bamba torch.compile/SDPA failure vs qwen3_omni_moe feature-length helper behavior." }, { "left": "issue:38175", "right": "issue:44493", "accept": false, - "reason": "Siglip2 zero-probability output bug is unrelated to position-id key warnings across models." + "reason": "Unexpected zero probabilities in SigLIP2 is not the same as unexpected position-id key handling across models." }, { "left": "issue:27957", "right": "issue:34689", "accept": false, - "reason": "Different model families and failures: XLM-R Flash Attention 2 support vs Llama 3.2 Vision model loading regression." + "reason": "Different models and problems: XLMRoberta Flash Attention 2 support vs Llama 3.2 Vision model loading." }, { "left": "issue:29942", @@ -10049,85 +10076,85 @@ "left": "issue:45290", "right": "issue:45381", "accept": false, - "reason": "Chat-template tool-call handling and Qwen2.5-VL video position ids are separate bugs in different code paths." + "reason": "Chat-template tool-call tokenization crash is unrelated to qwen2.5-vl video position-id issues." }, { "left": "issue:29870", "right": "issue:32090", "accept": false, - "reason": "Bart generate() decoder mask initialization is unrelated to trainer broadcast errors with NoneType." + "reason": "BART generation mask bug and Trainer broadcast NoneType error are distinct code paths with different symptoms." }, { "left": "issue:43278", "right": "issue:43329", "accept": false, - "reason": "Embedding dtype drift in eval mode is unrelated to undefined variables in a multimodal token-count helper." + "reason": "Embedding dtype drift in eval is unrelated to undefined variables in the multimodal-token counting video branch." }, { "left": "issue:10000", "right": "issue:15354", "accept": false, - "reason": "German DistilBertModel issue and torch.jit.generator-exp limitation are unrelated problems." + "reason": "Completely different issues: German DistilBertModel error vs TorchScript GeneratorExp export failure." }, { "left": "issue:45290", "right": "issue:46655", "accept": false, - "reason": "Assistant tool-call chat-template crash and SmolVLM video padding bug are different failures." + "reason": "Tool-call chat-template crash and SmolVLM video-padding bug are different multimodal processing problems." }, { "left": "issue:44448", "right": "issue:44977", "accept": false, - "reason": "Pegasus v4/v5 output differences and Qwen3.5 flash-attention generation issues are unrelated model-specific bugs." - }, - { - "left": "issue:44360", - "right": "issue:44561", - "accept": false, - "reason": "DSA indexer ReLU discussion is unrelated to v5 removal of is_torch_fx_available breaking trust_remote_code models." + "reason": "Pegasus v4/v5 output drift is not the same as Qwen3.5 flash-attention generation failure." }, { "left": "issue:44855", "right": "issue:46399", "accept": false, - "reason": "Both mention decorator-related problems, but one is a Python parsing/import issue and the other is a runtime registration error." - }, - { - "left": "issue:45920", - "right": "issue:46192", - "accept": false, - "reason": "AutoTokenizer wrong token IDs across models is unrelated to return_tensors being ignored when text_kwargs is passed." + "reason": "Python 3.13 TorchScript parsing/IndentationError is unrelated to a missing decorator on rotary-pos-emb registration." }, { "left": "issue:29870", "right": "issue:33290", "accept": false, - "reason": "Bart generate() masking bug and Deepspeed Adafactor OOM are not the same issue." + "reason": "Decoder attention-mask crash is unrelated to Adafactor/DeepSpeed OOM." }, { "left": "issue:37428", "right": "issue:42175", "accept": false, - "reason": "Missing flash-attention helper import is unrelated to TensorFlow not being installed in the torch extra." + "reason": "Missing internal flash-attention import and missing TensorFlow in a torch extra install are unrelated packaging/import problems." + }, + { + "left": "issue:45920", + "right": "issue:46192", + "accept": false, + "reason": "Both involve tokenizers, but one is a broad wrong-token-IDs regression and the other is return_tensors being ignored in a specific API shape." + }, + { + "left": "issue:44360", + "right": "issue:44561", + "accept": false, + "reason": "DSA indexer ReLU discussion is unrelated to trust_remote_code breaking after removing is_torch_fx_available." }, { "left": "issue:40444", "right": "issue:43526", "accept": false, - "reason": "IterableDataset multi-image Qwen2.5-VL training failure is unrelated to BeitImageProcessorFast reduce_labels behavior." + "reason": "IterableDataset multi-image finetuning failure and BEiT reduce_labels returning one label are different bugs." }, { "left": "issue:43278", "right": "issue:43381", "accept": false, - "reason": "Eval-time embedding dtype mismatch is unrelated to gradient checkpointing being disallowed in eval mode." + "reason": "Gradient checkpointing in eval mode is unrelated to bf16-to-fp32 embedding dtype changes." }, { "left": "issue:44977", "right": "issue:45229", "accept": false, - "reason": "Qwen3.5 flash-attention generation bug and Gemma4 multi-GPU OOM are different issues." + "reason": "Flash-attention generation correctness and multi-GPU CUDA OOM are different failure classes and cannot be merged as one fix." } ] }, @@ -10146,8 +10173,8 @@ "review_unit_count": 62, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-510", "nodes": [ @@ -10204,18 +10231,18 @@ "issue:43927|issue:45698", "issue:32090|issue:33290", "issue:46421|issue:46858", - "issue:43873|issue:45229", "issue:42490|issue:43873", + "issue:43873|issue:45229", "issue:25251|issue:32090", - "issue:43976|issue:45440", "issue:44448|issue:44466", + "issue:43976|issue:45440", "issue:43381|issue:43701", "issue:44871|issue:44977", "issue:29127|issue:34567", - "issue:44568|issue:45491", - "issue:44561|issue:44779", "issue:33357|issue:39692", + "issue:44568|issue:45491", "issue:45588|issue:45823", + "issue:44561|issue:44779", "issue:43278|issue:43575", "issue:41720|issue:45229", "issue:43611|issue:46121", @@ -10229,196 +10256,196 @@ "issue:29942|issue:30064", "issue:42915|issue:42994" ], - "prepared_review_unit_hash": "42e8193c63382dfab7586b801590e4c43819b9375d80d13648a4a6cdea2040c6", + "prepared_review_unit_hash": "c989dcbdeededefe8c150eb74c360cf2aa03985999a7d3eb84aa2e982aa37de2", "component_budget": { "node_count": 510, "item_count": 510, "soft_pair_count": 1874, - "serialized_chars": 972519, - "estimated_input_tokens": 243130, - "estimated_eval_tokens": 486516 + "serialized_chars": 972522, + "estimated_input_tokens": 243131, + "estimated_eval_tokens": 486518 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 27, - "serialized_chars": 35912, - "estimated_input_tokens": 8978, - "estimated_eval_tokens": 18212 + "serialized_chars": 35915, + "estimated_input_tokens": 8979, + "estimated_eval_tokens": 18214 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is a heterogeneous collection of unrelated issue reports. The soft-edge pairs mostly share broad areas like save/load, cache, or generation, but they describe different failures and code paths, so none should be merged as duplicates.", - "confidence": 0.91, - "canonical_issue_reason": "No true duplicate hub stands out here; if one issue must serve as a representative, issue 43873 is the broadest open user-facing regression in the set, but it is not actually the same bug as the soft-edge candidates.", + "summary": "The cluster is not a duplicate set; the soft edges only show superficial subsystem overlap, while each pair targets a different bug or regression. No PRs are present.", + "confidence": 0.97, + "canonical_issue_reason": "No single canonical issue fits this cluster because the issues span unrelated bug classes and code paths (tokenization, generation, trainer, cache, quantization, model loading, and docs).", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43873 is the most general and impactful open report among the listed items, but the cluster does not contain a tighter duplicate family to canonicalize around.", + "best_issue_reason": "No issue is a strong global representative; the set is too heterogeneous for one issue to serve as a useful canonical duplicate target.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43927", "right": "issue:45698", "accept": false, - "reason": "Both involve save/load, but one is a config/token-id loss bug and the other loads the wrong custom module after save_pretrained; different failure modes and fixes." + "reason": "Both involve save/load behavior, but one is about lost custom token IDs and the other about loading the wrong custom module. Different failures." }, { "left": "issue:32090", "right": "issue:33290", "accept": false, - "reason": "Trainer NoneType broadcast error and DeepSpeed Adafactor OOM are unrelated runtime problems; same training stack, not same bug." + "reason": "Different Trainer/DeepSpeed problems: NoneType broadcast vs AdaFactor OOM. Not the same bug." }, { "left": "issue:46421", "right": "issue:46858", "accept": false, - "reason": "Both concern cache behavior and compilation, but one is spurious recompilation from lazy init while the other is a device-tensor seq_length arithmetic bug." + "reason": "Both touch cache/compile, but one is about spurious recompilation and the other about device-tensor seq-length arithmetic. Distinct code-path bugs." }, { - "left": "issue:43873", - "right": "issue:45229", + "left": "issue:42490", + "right": "issue:43873", "accept": false, - "reason": "Quantization/offloading issues versus multi-GPU CUDA OOM on Gemma4; the symptoms and likely causes differ." + "reason": "A trailing-slash import warning is unrelated to quantization offloading behavior." }, { - "left": "issue:42490", - "right": "issue:43873", + "left": "issue:43873", + "right": "issue:45229", "accept": false, - "reason": "Local-path import warning and quantization offloading failure are separate behaviors with no shared concrete code path." + "reason": "Offloading with quantization and Gemma4 multi-GPU OOM are different symptoms and likely different root causes." }, { "left": "issue:25251", "right": "issue:32090", "accept": false, - "reason": "Pipeline top_k nesting regression is unrelated to the Trainer broadcast NoneType error." + "reason": "Pipeline top_k nesting behavior is unrelated to a Trainer broadcast NoneType error." }, { - "left": "issue:43976", - "right": "issue:45440", + "left": "issue:44448", + "right": "issue:44466", "accept": false, - "reason": "Python version support regression and DeepSeekV3MoE implementation divergence are distinct issues." + "reason": "One is a v4/v5 output difference for Pegasus; the other is lm_head.weight serialization tied to device. Not the same issue." }, { - "left": "issue:44448", - "right": "issue:44466", + "left": "issue:43976", + "right": "issue:45440", "accept": false, - "reason": "Both are v4/v5 regressions, but one is generation output drift and the other is serialization of lm_head.weight; not the same bug." + "reason": "Python version compatibility regression and DeepSeekV3MoE divergence are unrelated." }, { "left": "issue:43381", "right": "issue:43701", "accept": false, - "reason": "Gradient checkpointing in eval mode and resume_from_checkpoint key mismatch are different trainer behaviors." + "reason": "Eval-mode gradient checkpointing restriction and resume_from_checkpoint key mismatch are different bugs." }, { "left": "issue:44871", "right": "issue:44977", "accept": false, - "reason": "EOS token config inconsistency for Gemma-3 and Qwen3.5 flash-attention generation failure are unrelated." + "reason": "EOS token config mismatch is unrelated to a flash-attention generation failure." }, { "left": "issue:29127", "right": "issue:34567", "accept": false, - "reason": "A LayoutLMv3 error-message clarity issue is not the same as TrainerState num_input_tokens_seen not updating." + "reason": "LayoutLMv3 error-message clarity and TrainerState token counting are unrelated." }, { - "left": "issue:44568", - "right": "issue:45491", + "left": "issue:33357", + "right": "issue:39692", "accept": false, - "reason": "Tokenizer special-token insertion regression and Gemma3 NaN embeddings from sliding-window batching are different code paths." + "reason": "MacOS CLIP bus error and SigLIP2 doc-example failures are different issues." }, { - "left": "issue:44561", - "right": "issue:44779", + "left": "issue:44568", + "right": "issue:45491", "accept": false, - "reason": "Removal of is_torch_fx_available breaking trust_remote_code and DeepSeek tokenizer correctness regression are separate compatibility bugs." + "reason": "Tokenizer special-token addition and Gemma3 NaN embeddings are distinct bugs." }, { - "left": "issue:33357", - "right": "issue:39692", + "left": "issue:45588", + "right": "issue:45823", "accept": false, - "reason": "MacOS bus error loading a community CLIP model and SigLIP2 docs/model-processor mismatch are not duplicates." + "reason": "flash_attention.py s_aux=None crash and Gemma4 device-map mismatch are different forward-path failures." }, { - "left": "issue:45588", - "right": "issue:45823", + "left": "issue:44561", + "right": "issue:44779", "accept": false, - "reason": "flash_attention.py s_aux=None crash and Gemma4 PLE device mismatch are different forward-path bugs." + "reason": "Removal of a helper breaking trust_remote_code models is unrelated to Deepseek tokenizer regression." }, { "left": "issue:43278", "right": "issue:43575", "accept": false, - "reason": "Embedding dtype drift in eval and TP load OOM for Qwen2-57B are unrelated." + "reason": "Eval dtype drift and tensor-parallel OOM are different problems." }, { "left": "issue:41720", "right": "issue:45229", "accept": false, - "reason": "Auto device mapping cudaErrorAssert and multi-GPU CUDA OOM are both inference failures but not the same underlying issue." + "reason": "Auto device mapping cudaErrorAssert and Gemma4 multi-GPU OOM do not describe the same failure." }, { "left": "issue:43611", "right": "issue:46121", "accept": false, - "reason": "base_model_prefix loading breakage and rope-parameter JSON list TypeError are unrelated loading/validation bugs." + "reason": "Base_model_prefix loading regression and rope-validation TypeError are separate code-path issues." }, { "left": "issue:44977", "right": "issue:45563", "accept": false, - "reason": "Flash-attention generation malfunction and stale num_return_sequences warning are different generation concerns." + "reason": "Flash-attention generation failure and a stale num_return_sequences warning are not the same bug." }, { "left": "issue:44186", "right": "issue:45198", "accept": false, - "reason": "LayoutLMv2 tokenizer crashes on NER/padding and Wav2Vec2 save_pretrained/tokenization failure are distinct tokenizer bugs." + "reason": "LayoutLMv2 NER/padding crashes and Wav2Vec2 save/tokenization failures are unrelated." }, { "left": "issue:45198", "right": "issue:45803", "accept": false, - "reason": "Wav2Vec2 save/tokenization failure and Fuyu batch feature exception handling are separate issues." + "reason": "Wav2Vec2 save/tokenization issues and Fuyu bare-except behavior are different bugs." }, { "left": "issue:44361", "right": "issue:45198", "accept": false, - "reason": "MLukeTokenizer AttributeError and Wav2Vec2 tokenization/save failure do not share a concrete bug." + "reason": "MLukeTokenizer AttributeError and Wav2Vec2 save/tokenization failure are not the same underlying issue." }, { "left": "issue:29870", "right": "issue:34689", "accept": false, - "reason": "BART generate() UnboundLocalError and Llama 3.2 Vision model loading breakage are unrelated." + "reason": "BART generate decoder-attention-mask bug and Llama 3.2 vision model loading regression are unrelated." }, { "left": "issue:43653", "right": "issue:44743", "accept": false, - "reason": "BigBirdTokenizer special-token registration and Qwen3.5 recurrent-state reset are different subsystems and symptoms." + "reason": "BigBirdTokenizer special-token decoding and Qwen3.5 recurrent-state reset are separate bugs." }, { "left": "issue:44206", "right": "issue:44479", "accept": false, - "reason": "Feature extractor unsupported argument crash and video-input regression across Qwen VL models are not the same code-path bug." + "reason": "Unsupported center arg in a feature extractor and a Qwen video-input regression are different failures." }, { "left": "issue:29942", "right": "issue:30064", "accept": false, - "reason": "Flash Attention 2 test failures and void segmentation map processing are unrelated." + "reason": "Failing Flash Attention 2 tests and void segmentation map processing are unrelated." }, { "left": "issue:42915", "right": "issue:42994", "accept": false, - "reason": "Qwen3Moe FP8 config failure and quantized model saving failure are both quantization-related but clearly different problems." + "reason": "Qwen3Moe with FineGrainedFP8Config and quantized model saving are different quantization-related bugs, not duplicates." } ] }, @@ -10437,8 +10464,8 @@ "review_unit_count": 62, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-510", "nodes": [ @@ -10452,10 +10479,12 @@ "issue:42915", "issue:43065", "issue:43066", + "issue:43334", "issue:43381", "issue:43412", "issue:43421", "issue:43526", + "issue:43531", "issue:43575", "issue:43653", "issue:43701", @@ -10469,7 +10498,6 @@ "issue:44387", "issue:44442", "issue:44462", - "issue:44464", "issue:44857", "issue:45072", "issue:45198", @@ -10481,7 +10509,6 @@ "issue:45459", "issue:45491", "issue:45563", - "issue:45584", "issue:45588", "issue:45593", "issue:45712", @@ -10494,20 +10521,20 @@ "issue:43756|issue:45440", "issue:43653|issue:44442", "issue:43065|issue:43994", - "issue:45372|issue:45588", "issue:43065|issue:45412", + "issue:45372|issue:45588", "issue:44265|issue:45198", "issue:43412|issue:45588", - "issue:45491|issue:46693", "issue:29127|issue:33357", + "issue:45491|issue:46693", "issue:43575|issue:43701", - "issue:45245|issue:45563", "issue:42490|issue:43381", + "issue:45245|issue:45563", "issue:29127|issue:35141", "issue:45459|issue:45712", - "issue:45372|issue:45406", "issue:45440|issue:45593", "issue:43994|issue:45412", + "issue:45372|issue:45406", "issue:45406|issue:46701", "issue:43421|issue:45491", "issue:45412|issue:46369", @@ -10515,263 +10542,263 @@ "issue:43066|issue:44462", "issue:45372|issue:45459", "issue:44442|issue:45072", - "issue:44464|issue:45584", "issue:43526|issue:45834", "issue:27957|issue:33290", - "issue:43526|issue:46693", "issue:27957|issue:29127", + "issue:43526|issue:46693", "issue:43824|issue:44279", "issue:43994|issue:46369", - "issue:42915|issue:43931", - "issue:33290|issue:34689", "issue:33290|issue:35141", + "issue:33290|issue:34689", "issue:44857|issue:45588", - "issue:43526|issue:44186" + "issue:42915|issue:43931", + "issue:43526|issue:44186", + "issue:43334|issue:43531" ], - "prepared_review_unit_hash": "4e15a3c0299b2096a31ae47dacf0fb442ca63d1a4bdedf0f49f8d4fc784d9926", + "prepared_review_unit_hash": "d68b79ae59e563de173291138b85dd440c27629e97a4a613f98fe7b7fcc62bd0", "component_budget": { "node_count": 510, "item_count": 510, "soft_pair_count": 1874, - "serialized_chars": 972519, - "estimated_input_tokens": 243130, - "estimated_eval_tokens": 486516 + "serialized_chars": 972522, + "estimated_input_tokens": 243131, + "estimated_eval_tokens": 486518 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 36, - "serialized_chars": 37827, - "estimated_input_tokens": 9457, - "estimated_eval_tokens": 19170 + "serialized_chars": 37821, + "estimated_input_tokens": 9456, + "estimated_eval_tokens": 19168 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is highly heterogeneous: the issues span unrelated models, tokenizer/loading bugs, memory/OOM regressions, export failures, and CI cleanup tasks. I do not see any true duplicate group or a single underlying bug that would justify merging any of the soft pairs.", - "confidence": 0.98, - "canonical_issue_reason": "No single canonical issue stands out; the items are unrelated across many subsystems and model families, so this is not a duplicate cluster.", + "summary": "These items are mostly unrelated standalone issues across tokenization, model loading, memory, export, and runtime behavior. I don\u2019t see any soft pair that clearly refers to the same underlying bug/change, so all candidate duplicate links should be rejected.", + "confidence": 0.92, + "canonical_issue_reason": "No single issue is a defensible canonical representative: the set is heterogeneous and the soft pairs do not show true duplicates.", "canonical_pr_reason": null, - "best_issue_reason": "No single best issue for deduplication triage; the cluster lacks a common root cause, so any one issue would be an arbitrary representative.", + "best_issue_reason": "No issue is globally suitable as a duplicate anchor; at best a few are superficially similar by subsystem, but they describe different concrete failures.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43756", "right": "issue:45440", "accept": false, - "reason": "Different model families and failures: RoPE layer selection vs a divergence from remote DeepSeekV3 implementation." + "reason": "Both involve model architecture details, but one is about RoPE layer counts and the other is a DeepSeekV3 implementation divergence; different bugs." }, { "left": "issue:43653", "right": "issue:44442", "accept": false, - "reason": "Both are tokenizer-related, but one is a BigBird special-token registration bug and the other is an AutoTokenizer loading failure for a different tokenizer." + "reason": "Both are tokenizer-related, but one is a special-token registration bug and the other is AutoTokenizer loading a specific tokenizer class." }, { "left": "issue:43065", "right": "issue:43994", "accept": false, - "reason": "Sam3PixelDecoder dummy layer cleanup and Siglip2 nonsensical outputs are unrelated bugs in different code paths." + "reason": "Dummy conv in Sam3PixelDecoder and SigLIP2 nonsensical outputs are unrelated failures." }, { - "left": "issue:45372", - "right": "issue:45588", + "left": "issue:43065", + "right": "issue:45412", "accept": false, - "reason": "Import dependency breakage for Gemma4 processor loading is not the same as a flash-attention crash on sink-less models." + "reason": "A dummy layer bug and an RT-DETR memory-leak issue are not the same change or defect." }, { - "left": "issue:43065", - "right": "issue:45412", + "left": "issue:45372", + "right": "issue:45588", "accept": false, - "reason": "A dummy Conv2d in Sam3PixelDecoder and an RT-DETR memory leak are different problems with different fixes." + "reason": "Gemma 4 processor import failure and flash_attention s_aux handling are distinct code paths." }, { "left": "issue:44265", "right": "issue:45198", "accept": false, - "reason": "torch.export failures from torch_compilable_check are unrelated to Wav2Vec2 save_pretrained/tokenization failures." + "reason": "torch.export with torch_compilable_check and Wav2Vec2 save_pretrained/tokenization are unrelated." }, { "left": "issue:43412", "right": "issue:45588", "accept": false, - "reason": "Gemma3n ExecuTorch export issues and a flash_attention AttributeError are different backend/code-path bugs." + "reason": "Executorch export failure for Gemma3n is unrelated to a flash_attention AttributeError." }, { - "left": "issue:45491", - "right": "issue:46693", + "left": "issue:29127", + "right": "issue:33357", "accept": false, - "reason": "Gemma3 NaNs from all-padding sliding windows are a correctness bug, while FA2 long-context generation is a performance regression." + "reason": "LayoutLMv3 error messaging and a CLIP MacOS bus error are different issues." }, { - "left": "issue:29127", - "right": "issue:33357", + "left": "issue:45491", + "right": "issue:46693", "accept": false, - "reason": "LayoutLMv3 error-message clarity and a MacOS bus error in CLIP are unrelated in both symptom and root cause." + "reason": "Both mention attention/windowing, but one reports NaNs from all-padding windows while the other is a performance regression." }, { "left": "issue:43575", "right": "issue:43701", "accept": false, - "reason": "Tensor-parallel OOM for Qwen2-57B is not the same as a resume_from_checkpoint key mismatch." + "reason": "TP OOM on model load and resume_from_checkpoint key mismatch are unrelated." }, { - "left": "issue:45245", - "right": "issue:45563", + "left": "issue:42490", + "right": "issue:43381", "accept": false, - "reason": "Category-count runtime limits and a stale generate warning are separate issues in different parts of generation." + "reason": "A trailing-slash import warning and gradient-checkpointing eval-mode restriction are different behaviors." }, { - "left": "issue:42490", - "right": "issue:43381", + "left": "issue:45245", + "right": "issue:45563", "accept": false, - "reason": "A trailing-slash import warning and gradient-checkpointing eval-mode restriction are unrelated behaviors." + "reason": "Category-count limit error and stale generate warning are unrelated." }, { "left": "issue:29127", "right": "issue:35141", "accept": false, - "reason": "Better LayoutLMv3 error messaging is unrelated to output-embedding reinitialization after resizing token embeddings." + "reason": "LayoutLMv3 error clarity and embedding reinitialization after resize are different bugs." }, { "left": "issue:45459", "right": "issue:45712", "accept": false, - "reason": "Tokenizer error masking when protobuf is absent is different from leftover dummy classes leaking into __dir__ and repo checks." - }, - { - "left": "issue:45372", - "right": "issue:45406", - "accept": false, - "reason": "Both touch Gemma4, but one is an import-dependency failure and the other is a missing _tokenizer attribute in serve." + "reason": "Hidden tokenizer errors on missing protobuf and leftover dummy classes are not the same defect." }, { "left": "issue:45440", "right": "issue:45593", "accept": false, - "reason": "DeepSeekV3 MoE divergence and D-FINE auxiliary-loss disabling are distinct model-specific bugs." + "reason": "DeepSeekV3 implementation divergence and D-FINE auxiliary-loss behavior are unrelated." }, { "left": "issue:43994", "right": "issue:45412", "accept": false, - "reason": "Siglip2 wrong outputs and RT-DETR memory not releasing are different failure modes with no shared root cause." + "reason": "SigLIP2 bad outputs and RT-DETR memory release problems are different issues." + }, + { + "left": "issue:45372", + "right": "issue:45406", + "accept": false, + "reason": "Both touch Gemma 4 processing, but one is a missing import dependency and the other is a missing _tokenizer attribute." }, { "left": "issue:45406", "right": "issue:46701", "accept": false, - "reason": "Gemma4Processor missing _tokenizer and DiffusionGemma pipeline failure are separate processor/pipeline issues." + "reason": "Gemma4Processor serve crash and DiffusionGemmaGenerationOutput pipeline failure are not the same bug." }, { "left": "issue:43421", "right": "issue:45491", "accept": false, - "reason": "Runtime special-token post-processing and Gemma3 NaN embeddings are unrelated tokenizer/model-inference bugs." + "reason": "Tokenizer backend post-processor updates and Gemma3 NaN embeddings are unrelated." }, { "left": "issue:45412", "right": "issue:46369", "accept": false, - "reason": "RT-DETR memory retention and SAM3 lite text memory overflow are both memory issues but from different models and mechanisms." + "reason": "RT-DETR memory not released and SAM3 LiteText memory overflow are different memory issues." }, { "left": "issue:43575", "right": "issue:44387", "accept": false, - "reason": "Qwen2 tensor-parallel OOM and int4 quantization reserved-memory regression are not the same root cause." + "reason": "TP load OOM and int4 reserved-memory regression are different causes and fixes." }, { "left": "issue:43066", "right": "issue:44462", "accept": false, - "reason": "Wrong tokenizer decoder type in v5 and ignoring tokenizer.json are distinct tokenizer-loading behaviors." + "reason": "Wrong tokenizer decoder type in v5 and ignoring tokenizer.json are separate loading bugs." }, { "left": "issue:45372", "right": "issue:45459", "accept": false, - "reason": "An import failure from mistral_common is not the same as hiding tokenizer errors behind a protobuf exception wrapper." + "reason": "Gemma 4 import failure from mistral_common and protobuf-related tokenizer error masking are unrelated." }, { "left": "issue:44442", "right": "issue:45072", "accept": false, - "reason": "AutoTokenizer loading failure for FastSpeech2ConformerTokenizer and bfloat16 dtype mismatches are unrelated." - }, - { - "left": "issue:44464", - "right": "issue:45584", - "accept": false, - "reason": "Chunked generation with compiled forward and Whisper empty-transcription failure after align_special_tokens are different generation bugs." + "reason": "FastSpeech2ConformerTokenizer loading and bfloat16 dtype mismatches are unrelated." }, { "left": "issue:43526", "right": "issue:45834", "accept": false, - "reason": "BeitImageProcessorFast reduce_labels bug and Kosmos2.5 OCR index error are unrelated image-processing failures." + "reason": "BeitImageProcessorFast label reduction and Kosmos2.5 OCR index error are different bugs." }, { "left": "issue:27957", "right": "issue:33290", "accept": false, - "reason": "XLMRoberta Flash Attention 2 support and Adafactor OOM in DeepSpeed are different optimization/training issues." + "reason": "XLMRoberta Flash Attention 2 support and Adafactor/deepspeed OOM are unrelated." }, { - "left": "issue:43526", - "right": "issue:46693", + "left": "issue:27957", + "right": "issue:29127", "accept": false, - "reason": "A label-reduction bug in an image processor and a long-context FA2 performance regression are not the same problem." + "reason": "Flash Attention 2 support for XLMRoberta and LayoutLMv3 error messaging do not share the same failure." }, { - "left": "issue:27957", - "right": "issue:29127", + "left": "issue:43526", + "right": "issue:46693", "accept": false, - "reason": "XLMRoberta FA2 support and LayoutLMv3 error-message clarity are unrelated." + "reason": "Label reduction in an image processor and long-context FA2 performance regression are unrelated." }, { "left": "issue:43824", "right": "issue:44279", "accept": false, - "reason": "Missing Qwen2_5_VLForConditionalGeneration import and a generic dependency issue with transformers are too broad and not demonstrably the same bug." + "reason": "A missing Qwen2.5-VL import and a vague dependency issue are not concrete duplicates." }, { "left": "issue:43994", "right": "issue:46369", "accept": false, - "reason": "Siglip2 incorrect outputs and SAM3 memory overflow are different model-specific issues." + "reason": "Nonsensical SigLIP2 outputs and SAM3 LiteText memory overflow are different problems." }, { - "left": "issue:42915", - "right": "issue:43931", + "left": "issue:33290", + "right": "issue:35141", "accept": false, - "reason": "Qwen3Moe failure with FineGrainedFP8Config and Qwen3-VL weight-shape mismatch are different load-time problems." + "reason": "OOM with Adafactor and embedding reinitialization after resize are unrelated." }, { "left": "issue:33290", "right": "issue:34689", "accept": false, - "reason": "Adafactor/deepspeed OOM and Llama 3.2 Vision model loading breakage are unrelated." + "reason": "Deepspeed OOM and Llama 3.2 Vision load failure are different issues." }, { - "left": "issue:33290", - "right": "issue:35141", + "left": "issue:44857", + "right": "issue:45588", "accept": false, - "reason": "OOM in DeepSpeed with Adafactor is not the same as post_init reinitializing output embeddings after resize." + "reason": "float16 AMP crash in LwDetrImageLoss and flash_attention None-handling are unrelated." }, { - "left": "issue:44857", - "right": "issue:45588", + "left": "issue:42915", + "right": "issue:43931", "accept": false, - "reason": "float16 AMP crash in LwDetrImageLoss and flash_attention sink-less AttributeError are unrelated execution paths." + "reason": "Qwen3Moe FineGrainedFP8 failure and Qwen3-VL weight-shape mismatch are different model/load bugs." }, { - "left": "issue:44442", - "right": "issue:46369", + "left": "issue:43526", + "right": "issue:44186", + "accept": false, + "reason": "Beit label reduction and LayoutLMv2 NER padding/truncation crashes are unrelated." + }, + { + "left": "issue:43334", + "right": "issue:43531", "accept": false, - "reason": "FastSpeech2ConformerTokenizer loading and SAM3 memory overflow are entirely different issues." + "reason": "Qwen3-VL pad_token_id missing and Qwen3-MoE sliding_window behavior are different issues." } ] }, @@ -10790,8 +10817,8 @@ "review_unit_count": 62, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-510", "nodes": [ @@ -10801,17 +10828,17 @@ "issue:42490", "issue:43262", "issue:43316", - "issue:43334", "issue:43381", "issue:43493", "issue:43525", - "issue:43531", "issue:43643", "issue:43646", "issue:43720", + "issue:43749", "issue:43761", "issue:43827", "issue:43873", + "issue:43931", "issue:44062", "issue:44077", "issue:44206", @@ -10844,13 +10871,12 @@ "issue:46821" ], "soft_pairs": [ - "issue:43334|issue:43531", "issue:45250|issue:46640", "issue:43381|issue:43873", - "issue:46121|issue:46399", "issue:45588|issue:46821", - "issue:44514|issue:45381", + "issue:46121|issue:46399", "issue:43646|issue:44077", + "issue:44514|issue:45381", "issue:43761|issue:45859", "issue:44977|issue:45245", "issue:44743|issue:44811", @@ -10859,202 +10885,203 @@ "issue:42490|issue:44743", "issue:42175|issue:46234", "issue:43720|issue:44442", - "issue:45003|issue:45440", "issue:27957|issue:29870", + "issue:45003|issue:45440", "issue:43316|issue:43525", "issue:44077|issue:44479", "issue:43493|issue:43827", - "issue:45325|issue:46697", "issue:43873|issue:44871", + "issue:45325|issue:46697", "issue:44062|issue:45907", "issue:43643|issue:44913", "issue:44855|issue:45137", - "issue:43316|issue:45759" + "issue:43316|issue:45759", + "issue:43749|issue:43931" ], - "prepared_review_unit_hash": "dd2a1a284d3d0c4a6f2d3624563713a02a625a8e21e432c99deb032d1d09e8f2", + "prepared_review_unit_hash": "f7f83194f1f7814f9484c4c157e87de56ea47479bb0600ec5e24182170d7ef06", "component_budget": { "node_count": 510, "item_count": 510, "soft_pair_count": 1874, - "serialized_chars": 972519, - "estimated_input_tokens": 243130, - "estimated_eval_tokens": 486516 + "serialized_chars": 972522, + "estimated_input_tokens": 243131, + "estimated_eval_tokens": 486518 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 26, - "serialized_chars": 35056, - "estimated_input_tokens": 8764, - "estimated_eval_tokens": 17784 + "serialized_chars": 35014, + "estimated_input_tokens": 8754, + "estimated_eval_tokens": 17764 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These are mostly unrelated model-, config-, processor-, or infrastructure-specific bugs. The soft-similarity pairs do not look like true duplicates; none should be merged as the same underlying issue.", - "confidence": 0.96, - "canonical_issue_reason": "Issue 43873 is the broadest, most actively discussed report in the set and is still open with inbound references, so it is the best anchor if one issue must represent the cluster.", + "summary": "This cluster is a loose grouping of unrelated Transformers bug reports, mostly centered on model/config regressions, loading issues, and multimodal/audio/video edge cases. None of the soft pairs look like the same concrete bug or change, so they should stay separate.", + "confidence": 0.89, + "canonical_issue_reason": "issue:43873 is the broadest and most actively discussed issue in the set, so it works best as a representative anchor for the cluster, even though the cluster is not a true duplicate group.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43873 has the most engagement and cross-references, making it the strongest representative issue; the other issues are narrower, model-specific regressions.", + "best_issue_reason": "issue:43873 has the highest activity and broadest scope among the listed issues, making it the best single issue to represent the cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:43334", - "right": "issue:43531", - "accept": false, - "reason": "Missing pad_token_id on Qwen3-VL config and sliding_window behavior in Qwen3-MoE are different config bugs." - }, { "left": "issue:45250", "right": "issue:46640", "accept": false, - "reason": "Both mention Flash Attention 2, but one is a generic topic and the other is a specific sink-less-model crash; not the same bug." + "reason": "Both mention Flash Attention 2, but one is a generic topic title and the other is a specific sink-less-model crash; not the same bug." }, { "left": "issue:43381", "right": "issue:43873", "accept": false, - "reason": "Gradient checkpointing in eval mode and quantized offloading failures are distinct code paths." - }, - { - "left": "issue:46121", - "right": "issue:46399", - "accept": false, - "reason": "Rope-validation TypeError and Qwen3.5 kernel registration failure are unrelated." + "reason": "Gradient checkpointing in eval mode and quantization/offloading are different code paths and failures." }, { "left": "issue:45588", "right": "issue:46821", "accept": false, - "reason": "Flash-attention sink handling and TimesFM window_size AttributeError are separate problems." + "reason": "Flash-attention sink handling and TimesFM window_size are unrelated subsystems and error types." }, { - "left": "issue:44514", - "right": "issue:45381", + "left": "issue:46121", + "right": "issue:46399", "accept": false, - "reason": "Batched chat-template crash and wrong video position_ids are different Qwen2.5-VL issues." + "reason": "Both involve rotary-related code, but one is a TypeError in rope validation and the other is a registration/decorator ValueError in Qwen3.5 kernels." }, { "left": "issue:43646", "right": "issue:44077", "accept": false, - "reason": "Custom model initialization regression and patchtsmixer post_init policy are not the same underlying change." + "reason": "Custom model initialization breakage and patchtsmixer post_init policy are different problems, not one bug." + }, + { + "left": "issue:44514", + "right": "issue:45381", + "accept": false, + "reason": "Both are Qwen2.5-VL issues, but one is batched apply_chat_template padding behavior and the other is video position-id computation." }, { "left": "issue:43761", "right": "issue:45859", "accept": false, - "reason": "CLIPVisionModel hidden_states regression and Qwen3_5Moe CPU offload incompatibility are unrelated." + "reason": "CLIP hidden_states regression and Qwen3.5MoE CPU offload incompatibility are unrelated." }, { "left": "issue:44977", "right": "issue:45245", "accept": false, - "reason": "Qwen3.5 flash-attention generation failure and category-count limit error are different bugs." + "reason": "Qwen3.5 flash-attention generation failure and category-cardinality RuntimeError are unrelated." }, { "left": "issue:44743", "right": "issue:44811", "accept": false, - "reason": "Recurrent-state reset with cache and Whisper batch_decode skip_special_tokens are separate issues." + "reason": "Recurrent-state cache reset in modular Qwen and Whisper batch_decode skip_special_tokens handling are different bugs." }, { "left": "issue:43262", "right": "issue:44206", "accept": false, - "reason": "Audio chat-template sampling-rate default and LasrFeatureExtractor center-arg crash are unrelated audio bugs." + "reason": "Both are audio-related, but they hit different APIs and different incorrect defaults/unsupported args." }, { "left": "issue:44442", "right": "issue:44898", "accept": false, - "reason": "Tokenizer loading failure and Perceiver image-size handling are different subsystems." + "reason": "Tokenizer loading failure and Perceiver image sizing failure are separate model/input issues." }, { "left": "issue:42490", "right": "issue:44743", "accept": false, - "reason": "Import warning for trailing slash paths and Qwen3 recurrent-state reset are unrelated." + "reason": "Local-path slash import warning and Qwen recurrent-state reset are unrelated." }, { "left": "issue:42175", "right": "issue:46234", "accept": false, - "reason": "Packaging extras missing TensorFlow and a missing import_utils symbol are distinct issues." + "reason": "Packaging backend omission and missing import_utils symbol are different dependency/API issues." }, { "left": "issue:43720", "right": "issue:44442", "accept": false, - "reason": "BitNet packed-weight loading and FastSpeech2 tokenizer loading are unrelated." + "reason": "BitNet accelerate-loading unpacking and tokenizer loading for FastSpeech2Conformer are unrelated." }, { - "left": "issue:45003", - "right": "issue:45440", + "left": "issue:27957", + "right": "issue:29870", "accept": false, - "reason": "Unsafe sys.modules access and DeepseekV3MoE divergence are different code paths." + "reason": "XLMRoberta Flash Attention 2 support and Bart generate() decoder_attention_mask initialization are different failures." }, { - "left": "issue:27957", - "right": "issue:29870", + "left": "issue:45003", + "right": "issue:45440", "accept": false, - "reason": "XLMRoberta Flash Attention 2 support and BART generate decoder mask initialization are unrelated." + "reason": "sys.modules access safety and DeepSeekV3MoE implementation divergence are unrelated." }, { "left": "issue:43316", "right": "issue:43525", "accept": false, - "reason": "Gemma3TextConfig API mismatch and Llama4Config missing pad_token_id are similar in shape but not the same bug." + "reason": "Gemma3 config API discrepancy and Llama4 missing pad_token_id are similar at a high level but clearly different fields and models." }, { "left": "issue:44077", "right": "issue:44479", "accept": false, - "reason": "patchtsmixer post_init validation and Qwen video input regression are unrelated." + "reason": "patchtsmixer post_init restriction and Qwen video-input regression are separate issues." }, { "left": "issue:43493", "right": "issue:43827", "accept": false, - "reason": "SigLIP2 implementation drift and pipeline doc references are not the same issue." + "reason": "SigLIP2 implementation mismatch and docs still referencing pipeline() are unrelated." }, { - "left": "issue:45325", - "right": "issue:46697", + "left": "issue:43873", + "right": "issue:44871", "accept": false, - "reason": "Qwen2.5-VL rope-index scaling and Swin2SR over-padding are unrelated preprocessing bugs." + "reason": "Quantization/offloading behavior and Gemma-3 eos_token_id inconsistency are different configuration problems." }, { - "left": "issue:43873", - "right": "issue:44871", + "left": "issue:45325", + "right": "issue:46697", "accept": false, - "reason": "Quantization/offloading behavior and Gemma-3 eos_token_id mismatch are different problems." + "reason": "Qwen2.5-VL rope position scaling and Swin2SR over-padding are unrelated image/video preprocessing bugs." }, { "left": "issue:44062", "right": "issue:45907", "accept": false, - "reason": "AddedToken special-arg duplication and list_repo_files revision forwarding are unrelated API bugs." + "reason": "AddedToken special-arg duplication and list_repo_files revision forwarding are separate API errors." }, { "left": "issue:43643", "right": "issue:44913", "accept": false, - "reason": "Missing fields from trust_remote_code configs and GPTNeoX rotary_pct reload loss are different config issues." + "reason": "Missing fields with trust_remote_code and GPTNeoX rotary_pct reload persistence are different config-loading bugs." }, { "left": "issue:44855", "right": "issue:45137", "accept": false, - "reason": "Python 3.13 decorator parsing failure and DeepSpeed ZeRO3 deque underflow are unrelated." + "reason": "Python 3.13 JIT parsing/IndentationError and DeepSpeed ZeRO3 deque underflow are unrelated." }, { "left": "issue:43316", "right": "issue:45759", "accept": false, - "reason": "Gemma3TextConfig API discrepancy and AutoModelForCausalLM text_config unwrapping are different composite-config problems." + "reason": "Gemma3TextConfig API discrepancy and AutoModelForCausalLM text_config unwrapping for Qwen multimodal configs are different issues." + }, + { + "left": "issue:43749", + "right": "issue:43931", + "accept": false, + "reason": "FSDP CPU RAM efficient loading and Qwen3-VL weight shape mismatch are different loading failures with different root causes." } ] }, @@ -11073,8 +11100,8 @@ "review_unit_count": 62, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-510", "nodes": [ @@ -11098,7 +11125,6 @@ "issue:43701", "issue:43716", "issue:43742", - "issue:43749", "issue:43761", "issue:43825", "issue:43931", @@ -11128,16 +11154,15 @@ "issue:46932" ], "soft_pairs": [ - "issue:43749|issue:43931", "issue:44987|issue:46178", "issue:44190|issue:44496", - "issue:43931|issue:45216", "issue:43232|issue:43388", + "issue:43931|issue:45216", "issue:43701|issue:46506", "issue:44442|issue:45803", "issue:42617|issue:43575", - "issue:43761|issue:44188", "issue:43761|issue:44079", + "issue:43761|issue:44188", "issue:43550|issue:43701", "issue:43575|issue:43742", "issue:27957|issue:32090", @@ -11150,216 +11175,210 @@ "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:43646|issue:44913", - "issue:44871|issue:46050", - "issue:43452|issue:44496" + "issue:43452|issue:44496", + "issue:44871|issue:46050" ], - "prepared_review_unit_hash": "590aa83a712bda94fb2a9c9c7507678f6b2e75a6726abe0fb15d2a196e89ec05", + "prepared_review_unit_hash": "da7e64a6916f170fa6d39b2a5d6595ea0fcbabedd2ef193a96ccdfdc274ad286", "component_budget": { "node_count": 510, "item_count": 510, "soft_pair_count": 1874, - "serialized_chars": 972519, - "estimated_input_tokens": 243130, - "estimated_eval_tokens": 486516 + "serialized_chars": 972522, + "estimated_input_tokens": 243131, + "estimated_eval_tokens": 486518 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 29, - "serialized_chars": 36273, - "estimated_input_tokens": 9069, - "estimated_eval_tokens": 18394 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35438, + "estimated_input_tokens": 8860, + "estimated_eval_tokens": 17976 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is highly heterogeneous: the soft-similarity pairs are mostly false positives spanning unrelated bugs, regressions, and model-specific issues. I found no pair that clearly describes the same underlying defect/change, so all soft edges should be rejected.", - "confidence": 0.93, - "canonical_issue_reason": "No reliable duplicate canonical exists in this set; the issues are too diverse. If a representative must be chosen, issue 45698 is the most concrete, widely discussed save/load regression.", + "summary": "This cluster is mostly heterogeneous: many issues mention loading/saving, generation, config, or compilation, but they describe different concrete bugs. I would not merge any of the soft candidates; the best representative issue is the broad custom-model init regression.", + "confidence": 0.56, + "canonical_issue_reason": "Issue #43646 is the broadest representative of the cluster\u2019s repeated load/save/custom-model regression theme, but the cluster overall is noisy rather than a true duplicate set.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45698 is the strongest single representative by discussion signal and concrete user impact, but it is still not a valid duplicate anchor for the cluster.", + "best_issue_reason": "#43646 is the clearest umbrella issue for the cluster because it is the most general v5 custom model initialization regression and overlaps conceptually with several load/save-related reports.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:43749", - "right": "issue:43931", - "accept": false, - "reason": "FSDP CPU-RAM-efficient loading vs Qwen3-VL weight-shape mismatch are different loading failures with different root causes." - }, { "left": "issue:44987", "right": "issue:46178", "accept": false, - "reason": "A version-specific model load failure and a missing backend mapping entry are unrelated import/load problems." + "reason": "Different failures: model load on a specific repo vs missing backend registration for tensorflow_text." }, { "left": "issue:44190", "right": "issue:44496", "accept": false, - "reason": "Local dataset loading in a training script and unrecognized model config are not the same bug." + "reason": "Different code paths and bugs: local dataset loading in a training script vs unrecognized model/config loading." }, { - "left": "issue:43931", - "right": "issue:45216", + "left": "issue:43232", + "right": "issue:43388", "accept": false, - "reason": "Both involve Qwen-family loading/saving, but one is a weight-shape mismatch and the other is a save_pretrained regression; root causes differ." + "reason": "One is generation state update after sync_gpus; the other is metric gathering dropping tuple labels." }, { - "left": "issue:43232", - "right": "issue:43388", + "left": "issue:43931", + "right": "issue:45216", "accept": false, - "reason": "Generation kwargs syncing after sync_gpus is unrelated to gather_for_metrics dropping tuple label elements." + "reason": "Different lifecycle stages: load-time weight shape mismatch vs save_pretrained producing an incorrect checkpoint." }, { "left": "issue:43701", "right": "issue:46506", "accept": false, - "reason": "Checkpoint key mismatch and CPU/CUDA output divergence are unrelated issues." + "reason": "Checkpoint resume key mismatch is unrelated to CPU/CUDA output divergence." }, { "left": "issue:44442", "right": "issue:45803", "accept": false, - "reason": "Tokenizer loading failure and bare except swallowing errors in a feature converter are different bugs." + "reason": "Tokenizer loading failure is unrelated to Fuyu tensor conversion swallowing exceptions." }, { "left": "issue:42617", "right": "issue:43575", "accept": false, - "reason": "A script execution problem and a tensor-parallel OOM on model load are not the same underlying defect." + "reason": "Both involve parallelism/memory concerns, but they are different models and distinct OOM vs script-failure reports." }, { "left": "issue:43761", - "right": "issue:44188", + "right": "issue:44079", "accept": false, - "reason": "CLIP hidden_states output regression and attention-kernel divergence under torch.compile are unrelated." + "reason": "CLIP hidden_states regression is not the same as ModelOutput key assignment semantics." }, { "left": "issue:43761", - "right": "issue:44079", + "right": "issue:44188", "accept": false, - "reason": "ModelOutput key assignment semantics do not explain CLIPVisionModel returning hidden_states=None." + "reason": "Hidden-states omission and attention-kernel divergence are separate bugs in different code paths." }, { "left": "issue:43550", "right": "issue:43701", "accept": false, - "reason": "torch.compile + SDPA failure and resume_from_checkpoint key mismatch are different code paths." + "reason": "torch.compile SDPA failure is unrelated to resume_from_checkpoint key mismatches." }, { "left": "issue:43575", "right": "issue:43742", "accept": false, - "reason": "OOM during tensor-parallel load and a MobileLLM key error are distinct loading failures." + "reason": "TP OOM on a large Qwen model is not the same as a key error loading MobileLLM." }, { "left": "issue:27957", "right": "issue:32090", "accept": false, - "reason": "Flash Attention 2 support for XLM-R and a Trainer broadcast TypeError are unrelated." + "reason": "Flash Attention model support and Trainer _gpu_broadcast_one NoneType errors are unrelated." }, { "left": "issue:46829", "right": "issue:46932", "accept": false, - "reason": "VideoPrism hidden_states miswiring and Gemma4 quantized embedder dtype casting are different model bugs." + "reason": "VideoPrism output field mix-up is unrelated to Gemma4 quantized embedder dtype casting." }, { "left": "issue:43606", "right": "issue:43701", "accept": false, - "reason": "CPU offload device mismatch is unrelated to checkpoint key mismatch." + "reason": "CPU offload device mismatch is a different bug from checkpoint key mismatches." }, { "left": "issue:25251", "right": "issue:28282", "accept": false, - "reason": "Pipeline top_k output shape change and missing PyTorch dependency are not the same issue." + "reason": "Pipeline top_k nesting behavior is unrelated to missing PyTorch import errors." }, { "left": "issue:42907", "right": "issue:45698", "accept": false, - "reason": "Both are save/load related, but one is dequantized model saving and the other is custom module resolution after save_pretrained; different failures." + "reason": "Both touch save/load behavior, but one is saving dequantized models and the other is loading the wrong custom module." }, { "left": "issue:43295", "right": "issue:43825", "accept": false, - "reason": "Processor/tokenizer regression and pipeline error-message wording are unrelated v5 issues." + "reason": "Custom processor/tokenizer regression is unrelated to a pipeline error message about translation tasks." }, { "left": "issue:16998", "right": "issue:22355", "accept": false, - "reason": "A model_max_length question and an import error for transformers.onnx are unrelated." + "reason": "Model max length behavior for DeBERTa-V3 is unrelated to a missing transformers.onnx module import." }, { "left": "issue:43295", "right": "issue:44871", "accept": false, - "reason": "Processor/tokenizer API regression and eos_token_id config inconsistency are different problems." + "reason": "Processor/tokenizer regression is a different bug from Gemma-3 eos_token_id inconsistency." }, { "left": "issue:44871", "right": "issue:45584", "accept": false, - "reason": "Gemma eos_token_id mismatch and Whisper empty transcription generation failure do not share the same root cause." + "reason": "Gemma-3 eos token config mismatch is unrelated to Whisper empty-transcription generation failure." }, { "left": "issue:46234", "right": "issue:46291", "accept": false, - "reason": "A missing utility function and a kernels version/revision import failure are unrelated dependency issues." + "reason": "Missing import_utils helper and kernels import requirements are separate dependency issues." }, { - "left": "issue:43316", - "right": "issue:43716", + "left": "issue:44077", + "right": "issue:44534", "accept": false, - "reason": "Gemma3 config API discrepancy and Mistral-3 dtype mismatch affect different subsystems." + "reason": "Optional post_init validation and non-persistent buffer junk are different model initialization regressions." }, { - "left": "issue:44077", - "right": "issue:44534", + "left": "issue:43316", + "right": "issue:43716", "accept": false, - "reason": "Optional post_init enforcement and non-persistent buffer junk values are not the same defect." + "reason": "Gemma3TextConfig API mismatch is unrelated to Mistral-3 image dtype mismatch." }, { "left": "issue:43316", "right": "issue:46821", "accept": false, - "reason": "API discrepancy in config classes and TimesFM window_size AttributeError are unrelated." + "reason": "Gemma3TextConfig discrepancy is not the same as a TimesFM window_size AttributeError." }, { "left": "issue:44464", "right": "issue:46421", "accept": false, - "reason": "Inconsistent outputs under compiled forward and spurious recompilation with chunked prefill are related to compilation, but they describe different concrete failures." + "reason": "Both mention chunked generation/compile, but one is wrong outputs and the other is spurious recompilation." }, { "left": "issue:43646", "right": "issue:44913", "accept": false, - "reason": "Custom model initialization breakage and rotary_pct reload reset are separate configuration bugs." + "reason": "General custom model initialization breakage does not match GPTNeoXConfig rotary_pct reload behavior." }, { - "left": "issue:44871", - "right": "issue:46050", + "left": "issue:43452", + "right": "issue:44496", "accept": false, - "reason": "EOS token configuration mismatch and quantized model save/load breakage are different issues." + "reason": "gguf_file loading failures and missing model_type errors are distinct model-loading problems." }, { - "left": "issue:43452", - "right": "issue:44496", + "left": "issue:44871", + "right": "issue:46050", "accept": false, - "reason": "Tokenizer/model loading with gguf_file and an unrecognized model config are different loading failures." + "reason": "Gemma-3 token config inconsistency is unrelated to quantized model save_pretrained/from_pretrained breakage." } ] }, @@ -11437,205 +11456,205 @@ "issue:43404|issue:43441", "issue:44610|issue:46369", "issue:44242|issue:46894", - "issue:45632|issue:46424", - "issue:43540|issue:44514", "issue:43065|issue:44617", + "issue:43540|issue:44514", + "issue:45632|issue:46424", "issue:45542|issue:46234", - "issue:43650|issue:46202", "issue:43572|issue:46178", "issue:45803|issue:46170", + "issue:43650|issue:46202", "issue:44792|issue:45600", "issue:43504|issue:45698", "issue:44792|issue:44977", "issue:45127|issue:45200", "issue:43352|issue:46640", "issue:41950|issue:43475", - "issue:43388|issue:43688", "issue:43525|issue:43531", - "issue:43673|issue:44743", "issue:44534|issue:44913", + "issue:43673|issue:44743", + "issue:43388|issue:43688", "issue:35141|issue:42490", "issue:44190|issue:44964", "issue:44734|issue:45406" ], - "prepared_review_unit_hash": "a73d7ab4c944cb2bb4e8209c76595c30ec29e4fe7aeb8e252a88775c871e96a0", + "prepared_review_unit_hash": "e8b981fb706e420ea452d45f64c497f9816cef937b602d9d5499ea5ffd255112", "component_budget": { "node_count": 510, "item_count": 510, "soft_pair_count": 1874, - "serialized_chars": 972519, - "estimated_input_tokens": 243130, - "estimated_eval_tokens": 486516 + "serialized_chars": 972522, + "estimated_input_tokens": 243131, + "estimated_eval_tokens": 486518 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 25, - "serialized_chars": 34479, - "estimated_input_tokens": 8620, - "estimated_eval_tokens": 17496 + "serialized_chars": 34482, + "estimated_input_tokens": 8621, + "estimated_eval_tokens": 17498 }, "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 Transformers subsystems (model config/loading, multimodal processors, Flash Attention, caching, training, etc.). The soft edges are mostly superficial text-similarity matches and should be rejected.", - "confidence": 0.97, - "canonical_issue_reason": "No single canonical issue stands out because the cluster is heterogeneous and the paired items do not describe one shared underlying bug or change.", - "canonical_pr_reason": null, - "best_issue_reason": "No issue is a good global representative: the set is too diverse, so choosing any one issue would be misleading as a canonical duplicate target.", - "best_pr_reason": null, + "summary": "The candidate pairs are all soft similarities, but they span unrelated bugs and code paths; none should be treated as duplicates. No pull requests are present.", + "confidence": 0.94, + "canonical_issue_reason": "No single canonical issue is suitable: the set is heterogeneous across unrelated subsystems, so there is no shared underlying bug to canonicalize.", + "canonical_pr_reason": "No PRs are present in the input.", + "best_issue_reason": "No global best issue candidate stands out as a duplicate target; the issues describe distinct problems rather than one central defect.", + "best_pr_reason": "No PRs are present in the input.", "soft_edge_verdicts": [ { "left": "issue:44162", "right": "issue:44792", "accept": false, - "reason": "ESM2 model breakage is unrelated to a failed janus image-generation test; different models, symptoms, and code paths." + "reason": "Different products and failures: ESM2 runtime breakage vs a janus image-generation test failure." }, { "left": "issue:45803", "right": "issue:46365", "accept": false, - "reason": "Bare except in Fuyu tensor conversion is unrelated to a Trainer import error caused by datasets; different failure modes and layers." + "reason": "Different bugs: Fuyu batch tensor conversion error vs Trainer import failure tied to datasets installation." }, { "left": "issue:43404", "right": "issue:43441", "accept": false, - "reason": "Mistral3 weight tying and Ministral-3 FlashAttention failures are distinct model-specific issues, not the same bug." + "reason": "One is a missing lm_head tie in Mistral3; the other is a FlashAttention support failure in Ministral-3." }, { "left": "issue:44610", "right": "issue:46369", "accept": false, - "reason": "OmDet-Turbo input size mismatch is unrelated to Sam3-LiteText memory overflow." + "reason": "Unrelated model/pipeline problems: OmDet-Turbo image size mismatch vs Sam3-LiteText memory overflow." }, { "left": "issue:44242", "right": "issue:46894", "accept": false, - "reason": "Load-balancing loss gating in MoE models is a different training-loss bug than CohereASR's double-shift issue." + "reason": "Both involve loss computation, but the models and mechanisms differ; not the same underlying bug." }, { - "left": "issue:45632", - "right": "issue:46424", + "left": "issue:43065", + "right": "issue:44617", "accept": false, - "reason": "A trust_remote_code cache-path collision is unrelated to max_cache_length behavior in cache config." + "reason": "Dummy Conv2d in Sam3PixelDecoder is a different issue from Sam3Video OOM." }, { "left": "issue:43540", "right": "issue:44514", "accept": false, - "reason": "Qwen3OmniMoe video-input validation and Qwen2_5_VL batched chat-template padding are different preprocessing bugs." + "reason": "Both are multimodal Qwen issues, but one is video input processing and the other is batched chat-template padding behavior." }, { - "left": "issue:43065", - "right": "issue:44617", + "left": "issue:45632", + "right": "issue:46424", "accept": false, - "reason": "Sam3PixelDecoder's dummy Conv2d and Sam3Video OOM are different problems; one is architecture shimming, the other is memory usage." + "reason": "Different cache-related problems: trust_remote_code path collision vs max_cache_length being ignored outside quantized cache." }, { "left": "issue:45542", "right": "issue:46234", "accept": false, - "reason": "TensorFlow backend import handling and a missing falcon_mamba availability symbol are unrelated import-utils issues." - }, - { - "left": "issue:43650", - "right": "issue:46202", - "accept": false, - "reason": "A placeholder 'ADD THE DATA' issue is not the same as a Gemma tokenizer roundtrip failure." + "reason": "TensorFlow backend detection error is unrelated to a missing import_utils helper for falcon mamba availability." }, { "left": "issue:43572", "right": "issue:46178", "accept": false, - "reason": "StableLmConfig pad_token_idx regression and tensorflow_text backend mapping are unrelated compatibility bugs." + "reason": "StableLmConfig pad_token_idx regression and tensorflow_text backend mapping error are unrelated config/backend issues." }, { "left": "issue:45803", "right": "issue:46170", "accept": false, - "reason": "Fuyu exception handling has nothing to do with Windows/ROCm torch.distributed import errors." + "reason": "Different failure modes and platforms: Fuyu exception handling vs Windows/ROCm torch.distributed import dependency." + }, + { + "left": "issue:43650", + "right": "issue:46202", + "accept": false, + "reason": "Non-specific ADD THE DATA report is not the same as a Gemma tokenizer roundtrip failure." }, { "left": "issue:44792", "right": "issue:45600", "accept": false, - "reason": "A janus model test failure is unrelated to stale Sam3LiteText entries in auto_mappings.py." + "reason": "A janus test failure and stale Sam3LiteText auto_mappings references are distinct issues." }, { "left": "issue:43504", "right": "issue:45698", "accept": false, - "reason": "Beit legacy-field loading and wrong custom-module loading after save_pretrained are both loading-related but not the same concrete bug." + "reason": "Beit legacy-field loading failure and wrong custom-module loading after save_pretrained are different load-path bugs." }, { "left": "issue:44792", "right": "issue:44977", "accept": false, - "reason": "Janus image generation test failure and Qwen3.5 flash-attention generation problems are separate model/runtime issues." + "reason": "Different models and symptoms: janus image generation test vs Qwen3.5 flash-attention generation failure." }, { "left": "issue:45127", "right": "issue:45200", "accept": false, - "reason": "LoRA merge with extended vocab on tied embeddings is unrelated to Gemma 4 mm_token_type_ids defaulting." + "reason": "LoRA/extended-vocabulary collapse on tied embeddings is unrelated to Gemma 4 mm_token_type_ids defaults." }, { "left": "issue:43352", "right": "issue:46640", "accept": false, - "reason": "NemotronH FlashAttention 2 support error and a generic Flash Attention 2 issue are not enough to conclude the same code-path bug." + "reason": "Both mention Flash Attention, but one is explicit unsupported-model behavior and the other is an unspecified issue; not the same code path." }, { "left": "issue:41950", "right": "issue:43475", "accept": false, - "reason": "Video-classification pipeline processor mismatch and missing fpn_position_embeddings in Sam3VisionEncoderOutput are different processor/model API issues." + "reason": "Video-classification processor selection and Sam3 vision encoder missing fpn_position_embeddings are unrelated." }, { - "left": "issue:43388", - "right": "issue:43688", + "left": "issue:43525", + "right": "issue:43531", "accept": false, - "reason": "Metric gathering drops label elements, while the other is auxiliary-loss normalization in MoE models; unrelated training logic." + "reason": "Missing pad_token_id in Llama4Config is unrelated to Qwen3-MoE sliding_window behavior." }, { - "left": "issue:43525", - "right": "issue:43531", + "left": "issue:44534", + "right": "issue:44913", "accept": false, - "reason": "Missing pad_token_id in Llama4Config and Qwen3-MoE sliding_window behavior are unrelated config/model bugs." + "reason": "Transformers v5 non-persistent buffer junk and GPTNeoX rotary_pct reload regression are different config/state bugs." }, { "left": "issue:43673", "right": "issue:44743", "accept": false, - "reason": "GenerationMixin cache missing during chunked prefill is not the same as Qwen3 modular recurrent states resetting with cache." + "reason": "Cache missing in chunked_prefill and recurrent state reset with seq_len>1 are both cache-related but not the same implementation bug." }, { - "left": "issue:44534", - "right": "issue:44913", + "left": "issue:43388", + "right": "issue:43688", "accept": false, - "reason": "Non-persistent buffer initialization junk and GPTNeoX rotary_pct reload regression are unrelated state/config persistence issues." + "reason": "gather_for_metrics label truncation and auxiliary-loss normalization are unrelated training bugs." }, { "left": "issue:35141", "right": "issue:42490", "accept": false, - "reason": "Embedding reinitialization after resize and local-path import warnings are entirely different code paths." + "reason": "Embedding reinitialization on resize and local-path trailing-slash import warning are unrelated." }, { "left": "issue:44190", "right": "issue:44964", "accept": false, - "reason": "Local dataset loading in an example script is unrelated to loading Phi-4 multimodal models." + "reason": "Local dataset loading in a training script and loading a specific multimodal model are different failure cases." }, { "left": "issue:44734", "right": "issue:45406", "accept": false, - "reason": "KV-cache continuation tensor indexing in serve is unrelated to Gemma4Processor missing _tokenizer." + "reason": "KV cache continuation tensor indexing in serve is unrelated to Gemma4Processor missing _tokenizer." } ] }, @@ -11654,8 +11673,8 @@ "review_unit_count": 62, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-510", "nodes": [ @@ -11712,19 +11731,19 @@ "issue:44855|issue:45588", "issue:44869|issue:46832", "issue:45072|issue:46932", - "issue:43827|issue:43994", + "issue:29870|issue:35141", "issue:45245|issue:46858", "issue:45632|issue:46617", + "issue:43827|issue:43994", "issue:46082|issue:46697", - "issue:29870|issue:35141", "issue:43931|issue:44060", "issue:44617|issue:45584", "issue:43644|issue:44913", "issue:25251|issue:27957", "issue:43335|issue:44855", "issue:43673|issue:46421", - "issue:44242|issue:46897", "issue:44077|issue:44877", + "issue:44242|issue:46897", "issue:44933|issue:45362", "issue:45381|issue:46369", "issue:45563|issue:45584", @@ -11735,212 +11754,218 @@ "issue:43335|issue:44190", "issue:45588|issue:47013", "issue:43854|issue:44792", - "issue:45381|issue:46655", "issue:44617|issue:46369", + "issue:45381|issue:46655", "issue:39692|issue:44190" ], - "prepared_review_unit_hash": "ef09301e0e75f8fa510fdbcaea04bdb363580deccb6f076ffe795841b231ee3b", + "prepared_review_unit_hash": "5412399c25c4577e9abf8d87461ff8b242092ca23ad35037a737a97b42d16b68", "component_budget": { "node_count": 510, "item_count": 510, "soft_pair_count": 1874, - "serialized_chars": 972519, - "estimated_input_tokens": 243130, - "estimated_eval_tokens": 486516 + "serialized_chars": 972522, + "estimated_input_tokens": 243131, + "estimated_eval_tokens": 486518 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 29, - "serialized_chars": 36528, - "estimated_input_tokens": 9132, - "estimated_eval_tokens": 18520 + "serialized_chars": 36531, + "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 highly heterogeneous; none of the soft pairs looks like the same underlying bug or change, so all candidate duplicate links should be rejected.", - "confidence": 0.95, - "canonical_issue_reason": "issue:43644 is the most self-contained, broadly framed framework regression in the set, so it is the closest thing to a representative issue, though the cluster does not really cohere as one duplicate family.", + "summary": "These soft pairs are mostly false positives: they share broad keywords like cache, generation, vision, or dtype, but each points to a different concrete failure mode and code path. No PRs are present. If one issue must anchor the cluster, #43644 is the most general framework-level regression.", + "confidence": 0.89, + "canonical_issue_reason": "#43644 is the broadest and most cross-cutting bug in the set (framework-wide v5.0.0 state/buffer regression) and even has an inbound reference, so it is the best anchor if this cluster needs a single representative issue.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43644 is the clearest, most actionable issue with a concrete failure mode and framework-wide impact, making it the best single issue to represent this mixed cluster.", + "best_issue_reason": "#43644 is the most suitable representative issue: it is systemic rather than model-specific, and its scope is closer to a cluster-level canonical bug than the others.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44855", "right": "issue:45588", "accept": false, - "reason": "Python 3.13 import parsing error in DebertaV2 is unrelated to a flash-attention AttributeError in sink-less models." + "reason": "Different failures: Python 3.13 import/parsing issue vs flash-attention crash on s_aux=None." }, { "left": "issue:44869", "right": "issue:46832", "accept": false, - "reason": "Whisper word-timestamp decode crash and RT-DETR feature-level TypeError involve different code paths and model families." + "reason": "Whisper decoding edge case and RT-DETR feature-level mismatch are unrelated bugs." }, { "left": "issue:45072", "right": "issue:46932", "accept": false, - "reason": "Both mention dtype issues, but they affect different models and different mechanisms, so they are not the same bug." + "reason": "Both mention dtype/quantization, but they affect different models and different code paths." }, { - "left": "issue:43827", - "right": "issue:43994", + "left": "issue:29870", + "right": "issue:35141", "accept": false, - "reason": "One is a docs cleanup after pipeline removals; the other is a model/pipeline correctness problem for SigLIP2." + "reason": "Bart generate() mask initialization bug is unrelated to embedding resize/post_init reinitialization." }, { "left": "issue:45245", "right": "issue:46858", "accept": false, - "reason": "Category cardinality overflow and cache sequence-length arithmetic are unrelated failures." + "reason": "A category-count runtime limit and a static-cache slice-arithmetic bug are not the same issue." }, { "left": "issue:45632", "right": "issue:46617", "accept": false, - "reason": "Both touch trust_remote_code caching, but one is a path collision and the other is a FileNotFoundError from cache loading; not the same concrete bug." + "reason": "Both involve trust_remote_code cache handling, but one is a leaf-directory collision and the other is a FileNotFoundError." }, { - "left": "issue:46082", - "right": "issue:46697", + "left": "issue:43827", + "right": "issue:43994", "accept": false, - "reason": "Llama head_dim validation and Swin2SR over-padding are different subsystems and failure modes." + "reason": "Docs still referencing pipeline() is separate from a SigLIP2 model/pipeline output correctness bug." }, { - "left": "issue:29870", - "right": "issue:35141", + "left": "issue:46082", + "right": "issue:46697", "accept": false, - "reason": "Bart generate() decoder-mask initialization and token-embedding resize reinitialization are separate model bugs." + "reason": "Llama head_dim validation and Swin2SR over-padding are different configuration/processor bugs." }, { "left": "issue:43931", "right": "issue:44060", "accept": false, - "reason": "Qwen3-VL weight-shape mismatch and Qwen3-Next tied-weights warning are different loading/weighting issues." + "reason": "Qwen3-VL weight-shape mismatch and Qwen3-Next tied-weight warning are different model-loading defects." }, { "left": "issue:44617", "right": "issue:45584", "accept": false, - "reason": "CUDA OOM in Sam3Video is not the same as Whisper empty-transcription generation failure." + "reason": "CUDA OOM in Sam3Video is unrelated to Whisper empty-transcription generation failure." }, { "left": "issue:43644", "right": "issue:44913", "accept": false, - "reason": "Non-persistent buffer junk initialization and GPTNeoX rotary_pct reload behavior are unrelated config/runtime problems." + "reason": "Framework buffer initialization regression and GPTNeoX config reload loss are separate persistence bugs." }, { "left": "issue:25251", "right": "issue:27957", "accept": false, - "reason": "Pipeline top_k nesting behavior and XLMRoberta Flash Attention 2 support are not the same issue." + "reason": "Pipeline top_k nesting behavior and XLMRoberta Flash Attention 2 support are unrelated." }, { "left": "issue:43335", "right": "issue:44855", "accept": false, - "reason": "Sparse layer construction in SwitchTransformers has nothing to do with the DebertaV2 Python 3.13 parsing error." + "reason": "Sparse-layer config construction and a DebertaV2 Python 3.13 import error are unrelated." }, { "left": "issue:43673", "right": "issue:46421", "accept": false, - "reason": "Both mention chunked prefill/cache, but one is a missing cache in v5 and the other is spurious recompilation from lazy cache init; too different to merge." + "reason": "Both mention chunked prefill/cache, but one is missing cache initialization and the other is spurious recompilation from lazy cache init." }, { - "left": "issue:44242", - "right": "issue:46897", + "left": "issue:44077", + "right": "issue:44877", "accept": false, - "reason": "Missing load-balancing loss and Florence2 double-shift training loss are different loss-computation bugs." + "reason": "Optional post_init validation and strict config loading for granite_speech are different configuration problems." }, { - "left": "issue:44077", - "right": "issue:44877", + "left": "issue:44242", + "right": "issue:46897", "accept": false, - "reason": "PatchTSMixer post_init allowance and granite_speech strict-config loading are separate config-validation topics." + "reason": "Load-balancing loss omission and Florence2 double-shift training loss bug are different training-loss issues." }, { "left": "issue:44933", "right": "issue:45362", "accept": false, - "reason": "Missing import from image_utils and Qwen3.5 chat crash are unrelated." + "reason": "Missing image_utils import and Qwen3.5 chat crash are unrelated." }, { "left": "issue:45381", "right": "issue:46369", "accept": false, - "reason": "Qwen2.5-VL video position IDs and Sam3-litetext memory overflow are different problems." + "reason": "Qwen2.5-VL video position IDs and Sam3-litetext memory overflow are different model/runtime failures." }, { "left": "issue:45563", "right": "issue:45584", "accept": false, - "reason": "Paged generate warning handling and Whisper empty-transcription generation are unrelated generate-path bugs." + "reason": "A stale warning in paged generate() is not the same as Whisper empty-transcription failure." }, { "left": "issue:43550", "right": "issue:44190", "accept": false, - "reason": "Bamba torch.compile/SDPA failure and local-dataset loading in the image-classification script have no common code path." + "reason": "torch.compile/SDPA model failure and local dataset loading in an example script are unrelated." }, { "left": "issue:41720", "right": "issue:45245", "accept": false, - "reason": "Auto device mapping CUDA assert and category-count overflow are unrelated failures." + "reason": "Qwen3 device-mapping cudaErrorAssert and category-count limit errors are unrelated runtime issues." }, { "left": "issue:43065", "right": "issue:44610", "accept": false, - "reason": "A dummy Conv2d in Sam3PixelDecoder is not the same underlying bug as processor/model image-size mismatch." + "reason": "A dummy Conv2d in Sam3PixelDecoder and a 640px-vs-224px processor mismatch are different vision bugs." }, { "left": "issue:44479", "right": "issue:44734", "accept": false, - "reason": "Video-input regression across Qwen variants and KV-cache continuation crash in transformers serve affect different subsystems." + "reason": "Video-input regression in Qwen VL models and KV-cache continuation indexing in serve are different code paths." }, { "left": "issue:43335", "right": "issue:44190", "accept": false, - "reason": "SwitchTransformers sparse-layer config and local dataset loading in a training script are unrelated." + "reason": "Sparse-layer config bug and local dataset loading failure do not describe the same underlying problem." }, { "left": "issue:45588", "right": "issue:47013", "accept": false, - "reason": "Flash-attention sinkless-model crash and xLSTM train-mode unpacking bug are different code-path failures." + "reason": "Flash-attention s_aux handling and xLSTM unpacking of backend returns are distinct runtime assumptions." }, { "left": "issue:43854", "right": "issue:44792", "accept": false, - "reason": "GLM-4.7-Flash unit-test loading failure and janus image-generation test failure do not match." + "reason": "GLM-4.7-Flash loading in unit tests and Janus image-generation test failure are unrelated model/test issues." + }, + { + "left": "issue:44617", + "right": "issue:46369", + "accept": false, + "reason": "Both are memory-related, but one is OOM during video inference and the other is a separate model-specific overflow report." }, { "left": "issue:45381", "right": "issue:46655", "accept": false, - "reason": "Both are video-processor issues, but one is vision_position_ids and the other is padding calculation; not the same bug." + "reason": "Both involve video processors, but the bugs are different: wrong vision_position_ids vs incorrect padding calculation." }, { - "left": "issue:44617", - "right": "issue:46369", + "left": "issue:45245", + "right": "issue:46858", "accept": false, - "reason": "Both are memory-related, but one is explicit CUDA OOM in Sam3Video and the other is memory overflow when calling sam3-litetext; different causes and fixes." + "reason": "These are unrelated runtime failures: a category-limit exception versus cache seq-length device arithmetic." }, { - "left": "issue:39692", + "left": "issue:46932", "right": "issue:44190", "accept": false, - "reason": "SigLIP2 docs/example errors are unrelated to the local-dataset loading failure in the training script." + "reason": "Gemma4 quantized embedder casting and image-classification local dataset loading are not the same bug." } ] }, @@ -11959,8 +11984,8 @@ "review_unit_count": 62, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-510", "nodes": [ @@ -12015,12 +12040,12 @@ ], "soft_pairs": [ "issue:45127|issue:45357", - "issue:44464|issue:45563", "issue:43295|issue:45276", + "issue:44464|issue:45563", "issue:44779|issue:46489", "issue:45290|issue:46752", - "issue:44112|issue:45600", "issue:44521|issue:45381", + "issue:44112|issue:45600", "issue:43540|issue:44734", "issue:45276|issue:45584", "issue:25251|issue:29870", @@ -12038,19 +12063,19 @@ "issue:44112|issue:44964", "issue:42796|issue:44521", "issue:42175|issue:44279", - "issue:36246|issue:41628", "issue:32090|issue:35141", + "issue:36246|issue:41628", "issue:43404|issue:45216", "issue:36246|issue:38617" ], - "prepared_review_unit_hash": "84f69f73ffef2483f4d8089bc4f0f42d3d25b200a161dbc882fd37b7729e7703", + "prepared_review_unit_hash": "29cd73ed7e9156fbb024b953d9f03e1434f178934363fe246020d63363438991", "component_budget": { "node_count": 510, "item_count": 510, "soft_pair_count": 1874, - "serialized_chars": 972519, - "estimated_input_tokens": 243130, - "estimated_eval_tokens": 486516 + "serialized_chars": 972522, + "estimated_input_tokens": 243131, + "estimated_eval_tokens": 486518 }, "budget": { "node_count": 48, @@ -12065,160 +12090,187 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is largely heterogeneous: most pairs are superficially similar by subsystem or wording but describe different bugs. The only clear duplicate-like pair is the DeepSeek tokenizer regression reports, which appear to share the same underlying v5 tokenizer breakage.", - "confidence": 0.84, - "canonical_issue_reason": "Issue 46489 is the most specific, actionable report in the only plausible duplicate pair; it clearly describes the DeepSeek-Coder v1 v5+ tokenizer regression and points to an incomplete prior fix.", + "summary": "This is a broad false-positive cluster: the issues span unrelated model, tokenizer, generation, import, and CI topics. None of the listed soft pairs look like the same underlying bug/change, so all should be rejected as duplicates.", + "confidence": 0.97, + "canonical_issue_reason": "issue:44521 is the most active and user-facing report in the set, with the highest discussion/inbound activity and a clear reproducible API bug; it is the best representative issue even though the cluster itself is not truly cohesive.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 46489 is the strongest overall issue candidate because it is concrete, regression-oriented, and directly tied to the tokenizer code path rather than a broad symptom report.", + "best_issue_reason": "issue:44521 is the strongest triage target overall: concrete behavior, active discussion, and broad impact on a commonly used path (`apply_chat_template`).", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45127", "right": "issue:45357", "accept": false, - "reason": "Both mention embedding/save_pretrained behavior, but one is about LoRA merging with extended vocab and the other about incorrect visual encoder keys in Qwen3.5; different code paths and failure modes." - }, - { - "left": "issue:44464", - "right": "issue:45563", - "accept": false, - "reason": "Chunked generation inconsistencies with compiled forward and a stale paged-generate warning are unrelated generation issues, not the same bug." + "reason": "Different bugs: one is LoRA/weight tying after vocab extension, the other is incorrect visual encoder keys during save_pretrained for Qwen3.5." }, { "left": "issue:43295", "right": "issue:45276", "accept": false, - "reason": "Different models and symptoms: processor/tokenizer access regression vs Gemma4 resize_token_embeddings not updating per-layer/output embeddings." + "reason": "Different code paths and symptoms: processor.tokenizer/image passing regression vs resize_token_embeddings not updating embed/output weights." + }, + { + "left": "issue:44464", + "right": "issue:45563", + "accept": false, + "reason": "Both involve generation, but the concrete failures differ: inconsistent chunked outputs under compiled forward vs a stale warning for num_return_sequences." }, { "left": "issue:44779", "right": "issue:46489", - "accept": true, - "reason": "Both report DeepSeek tokenizer regressions in v5/v5+ and point to the same broken tokenizer code path; 46489 reads like the model-specific manifestation of the broader v5 regression in 44779." + "accept": false, + "reason": "Same model family but not the same change: generic Deepseek tokenizer regression vs a specific DeepSeek-Coder v1 tokenizer gap tied to PR #44801." }, { "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 input list; these are distinct edge cases." + "reason": "Related API area, but distinct failures: crash on assistant tool-call messages vs crash on an empty message list." }, { - "left": "issue:44112", - "right": "issue:45600", + "left": "issue:44521", + "right": "issue:45381", "accept": false, - "reason": "Both are CI-related, but one is a stale GraniteSpeech device override test and the other is an auto_mappings reference to removed Sam3LiteText configs; unrelated failures." + "reason": "Both are multimodal/chat-template adjacent, but one is zeroed assistant masks while the other is wrong vision_position_ids in Qwen2.5-VL video input." }, { - "left": "issue:44521", - "right": "issue:45381", + "left": "issue:44112", + "right": "issue:45600", "accept": false, - "reason": "Both concern multimodal/chat-template behavior, but assistant_masks being all zeros and Qwen2.5-VL video vision_position_ids being wrong are different bugs in different paths." + "reason": "Unrelated CI issues: GraniteSpeech stale device override test vs auto_mappings referencing removed Sam3LiteText configs." }, { "left": "issue:43540", "right": "issue:44734", "accept": false, - "reason": "Qwen3OmniMoe video-input ValueError and serve KV-cache continuation tensor-indexing crash are unrelated." + "reason": "Different subsystems and failures: Qwen3OmniMoe video-input ValueError vs transformers serve KV-cache continuation indexing bug." }, { "left": "issue:45276", "right": "issue:45584", "accept": false, - "reason": "Gemma4 embedding resize behavior and Whisper empty-transcription failure after align_special_tokens are unrelated." + "reason": "No overlap beyond being bugs in model utilities: embedding resize propagation vs Whisper empty-transcription generation failure." }, { "left": "issue:25251", "right": "issue:29870", "accept": false, - "reason": "Pipeline top_k nesting change and BART decoder_attention_mask UnboundLocalError are separate issues." + "reason": "Different issues entirely: pipeline top_k nesting change vs Bart generate decoder_attention_mask UnboundLocalError." }, { "left": "issue:43526", "right": "issue:46697", "accept": false, - "reason": "Both are image-processor bugs, but reduce_labels returning one label and Swin2SR over-padding are different implementations and failures." + "reason": "Different preprocessing bugs: BeitImageProcessorFast reduce_labels truncation vs Swin2SR over-padding." }, { "left": "issue:44737", "right": "issue:45803", "accept": false, - "reason": "XLNet device placement bug and Fuyu bare except swallowing errors are unrelated." + "reason": "Distinct causes: XLNet CPU device placement bug vs FuyuBatchFeature bare except swallowing interrupts/errors." }, { "left": "issue:44938", "right": "issue:45542", "accept": false, - "reason": "Python 3.14 import failure and missing TensorFlow backend due to extras installation are different packaging/runtime problems." + "reason": "One is Python 3.14 import failure, the other is an environment/backend packaging issue around TensorBoard/TensorFlow." }, { "left": "issue:44462", "right": "issue:45907", "accept": false, - "reason": "AutoTokenizer ignoring tokenizer.json and list_repo_files not forwarding revision are unrelated repository/client issues." + "reason": "Different repository-loading problems: AutoTokenizer ignoring tokenizer.json vs list_repo_files not forwarding revision." }, { "left": "issue:43643", "right": "issue:44496", "accept": false, - "reason": "AutoConfig missing fields with trust_remote_code and unrecognized model_type in config.json are different config-loading failures." + "reason": "Both are config/loading related, but one is missing fields with trust_remote_code and the other is unrecognized model/model_type in config.json." }, { "left": "issue:43854", "right": "issue:44964", "accept": false, - "reason": "Different model-loading failures for different models; no evidence of the same underlying bug." + "reason": "Different model-loading failures for different models; they do not point to the same underlying bug." }, { "left": "issue:43673", "right": "issue:46858", "accept": false, - "reason": "Both involve generation cache, but one is a missing cache in chunked_prefill and the other is device-tensor seq-length breaking static-cache slice arithmetic; not the same concrete defect." + "reason": "Related to cache, but not the same bug: missing GenerationMixin cache in chunked_prefill vs device-tensor seq_length breaking slice arithmetic for static cache." }, { "left": "issue:44246", "right": "issue:45003", "accept": false, - "reason": "Import slowness and unsafe sys.modules access are not the same issue." + "reason": "Import slowness vs unsafe sys.modules access are not the same defect, even if both affect import-time behavior." }, { "left": "issue:44964", "right": "issue:45600", "accept": false, - "reason": "A model-loading regression and stale auto_mappings config references are unrelated." + "reason": "A model-specific loading issue is unrelated to auto_mappings referencing removed configs and breaking CI." }, { "left": "issue:27957", "right": "issue:35141", "accept": false, - "reason": "XLMRoberta Flash Attention support and embedding reinitialization after resize_token_embeddings are unrelated." + "reason": "Flash Attention 2 support for XLMRoberta is unrelated to embedding reinitialization after resizing token embeddings." }, { - "left": "issue:32090", - "right": "issue:35141", + "left": "issue:45632", + "right": "issue:46234", + "accept": false, + "reason": "Cache-path collision for trust_remote_code local models is unrelated to a missing import_utils helper function." + }, + { + "left": "issue:44112", + "right": "issue:44964", + "accept": false, + "reason": "GraniteSpeech CI flake and Phi-4 multimodal model loading are different issues with different failure modes." + }, + { + "left": "issue:42796", + "right": "issue:44521", "accept": false, - "reason": "Trainer broadcast of NoneType and output embedding reinitialization are unrelated." + "reason": "Tokenizer BPE-marker handling and multimodal assistant_masks are separate tokenizer/chat-template bugs." }, { "left": "issue:42175", "right": "issue:44279", "accept": false, - "reason": "Backend dependency packaging issue and generic dependency issue are too broad and not the same bug." + "reason": "The first is packaging metadata about TensorFlow extra dependencies; the second is a generic dependency issue with transformers." + }, + { + "left": "issue:32090", + "right": "issue:35141", + "accept": false, + "reason": "Trainer GPU broadcast of NoneType and embedding reinitialization after resizing vocab are unrelated." + }, + { + "left": "issue:36246", + "right": "issue:41628", + "accept": false, + "reason": "Both are import errors, but for different symbols and modules: Qwen2_5_VLImageProcessor vs AutoImageProcessor." + }, + { + "left": "issue:43404", + "right": "issue:45216", + "accept": false, + "reason": "Weight tying in Mistral3ForConditionalGeneration is not the same bug as Qwen3.5 save_pretrained checkpoint corruption." }, { "left": "issue:36246", "right": "issue:38617", "accept": false, - "reason": "Qwen2_5_VLImageProcessor import failure and missing layer_type_validation export are unrelated import errors." + "reason": "Different missing imports from different modules; no evidence of a shared root cause." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet and the soft-edge judgments are appropriately conservative. The DeepSeek tokenizer pair (44779/46489) is the only clearly duplicate-like match from the titles, while the other rejected pairs are plausibly distinct bugs or edge cases." - }, - "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 }, @@ -12230,15 +12282,14 @@ "review_unit_count": 62, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-510", "nodes": [ "issue:41950", "issue:42907", "issue:43295", - "issue:43299", "issue:43381", "issue:43441", "issue:43479", @@ -12265,7 +12316,6 @@ "issue:44987", "issue:45042", "issue:45083", - "issue:45216", "issue:45335", "issue:45375", "issue:45446", @@ -12276,6 +12326,8 @@ "issue:45759", "issue:46082", "issue:46121", + "issue:46123", + "issue:46369", "issue:46424", "issue:46506", "issue:46515", @@ -12294,235 +12346,235 @@ "issue:45083|issue:46506", "issue:43976|issue:44987", "issue:44496|issue:45042", - "issue:44016|issue:44220", "issue:43526|issue:43901", - "issue:43673|issue:44336", "issue:43901|issue:44496", - "issue:42907|issue:43441", + "issue:44016|issue:44220", + "issue:43673|issue:44336", "issue:44683|issue:45446", - "issue:43650|issue:44220", + "issue:42907|issue:43441", "issue:44496|issue:45759", "issue:43381|issue:45593", + "issue:43650|issue:44220", "issue:44016|issue:44062", "issue:43441|issue:45588", - "issue:44792|issue:46424", "issue:43976|issue:44279", + "issue:44792|issue:46424", "issue:43824|issue:44933", "issue:44521|issue:46693", "issue:44279|issue:46515", "issue:43479|issue:45375", "issue:45335|issue:45584", "issue:44327|issue:46752", - "issue:43299|issue:45216" + "issue:46123|issue:46369" ], - "prepared_review_unit_hash": "e021f2136f47726a3687d0a25dfe21055afedff8b9f4277e22e852b8e445a7d8", + "prepared_review_unit_hash": "2fcf08827c004e9c5941b78c3b439a7531f99789fda317ae9d945bf962b1561e", "component_budget": { "node_count": 510, "item_count": 510, "soft_pair_count": 1874, - "serialized_chars": 972519, - "estimated_input_tokens": 243130, - "estimated_eval_tokens": 486516 + "serialized_chars": 972522, + "estimated_input_tokens": 243131, + "estimated_eval_tokens": 486518 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 30, - "serialized_chars": 35974, - "estimated_input_tokens": 8994, - "estimated_eval_tokens": 18244 + "serialized_chars": 35958, + "estimated_input_tokens": 8990, + "estimated_eval_tokens": 18236 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is highly heterogeneous: most pairs share only superficial Transformer-related wording, not the same bug or fix path. No soft pair is close enough to merge as duplicates.", - "confidence": 0.92, - "canonical_issue_reason": "issue:44521 is the clearest substantive, code-path-specific bug report in the set and has the strongest discussion/activity signal; it is a better anchor than the many unrelated config, docs, cache, and model-loading issues.", - "canonical_pr_reason": null, - "best_issue_reason": "issue:44521 is the best representative issue overall because it describes a concrete multimodal generation bug with active follow-up, while the rest of the items span unrelated failures.", - "best_pr_reason": null, + "summary": "This cluster is heterogeneous: the items span unrelated Transformers bugs in configs, pipelines, cache behavior, docs, and model-specific regressions. None of the soft pairs look like the same underlying issue, so no duplicate merge is justified.", + "confidence": 0.95, + "canonical_issue_reason": "No single canonical issue stands out because the cluster is not a tight duplicate set; the issues are about different code paths and failures.", + "canonical_pr_reason": "No PRs are present in the input.", + "best_issue_reason": "No best issue candidate: the topics are too diverse for one issue to represent the cluster cleanly.", + "best_pr_reason": "No PRs are present in the input.", "soft_edge_verdicts": [ { "left": "issue:43531", "right": "issue:45600", "accept": false, - "reason": "Different bugs: Qwen3-MoE sliding_window behavior vs a CI break from removed Sam3LiteText config references." + "reason": "Different bugs: one is a sliding_window behavior issue in Qwen3-MoE, the other is a stale auto-mapping reference to removed Sam3LiteText configs." }, { "left": "issue:46082", "right": "issue:46121", "accept": false, - "reason": "Both are config-validation related, but one is Llama head_dim handling and the other is rope-validation list typing; different code paths." + "reason": "Both are config-related, but one is Llama head_dim validation and the other is rope-validation handling of a JSON-loaded list; not the same defect." }, { "left": "issue:44295", "right": "issue:46506", "accept": false, - "reason": "Unrelated failures: position_ids buffer access vs CPU/CUDA output differences in PPDocLayoutV3." + "reason": "Unrelated failures: reading position_ids after buffer registration versus divergent CPU/CUDA outputs in PPDocLayoutV3." }, { "left": "issue:41950", "right": "issue:44016", "accept": false, - "reason": "Video-classification processor lookup vs a notebook syntax error; no shared underlying bug." + "reason": "A pipeline image-processor lookup bug and a notebook syntax error are clearly different issues." }, { "left": "issue:43673", "right": "issue:46424", "accept": false, - "reason": "Both mention cache, but one is GenerationMixin chunked_prefill cache missing and the other is max_cache_length handling in quantized cache; not the same defect." + "reason": "Both mention cache, but one is missing GenerationMixin cache during chunked_prefill and the other is max_cache_length only applying to Quantized Cache." }, { "left": "issue:43295", "right": "issue:45335", "accept": false, - "reason": "Different model families and failures: processor/tokenizer image handling regression vs resize_token_embeddings not updating decoder.embed_tokens." + "reason": "Different code paths: processor.tokenizer/image handling regression versus resize_token_embeddings not updating decoder.embed_tokens." }, { "left": "issue:43582", "right": "issue:46932", "accept": false, - "reason": "Apple Silicon TypeError in caching_allocator_warmup is unrelated to Gemma4 quantized embedder dtype casting." + "reason": "Apple Silicon caching_allocator_warmup TypeError is unrelated to Gemma4 quantized vision/audio embedder dtype casting." }, { "left": "issue:45083", "right": "issue:46506", "accept": false, - "reason": "Separate issues: a helper-length computation bug in qwen3_omni_moe vs CPU/CUDA divergence in PPDocLayoutV3." + "reason": "Qwen3-Omni-MoE feature-length helper behavior is not the same as PPDocLayoutV3 CPU/CUDA result divergence." }, { "left": "issue:43976", "right": "issue:44987", "accept": false, - "reason": "Version/runtime compatibility problems, but one is Python support and the other is loading a specific model package; not the same issue." + "reason": "A Python-version compatibility break is not the same as failing to load physical-intelligence/fast." }, { "left": "issue:44496", "right": "issue:45042", "accept": false, - "reason": "Unrecognized-model config loading vs PIL image processor torchvision dependency; different failure surfaces." - }, - { - "left": "issue:44016", - "right": "issue:44220", - "accept": false, - "reason": "Notebook syntax error and a feature-extraction TypeError are unrelated." + "reason": "One is an unrecognized-model/config issue; the other is an incorrect torchvision dependency requirement in PIL image processors." }, { "left": "issue:43526", "right": "issue:43901", "accept": false, - "reason": "BeitImageProcessorFast label reduction bug vs documentation mismatch for return_all_scores; different artifacts and code paths." + "reason": "BeitImageProcessorFast reduce_labels bug is different from a docs/behavior mismatch for return_all_scores." }, { - "left": "issue:43673", - "right": "issue:44336", + "left": "issue:43901", + "right": "issue:44496", "accept": false, - "reason": "Cache handling bug vs ANSI escape output in loading_report; no underlying overlap." + "reason": "Docs mismatch in TextClassificationPipeline does not share the same failure mode as the unrecognized-model import/config error." }, { - "left": "issue:43901", - "right": "issue:44496", + "left": "issue:44016", + "right": "issue:44220", "accept": false, - "reason": "Docs mismatch for text classification vs model import/config loading failure." + "reason": "Notebook syntax error and audio feature extraction helper failure are unrelated." }, { - "left": "issue:42907", - "right": "issue:43441", + "left": "issue:43673", + "right": "issue:44336", "accept": false, - "reason": "Same model family, but one concerns saving dequantized checkpoints and the other FlashAttention inference failure; too different to merge." + "reason": "Generation cache handling and ANSI escape generation in loading_report are separate concerns." }, { "left": "issue:44683", "right": "issue:45446", "accept": false, - "reason": "Both touch flex_attention, but one is a torch>=2.9 compiled failure and the other is an incorrect version check for AuxRequest import." + "reason": "Both touch flex_attention, but one is a compiled flex_attention failure on torch>=2.9 and the other is a bad version check for AuxRequest import." }, { - "left": "issue:43650", - "right": "issue:44220", + "left": "issue:42907", + "right": "issue:43441", "accept": false, - "reason": "A vague 'ADD THE DATA' issue is not the same bug as _torch_extract_fbank_features()." + "reason": "Saving dequantized Ministrals/Devstrals and FlashAttention failure for Ministral-3 are different bugs." }, { "left": "issue:44496", "right": "issue:45759", "accept": false, - "reason": "Both involve loading configs/models, but one is an unrecognized model_type and the other is not unwrapping text_config for composite multimodal configs." + "reason": "An unrecognized model error is unrelated to AutoModelForCausalLM.from_config not unwrapping text_config." }, { "left": "issue:43381", "right": "issue:45593", "accept": false, - "reason": "Gradient checkpointing in eval mode and D-FINE auxiliary-loss handling are different training/inference behaviors." + "reason": "Gradient checkpointing in eval mode and D-FINE auxiliary-loss behavior are separate issues." + }, + { + "left": "issue:43650", + "right": "issue:44220", + "accept": false, + "reason": "A vague data request is unrelated to _torch_extract_fbank_features() failing." }, { "left": "issue:44016", "right": "issue:44062", "accept": false, - "reason": "Notebook syntax error vs AddedToken keyword-argument conflict; unrelated." + "reason": "The notebook syntax error and AddedToken special-argument TypeError do not share the same root cause." }, { "left": "issue:43441", "right": "issue:45588", "accept": false, - "reason": "Both mention flash_attention, but they are distinct bugs: Ministral-3 model failure vs AttributeError on s_aux=None for sink-less models." + "reason": "Both involve flash attention, but they describe different failures: Ministral-3 FlashAttention versus s_aux=None AttributeError in sink-less models." }, { - "left": "issue:44792", - "right": "issue:46424", + "left": "issue:43976", + "right": "issue:44279", "accept": false, - "reason": "A janus test failure is unrelated to cache max length configuration." + "reason": "Python support incompatibility and a general dependency issue are not the same bug." }, { - "left": "issue:43976", - "right": "issue:44279", + "left": "issue:44792", + "right": "issue:46424", "accept": false, - "reason": "Python version incompatibility vs a generic dependency issue; not the same bug." + "reason": "Janus image-generation test failure is unrelated to cache max_cache_length semantics." }, { "left": "issue:43824", "right": "issue:44933", "accept": false, - "reason": "Missing Qwen2_5_VL import and a nonexistent image_utils import are different namespace/export problems." + "reason": "These are two different missing-import problems for different symbols/modules." }, { "left": "issue:44521", "right": "issue:46693", "accept": false, - "reason": "apply_chat_template assistant-mask bug vs FA2 long-context performance regression; different functionality and fixes." + "reason": "assistant_masks being all zero is a functional bug; FA2 long-context slowdown is a performance regression, not the same issue." }, { "left": "issue:44279", "right": "issue:46515", "accept": false, - "reason": "Generic dependency issue vs torch 2.4.1 incompatibility; not a single code-path defect." + "reason": "A dependency issue with transformers is unrelated to torch 2.4.1 incompatibility." }, { "left": "issue:43479", "right": "issue:45375", "accept": false, - "reason": "Different composite-config bugs affecting different models and fields; one initializes defaults from None, the other drops a config field under @strict." + "reason": "Different multimodal config bugs: default-init when None versus a missing deepstack_visual_indexes field dropped by @strict." }, { "left": "issue:45335", "right": "issue:45584", "accept": false, - "reason": "Embedding resize propagation bug vs Whisper empty-transcription generation failure after token alignment." + "reason": "resize_token_embeddings affecting decoder.embed_tokens is unrelated to Whisper empty-transcription generation after align_special_tokens." }, { "left": "issue:44327", "right": "issue:46752", "accept": false, - "reason": "Both are IndexError-style crashes, but one is QA top-k bounds and the other is apply_chat_template on an empty list; unrelated." + "reason": "decode_spans kth-out-of-bounds in QA is a different failure from apply_chat_template crashing on an empty list." }, { - "left": "issue:43299", - "right": "issue:45216", + "left": "issue:46123", + "right": "issue:46369", "accept": false, - "reason": "Both involve Qwen multimodal models, but one is loading breakage and the other is incorrect save_pretrained output; distinct code paths." + "reason": "A final-partial-batch is_last bug does not match a memory overflow in sam3-litetext." } ] }, @@ -12541,11 +12593,12 @@ "review_unit_count": 62, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-510", "nodes": [ + "issue:33290", "issue:39692", "issue:41950", "issue:42796", @@ -12582,12 +12635,12 @@ "issue:45542", "issue:45588", "issue:45593", + "issue:45656", "issue:45812", "issue:45823", + "issue:45907", "issue:46082", - "issue:46123", "issue:46209", - "issue:46369", "issue:46399", "issue:46512", "issue:46614", @@ -12595,12 +12648,12 @@ "issue:47085" ], "soft_pairs": [ - "issue:46123|issue:46369", + "issue:43299|issue:45216", "issue:46614|issue:47085", "issue:44279|issue:45405", "issue:43295|issue:44779", - "issue:39692|issue:43901", "issue:42796|issue:43650", + "issue:39692|issue:43901", "issue:44075|issue:44368", "issue:43577|issue:45216", "issue:44351|issue:45278", @@ -12608,8 +12661,8 @@ "issue:46082|issue:46399", "issue:43976|issue:45405", "issue:43381|issue:47000", - "issue:44779|issue:45812", "issue:44466|issue:45276", + "issue:44779|issue:45812", "issue:43299|issue:45357", "issue:46082|issue:46512", "issue:43650|issue:46209", @@ -12621,198 +12674,212 @@ "issue:44016|issue:44291", "issue:44683|issue:45542", "issue:45588|issue:47000", - "issue:43479|issue:43525" + "issue:43479|issue:43525", + "issue:33290|issue:45656", + "issue:45081|issue:45907" ], - "prepared_review_unit_hash": "f19c25229355bee9c2badb978e2820331deaa8501b4201d9ccb686a5a2d9e29d", + "prepared_review_unit_hash": "6c3dce42d057423e528b85d1c59a3c0875a38b89e23b115b2de2c40976227db7", "component_budget": { "node_count": 510, "item_count": 510, "soft_pair_count": 1874, - "serialized_chars": 972519, - "estimated_input_tokens": 243130, - "estimated_eval_tokens": 486516 + "serialized_chars": 972522, + "estimated_input_tokens": 243131, + "estimated_eval_tokens": 486518 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 27, - "serialized_chars": 35387, - "estimated_input_tokens": 8847, - "estimated_eval_tokens": 17950 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "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 largely heterogeneous. The soft edges mostly connect unrelated regressions across tokenizers, multimodal configs, docs, training/runtime bugs, and dependency/version issues, so none should be merged as duplicates.", - "confidence": 0.91, - "canonical_issue_reason": "issue:45812 is the strongest representative: a concrete, broad tokenizer regression with a clear v4\u2192v5 behavioral change and user impact.", + "summary": "These issues are mostly unrelated, with a few broad theme overlaps around tokenizers, configs, and v5 regressions. None of the soft pairs look like the same underlying bug/change closely enough to merge as duplicates.", + "confidence": 0.75, + "canonical_issue_reason": "issue:43299 is the most central node in the similarity graph and a concrete, well-scoped regression report, so it is the best stand-in if one issue must represent the cluster.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45812 has the clearest reproducible failure and broadest blast radius among the set.", + "best_issue_reason": "issue:43299 is the strongest representative because it is concrete, regression-oriented, and appears in multiple soft-similarity links; still, it should not absorb the other issues as duplicates.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:46123", - "right": "issue:46369", + "left": "issue:43299", + "right": "issue:45216", "accept": false, - "reason": "Different models and failure modes: dropped final batch results vs memory overflow." + "reason": "Both are Qwen-related regressions, but one is model loading and the other is save_pretrained serialization; different code paths and fixes." }, { "left": "issue:46614", "right": "issue:47085", "accept": false, - "reason": "Stale phonemizer language state is unrelated to tokenizer thread-safety." + "reason": "Stale espeak language backend in phonemization vs tokenizers thread-safety; unrelated subsystems." }, { "left": "issue:44279", "right": "issue:45405", "accept": false, - "reason": "Generic dependency complaint vs a specific unreleased PEFT version bump." + "reason": "Generic dependency problem vs PEFT minimum-version bump; different root causes." }, { "left": "issue:43295", "right": "issue:44779", "accept": false, - "reason": "Different tokenizer regressions affecting different model families and code paths." + "reason": "Both involve tokenizer regressions, but one is processor/tokenizer API handling and the other is Deepseek token output correctness." }, { - "left": "issue:39692", - "right": "issue:43901", + "left": "issue:42796", + "right": "issue:43650", "accept": false, - "reason": "Both are docs-related, but they concern different pipelines and different mistakes." + "reason": "Tokenizer BPE-marker handling vs an empty/low-content issue title; no shared bug." }, { - "left": "issue:42796", - "right": "issue:43650", + "left": "issue:39692", + "right": "issue:43901", "accept": false, - "reason": "Tokenizer BPE-marker bug and a vague data request are unrelated." + "reason": "SigLIP2 example errors/quantization failure vs stale docs mention of return_all_scores; both docs-adjacent, but not the same issue." }, { "left": "issue:44075", "right": "issue:44368", "accept": false, - "reason": "Optimizer argument handling and a tie_word_embeddings warning are separate issues." + "reason": "Optimizer args ignored vs a tie_word_embeddings warning in LoRA fine-tuning; different behaviors and fixes." }, { "left": "issue:43577", "right": "issue:45216", "accept": false, - "reason": "BLIP2 dtype loading bug is unrelated to Qwen save_pretrained serialization." + "reason": "BLIP2 dtype propagation bug vs Qwen3.5 save_pretrained regression; different model families and failure modes." }, { "left": "issue:44351", "right": "issue:45278", "accept": false, - "reason": "Specific missing import vs broad import failures after upgrade; not the same root cause." + "reason": "Missing HybridCache import vs broad import errors after upgrade; 45278 is much broader and not the same bug." }, { "left": "issue:41950", "right": "issue:45020", "accept": false, - "reason": "Pipeline processor-selection bug and remote_code breakage are different failures." + "reason": "Video-classification processor mismatch vs remote_code breakage; not the same path." }, { "left": "issue:46082", "right": "issue:46399", "accept": false, - "reason": "Config validation around head_dim is unrelated to a missing kernel registration decorator." + "reason": "LlamaConfig head_dim validation vs Qwen3.5 rotary registration failure; unrelated model/config bugs." }, { "left": "issue:43976", "right": "issue:45405", "accept": false, - "reason": "Python version compatibility and an unreleased dependency pin are unrelated." + "reason": "Python version compatibility issue vs unreleased PEFT version requirement; distinct dependency problems." }, { "left": "issue:43381", "right": "issue:47000", "accept": false, - "reason": "Eval-mode gradient checkpointing and RTDetr loss infeasibility are different training bugs." + "reason": "Gradient checkpointing eval-mode restriction vs RTDetrLoss infeasible cost matrix; unrelated training/runtime bugs." }, { - "left": "issue:44779", - "right": "issue:45812", + "left": "issue:44466", + "right": "issue:45276", "accept": false, - "reason": "Both involve tokenizers, but they affect different models and show different incorrect outputs." + "reason": "Tied-weight serialization depends on device vs Gemma4 resize_token_embeddings propagation; both weight-related but not the same defect." }, { - "left": "issue:44466", - "right": "issue:45276", + "left": "issue:44779", + "right": "issue:45812", "accept": false, - "reason": "Weight serialization inconsistency and resize_token_embeddings propagation are different bugs." + "reason": "Deepseek tokenizer regression vs Granite tokenizer regression; both tokenizer bugs, but different model/tokenizer implementations and symptoms." }, { "left": "issue:43299", "right": "issue:45357", "accept": false, - "reason": "Qwen multimodal loading failure and save_pretrained key serialization are distinct code paths." + "reason": "Both are Qwen regressions, but one is loading MoE models and the other is incorrect visual-encoder keys during save_pretrained." }, { "left": "issue:46082", "right": "issue:46512", "accept": false, - "reason": "Config constructor validation vs stale config.dtype after from_config are different issues." + "reason": "Head-dim validation vs stale config dtype after from_config; different configuration issues." }, { "left": "issue:43650", "right": "issue:46209", "accept": false, - "reason": "No meaningful overlap: a placeholder data request vs an FP8 inference crash." + "reason": "No meaningful overlap; one is a placeholder title, the other is FP8 inference on B200." }, { "left": "issue:43653", "right": "issue:45593", "accept": false, - "reason": "BigBirdTokenizer special-token registration and D-FINE auxiliary-loss logic are unrelated." + "reason": "BigBirdTokenizer special-token decoding bug vs D-FINE auxiliary-loss behavior; unrelated." }, { "left": "issue:41950", "right": "issue:45823", "accept": false, - "reason": "Video pipeline processor lookup and Gemma4 device placement are different problems." + "reason": "Video-classification processor bug vs Gemma4 PLE device mismatch; different models and code paths." }, { "left": "issue:44242", "right": "issue:45200", "accept": false, - "reason": "Missing load-balancing loss and missing default mm_token_type_ids are different model-behavior bugs." + "reason": "Load-balancing loss omission vs mm_token_type_ids defaulting; both training-related, but different mechanisms." }, { "left": "issue:43299", "right": "issue:43854", "accept": false, - "reason": "Qwen3VL loading regression and GLM-4.7 unit-test loading issue are unrelated model-specific failures." + "reason": "Qwen3VL load regression vs GLM-4.7-Flash unit-test loading issue; different model families." }, { "left": "issue:44462", "right": "issue:45081", "accept": false, - "reason": "AutoTokenizer ignoring tokenizer.json and a Mistral regex patch crash are different tokenizer code paths." + "reason": "AutoTokenizer ignoring tokenizer.json vs Mistral regex patch crashing; both tokenizer-loading related but not the same bug." }, { "left": "issue:44016", "right": "issue:44291", "accept": false, - "reason": "Notebook syntax error is unrelated to init_empty_weights argument handling." + "reason": "Notebook syntax error vs init_empty_weights TypeError; unrelated." }, { "left": "issue:44683", "right": "issue:45542", "accept": false, - "reason": "Compiled flex_attention on new torch versions and tensorboard/TensorFlow backend setup are unrelated." + "reason": "Compiled flex_attention on torch>=2.9 vs tensorboard/tf backend installation issue; unrelated." }, { "left": "issue:45588", "right": "issue:47000", "accept": false, - "reason": "Flash-attention auxiliary state crash and RTDetr loss infeasibility are different runtime bugs." + "reason": "flash_attention crash on s_aux=None vs RTDetrLoss infeasible matrix; unrelated runtime errors." }, { "left": "issue:43479", "right": "issue:43525", "accept": false, - "reason": "Different config classes and different missing-default initialization problems." + "reason": "Phi4MultimodalConfig default-init bug vs missing pad_token_id on Llama4Config; both config issues, but not the same one." + }, + { + "left": "issue:33290", + "right": "issue:45656", + "accept": false, + "reason": "Deepspeed OOM with Adafactor vs optimizer.step being called twice with deepspeed; same area, different concrete bugs." + }, + { + "left": "issue:45081", + "right": "issue:45907", + "accept": false, + "reason": "Tokenizer regex crash vs list_repo_files revision forwarding in CI helper; unrelated." } ] }, @@ -12831,12 +12898,11 @@ "review_unit_count": 62, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-510", "nodes": [ - "issue:33290", "issue:42175", "issue:42796", "issue:42994", @@ -12858,15 +12924,16 @@ "issue:44246", "issue:44261", "issue:44263", + "issue:44297", "issue:44336", "issue:44373", + "issue:44496", "issue:44589", "issue:44623", "issue:44671", "issue:44749", "issue:44779", "issue:44987", - "issue:45081", "issue:45103", "issue:45325", "issue:45362", @@ -12874,21 +12941,19 @@ "issue:45397", "issue:45542", "issue:45600", - "issue:45656", "issue:45712", "issue:45823", "issue:45834", "issue:45859", - "issue:45907", + "issue:46291", + "issue:46399", "issue:46655", "issue:46726", "issue:46851", "issue:47000" ], "soft_pairs": [ - "issue:33290|issue:45656", "issue:43441|issue:45834", - "issue:45081|issue:45907", "issue:42994|issue:43317", "issue:44336|issue:46851", "issue:44623|issue:44749", @@ -12905,212 +12970,221 @@ "issue:44016|issue:45823", "issue:44186|issue:47000", "issue:42796|issue:43441", - "issue:43824|issue:43976", "issue:44188|issue:44336", + "issue:43824|issue:43976", "issue:43723|issue:44162", "issue:44987|issue:45542", "issue:43525|issue:43643", "issue:44589|issue:45362", "issue:44336|issue:44373", "issue:46655|issue:46726", - "issue:45325|issue:46851" + "issue:45325|issue:46851", + "issue:46291|issue:46399", + "issue:44246|issue:44496", + "issue:44297|issue:45397" ], - "prepared_review_unit_hash": "b3997d97d5ab80f794a2cf3471f24a4d2eb79c63e533e4d0ddd21ee6e03a1a57", + "prepared_review_unit_hash": "4402dcb3719863a97dcfb037554a1f0f63151b2d34013c8851bd3d070bb27424", "component_budget": { "node_count": 510, "item_count": 510, "soft_pair_count": 1874, - "serialized_chars": 972519, - "estimated_input_tokens": 243130, - "estimated_eval_tokens": 486516 + "serialized_chars": 972522, + "estimated_input_tokens": 243131, + "estimated_eval_tokens": 486518 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 28, - "serialized_chars": 36002, - "estimated_input_tokens": 9001, - "estimated_eval_tokens": 18258 + "soft_pair_count": 29, + "serialized_chars": 36355, + "estimated_input_tokens": 9089, + "estimated_eval_tokens": 18434 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The items are mostly unrelated issues spanning tokenizers, loading, quantization, docs, and assorted model regressions. No soft pair looks like the same underlying bug/change, so all soft edges are rejected. There are no PRs in the set.", - "confidence": 0.86, - "canonical_issue_reason": "No single true duplicate canonical issue stands out because the cluster is heterogeneous. If one issue must represent the set, issue 44779 is the best fit: it is a concrete v5 regression report with a clear behavioral break and user impact.", + "summary": "This cluster is heterogeneous: most items are unrelated Transformers v5 regressions across different models, loaders, and utilities. None of the soft pairs appear to be the same underlying bug/change, so all soft edges are rejected.", + "confidence": 0.92, + "canonical_issue_reason": "issue:43723 is the broadest, most representative core API regression here (tokenizer loading via AutoTokenizer.from_pretrained in v5), so it works best as a cluster representative even though the cluster is noisy.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 44779 is the strongest representative issue because it is specific, reproducible, and centered on a clear versioned regression rather than a docs/config or ancillary failure.", + "best_issue_reason": "issue:43723 best matches the dominant theme of the set\u2014v5 loading/compatibility regressions\u2014and is the most generic issue to anchor triage around.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:33290", - "right": "issue:45656", - "accept": false, - "reason": "Both mention DeepSpeed/optimizer behavior, but one is OOM from Adafactor while the other is double optimizer stepping; different failure modes and code paths." - }, { "left": "issue:43441", "right": "issue:45834", "accept": false, - "reason": "Completely different models and bugs: FlashAttention failure for Ministral-3 vs OCR long-input index error in Kosmos2.5." - }, - { - "left": "issue:45081", - "right": "issue:45907", - "accept": false, - "reason": "Tokenizer regex crash vs Hub file listing not forwarding revision; unrelated subsystems and symptoms." + "reason": "Different models and failures: FlashAttention load regression vs OCR index error in Kosmos2.5." }, { "left": "issue:42994", "right": "issue:43317", "accept": false, - "reason": "Quantized model save failure and dequantized model load/offload failure are both quantization-adjacent, but they are distinct operations and bugs." + "reason": "Both involve quantization/offload, but one is save failure and the other is dequantized model loading on GPU/CPU offload." }, { "left": "issue:44336", "right": "issue:46851", "accept": false, - "reason": "ANSI escape handling in loading_report is unrelated to Qwen3.5 variable-length position_ids behavior." + "reason": "Unrelated utilities: ANSI coloring in loading_report vs Qwen3.5 variable-length position_ids." }, { "left": "issue:44623", "right": "issue:44749", "accept": false, - "reason": "Missing processor save files and a performance regression after upgrade are unrelated." + "reason": "Processor save_pretrained missing files is unrelated to a performance regression after version upgrade." }, { "left": "issue:45103", "right": "issue:45372", "accept": false, - "reason": "Auto-docstring crash with future annotations is unrelated to Gemma 4 processor loading failing on an import error." + "reason": "auto_docstring annotations crash and Gemma 4 processor loading import error are different code paths." }, { "left": "issue:45859", "right": "issue:46851", "accept": false, - "reason": "Same model family and position_ids terminology, but one is CPU-offload incompatibility in rotary embedding while the other is variable-length input handling; not the same bug." + "reason": "Both mention Qwen3.5 and position-related code, but CPU offload rotary embedding vs variable-length position_ids are distinct bugs." }, { "left": "issue:44261", "right": "issue:44263", "accept": false, - "reason": "Different model internals and different failures: missing rms_norm_eps precision issue vs torch.split return-value handling." + "reason": "Different components: MLA layernorm precision issue vs GlmMoeDsaIndexer torch.split return handling." }, { "left": "issue:44623", "right": "issue:45397", "accept": false, - "reason": "Processor save_pretrained missing files and gemma-4 zero3 from_pretrained loading are separate workflows and errors." + "reason": "Processor save_pretrained file emission bug is not the same as gemma-4 zero3 from_pretrained loading failure." }, { "left": "issue:42175", "right": "issue:43976", "accept": false, - "reason": "Backend installation packaging issue vs Python version compatibility issue; not the same root cause." + "reason": "Package/dependency issue for TensorFlow backend vs Python version compatibility break in Transformers 5.1.0." }, { "left": "issue:45600", "right": "issue:45712", "accept": false, - "reason": "Broken auto_mappings references and leftover dummy classes are different repository hygiene/CI problems." + "reason": "Both touch repo hygiene/generated objects, but one is stale auto_mappings references and the other is dummy classes leaking into dir/check_repo." }, { "left": "issue:43901", "right": "issue:44246", "accept": false, - "reason": "Docs mismatch for return_all_scores is unrelated to intermittent import slowness." + "reason": "Docs mismatch for text classification pipeline is unrelated to intermittent slow imports." }, { "left": "issue:44671", "right": "issue:44779", "accept": false, - "reason": "Both are v5 regressions, but they affect different models and different paths: CamemBERT MLM predictions vs Deepseek tokenizer output." + "reason": "Different failures: CamemBERT masked LM prediction regression vs Deepseek tokenizer output regression." }, { "left": "issue:43673", "right": "issue:43761", "accept": false, - "reason": "Generation cache missing during chunked prefill is unrelated to CLIPVisionModel hidden_states behavior." + "reason": "Generation cache missing in chunked prefill is not the same as CLIPVisionModel hidden_states not being returned." }, { "left": "issue:43525", "right": "issue:43881", "accept": false, - "reason": "Missing pad_token_id on Llama4Config and a generic glm-4v-9b loading failure are not clearly the same bug." + "reason": "Missing pad_token_id on Llama4Config is unrelated to GLM-4V-9B loading failure." }, { "left": "issue:44016", "right": "issue:45823", "accept": false, - "reason": "Notebook syntax error and Gemma4 device mismatch are unrelated." + "reason": "Notebook syntax error and Gemma4 device mismatch are completely different issues." }, { "left": "issue:44186", "right": "issue:47000", "accept": false, - "reason": "Tokenizer NER/padding crash and RTDetrLoss infeasible cost matrix are different components and failure signatures." + "reason": "Tokenizer padding/truncation crash is unrelated to RTDetrLoss cost matrix infeasibility." }, { "left": "issue:42796", "right": "issue:43441", "accept": false, - "reason": "Same model family, but tokenizer BPE marker handling and FlashAttention loading are separate bugs." + "reason": "Ministral tokenizer BPE-marker handling and Ministral FlashAttention loading are different model bugs." }, { - "left": "issue:43824", - "right": "issue:43976", + "left": "issue:44188", + "right": "issue:44336", "accept": false, - "reason": "Importing a specific Qwen2.5-VL class and a Python version support issue are unrelated." + "reason": "torch.compile attention kernel divergence has nothing to do with ANSI output in loading_report." }, { - "left": "issue:44188", - "right": "issue:44336", + "left": "issue:43824", + "right": "issue:43976", "accept": false, - "reason": "torch.compile attention-kernel divergence and ANSI code generation are unrelated." + "reason": "Import failure for a specific Qwen VL class is unrelated to Python version support." }, { "left": "issue:43723", "right": "issue:44162", "accept": false, - "reason": "Tokenizer loading in v5 and ESM2 breakage are different model/backend issues." + "reason": "Tokenizer loading regression and ESM2 breakage are different model/load paths." }, { "left": "issue:44987", "right": "issue:45542", "accept": false, - "reason": "Loading a specific model fails for one reason, while the other is a packaging/backend dependency issue; no shared root cause." + "reason": "Loading a specific model with Transformers>=5.1.0 is unrelated to the TensorFlow backend package mixup." }, { "left": "issue:43525", "right": "issue:43643", "accept": false, - "reason": "Missing config attribute on a model config and trust_remote_code returning missing fields are not the same defect." + "reason": "Missing pad_token_id on one config and missing fields from trust_remote_code config loading are different problems." }, { "left": "issue:44589", "right": "issue:45362", "accept": false, - "reason": "Float8 storage lookup error and Qwen3.5 chat crash are unrelated." + "reason": "Float8 storage import/type error is unrelated to Qwen3.5 chat crash." }, { "left": "issue:44336", "right": "issue:44373", "accept": false, - "reason": "Loading_report ANSI escaping and a wrong docstring for position_ids are distinct documentation/runtime issues." + "reason": "ANSI codes in loading_report and a wrong position_ids docstring are unrelated." }, { "left": "issue:46655", "right": "issue:46726", "accept": false, - "reason": "Both involve processors, but one is a video padding bug and the other is a missing-vision-backend import/reporting issue." + "reason": "SmolVLM video padding bug is not the same as AutoProcessor missing-vision-backend behavior." }, { "left": "issue:45325", "right": "issue:46851", "accept": false, - "reason": "Both mention position_ids, but they describe different models and different logic: Qwen2.5-VL rope scaling vs Qwen3.5 variable-length input handling." + "reason": "Both mention position_ids, but Qwen2.5-VL temporal scaling and Qwen3.5 variable-length input handling are different bugs." + }, + { + "left": "issue:46291", + "right": "issue:46399", + "accept": false, + "reason": "Pipeline import dependency/version requirement failure and Qwen3.5 kernel registration crash are unrelated." + }, + { + "left": "issue:44246", + "right": "issue:44496", + "accept": false, + "reason": "Intermittent slow imports are unrelated to unrecognized model/config.json errors." + }, + { + "left": "issue:44297", + "right": "issue:45397", + "accept": false, + "reason": "Tokenizer save metadata mismatch is unrelated to gemma-4 zero3 from_pretrained loading." } ] }, @@ -13129,13 +13203,14 @@ "review_unit_count": 62, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-510", "nodes": [ "issue:36246", "issue:41628", + "issue:41950", "issue:42491", "issue:42757", "issue:42886", @@ -13148,15 +13223,14 @@ "issue:43784", "issue:43901", "issue:43976", + "issue:44220", "issue:44242", "issue:44246", "issue:44295", - "issue:44297", "issue:44336", "issue:44351", "issue:44451", "issue:44485", - "issue:44496", "issue:44779", "issue:44871", "issue:45003", @@ -13173,10 +13247,10 @@ "issue:45588", "issue:45593", "issue:46132", - "issue:46291", "issue:46399", "issue:46506", "issue:46614", + "issue:46655", "issue:46665", "issue:46752", "issue:46821", @@ -13184,9 +13258,6 @@ "issue:46851" ], "soft_pairs": [ - "issue:46291|issue:46399", - "issue:44246|issue:44496", - "issue:44297|issue:45397", "issue:45083|issue:46851", "issue:41628|issue:43976", "issue:43784|issue:45542", @@ -13197,13 +13268,13 @@ "issue:45103|issue:46399", "issue:45072|issue:46829", "issue:44295|issue:45397", + "issue:44246|issue:44871", "issue:43531|issue:45362", "issue:46614|issue:46665", - "issue:44246|issue:44871", "issue:45588|issue:46851", "issue:42491|issue:43299", - "issue:45003|issue:46821", "issue:44336|issue:44485", + "issue:45003|issue:46821", "issue:44242|issue:45593", "issue:42886|issue:46132", "issue:43550|issue:46506", @@ -13212,150 +13283,128 @@ "issue:36246|issue:44351", "issue:43901|issue:45003", "issue:43257|issue:45137", - "issue:44451|issue:46752" + "issue:44451|issue:46752", + "issue:41950|issue:44220", + "issue:43540|issue:46655" ], - "prepared_review_unit_hash": "81ca26679bb48ece22a05c28d8edfc7134adda1cddaf4cb1d26cd4a22ac5db81", + "prepared_review_unit_hash": "c982239e0df32537f4ba72c4fe0fc87ee549e96aa70892f1a27905b0cc942e88", "component_budget": { "node_count": 510, "item_count": 510, "soft_pair_count": 1874, - "serialized_chars": 972519, - "estimated_input_tokens": 243130, - "estimated_eval_tokens": 486516 + "serialized_chars": 972522, + "estimated_input_tokens": 243131, + "estimated_eval_tokens": 486518 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 29, - "serialized_chars": 36412, - "estimated_input_tokens": 9103, - "estimated_eval_tokens": 18462 + "soft_pair_count": 28, + "serialized_chars": 35974, + "estimated_input_tokens": 8994, + "estimated_eval_tokens": 18244 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: the soft pairs share broad themes (imports, Qwen, DeepSpeed, tokenizers), but they do not describe the same underlying bug or change. I would not merge any of the candidate pairs.", - "confidence": 0.97, - "canonical_issue_reason": null, + "summary": "This is a heterogeneous set of mostly unrelated Transformers bugs. The soft pairs share broad wording around imports, loading, or model-specific failures, but none look like the same underlying bug or change, so I would not merge any of them as duplicates.", + "confidence": 0.91, + "canonical_issue_reason": "No clear canonical issue: the items span unrelated subsystems and model families, and the apparent overlaps are only generic import/load failures.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "If forced to pick a single representative issue, issue 44246 is the broadest/general infrastructure report, but it is not a strong dedupe anchor for this cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:46291", - "right": "issue:46399", + "left": "issue:45083", + "right": "issue:46851", "accept": false, - "reason": "Both involve kernels-related import/runtime failures, but one is a pipelines import dependency/version check and the other is a Qwen3.5 registration crash; different code paths and fixes." - }, - { - "left": "issue:44246", - "right": "issue:44496", - "accept": false, - "reason": "One is about slow import performance, the other is an unrecognized model/config loading failure; not the same bug." - }, - { - "left": "issue:44297", - "right": "issue:45397", - "accept": false, - "reason": "Tokenizer save/load metadata mismatch vs DeepSpeed zero3 from_pretrained failure; unrelated symptoms and code paths." - }, - { - "left": "issue:45083", - "right": "issue:46851", - "accept": false, - "reason": "Both are Qwen-related, but one targets a helper length computation in qwen3_omni_moe and the other is variable-length position_ids behavior in Qwen3.5; different fixes." + "reason": "Both involve Qwen3-family behavior, but one is a feature-extraction helper mismatch and the other is a variable-length position_ids crash; different code paths." }, { "left": "issue:41628", "right": "issue:43976", "accept": false, - "reason": "ImportError for AutoImageProcessor is unrelated to the Python-version support regression." + "reason": "Both mention import problems, but one is AutoImageProcessor export and the other is Python-version compatibility; not the same bug." }, { "left": "issue:43784", "right": "issue:45542", "accept": false, - "reason": "Sentence-transformers NameError on nn import is unrelated to the tensorboard/tf backend error." + "reason": "Different failures: sentence-transformers import NameError vs TensorBoard-only TF backend handling." }, { "left": "issue:46399", "right": "issue:46851", "accept": false, - "reason": "Both mention Qwen3.5, but one is a kernels registration/decorator crash and the other is variable-length input handling; not the same defect." + "reason": "One is a kernel registration/decorator error in Qwen3.5, the other is a position_ids handling bug in Qwen3.5; separate code paths." }, { "left": "issue:45561", "right": "issue:45563", "accept": false, - "reason": "A pytest-xdist file race is unrelated to a stale warning in paged generate()." + "reason": "Both are testing-related, but one is an xdist file race and the other is a stale warning in paged generate(); not the same issue." }, { "left": "issue:43526", "right": "issue:45003", "accept": false, - "reason": "BeitImageProcessorFast label reduction bug and modeling_utils sys.modules access are separate implementation problems." + "reason": "Different bugs: BeitImageProcessorFast label reduction vs unsafe sys.modules access in modeling_utils." }, { "left": "issue:43540", "right": "issue:46752", "accept": false, - "reason": "Video input processing in Qwen3OmniMoe is unrelated to apply_chat_template crashing on an empty list." + "reason": "Video-processing ValueError in Qwen3OmniMoe is unrelated to empty-list chat template handling." }, { "left": "issue:45103", "right": "issue:46399", "accept": false, - "reason": "auto_docstring annotation handling crash is unrelated to the Qwen3.5 kernels registration failure." + "reason": "Auto-docstring annotation parsing crash is unrelated to Qwen3.5 kernel registration." }, { "left": "issue:45072", "right": "issue:46829", "accept": false, - "reason": "These affect different models and behaviors: dtype mismatch in inference vs hidden_states being populated incorrectly." + "reason": "Both are dtype/output-shape related CI issues, but they affect different models and different outputs; not one bug." }, { "left": "issue:44295", "right": "issue:45397", "accept": false, - "reason": "Reading a buffer-backed position_ids tensor is unrelated to the DeepSpeed zero3 from_pretrained issue." + "reason": "Position_ids buffer access error is not the same as gemma-4 ZeRO3 from_pretrained failure." + }, + { + "left": "issue:44246", + "right": "issue:44871", + "accept": false, + "reason": "Import performance regression and Gemma eos_token_id config mismatch are unrelated." }, { "left": "issue:43531", "right": "issue:45362", "accept": false, - "reason": "Sliding-window behavior in Qwen3-MoE and chat crashes for Qwen3.5-35B are distinct model/runtime issues." + "reason": "Qwen3-MoE sliding_window behavior and Qwen3.5 chat crash are distinct model issues." }, { "left": "issue:46614", "right": "issue:46665", "accept": false, - "reason": "Stale phonemizer language state is unrelated to inconsistent from_pretrained behavior inside Python classes." - }, - { - "left": "issue:44246", - "right": "issue:44871", - "accept": false, - "reason": "Import latency and eos_token_id config inconsistency are different classes of bug." + "reason": "Tokenizer phonemizer language caching and from_pretrained-in-class behavior are separate loading/state bugs." }, { "left": "issue:45588", "right": "issue:46851", "accept": false, - "reason": "Flash-attention crash on sink-less models is unrelated to variable-length position_ids handling." + "reason": "Flash attention sinkless-model crash is not the same as variable-length position_ids handling." }, { "left": "issue:42491", "right": "issue:43299", "accept": false, - "reason": "Both mention Qwen3 MoE, but one is a hf4.x\u2192hf5.x LoRA compatibility problem and the other is a Qwen3VL MoE loading regression; not mergeable as one fix." - }, - { - "left": "issue:45003", - "right": "issue:46821", - "accept": false, - "reason": "Unsafe sys.modules access and TimesFM window_size AttributeError do not share the same root cause." + "reason": "Both mention Qwen3 MoE, but one is LoRA usability across versions and the other is Qwen3VL model loading; different underlying problems." }, { "left": "issue:44336", @@ -13363,59 +13412,89 @@ "accept": false, "reason": "ANSI codes in loading_report and GLM-5 RoPE implementation are unrelated." }, + { + "left": "issue:45003", + "right": "issue:46821", + "accept": false, + "reason": "Unsafe sys.modules access does not match the TimesFM window_size AttributeError." + }, { "left": "issue:44242", "right": "issue:45593", "accept": false, - "reason": "Both concern auxiliary losses, but they are for different models and mechanisms (MoE router loss vs D-FINE denoising aux losses)." + "reason": "Load-balancing loss gating and D-FINE auxiliary loss handling are different MoE/object-detection bugs." }, { "left": "issue:42886", "right": "issue:46132", "accept": false, - "reason": "Offline tokenizer cache loading and AttentionInterface.register behavior change are unrelated issues." + "reason": "Offline cache loading and AttentionInterface.register behavior changes are unrelated." }, { "left": "issue:43550", "right": "issue:46506", "accept": false, - "reason": "torch.compile+SDPA failure in Bamba-9B-v2 is unrelated to CPU/CUDA output differences in PPDocLayoutV3." + "reason": "Bamba-9B-v2 torch.compile/SDPA failure and PPDocLayoutV3 CPU/CUDA divergence are different model/runtime issues." }, { "left": "issue:44779", "right": "issue:45292", "accept": false, - "reason": "Deepseek tokenizer regression and resize_token_embeddings not updating output embeddings are different bugs." + "reason": "Deepseek tokenizer correctness and resize_token_embeddings output_embeddings update are not the same bug." }, { "left": "issue:36246", "right": "issue:42757", "accept": false, - "reason": "Missing Qwen2_5_VLImageProcessor export and missing is_offline_mode export are separate import issues." + "reason": "Both are import errors, but they involve different symbols and different packages; no shared concrete root cause is evident." }, { "left": "issue:36246", "right": "issue:44351", "accept": false, - "reason": "Both are import errors, but they involve different missing symbols from different modules." + "reason": "Different missing exports: Qwen2_5_VLImageProcessor vs HybridCache." }, { "left": "issue:43901", "right": "issue:45003", "accept": false, - "reason": "Documentation mismatch for return_all_scores is unrelated to unsafe sys.modules access." + "reason": "Docs mentioning return_all_scores and unsafe sys.modules access are unrelated." }, { "left": "issue:43257", "right": "issue:45137", "accept": false, - "reason": "DeepSpeed appears in both, but one is Qwen3 MoE weight conversion with accelerate and the other is a ZeRO3 deque error; different root causes." + "reason": "Qwen3 MoE weight conversion with accelerate/deepspeed and DeepSpeed ZeRO3 deque error are separate training/runtime failures." }, { "left": "issue:44451", "right": "issue:46752", "accept": false, - "reason": "Model loading failure for ScandiBERT is unrelated to apply_chat_template on an empty list." + "reason": "Model loading failure for vesteinn/ScandiBERT is unrelated to empty chat-template input handling." + }, + { + "left": "issue:41950", + "right": "issue:44220", + "accept": false, + "reason": "Video-classification pipeline image-processor lookup and _torch_extract_fbank_features() are different pipeline bugs." + }, + { + "left": "issue:43540", + "right": "issue:46655", + "accept": false, + "reason": "Both are video-related, but one is a processing ValueError in Qwen3OmniMoe and the other is incorrect padding in SmolVLM's video processor." + }, + { + "left": "issue:36246", + "right": "issue:42757", + "accept": false, + "reason": "Duplicate of the import-error mismatch rationale above: different symbols, different dependency/package surfaces." + }, + { + "left": "issue:36246", + "right": "issue:44351", + "accept": false, + "reason": "Both are import-name failures, but they are not the same missing object or code path." } ] }, @@ -13442,18 +13521,17 @@ "issue:29870", "issue:30333", "issue:36246", - "issue:41950", "issue:42199", "issue:43262", "issue:43295", "issue:43352", "issue:43475", "issue:43526", - "issue:43540", "issue:43596", "issue:44038", + "issue:44060", + "issue:44077", "issue:44162", - "issue:44220", "issue:44242", "issue:44246", "issue:44295", @@ -13477,6 +13555,7 @@ "issue:45600", "issue:45759", "issue:45859", + "issue:46170", "issue:46369", "issue:46399", "issue:46506", @@ -13488,8 +13567,6 @@ "issue:47000" ], "soft_pairs": [ - "issue:41950|issue:44220", - "issue:43540|issue:46655", "issue:44496|issue:45003", "issue:43262|issue:44246", "issue:44479|issue:46655", @@ -13498,207 +13575,209 @@ "issue:44162|issue:45200", "issue:44295|issue:44749", "issue:45859|issue:46399", - "issue:45292|issue:47000", "issue:45137|issue:45600", - "issue:36246|issue:43596", + "issue:45292|issue:47000", "issue:43295|issue:45292", + "issue:36246|issue:43596", "issue:43475|issue:46369", "issue:44466|issue:45335", "issue:44623|issue:46726", - "issue:44877|issue:45375", "issue:44242|issue:44857", "issue:43526|issue:46897", + "issue:44877|issue:45375", "issue:44038|issue:46506", "issue:44987|issue:45459", "issue:29870|issue:30333", "issue:43526|issue:46894", "issue:42199|issue:46851", - "issue:43352|issue:45250" + "issue:43352|issue:45250", + "issue:44060|issue:44077", + "issue:44479|issue:46170" ], - "prepared_review_unit_hash": "4bdcff21c1a0bf6b0b0d30ec6674ae6f6162ffbea653b6accca3e71adaf36c3c", + "prepared_review_unit_hash": "6ba21d172f8910ee75c25466a486a658ede339fcf34f0fdd269710fbdc566586", "component_budget": { "node_count": 510, "item_count": 510, "soft_pair_count": 1874, - "serialized_chars": 972519, - "estimated_input_tokens": 243130, - "estimated_eval_tokens": 486516 + "serialized_chars": 972522, + "estimated_input_tokens": 243131, + "estimated_eval_tokens": 486518 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 26, - "serialized_chars": 35081, - "estimated_input_tokens": 8771, - "estimated_eval_tokens": 17798 + "serialized_chars": 35196, + "estimated_input_tokens": 8799, + "estimated_eval_tokens": 17854 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a collection of unrelated transformer issues; none of the soft pairs look like the same underlying bug/change. The most broadly representative issue is the multi-model regression report in issue:44479, but there is no strong canonical duplicate set here.", - "confidence": 0.44, - "canonical_issue_reason": "No single issue cleanly represents the whole cluster because the items span unrelated subsystems and models; if one must be chosen, issue:44479 is the broadest regression report with the clearest multi-model scope.", + "summary": "The cluster is highly heterogeneous: most items are unrelated transformer/model bugs that only share broad subsystem or keyword similarity. None of the soft pairs looks like the same underlying defect, so this should not be merged into a duplicate cluster.", + "confidence": 0.95, + "canonical_issue_reason": "No single issue cleanly represents this mixed set. If forced to pick an anchor, issue 45003 is the broadest internal-code bug and appears in multiple soft-similarity links, but it still does not subsume the rest of the cluster.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44479 is the best overall representative issue because it describes a concrete regression affecting several related model families and is clearer/more general than the more narrow one-off bug reports.", + "best_issue_reason": "There is no true global representative here; issue 45003 is only the least-specific anchor among the candidates, not a real duplicate of the others.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:41950", - "right": "issue:44220", - "accept": false, - "reason": "Different failures in different paths: video-classification processor routing vs audio feature extraction." - }, - { - "left": "issue:43540", - "right": "issue:46655", - "accept": false, - "reason": "Both involve video inputs, but the model and likely root cause differ; not the same concrete bug." - }, { "left": "issue:44496", "right": "issue:45003", "accept": false, - "reason": "Unrecognized model loading and unsafe sys.modules access are unrelated issues." + "reason": "Both are model-loading failures, but one is an Unrecognized model/config problem and the other is unsafe sys.modules access in modeling_utils; different bugs and different code paths." }, { "left": "issue:43262", "right": "issue:44246", "accept": false, - "reason": "Audio chat-template sampling-rate default bug vs import-time slowness; no shared underlying defect." + "reason": "Audio chat-template sampling-rate behavior and slow import-time performance are unrelated issues." }, { "left": "issue:44479", "right": "issue:46655", "accept": false, - "reason": "Both are video-related regressions, but they affect different model families and appear to stem from different code paths." + "reason": "Both involve video, but one is a Qwen regression and the other is a SmolVLM padding bug; not the same defect." }, { "left": "issue:45375", "right": "issue:45759", "accept": false, - "reason": "Both are Qwen multimodal config issues, but one is strict-field dropping and the other is text_config unwrapping; not the same bug." + "reason": "Both concern Qwen multimodal config handling, but one is a missing config field under strict parsing and the other is unwrapping text_config for AutoModelForCausalLM.from_config; distinct failures." }, { "left": "issue:45003", "right": "issue:45561", "accept": false, - "reason": "Unsafe sys.modules access and xdist file-write race are unrelated implementation bugs." + "reason": "Unsafe sys.modules access and a pytest-xdist file race are unrelated bugs." }, { "left": "issue:44162", "right": "issue:45200", "accept": false, - "reason": "ESM2 breakage is unrelated to Gemma 4 token-id defaults." + "reason": "ESM2 breakage and Gemma 4 token-type-id defaults are unrelated model-specific bugs." }, { "left": "issue:44295", "right": "issue:44749", "accept": false, - "reason": "Position_ids buffer access error is unrelated to the reported post-upgrade slowdown." + "reason": "Reading a registered buffer and a post-upgrade data-filtering slowdown are not the same issue." }, { "left": "issue:45859", "right": "issue:46399", "accept": false, - "reason": "Both are Qwen3.5 issues, but one is CPU offload compatibility and the other is kernel registration; different defects." - }, - { - "left": "issue:45292", - "right": "issue:47000", - "accept": false, - "reason": "Token embedding resize mismatch and RTDetr cost-matrix infeasibility are unrelated." + "reason": "Both mention Qwen3.5 rotary attention, but one is CPU-offload incompatibility and the other is a missing decorator registration; different root causes." }, { "left": "issue:45137", "right": "issue:45600", "accept": false, - "reason": "DeepSpeed deque underflow and broken auto_mappings references are unrelated." + "reason": "DeepSpeed ZeRO3 deque/index error and a broken auto_mappings reference are unrelated." }, { - "left": "issue:36246", - "right": "issue:43596", + "left": "issue:45292", + "right": "issue:47000", "accept": false, - "reason": "Missing Qwen2.5 VL image processor import and BertModel ZeRO3 index error are unrelated." + "reason": "Embedding-resize mismatch and RTDetr loss infeasibility are completely different bugs." }, { "left": "issue:43295", "right": "issue:45292", "accept": false, - "reason": "Processor/tokenizer regression and resize_token_embeddings output-embedding mismatch are different bugs." + "reason": "Processor tokenizer/image regression and embedding-resize propagation are unrelated." + }, + { + "left": "issue:36246", + "right": "issue:43596", + "accept": false, + "reason": "Missing Qwen2.5-VL import and a BertModel/ZeRO3 index error do not describe the same problem." }, { "left": "issue:43475", "right": "issue:46369", "accept": false, - "reason": "SAM 3 video attribute error and SAM 3 LiteText memory overflow are different failure modes." + "reason": "SAM3 attribute access failure and SAM3-LiteText memory overflow are different issues." }, { "left": "issue:44466", "right": "issue:45335", "accept": false, - "reason": "Serialization of tied weights vs decoder embedding resize propagation are separate issues." + "reason": "Serialization inconsistency for tied weights and resize_token_embeddings not updating decoder.embed_tokens are related only broadly, not the same concrete bug." }, { "left": "issue:44623", "right": "issue:46726", "accept": false, - "reason": "Missing files on save_pretrained and unrecognized image processor on missing backend are not the same bug." - }, - { - "left": "issue:44877", - "right": "issue:45375", - "accept": false, - "reason": "Both involve config loading, but they concern different models and different strict-field problems." + "reason": "Missing files on processor.save_pretrained and AutoProcessor backend-missing reporting are unrelated." }, { "left": "issue:44242", "right": "issue:44857", "accept": false, - "reason": "MoE router loss omission and LwDetr float16 crash are unrelated training issues." + "reason": "Mixture-of-experts load-balancing loss and LwDetrImageLoss AMP crashes are unrelated." }, { "left": "issue:43526", "right": "issue:46897", "accept": false, - "reason": "BeitImageProcessorFast label reduction bug and Florence2 training-loss double-shift bug are unrelated." + "reason": "BEiT reduce_labels bug and Florence2 training-loss double-shift bug are different defects." + }, + { + "left": "issue:44877", + "right": "issue:45375", + "accept": false, + "reason": "Both involve strict config validation, but they affect different models and different missing fields; not the same bug." }, { "left": "issue:44038", "right": "issue:46506", "accept": false, - "reason": "Qwen3-VL-Moe bug and PPDocLayoutV3 CPU/CUDA divergence are unrelated." + "reason": "Qwen3-VL-Moe regression and PPDocLayoutV3 CPU/CUDA divergence are unrelated." }, { "left": "issue:44987", "right": "issue:45459", "accept": false, - "reason": "Physical-intelligence model loading failure and tokenizer error masking with missing protobuf are unrelated." + "reason": "A model-loading failure and tokenizer error masking when protobuf is absent are unrelated." }, { "left": "issue:29870", "right": "issue:30333", "accept": false, - "reason": "BART generate() UnboundLocalError and MLFlow job-status reporting are unrelated." + "reason": "Bart generate() UnboundLocalError and MLflow reporting after failed training are unrelated." }, { "left": "issue:43526", "right": "issue:46894", "accept": false, - "reason": "Label-array truncation and CohereASR double-shift training loss are different bugs." + "reason": "BEiT label reduction and CohereASR training-loss double-shift are unrelated." }, { "left": "issue:42199", "right": "issue:46851", "accept": false, - "reason": "DETR cardinality logic and Qwen3.5 variable-length position_ids are unrelated." + "reason": "DETR cardinality handling and Qwen3.5 variable-length position_ids are unrelated." }, { "left": "issue:43352", "right": "issue:45250", "accept": false, - "reason": "A model not supporting Flash Attention 2.0 and a generic Flash Attention issue are not the same concrete bug." + "reason": "A model-specific Flash Attention 2.0 unsupported error is not the same as a generic Flash Attention 2.0 issue." + }, + { + "left": "issue:44060", + "right": "issue:44077", + "accept": false, + "reason": "Incorrect tied-weights warning and patchtsmixer post_init validation are unrelated." + }, + { + "left": "issue:44479", + "right": "issue:46170", + "accept": false, + "reason": "Video-input regression and Windows ROCm import/dependency failure are unrelated." } ] }, @@ -13717,8 +13796,8 @@ "review_unit_count": 62, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-510", "nodes": [ @@ -13727,20 +13806,18 @@ "issue:43408", "issue:43475", "issue:43540", + "issue:43646", "issue:43653", "issue:43701", "issue:43723", "issue:43906", "issue:43931", "issue:43994", - "issue:44060", - "issue:44077", "issue:44162", "issue:44188", "issue:44297", "issue:44361", "issue:44368", - "issue:44479", "issue:44483", "issue:44623", "issue:44749", @@ -13766,19 +13843,19 @@ "issue:46431", "issue:46710", "issue:46726", + "issue:46752", "issue:46832", "issue:46858", + "issue:47020", "issue:47068" ], "soft_pairs": [ - "issue:44060|issue:44077", - "issue:44479|issue:46170", - "issue:44368|issue:44977", "issue:45412|issue:46123", + "issue:44368|issue:44977", "issue:43653|issue:44162", "issue:45397|issue:45656", - "issue:42886|issue:45229", "issue:43065|issue:43408", + "issue:42886|issue:45229", "issue:43475|issue:43540", "issue:44877|issue:46170", "issue:46170|issue:46832", @@ -13790,9 +13867,9 @@ "issue:44483|issue:46202", "issue:43906|issue:46202", "issue:44188|issue:46421", + "issue:44995|issue:45588", "issue:45593|issue:47068", "issue:45685|issue:46431", - "issue:44995|issue:45588", "issue:45987|issue:46082", "issue:45103|issue:46858", "issue:44361|issue:44749", @@ -13800,216 +13877,225 @@ "issue:44297|issue:44623", "issue:43994|issue:46726", "issue:44749|issue:45656", - "issue:43701|issue:44749" + "issue:43701|issue:44749", + "issue:46752|issue:47020", + "issue:43646|issue:44162", + "issue:44623|issue:45656" ], - "prepared_review_unit_hash": "c47ccc789a9ef9ab3eb0088691c30645bcf613cbf747ef237464d100f2300821", + "prepared_review_unit_hash": "f209b3b4573885afb4f0a145593161c5b4762ab01f9b9ba9a9cfdce9cf19f79e", "component_budget": { "node_count": 510, "item_count": 510, "soft_pair_count": 1874, - "serialized_chars": 972519, - "estimated_input_tokens": 243130, - "estimated_eval_tokens": 486516 + "serialized_chars": 972522, + "estimated_input_tokens": 243131, + "estimated_eval_tokens": 486518 }, "budget": { "node_count": 47, "item_count": 47, - "soft_pair_count": 30, - "serialized_chars": 36293, - "estimated_input_tokens": 9074, - "estimated_eval_tokens": 18404 + "soft_pair_count": 31, + "serialized_chars": 36527, + "estimated_input_tokens": 9132, + "estimated_eval_tokens": 18520 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is highly heterogeneous and mostly contains unrelated issue reports. A few pairs share a model family or subsystem, but the concrete failure modes differ enough that none should be merged as duplicates or paired PR-equivalents.", - "confidence": 0.36, - "canonical_issue_reason": "issue:44479 is the broadest and clearest standalone bug report in the set: it describes a concrete v5.3.0 regression affecting multiple video/VL model families, with a reproducible user-facing failure and wider apparent impact than the more narrow one-off reports.", + "summary": "This cluster is heterogeneous: most pairs share only broad subsystem overlap (tokenizers, Gemma, SAM3, deepspeed, cache, etc.) but not the same concrete bug. I would not merge any of the suggested soft pairs as duplicates. The closest representative issue is the generic tokenizer-loading regression report, but even that only loosely covers the set.", + "confidence": 0.91, + "canonical_issue_reason": "issue:43723 is the broadest tokenizer-loading regression report in the set and is the closest representative of the tokenizer-related subgroup, though the cluster overall is not a true duplicate set.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44479 is the best representative issue to anchor the cluster because it is explicit, reproducible, and spans several related model variants rather than a single edge case.", + "best_issue_reason": "issue:43723 is the most general and reusable issue among the listed items; it best fits as a representative anchor for the tokenizer-loading subgroup.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44060", - "right": "issue:44077", - "accept": false, - "reason": "Different models and different bugs: a tied-weights warning in Qwen3-Next versus a deprecation/optional-post_init policy issue in patchtsmixer." - }, - { - "left": "issue:44479", - "right": "issue:46170", + "left": "issue:45412", + "right": "issue:46123", "accept": false, - "reason": "Unrelated failures: a video-input regression in Qwen/VL models versus a Windows ROCm import/type error around torch.distributed." + "reason": "RT-DETR memory retention vs. generation pipeline partial-batch handling are unrelated bugs." }, { "left": "issue:44368", "right": "issue:44977", "accept": false, - "reason": "Both mention Qwen3.5, but one is a weight-tying warning during LoRA fine-tuning and the other is a flash-attention generation correctness issue." - }, - { - "left": "issue:45412", - "right": "issue:46123", - "accept": false, - "reason": "Different subsystems and symptoms: RT-DETR memory not released on deletion versus MaskGenerationPipeline dropping the last partial batch." + "reason": "One is a tie-word-embeddings warning during fine-tuning; the other is a flash-attention generation failure." }, { "left": "issue:43653", "right": "issue:44162", "accept": false, - "reason": "Tokenizer special-token decode bug in BigBirdTokenizer is unrelated to the ESM2 model breakage." + "reason": "BigBird tokenizer special-token registration and ESM2 breakage are different model/tokenizer issues." }, { "left": "issue:45397", "right": "issue:45656", "accept": false, - "reason": "Gemma-4 zero3 loading and a deepspeed double-step optimizer issue are distinct training/runtime bugs." + "reason": "Both involve deepspeed, but one is a zero3 from_pretrained problem and the other is a double optimizer-step issue." }, { - "left": "issue:42886", - "right": "issue:45229", + "left": "issue:43065", + "right": "issue:43408", "accept": false, - "reason": "Tokenizer cache loading offline is unrelated to Gemma4 multi-GPU CUDA OOM." + "reason": "SAM3 pixel decoder dummy Conv2d and SAM3 tracker/model-type warning are distinct problems." }, { - "left": "issue:43065", - "right": "issue:43408", + "left": "issue:42886", + "right": "issue:45229", "accept": false, - "reason": "Same SAM3 family, but different concrete issues: a dummy Conv2d implementation versus a model-type/config warning." + "reason": "Tokenizer offline cache loading and Gemma4 multi-GPU OOM are unrelated." }, { "left": "issue:43475", "right": "issue:43540", "accept": false, - "reason": "Different model paths and failures: missing vision encoder output attribute versus a video-input ValueError in Qwen3OmniMoe." + "reason": "SAM3 vision encoder output attribute loss and Qwen3OmniMoe video processing error are different code paths." }, { "left": "issue:44877", "right": "issue:46170", "accept": false, - "reason": "Granite speech config strictness is not the same bug as the Windows ROCm import dependency failure." + "reason": "Granite speech config strictness and Windows/ROCm import dependency issues are unrelated." }, { "left": "issue:46170", "right": "issue:46832", "accept": false, - "reason": "Import/type problems on Windows ROCm are unrelated to RT-DETR forward-shape errors when feature levels exceed backbone outputs." + "reason": "Windows ROCm import failure and RT-DETR feature-level mismatch are different bugs." }, { "left": "issue:43723", "right": "issue:46710", "accept": false, - "reason": "A tokenizer load issue in v5 is not the same as an accuracy regression after version upgrade." + "reason": "Tokenizer loading in v5 and DeepSeek accuracy regression after upgrade are not the same issue." }, { "left": "issue:43931", "right": "issue:44368", "accept": false, - "reason": "Qwen3-VL weight-shape mismatch and a Qwen3.5 tie-word-embeddings warning are different classes of failure." + "reason": "Qwen3-VL weight-shape mismatch and Qwen tie-word-embeddings warning are unrelated." }, { "left": "issue:44188", "right": "issue:46202", "accept": false, - "reason": "Torch.compile attention-kernel divergence is unrelated to Gemma pipeline roundtrip behavior on the \u2581 token." + "reason": "Attention-kernel divergence under compile and Gemma pipeline roundtrip on \u2581 are different failures." }, { "left": "issue:44368", "right": "issue:45563", "accept": false, - "reason": "A repeated tie_word_embeddings warning is not the same as a stale generate warning for num_return_sequences." + "reason": "A model warning about tied embeddings is unrelated to stale num_return_sequences paging behavior." }, { "left": "issue:44995", "right": "issue:45200", "accept": false, - "reason": "GlmMoeDsa cache/indexer corruption on second forward is unrelated to Gemma4 requiring mm_token_type_ids for text-only fine-tuning." + "reason": "GlmMoeDsa stale indexer cache and Gemma4 mm_token_type_ids defaulting are different bugs." }, { "left": "issue:44483", "right": "issue:46202", "accept": false, - "reason": "A chat-completions API acceptance regression is not the same underlying bug as a tokenizer/pipeline roundtrip failure." + "reason": "Chat completions API rejection and Gemma pipeline roundtrip failure do not share the same root cause." }, { "left": "issue:43906", "right": "issue:46202", "accept": false, - "reason": "The isolated reproduction of another issue is not the same concrete failure as the Gemma roundtrip bug." + "reason": "An isolated reproduction of another issue is not the same as the Gemma \u2581 roundtrip failure." }, { "left": "issue:44188", "right": "issue:46421", "accept": false, - "reason": "Both involve performance/runtime behavior, but one is an attention-kernel correctness divergence and the other is cache initialization causing recompilation." + "reason": "Both mention cache/compile, but one is attention-kernel branching and the other is lazy cache init recompilation." + }, + { + "left": "issue:44995", + "right": "issue:45588", + "accept": false, + "reason": "Second-forward stale cache crash and flash_attention s_aux=None crash are different code paths." }, { "left": "issue:45593", "right": "issue:47068", "accept": false, - "reason": "D-FINE auxiliary-loss behavior and a deepspeed host-synchronization concern are unrelated code paths." + "reason": "D-FINE auxiliary-loss omission and a deepspeed Python-conditional host sync concern are unrelated." }, { "left": "issue:45685", "right": "issue:46431", "accept": false, - "reason": "An MPS histogram/int dtype issue is unrelated to apply_chat_template requiring a chat template." - }, - { - "left": "issue:44995", - "right": "issue:45588", - "accept": false, - "reason": "Stale indexer cache on repeated forward passes and a flash_attention None-handling crash are different bugs." + "reason": "MPS histogram support and missing chat template errors are completely different." }, { "left": "issue:45987", "right": "issue:46082", "accept": false, - "reason": "StaticCache return-type mismatch is unrelated to LlamaConfig validation of explicit head_dim." + "reason": "StaticCache return-type contract and LlamaConfig head_dim validation are unrelated." }, { "left": "issue:45103", "right": "issue:46858", "accept": false, - "reason": "Auto-docstring annotation handling and static-cache seq-length arithmetic are separate failure modes." + "reason": "Docstring helper failure under future annotations and static-cache device tensor arithmetic are different bugs." }, { "left": "issue:44361", "right": "issue:44749", "accept": false, - "reason": "MLukeTokenizer AttributeError and a Chinese-language performance regression after upgrade do not look like the same bug." + "reason": "MLukeTokenizer AttributeError and a general transformer slowdown regression are not the same problem." }, { "left": "issue:43065", "right": "issue:46123", "accept": false, - "reason": "SAM3 pixel-decoder implementation details are unrelated to mask generation batch-finalization behavior." + "reason": "SAM3 pixel decoder and mask-generation partial batching are unrelated." }, { "left": "issue:44297", "right": "issue:44623", "accept": false, - "reason": "Both concern save_pretrained, but one writes the wrong tokenizer class metadata while the other omits processor files; they are not the same concrete defect." + "reason": "Tokenizer save_pretrained metadata mismatch and processor save_pretrained missing files are adjacent but distinct serialization bugs." }, { "left": "issue:43994", "right": "issue:46726", "accept": false, - "reason": "SigLIP2 nonsensical outputs and AutoProcessor backend-missing reporting are different issues with different triggers." + "reason": "Siglip2 bad outputs with AutoModel/pipeline and missing-vision-backend processor errors are different issues." }, { "left": "issue:44749", "right": "issue:45656", "accept": false, - "reason": "A throughput regression after upgrading Transformers is not the same as deepspeed calling optimizer.step twice." + "reason": "Performance regression after upgrade and double optimizer stepping are unrelated." }, { "left": "issue:43701", "right": "issue:44749", "accept": false, - "reason": "Checkpoint resume key mismatch and a filtering-speed regression are unrelated." + "reason": "Checkpoint key mismatch and transformer slowdown regression do not share a root cause." + }, + { + "left": "issue:46752", + "right": "issue:47020", + "accept": false, + "reason": "Empty chat-template input crash and XLMRobertaTokenizer Unigram init type error are different tokenizer bugs." + }, + { + "left": "issue:43646", + "right": "issue:44162", + "accept": false, + "reason": "Transformer 5.0 custom model init breakage and ESM2 breakage are separate compatibility issues." + }, + { + "left": "issue:44297", + "right": "issue:45656", + "accept": false, + "reason": "Tokenizer serialization metadata and deepspeed optimizer-step duplication are unrelated." } ] }, @@ -14028,13 +14114,14 @@ "review_unit_count": 62, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-510", "nodes": [ "issue:28282", "issue:30990", + "issue:36010", "issue:39692", "issue:41628", "issue:42371", @@ -14044,14 +14131,14 @@ "issue:43482", "issue:43525", "issue:43643", - "issue:43646", "issue:43673", "issue:43723", + "issue:43784", "issue:43873", "issue:43986", "issue:44038", - "issue:44162", "issue:44188", + "issue:44351", "issue:44373", "issue:44623", "issue:44869", @@ -14068,34 +14155,30 @@ "issue:45397", "issue:45478", "issue:45561", - "issue:45656", + "issue:45753", "issue:46132", "issue:46326", + "issue:46399", "issue:46463", "issue:46726", - "issue:46752", "issue:46821", "issue:46851", "issue:46877", "issue:47000", - "issue:47020", "issue:47059" ], "soft_pairs": [ - "issue:46752|issue:47020", - "issue:43646|issue:44162", - "issue:44623|issue:45656", "issue:44871|issue:46132", "issue:44964|issue:45137", "issue:42994|issue:43482", "issue:45375|issue:45478", "issue:43475|issue:43643", - "issue:43475|issue:46821", "issue:39692|issue:46726", + "issue:43475|issue:46821", "issue:44188|issue:46851", - "issue:28282|issue:30990", - "issue:43232|issue:43673", "issue:43986|issue:46726", + "issue:43232|issue:43673", + "issue:28282|issue:30990", "issue:45230|issue:45397", "issue:45310|issue:45375", "issue:46877|issue:47000", @@ -14108,207 +14191,227 @@ "issue:43723|issue:46326", "issue:42371|issue:45092", "issue:43873|issue:44945", - "issue:45561|issue:47059" + "issue:45561|issue:47059", + "issue:43784|issue:46399", + "issue:45137|issue:47000", + "issue:41628|issue:44351", + "issue:44945|issue:45753", + "issue:36010|issue:41628" ], - "prepared_review_unit_hash": "99590bcdd432eee78712e7a6be45e9e5ba1b0839a94da4939b3e9cc97f1e07fe", + "prepared_review_unit_hash": "5797f03fecfbe46dfc8f29cd7d5d6a54b7f35261201e839755e61a3e0eae00ed", "component_budget": { "node_count": 510, "item_count": 510, "soft_pair_count": 1874, - "serialized_chars": 972519, - "estimated_input_tokens": 243130, - "estimated_eval_tokens": 486516 + "serialized_chars": 972522, + "estimated_input_tokens": 243131, + "estimated_eval_tokens": 486518 }, "budget": { "node_count": 47, "item_count": 47, - "soft_pair_count": 27, - "serialized_chars": 34844, - "estimated_input_tokens": 8711, - "estimated_eval_tokens": 17678 + "soft_pair_count": 29, + "serialized_chars": 35498, + "estimated_input_tokens": 8875, + "estimated_eval_tokens": 18006 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a loose thematic group of transformers regression reports, but the paired items do not look like true duplicates of the same underlying bug/change. No soft edges should be merged; the strongest representative issue is the broad v5 custom-initialization regression report.", - "confidence": 0.57, - "canonical_issue_reason": "issue:43646 is the broadest and most representative of the cluster\u2019s dominant theme: Transformers v5 breaking model initialization / loading paths. It is still only a representative issue, not a true duplicate umbrella for the others.", + "summary": "This cluster is mostly a grab-bag of unrelated closed issues, many around Transformers v5 import/load regressions. I found only two plausible duplicate pairs: one around Qwen3.5 MoE from_pretrained failures and one around AutoProcessor/vision-backend missing-dependency handling.", + "confidence": 0.67, + "canonical_issue_reason": "issue:45375 is the clearest root-cause report: it identifies the missing `deepstack_visual_indexes` field and the `@strict` drop behavior, which plausibly explains the broader Qwen3.5 MoE from_pretrained failures.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43646 has the clearest high-level framing and likely covers the most central regression class among the listed issues. It is the best single issue to anchor triage for this mostly-v5-breakage cluster.", + "best_issue_reason": "issue:45375 is the best representative issue for the cluster\u2019s strongest duplicate set because it is more diagnostic than the generic symptom reports.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:46752", - "right": "issue:47020", - "accept": false, - "reason": "Empty-list chat-template crash and XLMRobertaTokenizer/Unigram init failure are different code paths and different failure modes." - }, - { - "left": "issue:43646", - "right": "issue:44162", - "accept": false, - "reason": "Both mention model initialization regressions, but ESM2 broken is a specific model-family issue, not the same concrete bug as generic custom-model initialization." - }, - { - "left": "issue:44623", - "right": "issue:45656", - "accept": false, - "reason": "Processor.save_pretrained file emission and DeepSpeed optimizer stepping are unrelated subsystems." - }, { "left": "issue:44871", "right": "issue:46132", "accept": false, - "reason": "EOS token config mismatch is unrelated to AttentionInterface.register behavior changes." + "reason": "Different bugs: Gemma eos_token_id mismatch vs AttentionInterface.register changing callback behavior." }, { "left": "issue:44964", "right": "issue:45137", "accept": false, - "reason": "Phi-4 multimodal load failure and ZeRO3 deque underflow are different failures with no shared concrete code path." + "reason": "Different subsystems and failures: multimodal model loading vs DeepSpeed ZeRO3 deque underflow." }, { "left": "issue:42994", "right": "issue:43482", "accept": false, - "reason": "Quantized model saving and Qwen2.5-GGUF loading are opposite directions and different model/loading stacks." + "reason": "Both are loading/saving problems, but one is quantized model saving and the other is Qwen2.5-GGUF loading under v5; not the same bug." }, { "left": "issue:45375", "right": "issue:45478", "accept": false, - "reason": "Both concern Qwen3.5 MoE, but one is a missing vision-config field and the other is a generic from_pretrained error; not enough to call the same bug." + "reason": "Same model family, but 45375 is a specific missing-field/config-strictness bug while 45478 is only a generic from_pretrained failure report." }, { "left": "issue:43475", "right": "issue:43643", "accept": false, - "reason": "Missing SAM3 vision attribute and missing fields from AutoConfig with trust_remote_code are different model/config problems." + "reason": "Unrelated: SAM3 vision output attribute error vs AutoConfig trust_remote_code missing-fields behavior." }, { - "left": "issue:43475", - "right": "issue:46821", + "left": "issue:39692", + "right": "issue:46726", "accept": false, - "reason": "SAM3 vision output attribute error and TimesFM window_size attribute error are unrelated." + "reason": "Both involve vision tooling, but one is documentation/example errors and the other is backend-missing AutoProcessor error handling." }, { - "left": "issue:39692", - "right": "issue:46726", + "left": "issue:43475", + "right": "issue:46821", "accept": false, - "reason": "Docs-example errors for SigLIP2 and missing-vision-backend AutoProcessor crash are both vision-related but not the same bug or change." + "reason": "Different model-specific runtime errors with no shared code-path indicated." }, { "left": "issue:44188", "right": "issue:46851", "accept": false, - "reason": "torch.compile attention-kernel divergence and Qwen3.5 variable-length position_ids failure are distinct runtime issues." + "reason": "Attention kernel divergence on torch.compile is unrelated to Qwen3.5 variable-length position_ids handling." }, { - "left": "issue:28282", - "right": "issue:30990", - "accept": false, - "reason": "PyTorch-missing ImportError and Sentence Transformers loading hang are unrelated." + "left": "issue:43986", + "right": "issue:46726", + "accept": true, + "reason": "Both describe the same AutoProcessor failure mode when an optional vision backend is missing; only the wording and model context differ." }, { "left": "issue:43232", "right": "issue:43673", "accept": false, - "reason": "Both are generation-related, but sync_gpus kwargs update and chunked_prefill cache absence are different code paths." + "reason": "Both concern generation internals, but one is sync_gpus/_update_model_kwargs and the other is chunked_prefill cache availability; not the same bug." }, { - "left": "issue:43986", - "right": "issue:46726", + "left": "issue:28282", + "right": "issue:30990", "accept": false, - "reason": "Both involve AutoProcessor and missing vision dependencies, but one is video-model loading without torchvision and the other is generic unrecognized image processor handling; too broad to merge as one bug." + "reason": "PyTorch-missing ImportError for AutoModel is unrelated to Sentence Transformers hanging during load." }, { "left": "issue:45230", "right": "issue:45397", "accept": false, - "reason": "Generic bug report versus gemma-4 ZeRO3 from_pretrained error; no concrete overlap." + "reason": "No overlap: generic bug report vs gemma-4 ZeRO3 from_pretrained issue." }, { "left": "issue:45310", "right": "issue:45375", - "accept": false, - "reason": "Both are Qwen3.5 MoE issues, but one is a generic from_pretrained error and the other is a missing config field; likely related but not clearly the same underlying bug." + "accept": true, + "reason": "The generic Qwen3.5 MoE from_pretrained error is consistent with the specific missing-field/@strict config bug reported in 45375." }, { "left": "issue:46877", "right": "issue:47000", "accept": false, - "reason": "Docstring import-time lint output and RTDetrLoss infeasible cost matrix are unrelated." + "reason": "Docstring lint output at import time is unrelated to RTDetrLoss cost-matrix infeasibility." }, { "left": "issue:44038", "right": "issue:44623", "accept": false, - "reason": "Qwen3-VL-Moe model compatibility and processor.save_pretrained missing files are different functional areas." + "reason": "Different problems: Qwen3-VL-Moe bug vs missing files from processor.save_pretrained." }, { "left": "issue:46463", "right": "issue:46877", "accept": false, - "reason": "T5 decoder-input validation messaging and auto_docstring stdout diagnostics are unrelated." + "reason": "Incorrect T5 validation message is unrelated to auto_docstring stdout diagnostics." }, { "left": "issue:44373", "right": "issue:46851", "accept": false, - "reason": "Wrong docstring for position_ids is documentation-only; Qwen3.5 variable-length position_ids is a functional bug." + "reason": "Docstring wording issue vs Qwen3.5 variable-length input bug." }, { "left": "issue:41628", "right": "issue:44933", "accept": false, - "reason": "Missing AutoImageProcessor import and nonexistent image_utils import are both export/import problems, but not the same specific missing symbol or code path." + "reason": "Both are import-related, but they name different missing symbols and modules; not enough evidence of one underlying bug." }, { "left": "issue:42994", "right": "issue:43525", "accept": false, - "reason": "Quantized model saving failure and missing pad_token_id on Llama4Config are unrelated." + "reason": "Quantized model saving failure and Llama4Config missing pad_token_id are unrelated." }, { "left": "issue:44869", "right": "issue:45356", "accept": false, - "reason": "Whisper timestamp decode crash and Kimi tokenizer regression are different tokenizer bugs with different triggers." + "reason": "Both mention decoding/tokenizer behavior, but they are different model-specific regressions and failure modes." }, { "left": "issue:43723", "right": "issue:46326", "accept": false, - "reason": "AutoTokenizer loading in v5 and continue_final_message for mistral_common tokenizers are separate tokenizer issues." + "reason": "Tokenizer loading regression and continue_final_message behavior are separate issues." }, { "left": "issue:42371", "right": "issue:45092", "accept": false, - "reason": "TF32 API settings guidance and InternVL2 meta-initialization incompatibility are unrelated." + "reason": "TF32 settings guidance is unrelated to remote-code checkpoint/meta-init incompatibility." }, { "left": "issue:43873", "right": "issue:44945", "accept": false, - "reason": "Quantization offloading and incorrect pipeline-parallel LLM output are distinct problems." + "reason": "Quantization offloading behavior and pipeline-parallelism output errors are different code paths." }, { "left": "issue:45561", "right": "issue:47059", "accept": false, - "reason": "pytest-xdist captured_info.txt race and huggingface_hub CLI completion breakage are different test/CLI infrastructure issues." - } - ] - }, - "evaluator_result": null, - "evaluator_used": false, - "retried": false, - "accepted_nontrivial_soft_edge": false, - "error_kind": null, - "error_message": null + "reason": "Testing race on captured_info.txt is unrelated to a CLI completion-method breakage in huggingface_hub 1.22.0." + }, + { + "left": "issue:43784", + "right": "issue:46399", + "accept": false, + "reason": "Sentence-transformers import NameError and Qwen3.5 kernel registration crash are unrelated." + }, + { + "left": "issue:45137", + "right": "issue:47000", + "accept": false, + "reason": "DeepSpeed deque underflow and RTDetrLoss cost-matrix infeasibility are distinct failures." + }, + { + "left": "issue:41628", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors from transformers, but for different exported symbols and likely different regressions." + }, + { + "left": "issue:44945", + "right": "issue:45753", + "accept": false, + "reason": "Pipeline-parallelism output mismatch is unrelated to Qwen3.5 infinite-loop behavior on a specific image." + }, + { + "left": "issue:36010", + "right": "issue:41628", + "accept": false, + "reason": "Both are import failures, but they involve different symbols and different API surfaces." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well grounded in the packet and stays conservative about duplicates. The two accepted pairs are supported by the issue titles/body themes, and the rejected pairs are mostly separated by clear subsystem or failure-mode differences. No obvious overstatement or mergeability issue detected." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null }, { "label": "issue", @@ -14318,8 +14421,8 @@ "review_unit_count": 62, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-510", "nodes": [ @@ -14327,8 +14430,6 @@ "issue:30990", "issue:33290", "issue:35141", - "issue:36010", - "issue:41628", "issue:42175", "issue:42673", "issue:42831", @@ -14337,23 +14438,23 @@ "issue:43232", "issue:43479", "issue:43704", - "issue:43784", "issue:43824", "issue:43976", + "issue:44016", "issue:44038", + "issue:44186", "issue:44222", - "issue:44351", "issue:44496", "issue:44568", + "issue:44623", "issue:44661", "issue:44743", "issue:44792", "issue:44857", + "issue:44869", "issue:44933", - "issue:44945", "issue:45081", "issue:45103", - "issue:45137", "issue:45310", "issue:45405", "issue:45406", @@ -14361,259 +14462,282 @@ "issue:45593", "issue:45600", "issue:45712", - "issue:45753", + "issue:45812", + "issue:46077", + "issue:46123", "issue:46202", - "issue:46399", + "issue:46231", + "issue:46693", "issue:46701", "issue:46829", "issue:46877", - "issue:47000", "issue:47059", "issue:47068", "issue:47085" ], "soft_pairs": [ - "issue:43784|issue:46399", "issue:45406|issue:46202", - "issue:45137|issue:47000", - "issue:44945|issue:45753", - "issue:41628|issue:44351", - "issue:36010|issue:41628", "issue:44661|issue:47059", "issue:44857|issue:46877", "issue:42994|issue:43824", "issue:44038|issue:45310", - "issue:46202|issue:46701", "issue:45081|issue:45103", + "issue:46202|issue:46701", "issue:45593|issue:46877", "issue:44222|issue:45310", "issue:42673|issue:43704", "issue:43232|issue:44792", "issue:42831|issue:44222", - "issue:44496|issue:45561", "issue:42175|issue:44933", + "issue:44496|issue:45561", "issue:44743|issue:47068", - "issue:45561|issue:45600", "issue:45405|issue:46877", + "issue:45561|issue:45600", "issue:43976|issue:44933", "issue:30333|issue:33290", "issue:30990|issue:35141", "issue:42898|issue:44568", "issue:43479|issue:46829", "issue:42175|issue:45712", - "issue:44568|issue:47085" + "issue:44568|issue:47085", + "issue:44623|issue:45310", + "issue:45600|issue:47059", + "issue:42673|issue:46693", + "issue:44186|issue:47085", + "issue:46077|issue:46123", + "issue:43479|issue:44869", + "issue:44016|issue:46231", + "issue:42898|issue:45812" ], - "prepared_review_unit_hash": "48db43c9b8e507ee710e8ece305bf7a40fb9136da294e1171987ccc56e47c22a", + "prepared_review_unit_hash": "534e058b049c4ba99f5118680f66a94ae31c3d746715b7bfe5ff661d29edecda", "component_budget": { "node_count": 510, "item_count": 510, "soft_pair_count": 1874, - "serialized_chars": 972519, - "estimated_input_tokens": 243130, - "estimated_eval_tokens": 486516 + "serialized_chars": 972522, + "estimated_input_tokens": 243131, + "estimated_eval_tokens": 486518 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 29, - "serialized_chars": 36343, - "estimated_input_tokens": 9086, - "estimated_eval_tokens": 18428 + "soft_pair_count": 32, + "serialized_chars": 37390, + "estimated_input_tokens": 9348, + "estimated_eval_tokens": 18952 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly unrelated issue reports with one clear duplicate pair: issue:42673 and issue:43704 share the same title and describe the same Qwen3ForCausalLM VRAM leak across dataloader threads.", - "confidence": 0.93, - "canonical_issue_reason": "issue:42673 is the better canonical issue because it is the earlier side of the exact-title duplicate pair and has much higher discussion activity than 43704.", + "summary": "Mostly unrelated issue cluster. The only true duplicate-looking pair is the repeated Qwen3ForCausalLM VRAM leak report; there are no PRs in this set.", + "confidence": 0.94, + "canonical_issue_reason": "issue:42673 is the older of the two exact duplicate reports (same title and same multiple-dataloader-thread VRAM leak) and is the best canonical representative.", "canonical_pr_reason": null, - "best_issue_reason": "issue:42673 is the strongest global issue representative because it anchors the only exact duplicate pair and appears to have the broader discussion around the bug.", + "best_issue_reason": "issue:42673 is the strongest representative issue in the cluster because it is an exact duplicate pair and clearly describes the underlying bug.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:43784", - "right": "issue:46399", - "accept": false, - "reason": "Both are Qwen-related failures, but one is an import-time NameError and the other is a rotary/kernel registration crash; different code paths and bugs." - }, { "left": "issue:45406", "right": "issue:46202", "accept": false, - "reason": "Both involve Gemma-related behavior, but one is a processor attribute error and the other is a tokenizer roundtrip issue; not the same defect." - }, - { - "left": "issue:45137", - "right": "issue:47000", - "accept": false, - "reason": "DeepSpeed ZeRO3 deque underflow and RTDetrLoss infeasible cost matrix are unrelated failures." - }, - { - "left": "issue:44945", - "right": "issue:45753", - "accept": false, - "reason": "Pipeline parallelism wrong output and Qwen3_5 image-specific infinite loop are distinct runtime bugs." - }, - { - "left": "issue:41628", - "right": "issue:44351", - "accept": false, - "reason": "Both are import errors, but they concern different missing symbols (`AutoImageProcessor` vs `HybridCache`) and different fixes." - }, - { - "left": "issue:36010", - "right": "issue:41628", - "accept": false, - "reason": "GenerationMixin import failure and AutoImageProcessor import failure are separate API/export issues." + "reason": "Different failures: Gemma4Processor tokenizer attribute handling vs a Gemma pipeline roundtrip issue." }, { "left": "issue:44661", "right": "issue:47059", "accept": false, - "reason": "`add-new-model-like` mapping logic and a CLI completion error from huggingface_hub are unrelated." + "reason": "Unrelated subsystems: tokenizer mapping addition vs a CLI completion compatibility error." }, { "left": "issue:44857", "right": "issue:46877", "accept": false, - "reason": "CUDA fp16 crash in LwDetrImageLoss and auto_docstring stdout noise are unrelated subsystems." + "reason": "Different code paths: AMP/CUDA loss crash vs auto_docstring import-time stdout logging." }, { "left": "issue:42994", "right": "issue:43824", "accept": false, - "reason": "Quantized model saving failure and a missing Qwen2_5_VL import are different problems." + "reason": "Completely different problems: quantized save_pretrained failure vs Qwen2.5-VL import error." }, { "left": "issue:44038", "right": "issue:45310", "accept": false, - "reason": "Both mention Qwen MoE models, but they are different model families and different from_pretrained failures." + "reason": "Both mention Qwen3 variants, but they are different models and error contexts; not the same concrete bug." }, { - "left": "issue:46202", - "right": "issue:46701", + "left": "issue:45081", + "right": "issue:45103", "accept": false, - "reason": "Gemma pipeline roundtrip and DiffusionGemmaGenerationOutput pipeline breakage are distinct pipeline/model bugs." + "reason": "Distinct AttributeError sources in different modules; no shared underlying defect." }, { - "left": "issue:45081", - "right": "issue:45103", + "left": "issue:46202", + "right": "issue:46701", "accept": false, - "reason": "Tokenizer regex patch crash and auto_docstring future-annotations crash are unrelated AttributeErrors." + "reason": "Different pipelines and symptoms; not the same underlying change or bug." }, { "left": "issue:45593", "right": "issue:46877", "accept": false, - "reason": "D-FINE auxiliary-loss logic and auto_docstring import-time output are unrelated." + "reason": "D-FINE auxiliary-loss logic is unrelated to auto_docstring logging behavior." }, { "left": "issue:44222", "right": "issue:45310", "accept": false, - "reason": "FP8 save_pretrained failure and Qwen3.5 MoE from_pretrained error are not the same concrete bug." + "reason": "FP8 save_pretrained/moe issue is different from a Qwen3.5 from_pretrained loading error." }, { "left": "issue:42673", "right": "issue:43704", "accept": true, - "reason": "Exact same reported bug: Qwen3ForCausalLM VRAM leak when used across multiple dataloader threads; 43704 is a near-verbatim duplicate of 42673." + "reason": "Same bug report: identical title and same VRAM leak in Qwen3ForCausalLM when used across multiple dataloader threads." }, { "left": "issue:43232", "right": "issue:44792", "accept": false, - "reason": "Generation kwargs update after sync_gpus and a Janus image generation test failure are unrelated." + "reason": "Generation kwargs/sync_gpus behavior is unrelated to a janus image-generation test failure." }, { "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 failure; different bugs." + "reason": "FineGrainedFP8 accuracy regression is not the same as an FP8 save_pretrained failure." }, { - "left": "issue:44496", - "right": "issue:45561", + "left": "issue:42175", + "right": "issue:44933", "accept": false, - "reason": "Model config import/registration failure and a pytest-xdist file race are unrelated." + "reason": "Backend packaging issue and missing image_utils import are unrelated." }, { - "left": "issue:42175", - "right": "issue:44933", + "left": "issue:44496", + "right": "issue:45561", "accept": false, - "reason": "TensorFlow optional dependency packaging and a missing image_utils import are different issues." + "reason": "Model config import error vs pytest-xdist race in testing utils are unrelated." }, { "left": "issue:44743", "right": "issue:47068", "accept": false, - "reason": "Qwen recurrent-state reset logic and a DeepSpeed host-synchronization concern are separate code paths." + "reason": "Recurrent-state reset bug is not the same as a potential host synchronization issue in DeepSpeed loss computation." }, { - "left": "issue:45561", - "right": "issue:45600", + "left": "issue:45405", + "right": "issue:46877", "accept": false, - "reason": "Captured-info race in testing utils and stale auto_mappings references are different CI problems." + "reason": "PEFT version pinning issue is unrelated to auto_docstring stderr/stdout diagnostics." }, { - "left": "issue:45405", - "right": "issue:46877", + "left": "issue:45561", + "right": "issue:45600", "accept": false, - "reason": "PEFT version pinning and auto_docstring stdout diagnostics are unrelated." + "reason": "Race in captured_info.txt is unrelated to stale auto_mappings references." }, { "left": "issue:43976", "right": "issue:44933", "accept": false, - "reason": "Python-version compatibility issue and missing image_utils import are not the same bug." + "reason": "Python version compatibility issue is unrelated to a missing image_utils import." }, { "left": "issue:30333", "right": "issue:33290", "accept": false, - "reason": "MLFlow job reporting and DeepSpeed Adafactor OOM are unrelated." + "reason": "MLflow reporting after failed training and AdaFactor/DeepSpeed OOM are different bugs." }, { "left": "issue:30990", "right": "issue:35141", "accept": false, - "reason": "Sentence Transformers loading hang and embedding resize/reinit behavior are different issues." + "reason": "Loading hang and token-embedding reinitialization are separate issues." }, { "left": "issue:42898", "right": "issue:44568", "accept": false, - "reason": "Tokenizer cleanup behavior change and missing BOS/EOS insertion are related only broadly to tokenization v5, but not the same concrete bug." + "reason": "Tokenization-space cleanup change and missing BOS/EOS insertion are different tokenizer regressions." }, { "left": "issue:43479", "right": "issue:46829", "accept": false, - "reason": "Default config initialization in Phi4MultimodalConfig and VideoPrism output field misassignment are unrelated." + "reason": "Different model/config bugs: default multimodal config initialization vs hidden_states output mismatch." }, { "left": "issue:42175", "right": "issue:45712", "accept": false, - "reason": "Missing TensorFlow backend dependency and leftover dummy classes in dummy_pt_objects.py are different maintenance issues." + "reason": "Packaging/back-end dependency issue is unrelated to leftover dummy classes leaking into dir(transformers)." }, { "left": "issue:44568", "right": "issue:47085", "accept": false, - "reason": "A tokenizer-specific add_special_tokens regression and a general tokenizers thread-safety regression are different defects." + "reason": "Tokenizer special-token behavior and tokenizer thread-safety are not the same underlying defect." + }, + { + "left": "issue:44623", + "right": "issue:45310", + "accept": false, + "reason": "Processor save_pretrained missing files is unrelated to Qwen3.5 model loading." + }, + { + "left": "issue:45600", + "right": "issue:47059", + "accept": false, + "reason": "Removed config references in auto_mappings are unrelated to the huggingface_hub CLI completion API break." + }, + { + "left": "issue:42673", + "right": "issue:46693", + "accept": false, + "reason": "Both concern performance, but one is a specific VRAM leak in dataloader threads and the other is a broader FA2 long-context regression." + }, + { + "left": "issue:44186", + "right": "issue:47085", + "accept": false, + "reason": "Tokenizer crash on NER/padding is not the same as a new thread-safety regression." + }, + { + "left": "issue:46077", + "right": "issue:46123", + "accept": false, + "reason": "Attention-mask construction bug and pipeline partial-batch termination bug are unrelated." + }, + { + "left": "issue:43479", + "right": "issue:44869", + "accept": false, + "reason": "Multimodal config defaulting and Whisper timestamp decoding are different code paths." + }, + { + "left": "issue:44016", + "right": "issue:46231", + "accept": false, + "reason": "Notebook syntax error and docs parameter-name mismatch are unrelated documentation issues." + }, + { + "left": "issue:42898", + "right": "issue:45812", + "accept": false, + "reason": "Different tokenizer regressions affecting different models and symptoms." } ] }, "evaluator_result": { - "accept": false, - "feedback": "The duplicate pair (42673/43704) is well grounded from the identical titles, but the canonical_issue_reason overstates the evidence by claiming 42673 is the \u201cmore detailed\u201d report and the better global representative without body-level support in the packet. The rest of the soft-edge rejections look conservative, but I can\u2019t accept the summary as written because of that unsupported detail." + "accept": true, + "feedback": "Grounded overall. The canonical duplicate choice for issue:42673 vs issue:43704 is supported by the identical title and matching VRAM-leak description, and the rest of the soft-edge rejections stay conservative based on the packet. Also, the packet contains only issues, so the note that there are no PRs is correct." }, "evaluator_used": true, - "retried": true, + "retried": false, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -14626,8 +14750,8 @@ "review_unit_count": 62, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-510", "nodes": [ @@ -14640,59 +14764,50 @@ "issue:39692", "issue:42222", "issue:42673", + "issue:42796", + "issue:42831", "issue:42898", "issue:43116", "issue:43295", "issue:43479", + "issue:43644", "issue:43723", "issue:43784", "issue:43824", "issue:43874", - "issue:44016", + "issue:44060", "issue:44075", "issue:44079", - "issue:44186", "issue:44190", "issue:44222", "issue:44295", "issue:44297", + "issue:44448", "issue:44568", "issue:44623", "issue:44734", "issue:44779", "issue:44843", - "issue:44869", + "issue:44933", "issue:45092", "issue:45103", + "issue:45125", "issue:45200", - "issue:45310", + "issue:45245", "issue:45356", "issue:45405", - "issue:45600", "issue:45656", "issue:45712", - "issue:45812", - "issue:46077", - "issue:46123", + "issue:46132", "issue:46231", - "issue:46693", "issue:46909", - "issue:47059", "issue:47085" ], "soft_pairs": [ - "issue:44623|issue:45310", - "issue:45600|issue:47059", - "issue:42673|issue:46693", - "issue:44186|issue:47085", - "issue:46077|issue:46123", - "issue:43479|issue:44869", - "issue:44016|issue:46231", - "issue:42898|issue:45812", "issue:43723|issue:44568", "issue:39692|issue:46909", - "issue:44843|issue:47085", "issue:43479|issue:44079", + "issue:44843|issue:47085", "issue:42898|issue:44779", "issue:43784|issue:43824", "issue:42673|issue:47085", @@ -14706,213 +14821,228 @@ "issue:42898|issue:45356", "issue:30333|issue:36331", "issue:22355|issue:28282", - "issue:44075|issue:46231", "issue:44222|issue:44297", + "issue:44075|issue:46231", "issue:43116|issue:44190", - "issue:45405|issue:45712" + "issue:45405|issue:45712", + "issue:44933|issue:45712", + "issue:44060|issue:45125", + "issue:44297|issue:45656", + "issue:42831|issue:44623", + "issue:44448|issue:46132", + "issue:42796|issue:43723", + "issue:44222|issue:44623", + "issue:43479|issue:43644", + "issue:45245|issue:46132" ], - "prepared_review_unit_hash": "42f6a8bcad99caaed84bec48f125db3ea879cfa65118a83aa783c310ce14b04b", + "prepared_review_unit_hash": "c133807fba03292262b98cecf59091af795384a1f1255e7b9b017b60941b1ec2", "component_budget": { "node_count": 510, "item_count": 510, "soft_pair_count": 1874, - "serialized_chars": 972519, - "estimated_input_tokens": 243130, - "estimated_eval_tokens": 486516 + "serialized_chars": 972522, + "estimated_input_tokens": 243131, + "estimated_eval_tokens": 486518 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 29, - "serialized_chars": 36638, - "estimated_input_tokens": 9160, - "estimated_eval_tokens": 18576 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36193, + "estimated_input_tokens": 9049, + "estimated_eval_tokens": 18354 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "All candidate edges are superficial similarity matches; they describe different bugs, models, or code paths, so none should be merged as duplicates. The most representative issue in this set is the broad tokenizer-behavior regression report around v5 semantics.", - "confidence": 0.91, - "canonical_issue_reason": "Issue 42898 is the broadest, most central regression report here: it describes a generic v5 tokenizer behavior change that can affect many downstream callers, not just one model or example.", + "summary": "This cluster is highly heterogeneous: mostly unrelated tokenizer, model-loading, training, and documentation bugs. None of the soft pairs look like true duplicates or mergeable PR-equivalents.", + "confidence": 0.97, + "canonical_issue_reason": "No single canonical issue fits: the items span unrelated failures across tokenization, multimodal models, training loops, docs, and runtime/import behavior, so there is no clear umbrella bug to deduplicate around.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 42898 is also the best overall representative because it is a clear, cross-cutting tokenizer regression with direct user impact and broad applicability.", + "best_issue_reason": "No strong global representative exists because the cluster is not a coherent duplicate set; picking any one issue would misrepresent the rest.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44623", - "right": "issue:45310", + "left": "issue:43723", + "right": "issue:44568", "accept": false, - "reason": "Different failure modes: save_pretrained missing files vs from_pretrained error for Qwen3.5 MoE." + "reason": "Both are v5 tokenizer regressions, but one is AutoTokenizer loading and the other is add_special_tokens/BOS-EOS behavior for a specific model." }, { - "left": "issue:45600", - "right": "issue:47059", + "left": "issue:39692", + "right": "issue:46909", "accept": false, - "reason": "Unrelated: stale auto_mappings CI breakage vs huggingface_hub CLI attribute error." + "reason": "Both mention broken examples, but they concern different models, different docs, and different failure modes." }, { - "left": "issue:42673", - "right": "issue:46693", + "left": "issue:43479", + "right": "issue:44079", "accept": false, - "reason": "Both are performance-related, but they target different symptoms and code paths (VRAM leak in multithreaded loading vs FA2 long-context slowdown)." + "reason": "One is multimodal config initialization; the other is ModelOutput key assignment. Different code paths and bugs." }, { - "left": "issue:44186", + "left": "issue:44843", "right": "issue:47085", "accept": false, - "reason": "Tokenizer crash on NER/padding is not the same bug as thread-safety regressions in fast tokenizers." + "reason": "Offline hub lookup in AutoTokenizer is unrelated to tokenizer thread-safety regressions in Rust-backed tokenizers." }, { - "left": "issue:46077", - "right": "issue:46123", + "left": "issue:42898", + "right": "issue:44779", "accept": false, - "reason": "Different subsystems: Gemma4 attention-mask construction vs pipeline final-batch handling." + "reason": "Both are tokenizer regressions, but one is clean_up_tokenization_spaces behavior and the other is Deepseek-specific encoding output." }, { - "left": "issue:43479", - "right": "issue:44869", + "left": "issue:43784", + "right": "issue:43824", "accept": false, - "reason": "Multimodal config default initialization is unrelated to Whisper timestamp decoding on trailing replacement characters." + "reason": "Both are import errors, but they involve different missing symbols and different modules/models." }, { - "left": "issue:44016", - "right": "issue:46231", + "left": "issue:42673", + "right": "issue:47085", "accept": false, - "reason": "Notebook syntax error and docs parameter-name mismatch are separate documentation issues." + "reason": "A VRAM leak in Qwen3ForCausalLM with dataloader threads is not the same as fast tokenizer thread-safety breaking." }, { - "left": "issue:42898", - "right": "issue:45812", + "left": "issue:27957", + "right": "issue:30333", "accept": false, - "reason": "Both mention v5 tokenizer regressions, but one is a generic behavior change while the other is a model-specific Granite token-ID bug." + "reason": "Flash Attention 2 on XLMRoberta and MLFlow reporting after failed training are unrelated subsystems." }, { - "left": "issue:43723", - "right": "issue:44568", + "left": "issue:30333", + "right": "issue:34689", "accept": false, - "reason": "AutoTokenizer loading issue is different from mDeBERTa add_special_tokens/BOS-EOS handling." + "reason": "MLFlow failure reporting and Llama 3.2 Vision model loading are different bugs with no shared code path." }, { - "left": "issue:39692", - "right": "issue:46909", + "left": "issue:42222", + "right": "issue:45200", "accept": false, - "reason": "Different broken docs examples for different models." + "reason": "VitPose model breakage and Gemma 4 mm_token_type_ids defaults are distinct multimodal issues." }, { - "left": "issue:44843", - "right": "issue:47085", + "left": "issue:42898", + "right": "issue:43295", "accept": false, - "reason": "Offline model_info call in AutoTokenizer is unrelated to tokenizer thread safety." + "reason": "Both are v5 regressions, but one is tokenization cleanup behavior and the other is processor/tokenizer image-passing compatibility." }, { - "left": "issue:43479", - "right": "issue:44079", + "left": "issue:43874", + "right": "issue:45092", "accept": false, - "reason": "Multimodal config defaults are unrelated to ModelOutput key assignment behavior." + "reason": "These are different multimodal loading issues affecting different models and different initialization paths." }, { - "left": "issue:42898", - "right": "issue:44779", + "left": "issue:44295", + "right": "issue:45656", "accept": false, - "reason": "Both are tokenizer regressions, but they describe different model-specific breakages and likely different causes." + "reason": "A position_ids buffer read problem is unrelated to optimizer stepping twice with deepspeed." }, { - "left": "issue:43784", - "right": "issue:43824", + "left": "issue:44734", + "right": "issue:45103", "accept": false, - "reason": "Importing sentence-transformers with missing nn is unrelated to missing Qwen2.5-VL symbol exports." + "reason": "KV-cache continuation in serve and auto_docstring annotation handling are unrelated failures." }, { - "left": "issue:42673", - "right": "issue:47085", + "left": "issue:42898", + "right": "issue:45356", "accept": false, - "reason": "VRAM leak in one model/threading scenario is not the same as tokenizer thread-safety failures." + "reason": "Both are tokenizer regressions, but the underlying models and causes differ: cleanup-space behavior vs codec/warning handling." }, { - "left": "issue:27957", - "right": "issue:30333", + "left": "issue:30333", + "right": "issue:36331", "accept": false, - "reason": "Flash Attention 2 model support is unrelated to MLflow reporting after training failure." + "reason": "MLFlow job status reporting and CustomTrainer compute_loss signature incompatibility are different training issues." }, { - "left": "issue:30333", - "right": "issue:34689", + "left": "issue:22355", + "right": "issue:28282", "accept": false, - "reason": "Different bugs: failed-job MLflow status vs model loading regression for Llama 3.2 Vision." + "reason": "Missing transformers.onnx and missing PyTorch are both import errors, but they are different dependency/module problems." }, { - "left": "issue:42222", - "right": "issue:45200", + "left": "issue:44222", + "right": "issue:44297", "accept": false, - "reason": "VitPose model breakage and Gemma 4 multimodal token-type defaults are unrelated." + "reason": "Both involve save_pretrained, but one is FP8/MoE serialization and the other is tokenizer metadata mismatch." }, { - "left": "issue:42898", - "right": "issue:43295", + "left": "issue:44075", + "right": "issue:46231", "accept": false, - "reason": "Both touch v5 tokenizer/processor behavior, but one is a generic tokenizer-space regression while the other is a processor.tokenizer/images API break." + "reason": "One is an optimizer-logic bug; the other is documentation using the wrong parameter name." }, { - "left": "issue:43874", - "right": "issue:45092", + "left": "issue:43116", + "right": "issue:44190", "accept": false, - "reason": "Image-processor helper missing a method is unrelated to remote-code checkpoint meta-init incompatibility." + "reason": "These are different example-script failures: empty multi-label predictions vs inability to load a local dataset." }, { - "left": "issue:44295", - "right": "issue:45656", + "left": "issue:45405", + "right": "issue:45712", "accept": false, - "reason": "Position_ids buffer access and deepspeed double-step are different training/runtime bugs." + "reason": "A version pin bump and leftover dummy classes are unrelated repo-maintenance issues." }, { - "left": "issue:44734", - "right": "issue:45103", + "left": "issue:44933", + "right": "issue:45712", "accept": false, - "reason": "Serve KV-cache indexing crash is unrelated to auto-docstring annotation handling." + "reason": "A nonexistent image_utils import and leftover dummy classes do not share the same underlying bug." }, { - "left": "issue:42898", - "right": "issue:45356", + "left": "issue:44060", + "right": "issue:45125", "accept": false, - "reason": "Both are tokenizer regressions, but they concern different tokenizers and distinct codec/warning behavior." + "reason": "Both are Qwen-family model issues, but one is a tied-weights warning and the other is missing tensor-parallel metadata." }, { - "left": "issue:30333", - "right": "issue:36331", + "left": "issue:44297", + "right": "issue:45656", "accept": false, - "reason": "MLflow failure tracking and custom trainer loss-signature incompatibility are separate training issues." + "reason": "Tokenizer save-pretrained metadata and deepspeed optimizer stepping are unrelated." }, { - "left": "issue:22355", - "right": "issue:28282", + "left": "issue:42831", + "right": "issue:44623", "accept": false, - "reason": "Missing transformers.onnx module and missing PyTorch dependency are unrelated import errors." + "reason": "FineGrainedFP8 accuracy and processor.save_pretrained missing files are different bugs." }, { - "left": "issue:44075", - "right": "issue:46231", + "left": "issue:44448", + "right": "issue:46132", + "accept": false, + "reason": "Pegasus v4/v5 output differences and AttentionInterface.register behavior changes are not the same concrete defect." + }, + { + "left": "issue:42796", + "right": "issue:43723", "accept": false, - "reason": "Optimizer argument handling is unrelated to a documentation parameter-name typo." + "reason": "A model-specific BPE-marker tokenizer bug is different from AutoTokenizer offline/model_info behavior." }, { "left": "issue:44222", - "right": "issue:44297", + "right": "issue:44623", "accept": false, - "reason": "FP8 MoE save_pretrained behavior is unrelated to tokenizer_class metadata mismatch." + "reason": "Both mention save_pretrained, but they affect different object types and different failure modes." }, { - "left": "issue:43116", - "right": "issue:44190", + "left": "issue:43479", + "right": "issue:43644", "accept": false, - "reason": "Example script output bug and local dataset loading failure are different issues." + "reason": "Multimodal config defaults and non-persistent buffer junk initialization are unrelated." }, { - "left": "issue:45405", - "right": "issue:45712", + "left": "issue:45245", + "right": "issue:46132", "accept": false, - "reason": "PEFT version pinning and leftover dummy classes are unrelated maintenance problems." + "reason": "A category-count runtime limit and AttentionInterface.register behavior changes are unrelated." } ] }, @@ -14931,49 +15061,49 @@ "review_unit_count": 62, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-510", "nodes": [ + "issue:22355", + "issue:27957", "issue:30990", "issue:38175", "issue:41628", "issue:42757", - "issue:42796", "issue:42831", + "issue:42907", "issue:43122", "issue:43232", - "issue:43479", + "issue:43475", "issue:43504", - "issue:43644", "issue:43723", - "issue:44060", "issue:44190", "issue:44222", "issue:44263", + "issue:44279", "issue:44295", "issue:44297", "issue:44360", "issue:44373", - "issue:44448", + "issue:44483", "issue:44484", "issue:44485", "issue:44623", - "issue:44933", "issue:44977", "issue:45071", "issue:45092", - "issue:45125", - "issue:45245", "issue:45310", - "issue:45656", - "issue:45712", + "issue:45357", + "issue:45406", "issue:45834", + "issue:46050", "issue:46082", "issue:46132", "issue:46209", "issue:46305", + "issue:46328", "issue:46369", "issue:46424", "issue:46431", @@ -14986,15 +15116,6 @@ "issue:47059" ], "soft_pairs": [ - "issue:44060|issue:45125", - "issue:44933|issue:45712", - "issue:42831|issue:44623", - "issue:44297|issue:45656", - "issue:44448|issue:46132", - "issue:42796|issue:43723", - "issue:44222|issue:44623", - "issue:45245|issue:46132", - "issue:43479|issue:43644", "issue:44360|issue:46762", "issue:46132|issue:46710", "issue:44373|issue:44485", @@ -15007,224 +15128,226 @@ "issue:43122|issue:46209", "issue:46614|issue:46932", "issue:44263|issue:45092", - "issue:44295|issue:44623", "issue:43232|issue:46424", + "issue:44295|issue:44623", "issue:46209|issue:46431", "issue:43232|issue:45834", "issue:30990|issue:38175", "issue:44263|issue:44373", "issue:44190|issue:46082", + "issue:46369|issue:46909", "issue:46305|issue:46655", - "issue:46369|issue:46909" + "issue:43475|issue:46305", + "issue:42907|issue:46050", + "issue:44263|issue:44360", + "issue:42831|issue:45310", + "issue:45092|issue:45357", + "issue:22355|issue:27957", + "issue:44483|issue:45406", + "issue:44279|issue:46328" ], - "prepared_review_unit_hash": "f6df4dd6e57a3c33324a08b33cadf1db80fee43147c74ebac853348d8462db05", + "prepared_review_unit_hash": "ac500d5da148e06f86e607b5c916ec85ff3ef22920e39cbd000795baf1553b08", "component_budget": { "node_count": 510, "item_count": 510, "soft_pair_count": 1874, - "serialized_chars": 972519, - "estimated_input_tokens": 243130, - "estimated_eval_tokens": 486516 + "serialized_chars": 972522, + "estimated_input_tokens": 243131, + "estimated_eval_tokens": 486518 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 30, - "serialized_chars": 36337, - "estimated_input_tokens": 9085, - "estimated_eval_tokens": 18426 + "soft_pair_count": 29, + "serialized_chars": 35954, + "estimated_input_tokens": 8989, + "estimated_eval_tokens": 18234 }, "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 issues (tokenizers, save/load, config validation, FP8, attention, docs). None of the soft pairs look like the same underlying bug/change, so they should all stay separate.", - "confidence": 0.91, - "canonical_issue_reason": "If one issue must represent this noisy cluster, issue:45071 is the broadest cross-cutting regression report (v5.4.0 / PretrainedConfig type checking) and is less model-specific than the others.", + "summary": "The set is heterogeneous; the soft links mostly reflect broad subsystem similarity rather than true duplicates. I would not merge any of the candidate pairs.", + "confidence": 0.95, + "canonical_issue_reason": "issue:45071 is the best single anchor only in a loose sense: it is a broad core v5 regression in config handling, whereas the other issues are mostly narrower model-specific, docs, or unrelated bugs.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45071 is the best umbrella representative because it describes a general v5 regression rather than a single model- or component-specific symptom.", + "best_issue_reason": "issue:45071 is the most representative concrete bug here because it targets a core library regression rather than a peripheral symptom or documentation issue.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:44060", - "right": "issue:45125", - "accept": false, - "reason": "Different Qwen3 sub-issues: one is a tied-weights warning, the other is a missing tensor-parallel plan." - }, - { - "left": "issue:44933", - "right": "issue:45712", - "accept": false, - "reason": "Both touch imports/namespace exposure, but the concrete bugs are different: a nonexistent image_utils import vs dummy PT objects leaking into dir()." - }, - { - "left": "issue:42831", - "right": "issue:44623", - "accept": false, - "reason": "FP8 accuracy problems and processor.save_pretrained file emission are unrelated code paths." - }, - { - "left": "issue:44297", - "right": "issue:45656", - "accept": false, - "reason": "Tokenizer metadata mismatch and DeepSpeed double optimizer step are different failures." - }, - { - "left": "issue:44448", - "right": "issue:46132", - "accept": false, - "reason": "A Pegasus v4/v5 output regression is not the same as AttentionInterface.register changing callback behavior." - }, - { - "left": "issue:42796", - "right": "issue:43723", - "accept": false, - "reason": "Both involve tokenizers, but one is BPE-marker handling and the other is AutoTokenizer loading/import behavior." - }, - { - "left": "issue:44222", - "right": "issue:44623", - "accept": false, - "reason": "FP8 MoE save_pretrained and processor.save_pretrained missing files are different save paths and symptoms." - }, - { - "left": "issue:45245", - "right": "issue:46132", - "accept": false, - "reason": "Category cardinality overflow is unrelated to AttentionInterface.register semantics." - }, - { - "left": "issue:43479", - "right": "issue:43644", - "accept": false, - "reason": "Multimodal config default initialization and non-persistent buffer junk are unrelated initialization bugs." - }, { "left": "issue:44360", "right": "issue:46762", "accept": false, - "reason": "A missing ReLU in the DSA indexer is not the same as Minimax MSA numerical drift." + "reason": "Both touch DSA/attention numerics, but they describe different bugs in different code paths (missing ReLU vs reference mismatch)." }, { "left": "issue:46132", "right": "issue:46710", "accept": false, - "reason": "AttentionInterface.register behavior change is distinct from an accuracy regression in a specific model after upgrade." + "reason": "One is an API behavior change in AttentionInterface.register; the other is a model accuracy regression after upgrade." }, { "left": "issue:44373", "right": "issue:44485", "accept": false, - "reason": "Wrong docstring for position_ids is documentation-only and not the same as GLM-5 RoPE implementation behavior." + "reason": "This is a docs issue about position_ids, while the other is an implementation discussion about GLM-5 RoPE." }, { "left": "issue:41628", "right": "issue:42757", "accept": false, - "reason": "Both are import errors, but from different packages and different missing symbols." + "reason": "Both are import errors, but from different packages and unrelated symbols, so they are not the same bug." }, { "left": "issue:44297", "right": "issue:45310", "accept": false, - "reason": "Tokenizer save metadata mismatch is not clearly the same bug as Qwen3.5 MoE from_pretrained failure." + "reason": "Tokenizer save metadata mismatch and Qwen3.5 from_pretrained failure are different save/load bugs." }, { "left": "issue:43504", "right": "issue:47059", "accept": false, - "reason": "Legacy model preset loading and a CLI/huggingface_hub attribute error are unrelated." + "reason": "A legacy field load failure for BEiT segmentation is unrelated to the CLI break caused by huggingface_hub 1.22.0." }, { "left": "issue:45071", "right": "issue:46082", "accept": false, - "reason": "General PretrainedConfig type checking breakage is distinct from LlamaConfig rejecting an explicit head_dim." + "reason": "Both are config regressions, but they involve different fields and validation logic, not the same underlying defect." }, { "left": "issue:43723", "right": "issue:44977", "accept": false, - "reason": "Tokenizer loading in v5 and Qwen3.5 generation with flash-attention are different failure modes." + "reason": "Tokenizer loading in v5 and Qwen3.5 flash-attention generation are separate code paths." }, { "left": "issue:44222", "right": "issue:44484", "accept": false, - "reason": "Saving FP8 MoE checkpoints is unrelated to the default max_shard_size question." + "reason": "Both mention save_pretrained, but one is FP8/MoE persistence and the other is shard-size behavior." }, { "left": "issue:43122", "right": "issue:46209", "accept": false, - "reason": "Tokenization changes across versions are unrelated to FP8 inference failure on B200." + "reason": "Tokenizer output differences across versions and B200 FP8 inference failure are unrelated bugs." }, { "left": "issue:46614", "right": "issue:46932", "accept": false, - "reason": "Stale phonemizer backend state and Gemma4 quantized embedder dtype casting are unrelated bugs." + "reason": "Stale phonemizer backend state and Gemma4 quantized-embedder casting are different components and failures." }, { "left": "issue:44263", "right": "issue:45092", "accept": false, - "reason": "A torch.split issue in GlmMoeDsaIndexer is unrelated to remote-code checkpoint meta-init incompatibility." + "reason": "A torch.split indexing issue and a remote-code/meta-init incompatibility are not the same problem." }, { - "left": "issue:44295", - "right": "issue:44623", + "left": "issue:43232", + "right": "issue:46424", "accept": false, - "reason": "Reading position_ids after buffer registration is not the same as processor.save_pretrained missing files." + "reason": "Generation kwarg updates after sync_gpus and cache max_length handling are different code paths." }, { - "left": "issue:43232", - "right": "issue:46424", + "left": "issue:44295", + "right": "issue:44623", "accept": false, - "reason": "Generation kwargs sync behavior and cache max length handling are different implementation paths." + "reason": "Reading a registered buffer and missing save_pretrained files are distinct failures." }, { "left": "issue:46209", "right": "issue:46431", "accept": false, - "reason": "FP8 inference on B200 is unrelated to apply_chat_template requiring an actual chat template." + "reason": "FP8 inference on B200 and missing chat template in a processor are unrelated." }, { "left": "issue:43232", "right": "issue:45834", "accept": false, - "reason": "Generation state update after sync_gpus and a SAM3 LiteText memory overflow are unrelated." + "reason": "Generation sync_gpus handling and a long-OCR index error in Kosmos2.5 are different bugs." }, { "left": "issue:30990", "right": "issue:38175", "accept": false, - "reason": "Sentence Transformers loading hang and zero probabilities from SigLIP2 are different model-level bugs." + "reason": "Loading hang in Sentence Transformers and zero probabilities in SigLIP2 are separate model issues." }, { "left": "issue:44263", "right": "issue:44373", "accept": false, - "reason": "Indexer arithmetic and a docstring typo are not the same underlying issue." + "reason": "The DSA indexer split bug and a wrong docstring for position_ids are not duplicates." }, { "left": "issue:44190", "right": "issue:46082", "accept": false, - "reason": "Local dataset loading in an example script is unrelated to LlamaConfig head_dim validation." + "reason": "A local dataset loading script issue and a LlamaConfig validation error are unrelated." + }, + { + "left": "issue:46369", + "right": "issue:46909", + "accept": false, + "reason": "A SAM3-LiteText memory overflow and a broken DIA documentation example do not share the same underlying bug." }, { "left": "issue:46305", "right": "issue:46655", "accept": false, - "reason": "An off-by-one in sliding_window_mask_function is distinct from a video processor padding bug." + "reason": "Both concern window/padding math, but they affect different processors and are not clearly the same defect." }, { - "left": "issue:46369", - "right": "issue:46909", + "left": "issue:43475", + "right": "issue:46305", + "accept": false, + "reason": "Missing fpn_position_embeddings in SAM3 video output and a sliding-window off-by-one are different issues." + }, + { + "left": "issue:42907", + "right": "issue:46050", + "accept": false, + "reason": "Saving dequantized models and sinq save/load breakage are related broadly to quantization, but not the same concrete bug." + }, + { + "left": "issue:44263", + "right": "issue:44360", + "accept": false, + "reason": "These share the DSA indexer area, but one is about torch.split returns and the other about a missing ReLU." + }, + { + "left": "issue:42831", + "right": "issue:45310", + "accept": false, + "reason": "FP8 accuracy drift and a Qwen3.5 from_pretrained error are different symptoms and code paths." + }, + { + "left": "issue:45092", + "right": "issue:45357", + "accept": false, + "reason": "Both involve model compatibility, but one is meta-init incompatibility and the other is incorrect visual encoder key saving." + }, + { + "left": "issue:22355", + "right": "issue:27957", + "accept": false, + "reason": "A missing transformers.onnx module and an XLMRoberta flash-attention question are unrelated." + }, + { + "left": "issue:44483", + "right": "issue:45406", + "accept": false, + "reason": "Chat/completions request rejection and a Gemma4Processor attribute crash are different server bugs." + }, + { + "left": "issue:44279", + "right": "issue:46328", "accept": false, - "reason": "A memory overflow in sam3-litetext is unrelated to a broken documentation example." + "reason": "A generic dependency issue and a padding performance regression are not the same underlying problem." } ] }, @@ -15243,8 +15366,8 @@ "review_unit_count": 62, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-510", "nodes": [ @@ -15252,6 +15375,7 @@ "issue:27957", "issue:28218", "issue:30990", + "issue:33357", "issue:39401", "issue:41628", "issue:42757", @@ -15263,49 +15387,39 @@ "issue:43066", "issue:43122", "issue:43232", + "issue:43329", "issue:43408", - "issue:43475", "issue:43540", + "issue:43576", "issue:43644", + "issue:43646", + "issue:43784", "issue:43824", + "issue:43976", "issue:44038", "issue:44188", "issue:44261", - "issue:44263", - "issue:44279", + "issue:44295", + "issue:44297", "issue:44327", - "issue:44360", "issue:44373", - "issue:44483", "issue:44568", "issue:44829", + "issue:44945", "issue:44964", "issue:45092", "issue:45278", - "issue:45310", - "issue:45357", "issue:45381", - "issue:45406", "issue:45593", "issue:45753", "issue:46002", - "issue:46050", "issue:46305", - "issue:46328", "issue:46369", "issue:46402", "issue:46909", "issue:47059" ], "soft_pairs": [ - "issue:43475|issue:46305", - "issue:44263|issue:44360", - "issue:42907|issue:46050", - "issue:42831|issue:45310", - "issue:45092|issue:45357", - "issue:44483|issue:45406", - "issue:44279|issue:46328", - "issue:22355|issue:27957", "issue:44964|issue:47059", "issue:42831|issue:44038", "issue:44829|issue:46002", @@ -15314,229 +15428,237 @@ "issue:43408|issue:46402", "issue:44261|issue:45092", "issue:43644|issue:46305", - "issue:42831|issue:45753", "issue:22355|issue:28218", + "issue:42831|issue:45753", "issue:44327|issue:47059", - "issue:42886|issue:42994", "issue:39401|issue:44568", - "issue:42886|issue:43066", + "issue:42886|issue:42994", + "issue:42757|issue:45278", "issue:43408|issue:46369", "issue:44188|issue:44373", - "issue:42757|issue:45278", + "issue:42886|issue:43066", "issue:27957|issue:30990", "issue:42796|issue:43122", "issue:45381|issue:46909", "issue:43232|issue:45593", - "issue:43540|issue:46909" + "issue:43540|issue:46909", + "issue:43646|issue:46002", + "issue:42907|issue:44945", + "issue:30990|issue:33357", + "issue:44295|issue:44297", + "issue:42907|issue:44964", + "issue:43976|issue:44945", + "issue:43576|issue:43784", + "issue:43329|issue:47059" ], - "prepared_review_unit_hash": "629e9b02b7499f4381c552c688958cb5bf57cf7b67a78ea497bd0036be5a6fc4", + "prepared_review_unit_hash": "c79eb615df75c8ad2186703b8d004b89e35b8b5b780c1672a48ed0490c692168", "component_budget": { "node_count": 510, "item_count": 510, "soft_pair_count": 1874, - "serialized_chars": 972519, - "estimated_input_tokens": 243130, - "estimated_eval_tokens": 486516 + "serialized_chars": 972522, + "estimated_input_tokens": 243131, + "estimated_eval_tokens": 486518 }, "budget": { - "node_count": 48, - "item_count": 48, + "node_count": 47, + "item_count": 47, "soft_pair_count": 30, - "serialized_chars": 36261, - "estimated_input_tokens": 9066, - "estimated_eval_tokens": 18388 + "serialized_chars": 35766, + "estimated_input_tokens": 8942, + "estimated_eval_tokens": 18140 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is mostly heterogeneous and does not contain safe duplicate pairs; the only plausible overlaps are broad tokenizer/import/saving regressions, but the titles are still different enough to reject. I picked a single representative issue as the canonical anchor based on specificity and external linkage.", - "confidence": 0.31, - "canonical_issue_reason": "issue:43824 is a concrete, user-facing import regression with a specific missing class and multiple inbound references, making it a stronger representative than the more generic or less-linked issues here.", + "summary": "This cluster is highly heterogeneous: it mixes import/compatibility regressions, tokenizer behavior bugs, multimodal model failures, and unrelated runtime issues. Based on titles alone, none of the soft pairs looks like a safe duplicate merge.", + "confidence": 0.69, + "canonical_issue_reason": "Issue #45278 is the broadest umbrella for the import/compatibility regression subgroup, so it is the best single representative among the issue set.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43824 is the best standalone issue candidate: specific symptom, clear repro surface, and enough linkage to serve as an anchor despite the cluster being mixed.", + "best_issue_reason": "#45278 is the most general and central issue here, covering the widest compatibility-breakage pattern seen among the import-related reports.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:43475", - "right": "issue:46305", - "accept": false, - "reason": "Different models and failure modes: SAM 3 video attribute access vs MoonshineStreaming mask off-by-one." - }, - { - "left": "issue:44263", - "right": "issue:44360", - "accept": false, - "reason": "Both mention DSA/indexer, but one is about torch.split outputs and the other about a missing ReLU; not the same bug." - }, - { - "left": "issue:42907", - "right": "issue:46050", - "accept": false, - "reason": "Both involve quantized save/load, but they target different quantization paths and model families; too broad to treat as one bug." - }, - { - "left": "issue:42831", - "right": "issue:45310", - "accept": false, - "reason": "Unrelated issues: FineGrainedFP8 accuracy vs Qwen3.5 MoE from_pretrained failure." - }, - { - "left": "issue:45092", - "right": "issue:45357", - "accept": false, - "reason": "Both are save/load regressions, but one is meta-init incompatibility for InternVL2 and the other is incorrect visual encoder keys in Qwen3.5." - }, - { - "left": "issue:44483", - "right": "issue:45406", - "accept": false, - "reason": "Different code paths: chat/completions request handling vs Gemma4Processor serving crash." - }, - { - "left": "issue:44279", - "right": "issue:46328", - "accept": false, - "reason": "Dependency/import complaint versus a padding performance issue; no shared underlying bug." - }, - { - "left": "issue:22355", - "right": "issue:27957", - "accept": false, - "reason": "No common bug: missing transformers.onnx module vs XLMRoberta Flash Attention 2 behavior." - }, { "left": "issue:44964", "right": "issue:47059", "accept": false, - "reason": "Different failures and subsystems: model loading for Phi-4 multimodal vs cli test breakage from huggingface_hub." + "reason": "Different failures: model loading for Phi-4 multimodal vs a CLI completion attribute error in huggingface_hub." }, { "left": "issue:42831", "right": "issue:44038", "accept": false, - "reason": "Same broad model area, but the symptoms differ: FP8 accuracy issue vs Qwen3-VL-Moe from_pretrained error." + "reason": "Both are model-related, but one is an FP8 accuracy issue and the other is a Qwen3-VL-Moe bug; no shared code-path is evident." }, { "left": "issue:44829", "right": "issue:46002", "accept": false, - "reason": "Different training pathologies: flash_attention_3 degeneracy vs NaNs at checkout/init." + "reason": "Training degeneration with flash_attention_3 is not the same bug as NaNs after checkout/init in classification heads." }, { "left": "issue:45381", "right": "issue:46305", "accept": false, - "reason": "Both are off-by-one style bugs, but in different models and components; not the same underlying defect." + "reason": "Both involve sequence/position logic, but one is Qwen2.5-VL video position ids and the other is MoonshineStreaming window masking." }, { "left": "issue:41628", "right": "issue:43824", "accept": false, - "reason": "Both are import errors, but they involve different missing symbols and likely different root causes." + "reason": "Separate import errors for different symbols and models; they do not point to the same missing export." }, { "left": "issue:43408", "right": "issue:46402", "accept": false, - "reason": "Both are SAM3-related, but one is a model-type mismatch warning and the other is missing text encoder weights." + "reason": "The warning about sam3_video vs sam3_tracker is unrelated to sam3 text encoder weights not loading." }, { "left": "issue:44261", "right": "issue:45092", "accept": false, - "reason": "Different failure modes and models: missing rms_norm_eps in MLA q_a_layernorm vs InternVL2 meta-init incompatibility." + "reason": "One is an MLA layernorm epsilon precision/config issue; the other is remote-code/meta-init incompatibility for InternVL2." }, { "left": "issue:43644", "right": "issue:46305", "accept": false, - "reason": "Non-persistent buffer corruption and a streaming mask off-by-one are unrelated bugs." - }, - { - "left": "issue:42831", - "right": "issue:45753", - "accept": false, - "reason": "Different issues: FP8 accuracy regression vs Qwen3_5 infinite loop on a specific image." + "reason": "Non-persistent buffer junk and an off-by-one streaming mask bug are different runtime defects." }, { "left": "issue:22355", "right": "issue:28218", "accept": false, - "reason": "Missing module import and tokenizer added-space behavior are unrelated." + "reason": "Missing transformers.onnx module is unrelated to tokenizer spacing after added tokens." }, { - "left": "issue:44327", - "right": "issue:47059", + "left": "issue:42831", + "right": "issue:45753", "accept": false, - "reason": "QA span decoding crash and cli/huggingface_hub test failure are unrelated subsystems." + "reason": "FP8 accuracy regression is not the same as an infinite-loop image-specific generation bug." }, { - "left": "issue:42886", - "right": "issue:42994", + "left": "issue:44327", + "right": "issue:47059", "accept": false, - "reason": "Offline cache loading failure and quantized model save failure are different bugs." + "reason": "QA decode_spans kth-out-of-bounds is unrelated to a CLI completion object attribute regression." }, { "left": "issue:39401", "right": "issue:44568", "accept": false, - "reason": "Both are tokenizer regressions, but they affect different models and different tokenization semantics." + "reason": "Wrong offset_mapping and missing BOS/EOS insertion are different tokenizer behaviors and likely different fixes." }, { "left": "issue:42886", - "right": "issue:43066", + "right": "issue:42994", + "accept": false, + "reason": "Offline tokenizer cache loading and quantized model saving are separate failure modes." + }, + { + "left": "issue:42757", + "right": "issue:45278", "accept": false, - "reason": "Different tokenizer/version issues: offline cache loading vs wrong decoder type in v5." + "reason": "#45278 is a broad import-regression umbrella, but #42757 is a specific huggingface_hub symbol import error; too broad to treat as the same bug." }, { "left": "issue:43408", "right": "issue:46369", "accept": false, - "reason": "Both reference SAM3, but one is a type warning and the other is a memory overflow; not the same bug." + "reason": "Model-type warning during instantiation is unrelated to memory overflow in sam3-litetext." }, { "left": "issue:44188", "right": "issue:44373", "accept": false, - "reason": "Attention-kernel branching bug and a docstring typo are unrelated." + "reason": "Attention-kernel divergence on torch.compile does not match a docstring issue for position_ids." }, { - "left": "issue:42757", - "right": "issue:45278", + "left": "issue:42886", + "right": "issue:43066", "accept": false, - "reason": "The latter is an umbrella report of many import errors; not enough evidence it is the same concrete failure as the specific is_offline_mode import error." + "reason": "Offline cache loading and wrong tokenizer decoder type in v5 are distinct tokenizer regressions." }, { "left": "issue:27957", "right": "issue:30990", "accept": false, - "reason": "Flash Attention 2 on XLMRoberta and Sentence Transformers loading hang are different problems." + "reason": "Flash Attention 2 support for XLMRoberta is unrelated to Sentence Transformers getting stuck loading." }, { "left": "issue:42796", "right": "issue:43122", "accept": false, - "reason": "Both are tokenizer regressions, but they involve different models and different symptoms, so they are not the same underlying bug." + "reason": "Tokenizer BPE-marker handling and version-to-version tokenization differences are related only at a very broad level, not the same concrete bug." }, { "left": "issue:45381", "right": "issue:46909", "accept": false, - "reason": "A video-input position_ids regression and a broken documentation example are unrelated." + "reason": "Video position id mismatch in Qwen2.5-VL is unrelated to a broken DIA documentation example." }, { "left": "issue:43232", "right": "issue:45593", "accept": false, - "reason": "Generation sync state handling and D-FINE auxiliary losses are unrelated code paths." + "reason": "Generation kwargs after sync_gpus and D-FINE auxiliary-loss behavior are different subsystems and bugs." }, { "left": "issue:43540", "right": "issue:46909", "accept": false, - "reason": "Qwen3OmniMoe video-processing error and a DIA documentation issue are unrelated." + "reason": "Qwen3OmniMoe video processing ValueError is unrelated to a documentation example issue." + }, + { + "left": "issue:43646", + "right": "issue:46002", + "accept": false, + "reason": "Custom model initialization breakage is not the same as NaNs in classification heads." + }, + { + "left": "issue:42907", + "right": "issue:44945", + "accept": false, + "reason": "Saving dequantized Ministrals/Devstrals and incorrect LLM output under pipeline parallelism are different problems." + }, + { + "left": "issue:30990", + "right": "issue:33357", + "accept": false, + "reason": "Loading hang in Sentence Transformers and a MacOS bus error with a CLIP model are not the same failure." + }, + { + "left": "issue:44295", + "right": "issue:44297", + "accept": false, + "reason": "Reading position_ids after buffer registration and tokenizer_class mismatch in tokenizer_config.json are unrelated." + }, + { + "left": "issue:42907", + "right": "issue:44964", + "accept": false, + "reason": "Quantized model save failure and Phi-4 multimodal load failure are different code paths." + }, + { + "left": "issue:43976", + "right": "issue:44945", + "accept": false, + "reason": "Python version compatibility and pipeline-parallel output correctness are separate issues." + }, + { + "left": "issue:43576", + "right": "issue:43784", + "accept": false, + "reason": "Broken transformers env command and sentence-transformers import NameError are unrelated." + }, + { + "left": "issue:43329", + "right": "issue:47059", + "accept": false, + "reason": "Undefined multimodal token helper variables in video processing are unrelated to the CLI completion regression." } ] }, @@ -15555,31 +15677,31 @@ "review_unit_count": 62, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-510", "nodes": [ "issue:22355", + "issue:29127", "issue:29159", - "issue:30990", - "issue:33357", + "issue:36296", "issue:39401", "issue:41628", + "issue:42175", "issue:42371", + "issue:42757", "issue:42907", + "issue:43116", "issue:43122", - "issue:43329", + "issue:43278", "issue:43408", "issue:43452", "issue:43475", - "issue:43576", - "issue:43646", "issue:43756", "issue:43784", "issue:43824", "issue:43937", - "issue:43976", "issue:44038", "issue:44060", "issue:44117", @@ -15594,43 +15716,36 @@ "issue:44521", "issue:44625", "issue:44704", + "issue:44779", "issue:44829", + "issue:44938", "issue:44945", - "issue:44964", + "issue:45200", "issue:45216", "issue:45278", "issue:45290", "issue:45478", "issue:45600", - "issue:46002", "issue:46172", "issue:46326", - "issue:46762", - "issue:47059" + "issue:46614", + "issue:46762" ], "soft_pairs": [ - "issue:43646|issue:46002", - "issue:42907|issue:44945", - "issue:30990|issue:33357", - "issue:44295|issue:44297", - "issue:42907|issue:44964", - "issue:43976|issue:44945", - "issue:43329|issue:47059", - "issue:43576|issue:43784", "issue:43756|issue:44060", "issue:41628|issue:45278", - "issue:42371|issue:44263", "issue:42907|issue:43937", - "issue:39401|issue:44488", + "issue:42371|issue:44263", "issue:44117|issue:44704", + "issue:39401|issue:44488", "issue:43784|issue:45600", "issue:39401|issue:44521", "issue:44625|issue:44829", "issue:46172|issue:46762", "issue:44704|issue:45290", "issue:43122|issue:46326", - "issue:43408|issue:43475", "issue:44360|issue:44485", + "issue:43408|issue:43475", "issue:43122|issue:44521", "issue:44038|issue:44297", "issue:42907|issue:43452", @@ -15638,186 +15753,146 @@ "issue:44038|issue:44295", "issue:45216|issue:45478", "issue:44038|issue:44222", - "issue:43824|issue:44351" + "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:43278|issue:44945", + "issue:22355|issue:29127", + "issue:42175|issue:44938" ], - "prepared_review_unit_hash": "1df1bb936f56d2a3c8a8d5c04771ae1c501e7c6cfda5ddf37fb50f2457040355", + "prepared_review_unit_hash": "036775a5ff9b74c097e4f6ccfeb0e407b09812d1a52957abd11bba994c2ed10d", "component_budget": { "node_count": 510, "item_count": 510, "soft_pair_count": 1874, - "serialized_chars": 972519, - "estimated_input_tokens": 243130, - "estimated_eval_tokens": 486516 + "serialized_chars": 972522, + "estimated_input_tokens": 243131, + "estimated_eval_tokens": 486518 }, "budget": { - "node_count": 47, - "item_count": 47, + "node_count": 48, + "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 35774, - "estimated_input_tokens": 8944, - "estimated_eval_tokens": 18144 + "serialized_chars": 36383, + "estimated_input_tokens": 9096, + "estimated_eval_tokens": 18448 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These are mostly unrelated Transformers bug reports spanning tokenizers, imports, multimodal processors, and model-specific regressions. None of the soft edges look like true duplicates of the same concrete issue, so all should stay separate.", - "confidence": 0.92, - "canonical_issue_reason": "issue:45278 is the broadest umbrella-style report in the set: a generic burst of import regressions after upgrading versions. It is more representative than the narrower model-, tokenizer-, or API-specific bugs.", + "summary": "This cluster is heterogeneous and does not contain a clear duplicate set. The soft pairs mostly share broad keywords like tokenizer, import, or model-regression, but they describe different code paths and symptoms, so none should be merged.", + "confidence": 0.97, + "canonical_issue_reason": "No canonical issue: the items span unrelated bugs across imports, tokenization, model config, saving/loading, and training behavior.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45278 is the best single anchor for this cluster because it captures the widest regression symptom and could subsume multiple import-related reports, while the rest are much more specialized.", + "best_issue_reason": "No single issue is a good global representative; picking one would be arbitrary because the cluster is not a true duplicate group.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:43646", - "right": "issue:46002", - "accept": false, - "reason": "Different failure modes: custom model initialization breakage vs NaNs in classification heads. Same project/version context, but not the same bug." - }, - { - "left": "issue:42907", - "right": "issue:44945", - "accept": false, - "reason": "Saving dequantized models is unrelated to incorrect outputs under pipeline parallelism. Different code paths and symptoms." - }, - { - "left": "issue:30990", - "right": "issue:33357", - "accept": false, - "reason": "Both are loading/runtime problems, but one is SentenceTransformers hanging and the other is a MacOS bus error with a CLIP model. Too different to merge." - }, - { - "left": "issue:44295", - "right": "issue:44297", - "accept": false, - "reason": "Position_ids buffer access error is unrelated to tokenizer_class mismatch during save_pretrained. Similar API surface, different bug." - }, - { - "left": "issue:42907", - "right": "issue:44964", - "accept": false, - "reason": "Dequantized save_pretrained failure and loading Phi-4 multimodal are distinct model workflows with different underlying issues." - }, - { - "left": "issue:43976", - "right": "issue:44945", - "accept": false, - "reason": "Python version compatibility and pipeline parallel output corruption are not the same concrete defect." - }, - { - "left": "issue:43329", - "right": "issue:47059", - "accept": false, - "reason": "A multimodal processor internal video-token bug is unrelated to a CLI compatibility break in huggingface_hub." - }, - { - "left": "issue:43576", - "right": "issue:43784", - "accept": false, - "reason": "Broken env command in v5 and a NameError on importing sentence-transformers are separate import/packaging problems, not one bug." - }, { "left": "issue:43756", "right": "issue:44060", "accept": false, - "reason": "Smollm3 RoPE layer mismatch and Qwen3-Next tied-weights warning are model-specific architectural issues with no shared code path." + "reason": "Different Qwen3-Next vs Smollm3 model bugs; one is RoPE-layer drop, the other is a tied-weights warning." }, { "left": "issue:41628", "right": "issue:45278", "accept": false, - "reason": "Missing AutoImageProcessor export and broad import errors after upgrade are related only at a very high level; the concrete symbols and causes differ." - }, - { - "left": "issue:42371", - "right": "issue:44263", - "accept": false, - "reason": "TF32 settings warning and a torch.split return-value issue in GlmMoeDsaIndexer are unrelated subsystems." + "reason": "Both mention imports, but one is a missing AutoImageProcessor symbol and the other is a broad install/upgrade import breakage." }, { "left": "issue:42907", "right": "issue:43937", "accept": false, - "reason": "Saving dequantized models has nothing to do with invalid GenerationConfig validation for GLM-5." + "reason": "Saving dequantized Minstral/Devstral models is unrelated to GLM-5 GenerationConfig validation." }, { - "left": "issue:39401", - "right": "issue:44488", + "left": "issue:42371", + "right": "issue:44263", "accept": false, - "reason": "Wrong offset_mapping in Qwen3 tokenization and failure to load a specific model checkpoint are different tokenizer/model loading bugs." + "reason": "Packaging/backend installation issue is unrelated to the GlmMoeDsaIndexer torch.split behavior." }, { "left": "issue:44117", "right": "issue:44704", "accept": false, - "reason": "TOKENIZER_MAPPING_NAMES returning None and AutoProcessor not forwarding kwargs to cached_file are different loader plumbing problems." + "reason": "TOKENIZER_MAPPING_NAMES None handling and AutoProcessor cached_file kwargs are different failure modes." + }, + { + "left": "issue:39401", + "right": "issue:44488", + "accept": false, + "reason": "Qwen3 offset_mapping is a tokenizer alignment bug; loading cjvt/sleng-bert is a separate model-loading issue." }, { "left": "issue:43784", "right": "issue:45600", "accept": false, - "reason": "Importing sentence-transformers with latest transformers and stale auto_mappings references to removed Sam3LiteText configs are separate breakages." + "reason": "Sentence-transformers import NameError is unrelated to stale Sam3LiteText references in auto_mappings.py." }, { "left": "issue:39401", "right": "issue:44521", "accept": false, - "reason": "A tokenizer offset_mapping regression is not the same as assistant_masks being all zero for multimodal chat templates." + "reason": "Offset-mapping correctness and multimodal assistant_masks are distinct tokenizer/template bugs." }, { "left": "issue:44625", "right": "issue:44829", "accept": false, - "reason": "num_labels propagation in Qwen3.5 and degenerate training with flash_attention_3 are different model configuration and training-path issues." + "reason": "num_labels propagation in Qwen3.5 is unrelated to flash_attention_3 causing degenerate training." }, { "left": "issue:46172", "right": "issue:46762", "accept": false, - "reason": "Deepseek-v4 comb transpose/dtype bug and Minimax MSA numerical differences are distinct implementation mismatches." + "reason": "Both are numerical/model issues, but they concern different models and different attention implementations." }, { "left": "issue:44704", "right": "issue:45290", "accept": false, - "reason": "Passing kwargs to cached_file and crashing on tool-call assistant messages are unrelated code paths." + "reason": "Passing kwargs to cached_file is a processor-loading bug; tool-call handling in apply_chat_template is a separate template bug." }, { "left": "issue:43122", "right": "issue:46326", "accept": false, - "reason": "Version-to-version tokenization differences and continue_final_message handling for mistral_common are both tokenizer-related, but not the same concrete defect." + "reason": "Both involve tokenizer behavior, but one is a version-to-version regression and the other is mistral_common continue_final_message handling." }, { - "left": "issue:43408", - "right": "issue:43475", + "left": "issue:44360", + "right": "issue:44485", "accept": false, - "reason": "A model-type warning during loading and a missing fpn_position_embeddings attribute in SAM 3 Video are different SAM3 issues." + "reason": "A missing ReLU in the DSA indexer is unrelated to GLM-5 RoPE implementation details." }, { - "left": "issue:44360", - "right": "issue:44485", + "left": "issue:43408", + "right": "issue:43475", "accept": false, - "reason": "A DSA indexer lacking ReLU and a GLM-5 RoPE implementation problem are unrelated model internals." + "reason": "Sam3 video/tracker type warning and missing fpn_position_embeddings are different SAM3 code-path problems." }, { "left": "issue:43122", "right": "issue:44521", "accept": false, - "reason": "Different tokenization outputs across versions and all-zero assistant masks for multimodal inputs are not the same failure." + "reason": "Generic tokenization changes and multimodal assistant mask generation are not the same bug." }, { "left": "issue:44038", "right": "issue:44297", "accept": false, - "reason": "Qwen3-VL-Moe loading issues and tokenizer_class mismatch on save_pretrained affect different paths and artifacts." + "reason": "Qwen3-VL-Moe version bug and tokenizer_class mismatch on save_pretrained are separate issues." }, { "left": "issue:42907", "right": "issue:43452", "accept": false, - "reason": "Saving dequantized models and gguf_file breaking from_pretrained are separate serialization/loading bugs." + "reason": "Model dequantization save failures are unrelated to gguf_file load failures in tokenizer/model from_pretrained." }, { "left": "issue:22355", @@ -15829,76 +15904,126 @@ "left": "issue:44038", "right": "issue:44295", "accept": false, - "reason": "Qwen3-VL-Moe load failure and position_ids buffer read error do not share the same underlying code path." + "reason": "Qwen3-VL-Moe bug and position_ids buffer reading error are different model/runtime problems." }, { "left": "issue:45216", "right": "issue:45478", "accept": false, - "reason": "Both involve Qwen3.5 save/load regressions, but one is save_pretrained checkpoint correctness and the other is a from_pretrained error; not enough to treat as one bug." + "reason": "One is a save_pretrained checkpoint regression; the other is a from_pretrained load error." + }, + { + "left": "issue:44038", + "right": "issue:44222", + "accept": false, + "reason": "Qwen3-VL-Moe failure and FP8 save_pretrained on moe are different model-saving paths." }, { "left": "issue:43824", "right": "issue:44351", "accept": false, - "reason": "Missing Qwen2_5_VLForConditionalGeneration export and missing HybridCache export are separate import-symbol 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": 26, - "review_unit_index": 52, + "reason": "Missing Qwen2_5_VLForConditionalGeneration and missing HybridCache are just separate import errors." + }, + { + "left": "issue:43116", + "right": "issue:45200", + "accept": false, + "reason": "run_classification.py multi-label output issue is unrelated to Gemma 4 mm_token_type_ids defaults." + }, + { + "left": "issue:39401", + "right": "issue:46614", + "accept": false, + "reason": "Qwen3 offset_mapping and Wav2Vec2 phonemizer backend state are unrelated tokenizer bugs." + }, + { + "left": "issue:43122", + "right": "issue:44779", + "accept": false, + "reason": "A broad tokenizer regression in v5 is not the same as Deepseek-specific incorrect tokenization." + }, + { + "left": "issue:42757", + "right": "issue:44351", + "accept": false, + "reason": "Missing is_offline_mode from huggingface_hub and missing HybridCache are separate import failures." + }, + { + "left": "issue:36296", + "right": "issue:43116", + "accept": false, + "reason": "Tensor parallel training and multi-label classification empty outputs are unrelated." + }, + { + "left": "issue:43278", + "right": "issue:44945", + "accept": false, + "reason": "BF16-to-FP32 dtype drift in evaluation is unrelated to incorrect pipeline-parallel LLM output." + }, + { + "left": "issue:22355", + "right": "issue:29127", + "accept": false, + "reason": "An import error for transformers.onnx is unrelated to LayoutLMv3 box-validation error messaging." + }, + { + "left": "issue:42175", + "right": "issue:44938", + "accept": false, + "reason": "Torch extra backend packaging and Python 3.14 load failure are not the same underlying issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 52, "review_unit_count": 62, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-510", "nodes": [ - "issue:22355", - "issue:29127", - "issue:36296", + "issue:28348", "issue:38617", - "issue:39401", - "issue:42175", "issue:42371", "issue:42673", - "issue:42757", + "issue:42796", "issue:42898", "issue:43066", "issue:43116", - "issue:43122", - "issue:43278", "issue:43493", "issue:43611", + "issue:43618", + "issue:43825", "issue:43874", "issue:43937", "issue:43976", + "issue:43992", "issue:44038", "issue:44075", "issue:44188", - "issue:44351", "issue:44355", "issue:44485", "issue:44610", "issue:44625", + "issue:44704", "issue:44779", "issue:44936", - "issue:44938", - "issue:44945", + "issue:44995", "issue:45072", "issue:45083", - "issue:45200", + "issue:45092", "issue:45278", "issue:45357", "issue:45446", @@ -15908,20 +16033,17 @@ "issue:46231", "issue:46328", "issue:46614", + "issue:46640", + "issue:46697", + "issue:46710", "issue:46726", + "issue:46762", + "issue:46829", "issue:46877", "issue:46909", "issue:46981" ], "soft_pairs": [ - "issue:43116|issue:45200", - "issue:39401|issue:46614", - "issue:43122|issue:44779", - "issue:42757|issue:44351", - "issue:36296|issue:43116", - "issue:43278|issue:44945", - "issue:22355|issue:29127", - "issue:42175|issue:44938", "issue:43493|issue:45753", "issue:44188|issue:46328", "issue:46231|issue:46877", @@ -15929,9 +16051,9 @@ "issue:43937|issue:44485", "issue:38617|issue:45278", "issue:43611|issue:46002", - "issue:43066|issue:44779", "issue:43976|issue:45446", "issue:44038|issue:45478", + "issue:43066|issue:44779", "issue:42673|issue:45072", "issue:44355|issue:46231", "issue:44625|issue:46002", @@ -15941,192 +16063,152 @@ "issue:45083|issue:45446", "issue:44075|issue:44936", "issue:42371|issue:43874", - "issue:46726|issue:46981" + "issue:46726|issue:46981", + "issue:43618|issue:46829", + "issue:43992|issue:44704", + "issue:43116|issue:43825", + "issue:43066|issue:46710", + "issue:28348|issue:46640", + "issue:44995|issue:46697", + "issue:42673|issue:42796", + "issue:45092|issue:46762" ], - "prepared_review_unit_hash": "897738af37eaf68f47cb2389e159f938f1b05108725b33dc63cadec461966fae", + "prepared_review_unit_hash": "eb1bff780d959823ed74200a1ed7ee0c53dac887985ad2a47a9e6df50596e464", "component_budget": { "node_count": 510, "item_count": 510, "soft_pair_count": 1874, - "serialized_chars": 972519, - "estimated_input_tokens": 243130, - "estimated_eval_tokens": 486516 + "serialized_chars": 972522, + "estimated_input_tokens": 243131, + "estimated_eval_tokens": 486518 }, "budget": { - "node_count": 47, - "item_count": 47, + "node_count": 48, + "item_count": 48, "soft_pair_count": 28, - "serialized_chars": 35114, - "estimated_input_tokens": 8779, - "estimated_eval_tokens": 17814 + "serialized_chars": 35828, + "estimated_input_tokens": 8957, + "estimated_eval_tokens": 18170 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is not a duplicate set; it mixes unrelated import errors, tokenizer regressions, multimodal model bugs, training/runtime issues, and doc/tooling problems. None of the soft-edge pairs look like the same concrete defect.", - "confidence": 0.96, - "canonical_issue_reason": "No canonical issue: the items are too heterogeneous to represent one underlying bug or change.", - "canonical_pr_reason": "No PRs are present in this cluster.", - "best_issue_reason": "No single issue is a good global representative because the cluster spans multiple unrelated subsystems and failure modes.", - "best_pr_reason": "No PRs are present, so there is no best PR candidate.", + "summary": "This cluster is mostly a grab bag of Transformers v5 regressions and model-specific bugs; the soft pairs do not look like true duplicates under strict triage. I\u2019d use the broad upgrade-regression report as the canonical issue, since it is the most general umbrella among otherwise narrow reports.", + "confidence": 0.58, + "canonical_issue_reason": "Issue 45278 is the broadest umbrella report in the set: \u201cmany import errors after update\u201d can subsume narrower import-regression cases, while the others are mostly model-, tokenizer-, or API-specific.", + "canonical_pr_reason": null, + "best_issue_reason": "45278 is the best representative issue because it describes a general post-upgrade breakage pattern rather than one narrow model or function failure.", + "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:43116", - "right": "issue:45200", - "accept": false, - "reason": "Both involve text generation/classification behavior, but one is a multi-label example bug and the other is Gemma 4 multimodal token IDs; different code paths and fixes." - }, - { - "left": "issue:39401", - "right": "issue:46614", - "accept": false, - "reason": "Both are tokenizer-related, but one is Qwen3 offset mapping and the other is Wav2Vec2 phonemizer language state; unrelated defects." - }, - { - "left": "issue:43122", - "right": "issue:44779", - "accept": false, - "reason": "Both mention tokenizer regressions in v5, but one is a broad tokenization change report and the other is a Deepseek-specific incorrect result; not clearly the same bug." - }, - { - "left": "issue:42757", - "right": "issue:44351", - "accept": false, - "reason": "Both are import errors, but they are for different symbols from different packages; separate missing-export issues." - }, - { - "left": "issue:36296", - "right": "issue:43116", - "accept": false, - "reason": "Tensor parallel training and multi-label example output are unrelated problems." - }, - { - "left": "issue:43278", - "right": "issue:44945", - "accept": false, - "reason": "One is a dtype mismatch in eval, the other is incorrect output under pipeline parallelism; different runtime failures." - }, - { - "left": "issue:22355", - "right": "issue:29127", - "accept": false, - "reason": "Module import failure for transformers.onnx vs a LayoutLMv3 error-message clarity issue; not the same defect." - }, - { - "left": "issue:42175", - "right": "issue:44938", - "accept": false, - "reason": "A backend extra-install packaging issue and a Python 3.14 load failure are different environment problems." - }, { "left": "issue:43493", "right": "issue:45753", "accept": false, - "reason": "SigLIP2 implementation discrepancy and Qwen3_5 infinite loop are separate model bugs." + "reason": "Both are model behavior regressions, but they concern different models and different failure modes; not the same concrete bug." }, { "left": "issue:44188", "right": "issue:46328", "accept": false, - "reason": "Attention-kernel divergence under torch.compile is unrelated to a padding performance regression." + "reason": "Attention-kernel divergence under torch.compile is unrelated to a padding-performance issue in SequenceFeatureExtractor.pad." }, { "left": "issue:46231", "right": "issue:46877", "accept": false, - "reason": "Both touch doc tooling, but one is a parameter-name mismatch in docs and the other is unwanted stdout at import time." + "reason": "Both touch documentation/runtime messaging, but they are different doc-related problems with no shared code path." }, { "left": "issue:42898", "right": "issue:46614", "accept": false, - "reason": "A v5 tokenizer cleanup-behavior change and a stale phonemizer backend state bug are unrelated." + "reason": "One is a v5 tokenization cleanup behavior change, the other is a stale phonemizer backend state bug." }, { "left": "issue:43937", "right": "issue:44485", "accept": false, - "reason": "GenerationConfig validation failure and GLM-5 RoPE implementation concerns are different issues." + "reason": "Same model family, but one is invalid GenerationConfig handling and the other is a RoPE implementation discussion; not the same bug." }, { "left": "issue:38617", "right": "issue:45278", "accept": false, - "reason": "A specific missing import and a broad bundle of import errors after upgrade are not the same concrete bug." + "reason": "The latter is a broad umbrella for many import failures, but the former is a specific missing-symbol ImportError; too little evidence they are the same underlying defect." }, { "left": "issue:43611", "right": "issue:46002", "accept": false, - "reason": "Model loading via base_model_prefix and NaNs in classification heads are distinct failures." - }, - { - "left": "issue:43066", - "right": "issue:44779", - "accept": false, - "reason": "Tokenizer decoder-type regression and Deepseek output regression may be related broadly, but not enough to be the same concrete change." + "reason": "Base-model-prefix loading regression and NaNs in classification heads are different failures." }, { "left": "issue:43976", "right": "issue:45446", "accept": false, - "reason": "Python version compatibility and a PyTorch version-check bug in flex_attention are unrelated." + "reason": "These are unrelated version-check/regression reports affecting different subsystems." }, { "left": "issue:44038", "right": "issue:45478", "accept": false, - "reason": "Both involve Qwen3.5/Moe, but they report different versioned failures and likely different code paths." + "reason": "Both involve Qwen/MoE models, but the titles point to different model variants and different load-time failures." + }, + { + "left": "issue:43066", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer regressions, but they target different tokenizers and different symptoms." }, { "left": "issue:42673", "right": "issue:45072", "accept": false, - "reason": "VRAM leak in dataloader threads and bfloat16 dtype mismatches are different bugs." + "reason": "VRAM leakage in threaded generation and bfloat16 dtype mismatches are unrelated issues." }, { "left": "issue:44355", "right": "issue:46231", "accept": false, - "reason": "Compiled Python-file errors and a docstring parameter mismatch are unrelated." + "reason": "Running compiled Python files and a training API doc mismatch are not the same underlying bug." }, { "left": "issue:44625", "right": "issue:46002", "accept": false, - "reason": "Config propagation for num_labels and classification-head NaNs are separate training/model-init problems." + "reason": "A missing num_labels propagation bug is not the same as NaNs in classification heads." }, { "left": "issue:45357", "right": "issue:45478", "accept": false, - "reason": "Both are Qwen3.5 save/load regressions, but one is incorrect saved keys and the other is from_pretrained failure; not the same fix." + "reason": "Both are Qwen3.5/MoE-related, but one is a save_pretrained key regression and the other is a from_pretrained error; different code paths." }, { "left": "issue:43116", "right": "issue:43493", "accept": false, - "reason": "A classification example bug and a SigLIP2 implementation discrepancy do not share the same underlying defect." + "reason": "An example-script multi-label classification bug is unrelated to a SigLIP2 implementation discrepancy." }, { "left": "issue:44610", "right": "issue:46909", "accept": false, - "reason": "A processor/model input-size mismatch and a broken documentation example are different kinds of issues." + "reason": "Processor input-size mismatch and a broken documentation example are not the same change or bug." }, { "left": "issue:45083", "right": "issue:45446", "accept": false, - "reason": "A Qwen3 Omni feature-length helper bug and a PyTorch version-check bug are unrelated." + "reason": "A helper length-calculation bug in qwen3_omni_moe is unrelated to a PyTorch version check issue." }, { "left": "issue:44075", "right": "issue:44936", "accept": false, - "reason": "Optimizer argument handling and trainer.evaluate failing after train are different training issues." + "reason": "Optimizer argument handling and trainer evaluate-after-train behavior are different bugs." }, { "left": "issue:42371", @@ -16138,7 +16220,55 @@ "left": "issue:46726", "right": "issue:46981", "accept": false, - "reason": "Both involve AutoProcessor.from_pretrained, but one is missing-vision-backend handling and the other is HTTP 429 retry behavior; different failure modes." + "reason": "Both involve AutoProcessor.from_pretrained, but one is about missing vision backend handling and the other is HTTP 429 retry behavior; different concrete problems." + }, + { + "left": "issue:43618", + "right": "issue:46829", + "accept": false, + "reason": "Both are output-structure regressions, but they affect different models and different fields." + }, + { + "left": "issue:43992", + "right": "issue:44704", + "accept": false, + "reason": "Missing embed_tokens.weight in a model encoder load path is unrelated to AutoProcessor kwarg forwarding." + }, + { + "left": "issue:43116", + "right": "issue:43825", + "accept": false, + "reason": "An example classification bug and a pipeline error-message regression are distinct issues." + }, + { + "left": "issue:43066", + "right": "issue:46710", + "accept": false, + "reason": "Tokenizer decoder-type regression and an accuracy regression in a model checkpoint are not the same bug." + }, + { + "left": "issue:28348", + "right": "issue:46640", + "accept": false, + "reason": "Both mention Flash Attention 2, but one is a specific GPT2LMHeadModel support request and the other is a generic issue report without the same concrete scope." + }, + { + "left": "issue:44995", + "right": "issue:46697", + "accept": false, + "reason": "A stale indexer-cache crash on second forward pass is unrelated to image over-padding." + }, + { + "left": "issue:42673", + "right": "issue:42796", + "accept": false, + "reason": "VRAM leakage in multithreaded use and tokenizer BPE-marker handling are unrelated." + }, + { + "left": "issue:45092", + "right": "issue:46762", + "accept": false, + "reason": "Meta-init incompatibility for old remote-code checkpoints and numerical divergence in attention outputs are different classes of failures." } ] }, @@ -16157,69 +16287,61 @@ "review_unit_count": 62, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-510", "nodes": [ - "issue:28348", "issue:33453", + "issue:38617", "issue:39401", + "issue:41628", "issue:42222", - "issue:42673", - "issue:42796", + "issue:42617", "issue:43064", - "issue:43066", - "issue:43116", + "issue:43122", + "issue:43408", "issue:43441", "issue:43450", - "issue:43618", "issue:43673", + "issue:43742", "issue:43824", - "issue:43825", "issue:43827", "issue:43937", "issue:43986", - "issue:43992", "issue:44117", "issue:44263", "issue:44291", "issue:44380", "issue:44410", "issue:44466", - "issue:44704", "issue:44779", + "issue:44829", "issue:44977", - "issue:44995", "issue:45071", - "issue:45092", + "issue:45081", + "issue:45216", "issue:45310", + "issue:45341", + "issue:45362", "issue:45405", "issue:45446", + "issue:45561", "issue:45563", "issue:45588", + "issue:45632", "issue:46002", "issue:46077", + "issue:46298", "issue:46328", - "issue:46640", - "issue:46697", - "issue:46710", + "issue:46512", "issue:46752", "issue:46762", - "issue:46829", "issue:46981", "issue:47000", "issue:47059" ], "soft_pairs": [ - "issue:43618|issue:46829", - "issue:43992|issue:44704", - "issue:43116|issue:43825", - "issue:43066|issue:46710", - "issue:28348|issue:46640", - "issue:44995|issue:46697", - "issue:45092|issue:46762", - "issue:42673|issue:42796", "issue:43827|issue:45446", "issue:33453|issue:39401", "issue:44263|issue:46762", @@ -16230,213 +16352,230 @@ "issue:42222|issue:47000", "issue:42222|issue:46752", "issue:43937|issue:45563", - "issue:44291|issue:45071", "issue:45405|issue:45446", "issue:44380|issue:46077", + "issue:44291|issue:45071", "issue:44117|issue:45588", "issue:44466|issue:46002", "issue:44410|issue:45310", "issue:39401|issue:44779", "issue:43450|issue:43986", "issue:43937|issue:44977", - "issue:45071|issue:47059" + "issue:45071|issue:47059", + "issue:45341|issue:46328", + "issue:45071|issue:46512", + "issue:45341|issue:45561", + "issue:44829|issue:45216", + "issue:45632|issue:46981", + "issue:43408|issue:43742", + "issue:44117|issue:45081", + "issue:42617|issue:45341", + "issue:38617|issue:41628", + "issue:43122|issue:46298", + "issue:45362|issue:46328" ], - "prepared_review_unit_hash": "503187e055285b01bcf7a3d3ab8aaa8bf7047919960a0c6c941a012e2aec6410", + "prepared_review_unit_hash": "c3a7e6223dead10b69ab48dcb3649d3fc6f20c4e4dde069a6ea41c3508d3da38", "component_budget": { "node_count": 510, "item_count": 510, "soft_pair_count": 1874, - "serialized_chars": 972519, - "estimated_input_tokens": 243130, - "estimated_eval_tokens": 486516 + "serialized_chars": 972522, + "estimated_input_tokens": 243131, + "estimated_eval_tokens": 486518 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 28, - "serialized_chars": 35936, - "estimated_input_tokens": 8984, - "estimated_eval_tokens": 18224 + "soft_pair_count": 31, + "serialized_chars": 36970, + "estimated_input_tokens": 9243, + "estimated_eval_tokens": 18742 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is highly heterogeneous: it mixes tokenizer, generation, processor, attention, and training issues with no strong single duplicate theme. All soft-edge pairs look like separate bugs or feature requests rather than the same underlying change; no PRs are present.", - "confidence": 0.68, - "canonical_issue_reason": "No true canonical duplicate stands out, but issue:46640 is the least-specific and broadest open report in the set, and it is the only item that cleanly matches the small flash-attention overlap seen elsewhere.", + "summary": "This cluster is heterogeneous: most items are unrelated tokenizer/model/import/configuration regressions, so none of the proposed soft edges are safe duplicate merges. The best representative issue is the broad tokenization regression report in 43122, but it is still not a duplicate of the others.", + "confidence": 0.88, + "canonical_issue_reason": "issue:43122 is the clearest, most general regression report in the set: it compares v4.57.3 vs v5, describes a reproducible tokenizer behavior change, and is broad enough to represent the cluster better than the model-specific or one-off bugs.", "canonical_pr_reason": null, - "best_issue_reason": "Issue:46640 is the best cluster anchor because it is broad, open, and thematically closer to the only flash-attention-related overlap than the more model-specific or unrelated issues.", + "best_issue_reason": "issue:43122 is the strongest overall issue candidate because it is explicit about a version regression, has clear reproduction impact, and is more representative than the narrower, model-specific reports.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:43618", - "right": "issue:46829", - "accept": false, - "reason": "Both mention output fields being wrong, but one is CLIP attentions disappearing and the other is VideoPrism hidden_states being mis-assigned; different models and different code paths." - }, - { - "left": "issue:43992", - "right": "issue:44704", - "accept": false, - "reason": "UMT5Encoder missing embed_tokens.weight and AutoProcessor not passing kwargs to cached_file are unrelated failures in different subsystems." - }, - { - "left": "issue:43116", - "right": "issue:43825", - "accept": false, - "reason": "One is a multi-label classification example returning empty results; the other is a pipeline() error message about unsupported translation tasks. Same area loosely, but not the same bug." - }, - { - "left": "issue:43066", - "right": "issue:46710", - "accept": false, - "reason": "Tokenizer decoder type corruption and an accuracy regression after upgrading Transformers are different problems with different symptoms." - }, - { - "left": "issue:28348", - "right": "issue:46640", - "accept": false, - "reason": "Issue 28348 is a feature request to add FlashAttention 2 support for GPT2LMHeadModel, while 46640 is a separate Flash Attention 2 bug report." - }, - { - "left": "issue:44995", - "right": "issue:46697", - "accept": false, - "reason": "Stale indexer cache crashes on second forward pass is unrelated to an image processor over-padding batched inputs." - }, - { - "left": "issue:45092", - "right": "issue:46762", - "accept": false, - "reason": "Meta-initialization incompatibility for old remote-code checkpoints is not the same as numerical differences in Minimax MSA attention." - }, - { - "left": "issue:42673", - "right": "issue:42796", - "accept": false, - "reason": "A VRAM leak in multi-threaded Qwen3 causal LM use and a tokenizer BPE-marker handling bug are different issues." - }, { "left": "issue:43827", "right": "issue:45446", "accept": false, - "reason": "Documentation still referencing pipeline() and a wrong PyTorch version check are separate fixes." + "reason": "Docs referencing pipeline removals and a flex_attention import/version-check bug are different subsystems and different failure modes." }, { "left": "issue:33453", "right": "issue:39401", "accept": false, - "reason": "Tokenizer loading regression and Qwen3 offset_mapping errors are both tokenizer-related, but the described failures are not the same underlying bug." + "reason": "Both are tokenizer-related, but one is a loading regression and the other is an offset_mapping correctness bug in a specific tokenizer." }, { "left": "issue:44263", "right": "issue:46762", "accept": false, - "reason": "A torch.split return-value issue in GlmMoeDsaIndexer is unrelated to the Minimax attention numerical-difference report." + "reason": "GlmMoeDsaIndexer split behavior and Minimax MSA attention numerical differences are unrelated model implementation bugs." }, { "left": "issue:43824", "right": "issue:46981", "accept": false, - "reason": "ImportError for Qwen2_5_VLForConditionalGeneration and repeated HTTP 429 retries in AutoProcessor are different failure modes." + "reason": "A missing exported model class and repeated HTTP 429 retries in AutoProcessor are unrelated import vs networking issues." }, { "left": "issue:43064", "right": "issue:43673", "accept": false, - "reason": "Wrong optimizer states/params under FSDP2 + PEFT is a training-state bug, not the missing GenerationMixin cache issue in chunked prefill." + "reason": "FSDP2/PEFT optimizer-state corruption and chunked_prefill cache handling do not describe the same code path." }, { "left": "issue:42222", "right": "issue:43441", "accept": false, - "reason": "Vitpose model breakage and a Ministral FlashAttention failure involve different models and different code paths." + "reason": "VitPose model breakage and Ministral FlashAttention failure are separate model-specific regressions." }, { "left": "issue:43673", "right": "issue:46328", "accept": false, - "reason": "Missing generation cache and a performance issue in SequenceFeatureExtractor.pad are unrelated." + "reason": "Cache missing during generation and an inefficient pad conversion in SequenceFeatureExtractor are different behaviors in different modules." }, { "left": "issue:42222", "right": "issue:47000", "accept": false, - "reason": "A broken vitpose model family and RTDetrLoss cost-matrix infeasibility are unrelated." + "reason": "VitPose model loading and RTDetrLoss infeasible cost matrix are unrelated model and loss-function bugs." }, { "left": "issue:42222", "right": "issue:46752", "accept": false, - "reason": "Vitpose breakage and apply_chat_template crashing on an empty list are unrelated bugs." + "reason": "VitPose model breakage and empty-list chat template failure are clearly different features and failure modes." }, { "left": "issue:43937", "right": "issue:45563", "accept": false, - "reason": "An invalid GenerationConfig and a stale num_return_sequences warning are not the same problem." - }, - { - "left": "issue:44291", - "right": "issue:45071", - "accept": false, - "reason": "Unexpected _is_hf_initialized in init_empty_weights and v5.4.0 type checking breakage are separate compatibility issues." + "reason": "Invalid GenerationConfig for GLM-5 and a stale warning in paged generate are not the same underlying bug." }, { "left": "issue:45405", "right": "issue:45446", "accept": false, - "reason": "A PEFT minimum-version bump and an incorrect PyTorch version check for AuxRequest are unrelated." + "reason": "A released-version dependency bump problem and a PyTorch version check bug in flex_attention are unrelated." }, { "left": "issue:44380", "right": "issue:46077", "accept": false, - "reason": "GPT2 attention scaling being ignored under SDPA/FlashAttention and Gemma4 building causal masks despite bidirectional attention are different attention-bug classes." + "reason": "GPT2 attention-scaling being ignored and Gemma4 building causal masks despite bidirectional config are different attention semantics bugs." + }, + { + "left": "issue:44291", + "right": "issue:45071", + "accept": false, + "reason": "Unexpected _is_hf_initialized argument in init_empty_weights and PretrainedConfig type-checking breakage are distinct API compatibility issues." }, { "left": "issue:44117", "right": "issue:45588", "accept": false, - "reason": "TOKENIZER_MAPPING_NAMES returning None and a flash_attention.py crash on s_aux=None are unrelated." + "reason": "TOKENIZER_MAPPING_NAMES returning None and flash_attention.py crashing on s_aux=None are unrelated lookup vs attention-integration bugs." }, { "left": "issue:44466", "right": "issue:46002", "accept": false, - "reason": "Inconsistent lm_head.weight serialization and NaNs in classification heads are different defects." + "reason": "Inconsistent lm_head serialization and NaNs after checkout/init are different checkpointing/training symptoms." }, { "left": "issue:44410", "right": "issue:45310", "accept": false, - "reason": "qwen3next missing projections and Qwen3.5 Moe from_pretrained errors are related by family name only; the concrete bugs differ." + "reason": "Missing projections in qwen3next layer 0 and Qwen3.5 MoE from_pretrained errors are model-family-specific and not clearly the same defect." }, { "left": "issue:39401", "right": "issue:44779", "accept": false, - "reason": "Both are tokenizer bugs, but one is wrong offset_mapping and the other is incorrect tokenization results; not enough evidence they share the same root cause." + "reason": "Both are tokenizer regressions, but they affect different model tokenizers and report different symptoms (offset mapping vs wrong outputs)." }, { "left": "issue:43450", "right": "issue:43986", "accept": false, - "reason": "Batched video processor shape errors and AutoProcessor crashes without torchvision are different video-processing issues." + "reason": "Batched video processor shape errors and AutoProcessor crashes without torchvision are separate video-processing issues." }, { "left": "issue:43937", "right": "issue:44977", "accept": false, - "reason": "GenerationConfig validation and DeepSeek tokenizer incorrect outputs are unrelated." + "reason": "GLM-5 GenerationConfig validation and Qwen3.5 flash-attention generation failure are unrelated." }, { "left": "issue:45071", "right": "issue:47059", "accept": false, - "reason": "Type-checking breakage in PretrainedConfig and a CLI completion attribute error from huggingface_hub are unrelated." + "reason": "PretrainedConfig type checking and a cli compatibility error with huggingface_hub are different breakages." + }, + { + "left": "issue:45341", + "right": "issue:46328", + "accept": false, + "reason": "A vague testing_utils bug and a padding performance issue in SequenceFeatureExtractor are not the same underlying change." + }, + { + "left": "issue:45071", + "right": "issue:46512", + "accept": false, + "reason": "Type-checking regressions in PretrainedConfig and stale config.dtype after from_config are different configuration-state issues." + }, + { + "left": "issue:45341", + "right": "issue:45561", + "accept": false, + "reason": "A generic testing_utils bug report and an xdist race on captured_info.txt are too different to merge as duplicates." + }, + { + "left": "issue:44829", + "right": "issue:45216", + "accept": false, + "reason": "FlashAttention-3 causing degenerate training and Qwen3.5 checkpoint serialization being incorrect are unrelated bugs." + }, + { + "left": "issue:45632", + "right": "issue:46981", + "accept": false, + "reason": "Local cache-path collisions and repeated 429 retries through HF_ENDPOINT are different request/path handling problems." + }, + { + "left": "issue:43408", + "right": "issue:43742", + "accept": false, + "reason": "Model-type mismatch warnings for sam3 and MobileLLM key errors are unrelated loading issues." + }, + { + "left": "issue:38617", + "right": "issue:41628", + "accept": false, + "reason": "Both are import errors, but they concern different missing exports and different API surfaces." + }, + { + "left": "issue:43122", + "right": "issue:46298", + "accept": false, + "reason": "Tokenization regression and noisy logging are unrelated." + }, + { + "left": "issue:45362", + "right": "issue:46328", + "accept": false, + "reason": "Qwen3.5 chat crashes and SequenceFeatureExtractor padding performance are unrelated feature areas." } ] }, @@ -16460,25 +16599,32 @@ "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-510", "nodes": [ + "issue:27957", "issue:38617", "issue:39401", "issue:41628", "issue:42222", "issue:42371", - "issue:42617", + "issue:43012", "issue:43066", "issue:43097", "issue:43122", "issue:43208", - "issue:43408", - "issue:43742", + "issue:43352", + "issue:43441", + "issue:43577", + "issue:43673", + "issue:43874", + "issue:43931", "issue:43937", "issue:44075", - "issue:44117", + "issue:44077", "issue:44220", "issue:44261", "issue:44263", + "issue:44360", "issue:44410", + "issue:44483", "issue:44484", "issue:44485", "issue:44493", @@ -16487,39 +16633,22 @@ "issue:44877", "issue:44933", "issue:45071", - "issue:45081", - "issue:45216", "issue:45278", "issue:45310", "issue:45341", - "issue:45362", + "issue:45464", "issue:45478", - "issue:45561", - "issue:45632", "issue:45656", + "issue:46172", "issue:46178", "issue:46209", "issue:46231", - "issue:46298", - "issue:46328", - "issue:46512", "issue:46617", "issue:46762", "issue:46894", "issue:46981" ], "soft_pairs": [ - "issue:45341|issue:46328", - "issue:45071|issue:46512", - "issue:45341|issue:45561", - "issue:45632|issue:46981", - "issue:44829|issue:45216", - "issue:43408|issue:43742", - "issue:44117|issue:45081", - "issue:42617|issue:45341", - "issue:38617|issue:41628", - "issue:43122|issue:46298", - "issue:45362|issue:46328", "issue:42222|issue:46178", "issue:44877|issue:46231", "issue:39401|issue:46209", @@ -16529,210 +16658,231 @@ "issue:44261|issue:46762", "issue:38617|issue:44220", "issue:44933|issue:45278", + "issue:42371|issue:46617", "issue:44075|issue:45656", "issue:44410|issue:45478", - "issue:42371|issue:46617", + "issue:43208|issue:46894", "issue:44263|issue:44485", "issue:43066|issue:43122", - "issue:43208|issue:46894", - "issue:43097|issue:44493" + "issue:43097|issue:44493", + "issue:44077|issue:46981", + "issue:44483|issue:45464", + "issue:43673|issue:45341", + "issue:43931|issue:44410", + "issue:41628|issue:45071", + "issue:27957|issue:43352", + "issue:44484|issue:45478", + "issue:43874|issue:44261", + "issue:43012|issue:43577", + "issue:44263|issue:46172", + "issue:43441|issue:44829", + "issue:44360|issue:46172" ], - "prepared_review_unit_hash": "b2e11aba7968931808463999f4090ff8657ddf20a4f176ba6f6c4ec72d05d56c", + "prepared_review_unit_hash": "edef4e1b7cf8dc5e867658a0ee1fed0bdb3aa0ae73eca407d6982f07c2889b68", "component_budget": { "node_count": 510, "item_count": 510, "soft_pair_count": 1874, - "serialized_chars": 972519, - "estimated_input_tokens": 243130, - "estimated_eval_tokens": 486516 + "serialized_chars": 972522, + "estimated_input_tokens": 243131, + "estimated_eval_tokens": 486518 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 27, - "serialized_chars": 34857, - "estimated_input_tokens": 8715, - "estimated_eval_tokens": 17686 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 35608, + "estimated_input_tokens": 8902, + "estimated_eval_tokens": 18060 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This is not a true duplicate cluster: the items span many unrelated bugs (imports, tokenization, model loading, testing utilities, training, and performance). The soft pairs are only broadly similar and do not point to the same concrete underlying defect, so none should be merged.", - "confidence": 0.94, - "canonical_issue_reason": "Issue #45278 is the best umbrella-style representative because it is a broad import-regression report and overlaps with several other import-related titles, but it still should not be treated as a duplicate of the others.", + "summary": "The Qwen3.5 MoE from_pretrained duplicate pair is 45310 \u2194 45478; 44484 is unrelated to that bug and should not be used as the canonical anchor. No PRs are present.", + "confidence": 0.93, + "canonical_issue_reason": "issue:45310 is the best canonical issue because it is the earliest report with the exact same Qwen3.5 MoE from_pretrained error title as issue:45478, making it the clearest representative of that duplicate report.", "canonical_pr_reason": null, - "best_issue_reason": "#45278 is the most generally representative issue in this set, but only as a broad regression bucket rather than a true duplicate target.", + "best_issue_reason": "issue:45310 is the strongest issue candidate overall: it is specific, earliest among the matching Qwen3.5 MoE from_pretrained reports, and it cleanly matches issue:45478 by title and topic.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:45341", - "right": "issue:46328", + "left": "issue:42222", + "right": "issue:46178", "accept": false, - "reason": "Both mention utilities, but one is a small testing_utils bug and the other is a SequenceFeatureExtractor.pad performance issue; different code paths and failures." + "reason": "Different failures: ViTPose model breakage vs an unsupported tensorflow_text backend mapping error." }, { - "left": "issue:45071", - "right": "issue:46512", + "left": "issue:44877", + "right": "issue:46231", "accept": false, - "reason": "Both involve config behavior, but one is a type-checking regression and the other is stale dtype metadata after from_config; distinct bugs." + "reason": "One is a strict config-loading failure; the other is a documentation/parameter-name mismatch." }, { - "left": "issue:45341", - "right": "issue:45561", + "left": "issue:39401", + "right": "issue:46209", "accept": false, - "reason": "Shared testing_utils context, but one is a generic bug and the other is a pytest-xdist race on captured_info.txt; not the same defect." + "reason": "Qwen3 tokenizer offset_mapping bugs and FP8 inference on B200 are unrelated problems." }, { - "left": "issue:45632", - "right": "issue:46981", + "left": "issue:42371", + "right": "issue:44261", "accept": false, - "reason": "Both touch remote/model loading, but one is a cache-path collision for local trust_remote_code models and the other is repeated HTTP 429 retries in AutoProcessor.from_pretrained; different failure modes." + "reason": "TF32 behavior guidance and MLA q_a_layernorm precision handling are different code paths and symptoms." }, { - "left": "issue:44829", - "right": "issue:45216", + "left": "issue:44484", + "right": "issue:45310", "accept": false, - "reason": "One is FA3 training degeneration, the other is a save_pretrained regression for Qwen3.5; unrelated code paths." + "reason": "44484 is about max_shard_size in save_pretrained, not the Qwen3.5 MoE from_pretrained bug in 45310." }, { - "left": "issue:43408", - "right": "issue:43742", + "left": "issue:43937", + "right": "issue:44496", "accept": false, - "reason": "Both are model-loading complaints, but they concern different models and different problems (type mismatch warning vs key error)." + "reason": "GLM-5 GenerationConfig validation and OLMo-Hybrid model_type loading are distinct model-loading issues." }, { - "left": "issue:44117", - "right": "issue:45081", + "left": "issue:44261", + "right": "issue:46762", "accept": false, - "reason": "Both are tokenizer-related, but one is a mapping-name None bug in from_pretrained and the other is a Mistral regex patch crash on backend_tokenizer; not the same bug." + "reason": "Layernorm epsilon precision mismatch is not the same as Minimax MSA attention numerical differences." }, { - "left": "issue:42617", - "right": "issue:45341", + "left": "issue:38617", + "right": "issue:44220", "accept": false, - "reason": "No meaningful overlap beyond general bug reports; one is a 3d_parallel.py runtime issue and the other is a testing_utils bug." + "reason": "ImportError for layer_type_validation is unrelated to _torch_extract_fbank_features()." }, { - "left": "issue:38617", - "right": "issue:41628", + "left": "issue:44933", + "right": "issue:45278", "accept": false, - "reason": "Both are import errors, but they are for different missing symbols in different modules; too broad to merge as one fix." + "reason": "A nonexistent image_utils import and broad import errors after upgrade are related only at a superficial level." }, { - "left": "issue:43122", - "right": "issue:46298", + "left": "issue:42371", + "right": "issue:46617", "accept": false, - "reason": "One is a tokenizer behavior change across versions, the other is just a noisy logging message; unrelated." + "reason": "TF32 settings behavior and trust_remote_code cache FileNotFoundError are unrelated." }, { - "left": "issue:45362", - "right": "issue:46328", + "left": "issue:44075", + "right": "issue:45656", "accept": false, - "reason": "Different problems: Qwen3.5-35B chat crash versus SequenceFeatureExtractor.pad inefficiency." + "reason": "Unused SGD args and optimizer.step being called twice with deepspeed are different training-loop bugs." }, { - "left": "issue:42222", - "right": "issue:46178", + "left": "issue:44410", + "right": "issue:45478", "accept": false, - "reason": "Both involve backend/model support, but one is broken vitpose models and the other is a tensorflow_text backend-mapping error; different fixes." + "reason": "Missing qwen3next projections is unrelated to the Qwen3.5 MoE from_pretrained loading error." }, { - "left": "issue:44877", - "right": "issue:46231", + "left": "issue:43208", + "right": "issue:46894", "accept": false, - "reason": "Strict config loading for granite_speech is unrelated to a documentation parameter-name mismatch in set_training()." + "reason": "xLSTM training blockers and the CohereASR double-shift loss bug are different defects." }, { - "left": "issue:39401", - "right": "issue:46209", + "left": "issue:44263", + "right": "issue:44485", "accept": false, - "reason": "Token offset mapping bug versus FP8 inference failure on B200; different subsystems and symptoms." + "reason": "torch.split return handling in GlmMoeDsaIndexer is unrelated to GLM-5 RoPE implementation." }, { - "left": "issue:42371", - "right": "issue:44261", + "left": "issue:43066", + "right": "issue:43122", "accept": false, - "reason": "TF32 API migration warning is unrelated to MLA q_a_layernorm precision/config epsilon handling." + "reason": "Both concern tokenizer behavior, but they describe different concrete failures." }, { - "left": "issue:44484", - "right": "issue:45310", + "left": "issue:43097", + "right": "issue:44493", "accept": false, - "reason": "Save_pretrained shard-size discussion is unrelated to a Qwen3.5 MoE from_pretrained error." + "reason": "Removed tie_embeddings_and_encoder_decoder and unexpected position-id keys are different v5 migration issues." }, { - "left": "issue:43937", - "right": "issue:44496", + "left": "issue:44077", + "right": "issue:46981", "accept": false, - "reason": "Both are loading/configuration issues, but one is an invalid GenerationConfig and the other is an unrecognized model/config.json problem; different root causes." + "reason": "patchtsmixer post_init policy and AutoProcessor retry behavior on HTTP 429 are unrelated." }, { - "left": "issue:44261", - "right": "issue:46762", + "left": "issue:44483", + "right": "issue:45464", "accept": false, - "reason": "Both are numerical issues, but one is a config epsilon mismatch and the other is a substantial attention implementation discrepancy; not the same bug." + "reason": "Chat/completions request handling and Qwen3.5-0.8B streaming inference are different API/model-specific problems." }, { - "left": "issue:38617", - "right": "issue:44220", + "left": "issue:43673", + "right": "issue:45341", "accept": false, - "reason": "ImportError for a missing symbol versus a fbank feature extraction bug; unrelated." + "reason": "GenerationMixin cache missing in chunked_prefill is unrelated to a testing_utils.py bug." }, { - "left": "issue:44933", - "right": "issue:45278", + "left": "issue:43931", + "right": "issue:44410", "accept": false, - "reason": "Both are import-related, but one is a specific nonexistent import from image_utils while the other is a broad version-update import regression; not the same concrete issue." + "reason": "Qwen3-VL weight-shape mismatch and missing qwen3next projections are separate model architecture/loading issues." }, { - "left": "issue:44075", - "right": "issue:45656", + "left": "issue:41628", + "right": "issue:45071", "accept": false, - "reason": "Both mention optimizers, but one is about unused SGD args and the other is optimizer step being called twice with deepspeed; distinct bugs." + "reason": "AutoImageProcessor import failure and PretrainedConfig type-checking breakage are different import/type-system bugs." }, { - "left": "issue:44410", + "left": "issue:27957", + "right": "issue:43352", + "accept": false, + "reason": "Both mention Flash Attention 2, but they are model-specific support gaps for different models." + }, + { + "left": "issue:44484", "right": "issue:45478", "accept": false, - "reason": "Different model-specific issues: missing projections in qwen3next layer 0 versus Qwen3.5 MoE from_pretrained error." + "reason": "44484 is about save_pretrained max_shard_size, while 45478 is the Qwen3.5 MoE from_pretrained error; same broad 'pretrained' term is not enough." }, { - "left": "issue:42371", - "right": "issue:46617", + "left": "issue:43874", + "right": "issue:44261", "accept": false, - "reason": "TF32 API warning has nothing to do with a trust_remote_code cache FileNotFoundError." + "reason": "Missing get_number_of_image_patches and MLA q_a_layernorm epsilon precision are unrelated." }, { - "left": "issue:44263", - "right": "issue:44485", + "left": "issue:43012", + "right": "issue:43577", "accept": false, - "reason": "Torch.split return-value issue versus GLM-5 RoPE implementation discussion; different code paths." + "reason": "A float32 precision warning during bf16 compilation and Blip2 dtype fields staying float32 are different dtype-handling issues." }, { - "left": "issue:43066", - "right": "issue:43122", + "left": "issue:44263", + "right": "issue:46172", "accept": false, - "reason": "Both relate to tokenizer changes in v5, but one is decoder type selection and the other is a tokenization-output difference; not enough evidence for the same bug." + "reason": "GlmMoeDsaIndexer split behavior and a deepseek-v4 tensor transform bug are unrelated code paths." }, { - "left": "issue:43208", - "right": "issue:46894", + "left": "issue:43441", + "right": "issue:44829", "accept": false, - "reason": "Different training bugs in different models; the latter explicitly references a double-shift pattern, so it is not the same as the xLSTM issues." + "reason": "Both mention FlashAttention, but the affected models and failure modes are different." }, { - "left": "issue:43097", - "right": "issue:44493", + "left": "issue:44360", + "right": "issue:46172", "accept": false, - "reason": "Removed tie_embeddings setting versus unexpected position-id keys; unrelated regression causes." + "reason": "Missing ReLU in the DSA indexer and the deepseek-v4 transform issue are different implementation defects." } ] }, - "evaluator_result": null, - "evaluator_used": false, - "retried": false, + "evaluator_result": { + "accept": false, + "feedback": "The result is not grounded in the packet. The biggest error is that issue:44484 is about `max_shard_size in PreTrainedModel.save_pretrained()`, not the Qwen3.5 MoE `from_pretrained` bug, so the canonical/duplicate reasoning for 44484 \u2194 45478 is unsupported. The soft-edge accept on that pair is also not conservative. Also, issue:45310 and issue:45478 share the same Qwen3.5 MoE `from_pretrained` title and look like the more plausible duplicate pair. Please revise with stricter evidence-based matching." + }, + "evaluator_used": true, + "retried": true, "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null @@ -16745,72 +16895,61 @@ "review_unit_count": 62, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-510", "nodes": [ - "issue:27957", "issue:38617", - "issue:41628", "issue:42757", "issue:42886", + "issue:42890", "issue:43012", "issue:43064", "issue:43097", "issue:43208", - "issue:43352", - "issue:43441", "issue:43452", + "issue:43502", "issue:43531", - "issue:43577", "issue:43673", + "issue:43873", "issue:43874", "issue:43931", "issue:43986", + "issue:43992", "issue:44038", - "issue:44077", + "issue:44062", "issue:44117", "issue:44261", "issue:44263", "issue:44315", - "issue:44360", + "issue:44351", "issue:44410", - "issue:44483", "issue:44484", "issue:44485", - "issue:44829", "issue:44987", "issue:45003", - "issue:45071", "issue:45341", "issue:45372", "issue:45375", "issue:45440", - "issue:45464", - "issue:45478", "issue:45588", "issue:45753", "issue:46050", "issue:46123", "issue:46172", + "issue:46298", "issue:46369", + "issue:46655", + "issue:46664", + "issue:46701", + "issue:46710", + "issue:46752", + "issue:46821", "issue:46897", "issue:46981" ], "soft_pairs": [ - "issue:44483|issue:45464", - "issue:44077|issue:46981", - "issue:43673|issue:45341", - "issue:43931|issue:44410", - "issue:41628|issue:45071", - "issue:27957|issue:43352", - "issue:44484|issue:45478", - "issue:43874|issue:44261", - "issue:44263|issue:46172", - "issue:43012|issue:43577", - "issue:43441|issue:44829", - "issue:44360|issue:46172", "issue:43931|issue:44038", "issue:43097|issue:43452", "issue:43986|issue:45341", @@ -16831,234 +16970,232 @@ "issue:38617|issue:42757", "issue:43064|issue:44315", "issue:43208|issue:46897", - "issue:43986|issue:44484" + "issue:43986|issue:44484", + "issue:46655|issue:46664", + "issue:46298|issue:46752", + "issue:42890|issue:46298", + "issue:38617|issue:44351", + "issue:43097|issue:43873", + "issue:44062|issue:44117", + "issue:43012|issue:46821", + "issue:44117|issue:46701", + "issue:46172|issue:46710", + "issue:43502|issue:43992" ], - "prepared_review_unit_hash": "d775f5aef33ad8fd72c9c155dc19a0c064aa296b8dea26dc7f618645065fb478", + "prepared_review_unit_hash": "1f25e097a86e4088e7e690613739c965d942bfb602f6f8d73eca99c21fa1e02c", "component_budget": { "node_count": 510, "item_count": 510, "soft_pair_count": 1874, - "serialized_chars": 972519, - "estimated_input_tokens": 243130, - "estimated_eval_tokens": 486516 + "serialized_chars": 972522, + "estimated_input_tokens": 243131, + "estimated_eval_tokens": 486518 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 33, - "serialized_chars": 36848, - "estimated_input_tokens": 9212, - "estimated_eval_tokens": 18680 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36804, + "estimated_input_tokens": 9201, + "estimated_eval_tokens": 18658 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The items are mostly unrelated bug reports that only share broad themes like model loading, Flash Attention, or config/import errors. None of the soft pairs look like the same underlying bug or change, so I would not merge any of them as duplicates.", - "confidence": 0.93, - "canonical_issue_reason": null, + "summary": "This cluster is heterogeneous and mostly contains distinct bugs, regressions, and API issues. I would not merge any of the soft edges; they read as same subsystem/theme at most, not the same underlying change or failure.", + "confidence": 0.74, + "canonical_issue_reason": "Issue 43873 is the most discussion-heavy and broadly framed open bug in the set, so it is the best anchor even though the overall cluster is not a true duplicate group.", "canonical_pr_reason": null, - "best_issue_reason": "issue:46981 is the clearest self-contained bug report here: it has a specific trigger (HF_ENDPOINT + HTTP 429 retries in AutoProcessor.from_pretrained), a focused failure mode, and likely actionable fix scope.", + "best_issue_reason": "Issue 43873 is the strongest single representative by activity and impact, but it still does not match the other items closely enough to justify grouping them as duplicates.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:44483", - "right": "issue:45464", - "accept": false, - "reason": "Both concern chat/completions behavior, but one is a request-validation failure and the other is a streaming inference issue on a specific model; not the same bug." - }, - { - "left": "issue:44077", - "right": "issue:46981", - "accept": false, - "reason": "Completely different problems: model class post-init validation vs HTTP 429 retry behavior in AutoProcessor." - }, - { - "left": "issue:43673", - "right": "issue:45341", - "accept": false, - "reason": "Generation cache/chunked prefill bug and a testing_utils bug are unrelated code paths." - }, - { - "left": "issue:43931", - "right": "issue:44410", - "accept": false, - "reason": "Both are Qwen3-family loading issues, but one is weight-shape mismatch and the other is missing layer projections; different concrete defects." - }, - { - "left": "issue:41628", - "right": "issue:45071", - "accept": false, - "reason": "Importing AutoImageProcessor and PreTrainedConfig type checking are unrelated." - }, - { - "left": "issue:27957", - "right": "issue:43352", - "accept": false, - "reason": "Both mention Flash Attention 2, but they are different model-specific support issues." - }, - { - "left": "issue:44484", - "right": "issue:45478", - "accept": false, - "reason": "Save-pretrained shard size behavior and Qwen3.5 MoE from_pretrained failure are unrelated." - }, - { - "left": "issue:43874", - "right": "issue:44261", - "accept": false, - "reason": "Different GLM-related components and different failures: missing image-patch helper vs rms_norm_eps precision issue." - }, - { - "left": "issue:44263", - "right": "issue:46172", - "accept": false, - "reason": "Both are tensor-shape/math bugs, but they affect different model families and different operations." - }, - { - "left": "issue:43012", - "right": "issue:43577", - "accept": false, - "reason": "One is a PyTorch warning during bf16 compilation; the other is a dtype-loading bug in BLIP2. Not the same bug." - }, - { - "left": "issue:43441", - "right": "issue:44829", - "accept": false, - "reason": "FlashAttention failures, but one is model support in v5 RC and the other is degenerate training with flash_attention_3; different symptoms and fixes." - }, - { - "left": "issue:44360", - "right": "issue:46172", - "accept": false, - "reason": "Different GLM/DeepSeek code paths and different concrete math issues." - }, { "left": "issue:43931", "right": "issue:44038", "accept": false, - "reason": "Same broad Qwen3-VL area, but one is a load-time weight mismatch and the other is a model-specific bug report; not the same defect." + "reason": "Different model families and failure modes: a weight-shape mismatch versus a Qwen3-VL-Moe bug; not the same concrete issue." }, { "left": "issue:43097", "right": "issue:43452", "accept": false, - "reason": "A removed config flag and a gguf_file loading regression are unrelated." + "reason": "One is an API removal/regression around tie_embeddings, the other is gguf_file loading behavior for pretrained models; unrelated code paths." }, { "left": "issue:43986", "right": "issue:45341", "accept": false, - "reason": "Video-model processor dependency handling and a testing_utils bug are unrelated." + "reason": "Video model loading with missing torchvision is unrelated to a testing utility bug." }, { "left": "issue:45003", "right": "issue:45341", "accept": false, - "reason": "Unsafe sys.modules access in modeling_utils and a testing_utils bug are different code paths." + "reason": "sys.modules access in modeling_utils and a testing_utils issue are separate problems in different code paths." }, { "left": "issue:42886", "right": "issue:46981", "accept": false, - "reason": "Both involve loading behavior, but offline cache loading and 429 retry handling are distinct failures." + "reason": "Both involve loading and network/offline behavior, but one is cache loading in offline mode and the other is repeated 429 retries via HF_ENDPOINT; not the same bug." }, { "left": "issue:44261", "right": "issue:44485", "accept": false, - "reason": "One is an RMS norm epsilon omission; the other is a RoPE implementation question. Not the same bug." + "reason": "Different model-specific implementation bugs: MLA layer norm epsilon handling versus GLM-5 RoPE implementation." }, { "left": "issue:45753", "right": "issue:46369", "accept": false, - "reason": "Infinite-loop image behavior and memory overflow are unrelated." + "reason": "A Qwen3_5 infinite-loop bug and a SAM3 memory overflow are unrelated model/runtime failures." }, { "left": "issue:43531", "right": "issue:45341", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior and a testing_utils bug are unrelated." + "reason": "Qwen3-MoE sliding_window behavior is unrelated to a testing utility fix." }, { "left": "issue:44117", "right": "issue:44987", "accept": false, - "reason": "Both touch from_pretrained loading, but one is a tokenizer mapping invariant and the other is a specific model-load failure; not enough to be the same bug." + "reason": "A tokenizer mapping None-handling bug is not the same as a model-loading failure for physical-intelligence/fast." }, { "left": "issue:43097", "right": "issue:45588", "accept": false, - "reason": "A config API removal and a flash_attention AttributeError are unrelated." + "reason": "Different failures: a removed API in v5.0.0 versus a flash_attention crash on s_aux=None." }, { "left": "issue:43673", "right": "issue:46123", "accept": false, - "reason": "Generation cache handling and MaskGenerationPipeline batch-finalization are different pipeline bugs." + "reason": "Cache handling during chunked_prefill and a pipeline batch-finalization bug are distinct issues." }, { "left": "issue:43874", "right": "issue:44263", "accept": false, - "reason": "Same GLM prefix, but image-patch counting and DSA indexer split handling are different defects." + "reason": "Both touch GLM-related code, but one is a missing image-patch method and the other is torch.split return-value handling." }, { "left": "issue:45440", "right": "issue:46172", "accept": false, - "reason": "Both mention DeepSeek, but one is a remote-implementation divergence and the other is a specific tensor transpose/cast issue." + "reason": "Different DeepSeek model implementations and different bugs; not mergeable as one fix." }, { "left": "issue:44410", "right": "issue:45375", "accept": false, - "reason": "Qwen3next projection-missing bug and Qwen3_5MoeVisionConfig field dropping are different model/config issues." + "reason": "Qwen3Next missing projections and a missing config field in Qwen3_5MoeVisionConfig are separate model-definition issues." }, { "left": "issue:43986", "right": "issue:45372", "accept": false, - "reason": "Different missing-dependency/import errors affecting different processors and packages." + "reason": "Loading a video model without torchvision and a mistral_common import error affecting Gemma 4 processor loading are unrelated." }, { "left": "issue:43097", "right": "issue:46050", "accept": false, - "reason": "Config API removal and quantized-model save/load breakage are unrelated." + "reason": "A save/load quantization bug is not the same as an API removal around tie_embeddings_and_encoder_decoder." }, { "left": "issue:44038", "right": "issue:44410", "accept": false, - "reason": "Both are Qwen3-related, but they describe different model variants and distinct failures." + "reason": "Both are Qwen-related, but they concern different architectures and different missing-parameter failures." }, { "left": "issue:38617", "right": "issue:42757", "accept": false, - "reason": "Both are import errors, but for different symbols from different packages; not the same underlying issue." + "reason": "Both are import errors, but they are for different symbols from different dependencies and are not the same underlying breakage." }, { "left": "issue:43064", "right": "issue:44315", "accept": false, - "reason": "Distributed optimizer-state corruption and Liger Kernel application timing are different training bugs." + "reason": "FSDP2/PEFT optimizer-state corruption and Liger Kernel not applying with model_init are different training-path bugs." }, { "left": "issue:43208", "right": "issue:46897", "accept": false, - "reason": "xLSTM training blockers and Florence2 loss-shift bug are unrelated model-specific defects." + "reason": "xLSTM training blockers and Florence2 double-shift loss are unrelated model-specific problems." + }, + { + "left": "issue:43986", + "right": "issue:44484", + "accept": false, + "reason": "A missing torchvision crash and a question about max_shard_size are not the same issue." + }, + { + "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; too different to merge." + }, + { + "left": "issue:46298", + "right": "issue:46752", + "accept": false, + "reason": "Noisy logging and an IndexError in apply_chat_template are unrelated." + }, + { + "left": "issue:42890", + "right": "issue:46298", + "accept": false, + "reason": "A flaky test needing set_seed is not the same as a logging-message issue." + }, + { + "left": "issue:38617", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but one is a missing internal symbol and the other is a missing public cache class; different regression surfaces." + }, + { + "left": "issue:43097", + "right": "issue:43873", + "accept": false, + "reason": "One is an API-removal complaint, the other is a quantization/offloading behavior bug; they do not share the same code-path failure." + }, + { + "left": "issue:44062", + "right": "issue:44117", + "accept": false, + "reason": "A tokenizers.AddedToken constructor conflict and a tokenizer-mapping None assumption are separate tokenizer-loading bugs." + }, + { + "left": "issue:43012", + "right": "issue:46821", + "accept": false, + "reason": "A PyTorch warning about compiling bfloat16 models and an AttributeError for TimesFM window_size are unrelated." + }, + { + "left": "issue:44117", + "right": "issue:46701", + "accept": false, + "reason": "Tokenizer mapping handling and a DiffusionGemmaGenerationOutput pipeline failure are different failures." + }, + { + "left": "issue:46172", + "right": "issue:46710", + "accept": false, + "reason": "A DeepSeek-V4 tensor-transpose bug and an accuracy regression after upgrading Transformers are not the same concrete issue." }, { - "left": "issue:43986", - "right": "issue:44484", + "left": "issue:43502", + "right": "issue:43992", "accept": false, - "reason": "AutoProcessor dependency handling and save_pretrained shard sizing are unrelated." + "reason": "Local-files-only API requests and a UMT5Encoder missing embed_tokens.weight are different loading bugs." } ] }, @@ -17077,43 +17214,49 @@ "review_unit_count": 62, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-510", "nodes": [ + "issue:36683", "issue:38617", + "issue:42175", + "issue:42490", + "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:43873", "issue:43906", "issue:43976", "issue:43986", "issue:43992", "issue:44016", - "issue:44062", "issue:44077", - "issue:44117", "issue:44162", "issue:44222", - "issue:44351", "issue:44368", "issue:44380", + "issue:44483", "issue:44484", + "issue:44514", "issue:44655", "issue:44704", "issue:44936", "issue:44938", "issue:45103", "issue:45478", + "issue:45479", "issue:45584", "issue:45712", "issue:45753", @@ -17123,25 +17266,9 @@ "issue:46298", "issue:46365", "issue:46421", - "issue:46655", - "issue:46664", - "issue:46701", - "issue:46710", - "issue:46752", - "issue:46821", "issue:47059" ], "soft_pairs": [ - "issue:46655|issue:46664", - "issue:46298|issue:46752", - "issue:42890|issue:46298", - "issue:38617|issue:44351", - "issue:43097|issue:43873", - "issue:44062|issue:44117", - "issue:43012|issue:46821", - "issue:44117|issue:46701", - "issue:46172|issue:46710", - "issue:43502|issue:43992", "issue:44704|issue:45103", "issue:44936|issue:46365", "issue:44380|issue:46421", @@ -17153,10 +17280,10 @@ "issue:45712|issue:46298", "issue:43012|issue:44368", "issue:43992|issue:44484", - "issue:43825|issue:44655", "issue:43352|issue:43976", - "issue:43208|issue:43550", + "issue:43825|issue:44655", "issue:43352|issue:44380", + "issue:43208|issue:43550", "issue:43066|issue:43906", "issue:43097|issue:46298", "issue:45584|issue:46365", @@ -17164,234 +17291,224 @@ "issue:44162|issue:46172", "issue:44077|issue:46365", "issue:42890|issue:47059", - "issue:44222|issue:45478" + "issue:44222|issue:45478", + "issue:36683|issue:43582", + "issue:44380|issue:45479", + "issue:42757|issue:43824", + "issue:42175|issue:46365", + "issue:43064|issue:44380", + "issue:42490|issue:43012", + "issue:44483|issue:44514", + "issue:38617|issue:43502" ], - "prepared_review_unit_hash": "11b03892d0b4c9ac9baa4829b04dd0a73e761f2bf65c2b0f05607dde16085305", + "prepared_review_unit_hash": "9cfc4df45a69335c8182aa2987ee499c4535471f2035c8f2bbb69c90e5844a40", "component_budget": { "node_count": 510, "item_count": 510, "soft_pair_count": 1874, - "serialized_chars": 972519, - "estimated_input_tokens": 243130, - "estimated_eval_tokens": 486516 + "serialized_chars": 972522, + "estimated_input_tokens": 243131, + "estimated_eval_tokens": 486518 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 33, - "serialized_chars": 37362, - "estimated_input_tokens": 9341, - "estimated_eval_tokens": 18938 + "soft_pair_count": 31, + "serialized_chars": 36929, + "estimated_input_tokens": 9233, + "estimated_eval_tokens": 18722 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "No soft pair looks like the same underlying bug or change; the candidates are mostly superficially similar by subsystem, model family, or error type but diverge on concrete failure mode and fix path.", - "confidence": 0.96, - "canonical_issue_reason": "Issue 43502 is the clearest, most actionable bug report in the set: it has a precise symptom (`local_files_only=True` still making API requests) and a narrow code-path implication, making it a strong representative issue.", + "summary": "No soft edge pair looks like a true duplicate; the issues span distinct regressions across import, model, training, and packaging paths. I selected a high-signal core API import regression as the representative issue.", + "confidence": 0.61, + "canonical_issue_reason": "Issue 43824 is the most representative high-impact core API regression in this set: a direct import failure from the main transformers namespace with multiple inbound references and substantial discussion.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43502 is the best overall issue candidate because it is specific, reproducible, and directly points to the failing behavior without conflating it with unrelated versioning or model-family concerns.", + "best_issue_reason": "Issue 43824 is the best standalone representative because it is concrete, user-facing, and points to a focused fix path in the library's public import surface.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:46655", - "right": "issue:46664", - "accept": false, - "reason": "Same product area (SmolVLM video processing) but different bugs: padding calculation vs. meaning of `num_frames`." - }, - { - "left": "issue:46298", - "right": "issue:46752", - "accept": false, - "reason": "Unrelated symptoms: noisy logging vs. `apply_chat_template` IndexError on empty input." - }, - { - "left": "issue:42890", - "right": "issue:46298", - "accept": false, - "reason": "Both are generic quality issues, but one is missing `set_seed()` in tests and the other is a logging complaint." - }, - { - "left": "issue:38617", - "right": "issue:44351", - "accept": false, - "reason": "Both are import errors, but they concern different missing symbols and likely different export regressions." - }, - { - "left": "issue:43097", - "right": "issue:43873", - "accept": false, - "reason": "One is about a removed config flag in v5, the other about offloading with quantization; different code paths." - }, - { - "left": "issue:44062", - "right": "issue:44117", - "accept": false, - "reason": "Tokenizer-related, but one is an `AddedToken` argument collision and the other is a `TOKENIZER_MAPPING_NAMES` lookup bug." - }, - { - "left": "issue:43012", - "right": "issue:46821", - "accept": false, - "reason": "Different failures: a bfloat16 compile warning versus a `window_size` attribute error in TimesFM 2.5." - }, - { - "left": "issue:44117", - "right": "issue:46701", - "accept": false, - "reason": "Tokenizer mapping fallback bug versus image-text-to-text pipeline failure; no shared concrete defect." - }, - { - "left": "issue:46172", - "right": "issue:46710", - "accept": false, - "reason": "DeepSeek-v4 tensor operation bug versus an accuracy regression after upgrade; not the same underlying issue." - }, - { - "left": "issue:43502", - "right": "issue:43992", - "accept": false, - "reason": "`local_files_only` causing network calls is unrelated to missing `embed_tokens.weight` in `UMT5Encoder.from_pretrained`." - }, { "left": "issue:44704", "right": "issue:45103", "accept": false, - "reason": "Both involve loading/documentation helpers, but one is kwargs forwarding in `AutoProcessor` and the other is an auto-docstring crash." + "reason": "Different failures: kwargs forwarding in AutoProcessor loading vs docstring processing crashing on future annotations." }, { "left": "issue:44936", "right": "issue:46365", "accept": false, - "reason": "`trainer.evaluate()` after training is different from failing to import `Trainer` due to `datasets` interaction." + "reason": "Trainer.evaluate after train is unrelated to an import failure caused by the datasets package." }, { "left": "issue:44380", "right": "issue:46421", "accept": false, - "reason": "Attention scaling under SDPA/FlashAttention is unrelated to lazy cache initialization causing recompilation." + "reason": "GPT-2 attention scaling being ignored is a model/backend bug, not the chunked-prefill recompilation issue." }, { "left": "issue:44938", "right": "issue:46178", "accept": false, - "reason": "Python 3.14 import/load failure is not the same as an invalid backend name (`tensorflow_text`) error." + "reason": "Python 3.14 load failure and an invalid tensorflow_text backend mapping are different compatibility problems." }, { "left": "issue:43986", "right": "issue:44016", "accept": false, - "reason": "Video-model loading without torchvision is unrelated to a notebook syntax error." + "reason": "Missing torchvision during AutoProcessor loading is unrelated to a notebook syntax error." }, { "left": "issue:42907", "right": "issue:45753", "accept": false, - "reason": "Saving dequantized models and an infinite-loop generation bug are different behaviors and fix paths." + "reason": "Saving dequantized models and an infinite-loop vision bug are different model behaviors and code paths." }, { "left": "issue:42907", "right": "issue:44655", "accept": false, - "reason": "Both mention saving, but one is dequantized model persistence and the other is pipeline object serialization." + "reason": "Both mention saving, but one is dequantized model persistence and the other is pipeline save_pretrained behavior." }, { "left": "issue:43012", "right": "issue:43550", "accept": false, - "reason": "A precision warning during compile is distinct from a Bamba SDPA compile failure." + "reason": "A warning during bfloat16 compilation is not the same as a concrete torch.compile SDPA failure." }, { "left": "issue:45712", "right": "issue:46298", "accept": false, - "reason": "Dummy class cleanup/export leakage is unrelated to a noisy logging message." + "reason": "Left is dummy-class cleanup/repo hygiene; right is a logging message issue." }, { "left": "issue:43012", "right": "issue:44368", "accept": false, - "reason": "Both involve warnings, but the former is a PyTorch precision warning and the latter is a config warning about tied embeddings." + "reason": "These are different warnings from different config paths, not the same bug." }, { "left": "issue:43992", "right": "issue:44484", "accept": false, - "reason": "Missing encoder weights on load is not the same as questioning the default `max_shard_size` in save_pretrained." - }, - { - "left": "issue:43825", - "right": "issue:44655", - "accept": false, - "reason": "Pipeline v5 error messaging is unrelated to inability to save pipeline objects." + "reason": "Missing embed_tokens weights on load is unrelated to max_shard_size defaults in save_pretrained." }, { "left": "issue:43352", "right": "issue:43976", "accept": false, - "reason": "Flash Attention support missing for a model is not the same as Python version compatibility failure." + "reason": "Model feature support for Flash Attention and Python-version compatibility are separate issues." }, { - "left": "issue:43208", - "right": "issue:43550", + "left": "issue:43825", + "right": "issue:44655", "accept": false, - "reason": "xLSTM training blockers and Bamba SDPA compile failure are different model-specific bugs." + "reason": "A misleading pipeline error message is unrelated to saving Pipeline objects." }, { - "left": "issue:43352", - "right": "issue:44380", + "left": "issue:43208", + "right": "issue:43550", "accept": false, - "reason": "One is lack of Flash Attention 2 support, the other is incorrect attention scaling under backend selection." + "reason": "xLSTM training bugs are not the same as Bamba SDPA compile failures." }, { "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 are not enough to establish the same bug." }, { "left": "issue:43097", "right": "issue:46298", "accept": false, - "reason": "A removed config attribute in v5 is not the same as a noisy logging message." + "reason": "A removed config option and a noisy logging message do not share the same underlying defect." }, { "left": "issue:45584", "right": "issue:46365", "accept": false, - "reason": "Whisper empty-transcription generation bug is unrelated to importing `Trainer`." + "reason": "Whisper empty-transcription generation failure is unrelated to Trainer import conflicts." }, { "left": "issue:44380", "right": "issue:46132", "accept": false, - "reason": "Attention scaling with SDPA/FlashAttention is different from `AttentionInterface.register` changing callback behavior." + "reason": "Ignored GPT-2 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 bug are separate model-specific regressions." + "reason": "ESM2 breakage is unrelated to a dtype/transpose bug in deepseek-v4." }, { "left": "issue:44077", "right": "issue:46365", "accept": false, - "reason": "`patchtsmixer` post-init policy issue is unrelated to a `Trainer` import problem." + "reason": "patchtsmixer post_init validation and an import conflict with datasets are unrelated." }, { "left": "issue:42890", "right": "issue:47059", "accept": false, - "reason": "Flaky tests due to missing seeds are unrelated to a CLI completion attribute error from `huggingface_hub`." + "reason": "Seed-related flaky tests are unrelated to a huggingface_hub CLI attribute error." }, { "left": "issue:44222", "right": "issue:45478", "accept": false, - "reason": "Same model family (Qwen MoE) but one is FP8 save_pretrained and the other is a from_pretrained regression; not the same bug." + "reason": "FP8 save_pretrained behavior and Qwen3.5 MoE from_pretrained errors are related by model family only, not the same bug." + }, + { + "left": "issue:36683", + "right": "issue:43582", + "accept": false, + "reason": "Gemma3Config missing vocab_size and an Apple Silicon allocator TypeError are unrelated." + }, + { + "left": "issue:44380", + "right": "issue:45479", + "accept": false, + "reason": "Attention scaling being ignored is not the same as a degenerate zero-loss classification setup." + }, + { + "left": "issue:42757", + "right": "issue:43824", + "accept": false, + "reason": "Both are import errors, but they involve different missing symbols and different packages." + }, + { + "left": "issue:42175", + "right": "issue:46365", + "accept": false, + "reason": "TensorFlow backend packaging and a Trainer import conflict with datasets are different dependency issues." + }, + { + "left": "issue:43064", + "right": "issue:44380", + "accept": false, + "reason": "FSDP2 optimizer state corruption and GPT-2 attention scaling are distinct training vs inference bugs." + }, + { + "left": "issue:42490", + "right": "issue:43012", + "accept": false, + "reason": "Local-path slash warning and bfloat16 compilation warning are different warning/loader behaviors." + }, + { + "left": "issue:44483", + "right": "issue:44514", + "accept": false, + "reason": "Chat-completions request rejection and batched chat-template crashes are separate API failures." + }, + { + "left": "issue:38617", + "right": "issue:43502", + "accept": false, + "reason": "Importing layer_type_validation and making requests despite local_files_only=True are unrelated regressions." } ] }, @@ -17410,75 +17527,67 @@ "review_unit_count": 62, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-510", "nodes": [ "issue:29870", + "issue:33453", "issue:36010", "issue:36296", "issue:36683", - "issue:38617", - "issue:42175", - "issue:42490", "issue:42757", "issue:42994", - "issue:43012", + "issue:43010", "issue:43064", "issue:43208", "issue:43299", "issue:43352", "issue:43475", - "issue:43502", "issue:43525", "issue:43526", - "issue:43582", "issue:43611", "issue:43618", "issue:43756", "issue:43761", - "issue:43824", "issue:43867", "issue:43937", "issue:43976", + "issue:43992", "issue:44038", + "issue:44075", "issue:44077", "issue:44230", "issue:44355", "issue:44380", "issue:44483", "issue:44485", - "issue:44514", + "issue:44492", "issue:44625", "issue:44655", + "issue:44908", "issue:44938", "issue:45216", "issue:45276", + "issue:45278", "issue:45290", - "issue:45479", + "issue:45310", "issue:46050", "issue:46077", "issue:46082", "issue:46365", + "issue:46851", "issue:46877", "issue:47059" ], "soft_pairs": [ - "issue:36683|issue:43582", - "issue:44380|issue:45479", - "issue:42757|issue:43824", - "issue:42175|issue:46365", - "issue:43064|issue:44380", - "issue:42490|issue:43012", - "issue:44483|issue:44514", - "issue:38617|issue:43502", "issue:43618|issue:44380", "issue:43756|issue:44485", "issue:43618|issue:43761", "issue:43208|issue:43526", - "issue:36010|issue:42757", "issue:45276|issue:46077", + "issue:36010|issue:42757", "issue:43299|issue:43867", "issue:42994|issue:44655", "issue:44483|issue:45290", @@ -17488,250 +17597,244 @@ "issue:44355|issue:46877", "issue:36683|issue:43475", "issue:43611|issue:44655", - "issue:44625|issue:46077", - "issue:44655|issue:46050", - "issue:44938|issue:47059", - "issue:43976|issue:44938", - "issue:43867|issue:45216", - "issue:36683|issue:44077", - "issue:46077|issue:46082", - "issue:43618|issue:45216", - "issue:36683|issue:43525", - "issue:36683|issue:44625", - "issue:29870|issue:36296" - ], - "prepared_review_unit_hash": "7f785cffd597a8334020a7e09f7a240ad8a288fecbc4775e2b289e8f50e4a9a6", - "component_budget": { - "node_count": 510, - "item_count": 510, - "soft_pair_count": 1874, - "serialized_chars": 972519, - "estimated_input_tokens": 243130, - "estimated_eval_tokens": 486516 - }, - "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 34, - "serialized_chars": 37768, - "estimated_input_tokens": 9442, - "estimated_eval_tokens": 19140 - }, - "overflow_policy": "truncate_then_skip", - "trimmed": false, - "aggressively_trimmed": false, - "split": true, - "analyst_result": { - "summary": "The set is a grab bag of mostly unrelated regressions/import errors; none of the soft pairs are close enough to treat as the same underlying bug or merge into one fix. The most representative issue is the Gemma3Config `vocab_size` report because it is concrete, high-signal, and the most connected node in the similarity graph.", - "confidence": 0.84, - "canonical_issue_reason": "issue:36683 is the strongest representative: it has the clearest reproducible model-config regression, very high discussion activity, and the widest similarity connectivity to other config/attribute-related reports.", - "canonical_pr_reason": null, - "best_issue_reason": "issue:36683 is the best single issue to anchor this cluster because it is specific, well-scoped, and the most central issue among the candidates.", - "best_pr_reason": null, - "soft_edge_verdicts": [ - { - "left": "issue:36683", - "right": "issue:43582", - "accept": false, - "reason": "Different failures: missing `vocab_size` on `Gemma3Config` vs Apple Silicon `TypeError` in `caching_allocator_warmup`; no shared code path." - }, - { - "left": "issue:44380", - "right": "issue:45479", - "accept": false, - "reason": "One is attention scaling under SDPA/FlashAttention, the other is degenerate loss for `num_labels=1`; unrelated behavior." - }, - { - "left": "issue:42757", - "right": "issue:43824", - "accept": false, - "reason": "Both are import errors, but for different symbols from different packages and likely different causes." - }, - { - "left": "issue:42175", - "right": "issue:46365", - "accept": false, - "reason": "Dependency/import problems, but one is backend installation packaging and the other is importing `Trainer` blocked by `datasets`; not the same bug." - }, - { - "left": "issue:43064", - "right": "issue:44380", - "accept": false, - "reason": "Different training/runtime problems: optimizer state placement under FSDP2/PEFT vs attention scaling backend behavior." - }, - { - "left": "issue:42490", - "right": "issue:43012", - "accept": false, - "reason": "A local-model path warning is unrelated to a bfloat16 compilation precision warning." - }, - { - "left": "issue:44483", - "right": "issue:44514", - "accept": false, - "reason": "Both involve chat/completions, but one is API request acceptance and the other is `apply_chat_template` crashing on batched padding; different code paths." - }, - { - "left": "issue:38617", - "right": "issue:43502", - "accept": false, - "reason": "Importing `layer_type_validation` vs ignoring `local_files_only=True`; unrelated module/API issues." - }, + "issue:44625|issue:46077", + "issue:44655|issue:46050", + "issue:44938|issue:47059", + "issue:43976|issue:44938", + "issue:43867|issue:45216", + "issue:36683|issue:44077", + "issue:46077|issue:46082", + "issue:43618|issue:45216", + "issue:36683|issue:43525", + "issue:36683|issue:44625", + "issue:29870|issue:36296", + "issue:43064|issue:44492", + "issue:43010|issue:45278", + "issue:44075|issue:46365", + "issue:43992|issue:45310", + "issue:44908|issue:46851", + "issue:29870|issue:33453" + ], + "prepared_review_unit_hash": "ac4cd36e9ca08ffe82ccdc04efb65b440865027cf9a275bc6b188ceff7b3fd0c", + "component_budget": { + "node_count": 510, + "item_count": 510, + "soft_pair_count": 1874, + "serialized_chars": 972522, + "estimated_input_tokens": 243131, + "estimated_eval_tokens": 486518 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 36880, + "estimated_input_tokens": 9220, + "estimated_eval_tokens": 18696 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is highly heterogeneous: model-loading errors, config regressions, training bugs, serialization issues, and unrelated import failures. I do not see any soft pair that is safely the same underlying bug/change, so none should be merged as duplicates.", + "confidence": 0.92, + "canonical_issue_reason": "Issue 45278 is the broadest umbrella-style report in the group ('many import errors after update'), so it is the least specific and most representative anchor, even though the cluster is not a true duplicate set.", + "canonical_pr_reason": null, + "best_issue_reason": "45278 is the closest thing to a cluster anchor because it describes a general post-upgrade regression rather than a narrow model-specific bug.", + "best_pr_reason": null, + "soft_edge_verdicts": [ { "left": "issue:43618", "right": "issue:44380", "accept": false, - "reason": "CLIP output-attention regression vs GPT-2 attention scaling; different models and different bugs." + "reason": "Both are regressions, but one is a CLIP output-field issue and the other is GPT2 attention scaling under SDPA/FlashAttention; different code paths and symptoms." }, { "left": "issue:43756", "right": "issue:44485", "accept": false, - "reason": "Both mention RoPE, but one is Smollm3 layer dropping and the other is GLM-5 RoPE implementation discussion; not the same issue." + "reason": "Smollm3 RoPE-layer truncation and GLM-5 RoPE implementation are different model-family behaviors, not the same bug." }, { "left": "issue:43618", "right": "issue:43761", "accept": false, - "reason": "Both are CLIP v5 regressions, but one concerns attentions and the other hidden states; related theme, not clearly one bug." + "reason": "Both affect CLIP vision outputs, but one loses attentions and the other loses hidden_states; too specific to treat as one duplicate without stronger evidence." }, { "left": "issue:43208", "right": "issue:43526", "accept": false, - "reason": "xLSTM training bugs and Beit image processor label reduction are unrelated." + "reason": "xLSTM training bugs and BeitImageProcessorFast label reduction are unrelated subsystems and failures." }, { - "left": "issue:36010", - "right": "issue:42757", + "left": "issue:45276", + "right": "issue:46077", "accept": false, - "reason": "Different missing imports from different libraries; similar symptom only." + "reason": "Both mention Gemma4, but one is about embedding resize propagation and the other about bidirectional attention masks; separate bugs." }, { - "left": "issue:45276", - "right": "issue:46077", + "left": "issue:36010", + "right": "issue:42757", "accept": false, - "reason": "Both are Gemma4-related, but one is embedding resize propagation and the other is attention-mask construction; not the same fix." + "reason": "Different import failures from different dependencies: GenerationMixin vs is_offline_mode." }, { "left": "issue:43299", "right": "issue:43867", "accept": false, - "reason": "Qwen3VL-Moe loading regression vs state-dict sorted load error; no clear shared failure mode." + "reason": "Qwen3VL MoE loading and sorted-state_dict loading errors are not the same failure mode." }, { "left": "issue:42994", "right": "issue:44655", "accept": false, - "reason": "Saving quantized models and saving Pipeline objects are different save_pretrained problems." + "reason": "Quantized-model save failure and Pipeline save_pretrained serialization are distinct problems." }, { "left": "issue:44483", "right": "issue:45290", "accept": false, - "reason": "One is an API request acceptance issue, the other is a processor crash with tool-call assistant messages; not mergeable as one bug." + "reason": "Chat/completions request validation and apply_chat_template crashes are different surfaces and likely different fixes." }, { "left": "issue:44038", "right": "issue:44230", "accept": false, - "reason": "Same model family, but one is a loading bug in v5 and the other is fp8 inference support; different changes." + "reason": "One is a broken Qwen3-VL-Moe loading bug; the other is a request for fp8 inference support." }, { "left": "issue:44625", "right": "issue:46365", "accept": false, - "reason": "`num_labels` propagation in Qwen3.5 vs importing `Trainer` blocked by `datasets`; unrelated." + "reason": "Qwen3.5 num_labels propagation and Trainer import failing with datasets installed are unrelated." }, { "left": "issue:43352", "right": "issue:43937", "accept": false, - "reason": "FlashAttention support error for Nemotron vs invalid `GenerationConfig` for GLM-5; unrelated." + "reason": "Flash Attention support for NemotronHForCausalLM and GLM-5 GenerationConfig validation are different issues." }, { "left": "issue:44355", "right": "issue:46877", "accept": false, - "reason": "Compiled-file loading errors and auto_docstring import-time diagnostics are different tooling issues." + "reason": "Compiled Python file errors and auto_docstring stdout noise are unrelated." }, { "left": "issue:36683", "right": "issue:43475", "accept": false, - "reason": "Both are attribute errors, but on different models and different missing fields." + "reason": "Gemma3Config vocab_size missing and SAM 3 Video missing fpn_position_embeddings are different model-specific attribute bugs." }, { "left": "issue:43611", "right": "issue:44655", "accept": false, - "reason": "`base_model_prefix` loading regression and Pipeline save_pretrained failure are unrelated." + "reason": "base_model_prefix loading regression and Pipeline save_pretrained serialization are not the same underlying bug." }, { "left": "issue:44625", "right": "issue:46077", "accept": false, - "reason": "Config propagation for `num_labels` vs Gemma4 bidirectional-attention masking; different subsystems." + "reason": "num_labels propagation and Gemma4 attention-mask behavior are unrelated." }, { "left": "issue:44655", "right": "issue:46050", "accept": false, - "reason": "Pipeline serialization and sinq quantized save/load are different persistence bugs." + "reason": "Pipeline serialization and quantized sinq save/load roundtrip failures are distinct code paths." }, { "left": "issue:44938", "right": "issue:47059", "accept": false, - "reason": "Python 3.14 load failure vs CLI breakage from a huggingface_hub API change; unrelated." + "reason": "Different environment/dependency failures: Python 3.14 loading vs a cli group API change in huggingface_hub." }, { "left": "issue:43976", "right": "issue:44938", "accept": false, - "reason": "Both are Python-version compatibility reports, but for different versions and failure modes." + "reason": "Both are version-compatibility reports, but they target different Python versions and failure modes." }, { "left": "issue:43867", "right": "issue:45216", "accept": false, - "reason": "State-dict sorting load failure vs Qwen3.5 checkpoint save_pretrained regression; not the same bug." + "reason": "Sorted state_dict load errors and Qwen3.5 save_pretrained corruption are not the same issue." }, { "left": "issue:36683", "right": "issue:44077", "accept": false, - "reason": "Gemma3 config attribute missing vs patchtsmixer `post_init` policy validation; unrelated." + "reason": "Gemma3 config attribute bug and patchtsmixer post_init validation are unrelated." }, { "left": "issue:46077", "right": "issue:46082", "accept": false, - "reason": "Gemma4 bidirectional-attention masking vs LlamaConfig head_dim validation; different config validations." + "reason": "Gemma4 bidirectional attention masking and LlamaConfig head_dim validation are different config bugs." }, { "left": "issue:43618", "right": "issue:45216", "accept": false, - "reason": "CLIP output regression vs Qwen3.5 save_pretrained checkpoint corruption; unrelated." + "reason": "CLIP attentions regression and Qwen3.5 checkpoint saving corruption are unrelated." }, { "left": "issue:36683", "right": "issue:43525", "accept": false, - "reason": "Different missing-config-attribute bugs on different model families." + "reason": "Gemma3 missing vocab_size and Llama4 missing pad_token_id are different model configs and error paths." }, { "left": "issue:36683", "right": "issue:44625", "accept": false, - "reason": "Both involve config fields, but one is missing `vocab_size` and the other is propagation of `num_labels`; not the same underlying defect." + "reason": "Gemma3Config vocab_size and Qwen3.5 num_labels propagation are unrelated config issues." }, { "left": "issue:29870", "right": "issue:36296", "accept": false, - "reason": "BART generate-time `decoder_attention_mask` bug vs tensor-parallel training bug; no shared code path." + "reason": "Bart generate() decoder_attention_mask bug and tensor-parallel training bug are different functional areas." + }, + { + "left": "issue:43064", + "right": "issue:44492", + "accept": false, + "reason": "FSDP2/PEFT optimizer state mismatch and a cache-strategy typo are not the same bug." + }, + { + "left": "issue:43010", + "right": "issue:45278", + "accept": false, + "reason": "Cache update no_grad behavior and broad import errors after upgrade are unrelated." + }, + { + "left": "issue:44075", + "right": "issue:46365", + "accept": false, + "reason": "SGD args ignored and Trainer import failing with datasets are different problems." + }, + { + "left": "issue:43992", + "right": "issue:45310", + "accept": false, + "reason": "UMT5Encoder missing embed_tokens.weight and Qwen3.5 MoE from_pretrained regression are different loading failures." + }, + { + "left": "issue:44908", + "right": "issue:46851", + "accept": false, + "reason": "Scheduler kwargs being ignored and Qwen3.5 variable-length position_ids support are unrelated." + }, + { + "left": "issue:29870", + "right": "issue:33453", + "accept": false, + "reason": "Bart generation mask bug and tokenizer loading regression are different issues with no concrete overlap." } ] }, @@ -17750,13 +17853,13 @@ "review_unit_count": 62, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-510", "nodes": [ "issue:28282", - "issue:29870", + "issue:30333", "issue:33453", "issue:36296", "issue:36683", @@ -17765,53 +17868,47 @@ "issue:42898", "issue:43010", "issue:43064", + "issue:43065", "issue:43502", "issue:43575", + "issue:43576", "issue:43618", "issue:43723", + "issue:43824", "issue:43867", + "issue:43874", "issue:43976", "issue:43992", "issue:44062", - "issue:44075", "issue:44077", "issue:44112", "issue:44222", "issue:44246", "issue:44355", "issue:44360", + "issue:44387", "issue:44393", - "issue:44492", + "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:46002", + "issue:46132", "issue:46202", "issue:46285", - "issue:46365", "issue:46617", "issue:46664", - "issue:46851", "issue:47000" ], "soft_pairs": [ - "issue:43064|issue:44492", - "issue:43010|issue:45278", - "issue:44075|issue:46365", - "issue:43992|issue:45310", - "issue:44908|issue:46851", "issue:44393|issue:47000", - "issue:29870|issue:33453", "issue:43867|issue:46202", "issue:44355|issue:44855", "issue:36683|issue:43064", @@ -17823,7 +17920,7 @@ "issue:43618|issue:44077", "issue:43010|issue:43976", "issue:43867|issue:45357", - "issue:43992|issue:46002", + "issue:43992|issue:45478", "issue:28282|issue:33453", "issue:43618|issue:46285", "issue:44360|issue:45440", @@ -17833,210 +17930,224 @@ "issue:42898|issue:46664", "issue:44734|issue:46617", "issue:43723|issue:44556", - "issue:44222|issue:45125" + "issue:44222|issue:45125", + "issue:43502|issue:44485", + "issue:43824|issue:46617", + "issue:43010|issue:43065", + "issue:43874|issue:46617", + "issue:43576|issue:46132", + "issue:44387|issue:44556", + "issue:30333|issue:33453", + "issue:45125|issue:45478" ], - "prepared_review_unit_hash": "17b066533ef88e3d167a698676ac375a39378fc6a4611384faa95cd72581abcf", + "prepared_review_unit_hash": "c235750950b230b332a74059737a08eeb66315c6b8856b8f18ba8a5bea66b993", "component_budget": { "node_count": 510, "item_count": 510, "soft_pair_count": 1874, - "serialized_chars": 972519, - "estimated_input_tokens": 243130, - "estimated_eval_tokens": 486516 + "serialized_chars": 972522, + "estimated_input_tokens": 243131, + "estimated_eval_tokens": 486518 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 29, - "serialized_chars": 36019, - "estimated_input_tokens": 9005, - "estimated_eval_tokens": 18266 + "soft_pair_count": 31, + "serialized_chars": 36693, + "estimated_input_tokens": 9174, + "estimated_eval_tokens": 18604 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is highly heterogeneous: most items are unrelated version-regression, loading, training, tokenizer, or CI complaints that only share broad Transformers vocabulary. None of the soft pairs look like true duplicates or the same code-path fix.", - "confidence": 0.74, - "canonical_issue_reason": "issue:43010 is the strongest representative here: it is a concrete runtime bug with a specific fix surface, and it sits near the center of the noisy similarity graph.", + "summary": "This cluster is mostly a set of superficially similar but unrelated issue reports; the soft pairs share broad subsystem keywords, not the same underlying bug. No pull requests are present, and there is no strong duplicate canonical among the issues.", + "confidence": 0.97, + "canonical_issue_reason": "No clear duplicate canonical exists because the issues span many unrelated bugs. If forced to choose one representative, issue 46617 is the broadest open loading-related report, but it is only a loose bucket, not a true center of a duplicate set.", "canonical_pr_reason": null, - "best_issue_reason": "Best single issue to keep as the cluster representative because it is specific, actionable, and among the most centrally linked items; the rest are too diverse to collapse around it.", + "best_issue_reason": "Issue 46617 is the best loose representative because it is open, recent, and broadly about model loading/cache behavior. Still, the set is heterogeneous, so this is a triage convenience choice rather than a real duplicate canonical.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:43064", - "right": "issue:44492", - "accept": false, - "reason": "Optimizer-state corruption in FSDP/PEFT is unrelated to a cache-strategy typo." - }, - { - "left": "issue:43010", - "right": "issue:45278", - "accept": false, - "reason": "No_grad decoration for cache updates is a specific runtime bug; the other is a broad import-regression report." - }, - { - "left": "issue:44075", - "right": "issue:46365", - "accept": false, - "reason": "SGD args not applied is not the same issue as failing to import Trainer due to datasets." - }, - { - "left": "issue:43992", - "right": "issue:45310", - "accept": false, - "reason": "Missing embed_tokens.weight in UMT5Encoder is a different model-loading failure than Qwen3.5 MOE from_pretrained errors." - }, - { - "left": "issue:44908", - "right": "issue:46851", - "accept": false, - "reason": "Scheduler kwargs being ignored is unrelated to variable-length position_ids handling in Qwen3.5." - }, { "left": "issue:44393", "right": "issue:47000", "accept": false, - "reason": "Qwen3-VL bbox hallucination is not the same failure as RTDetrLoss cost-matrix infeasibility." - }, - { - "left": "issue:29870", - "right": "issue:33453", - "accept": false, - "reason": "Bart generate() decoder mask bug and tokenizer-loading regression are distinct paths." + "reason": "Different models and failures: Qwen3-VL bounding-box output vs RTDetr loss assignment/OOM-like cost-matrix infeasibility." }, { "left": "issue:43867", "right": "issue:46202", "accept": false, - "reason": "Sorted state_dict load failure and Gemma pipeline roundtrip on \u2581 are different loading/roundtrip problems." + "reason": "Both are model-loading related, but one is a sorted-state_dict load failure and the other is a Gemma pipeline roundtrip/tokenization issue." }, { "left": "issue:44355", "right": "issue:44855", "accept": false, - "reason": "Compiled Python file errors are not the same as the Python 3.13 IndentationError from a TorchScript decorator parsing issue." + "reason": "Both mention runtime/import problems, but the concrete causes are different: compiled Python file errors vs a Python 3.13 decorator/comment parsing issue." }, { "left": "issue:36683", "right": "issue:43064", "accept": false, - "reason": "Missing Gemma3Config vocab_size and wrong optimizer states under FSDP2/PEFT are unrelated bugs." + "reason": "Unrelated bugs: missing Gemma3Config vocab_size vs distributed training optimizer-state corruption under FSDP2/PEFT." }, { "left": "issue:43867", "right": "issue:45375", "accept": false, - "reason": "State_dict sorting error and missing deepstack_visual_indexes are different serialization/config issues." + "reason": "Different model families and different failures: generic load/state_dict sorting vs missing Qwen3.5 vision config field." }, { "left": "issue:42890", "right": "issue:45561", "accept": false, - "reason": "A flaky seed-dependent integration test is not the same as an xdist file race in patched testing utils." + "reason": "Both are test-flakiness reports, but one is missing set_seed in a specific integration test and the other is an xdist file race in testing utils." }, { "left": "issue:43010", "right": "issue:45850", "accept": false, - "reason": "No_grad cache updates are not the same as a broad complaint that v5 breaks many models." + "reason": "One is a specific no_grad decoration request; the other is a broad complaint that v5 breaks too many models." }, { "left": "issue:36296", "right": "issue:43575", "accept": false, - "reason": "Tensor-parallel training bug and TP loading OOM are different tensor-parallel failure modes." + "reason": "Tensor-parallel is the only overlap; one is a training bug and the other is an OOM while loading a large model." }, { "left": "issue:41669", "right": "issue:44246", "accept": false, - "reason": "Import-star removal causing import cost and intermittent slow imports are related only at a very broad level, not the same bug." + "reason": "Both concern import performance, but one is about removing import * from models and the other is a vague slow import report." }, { "left": "issue:43618", "right": "issue:44077", "accept": false, - "reason": "CLIPOutput attentions assignment and patchtsmixer post_init validation are unrelated model-specific changes." + "reason": "Different concrete bugs: CLIPOutput attentions assignment vs patchtsmixer post_init policy." }, { "left": "issue:43010", "right": "issue:43976", "accept": false, - "reason": "Cache no_grad behavior is not the same as the Python version compatibility issue." + "reason": "Different scopes: cache/layer no_grad decoration versus a Python-version compatibility regression." }, { "left": "issue:43867", "right": "issue:45357", "accept": false, - "reason": "State_dict sorting load errors and incorrect visual encoder keys on save_pretrained are different serialization bugs." + "reason": "Both involve model loading/saving, but one is a state_dict ordering load issue and the other is incorrect visual encoder keys on save_pretrained." }, { "left": "issue:43992", - "right": "issue:46002", + "right": "issue:45478", "accept": false, - "reason": "Missing encoder weights and NaNs in classification heads are separate failure classes." + "reason": "Both are from_pretrained-related, but they target different models and do not describe the same failure mode." }, { "left": "issue:28282", "right": "issue:33453", "accept": false, - "reason": "Missing PyTorch dependency and tokenizer-loading regression do not share the same underlying defect." + "reason": "An AutoModel PyTorch-missing ImportError is unrelated to a tokenizer-loading regression." }, { "left": "issue:43618", "right": "issue:46285", "accept": false, - "reason": "Both mention CLIP, but one is an attentions field issue and the other is a structural model API change." + "reason": "Both mention CLIP, but one is missing attentions assignment and the other is an internal structure change between two text model classes." }, { "left": "issue:44360", "right": "issue:45440", "accept": false, - "reason": "DSA indexer ReLU discussion and DeepseekV3MoE divergence are unrelated model/algorithm issues." + "reason": "Completely different topics: DSA indexer activation vs DeepSeekV3 implementation divergence." }, { "left": "issue:42890", "right": "issue:44964", "accept": false, - "reason": "Seed-related test flakiness is not the same as a model-loading failure for Phi-4 multimodal." + "reason": "A flaky test seed issue is not the same as a model-loading failure for Phi-4 multimodal." }, { "left": "issue:42890", "right": "issue:44112", "accept": false, - "reason": "A flaky integration test is not the same as a stale CI device-override assertion." + "reason": "Different test failures: missing set_seed in one integration test versus a stale device override CI issue." }, { "left": "issue:43502", "right": "issue:44062", "accept": false, - "reason": "Local-files-only API leakage and AddedToken special-arg duplication are separate tokenizer/loading bugs." + "reason": "Local-files-only API leakage is unrelated to the AddedToken special-argument TypeError." }, { "left": "issue:42898", "right": "issue:46664", "accept": false, - "reason": "Tokenization-space cleanup behavior and SmolVLM num_frames semantics are different user-facing changes." + "reason": "Tokenization cleanup behavior in v5 is unrelated to SmolVLM video num_frames semantics." }, { "left": "issue:44734", "right": "issue:46617", "accept": false, - "reason": "KV-cache continuation indexing crash and trust_remote_code cache FileNotFoundError are unrelated serve/loading failures." + "reason": "A serve/KV-cache tensor indexing crash is a different code path from a trust_remote_code cache FileNotFoundError." }, { "left": "issue:43723", "right": "issue:44556", "accept": false, - "reason": "Tokenizer loading regression in v5 and checkpoint reload compatibility after version upgrade are not the same defect." + "reason": "Tokenizer loading regression and checkpoint reload incompatibility after version upgrade are similar only at a high level." }, { "left": "issue:44222", "right": "issue:45125", "accept": false, - "reason": "FP8 save_pretrained behavior and missing tensor-parallel plan metadata are different MOE-related issues, not one bug." + "reason": "FP8 save_pretrained for MoE and missing _tp_plan for tensor parallelism are distinct issues." + }, + { + "left": "issue:43502", + "right": "issue:44485", + "accept": false, + "reason": "local_files_only API requests leaking to network is unrelated to GLM-5 RoPE implementation discussion." + }, + { + "left": "issue:43824", + "right": "issue:46617", + "accept": false, + "reason": "Missing exported Qwen2.5-VL symbol is unrelated to cache-based trust_remote_code loading." + }, + { + "left": "issue:43874", + "right": "issue:46617", + "accept": false, + "reason": "Missing image-patch helper in GLM46V is a model-specific multimodal bug, not a cache-loading FileNotFoundError." + }, + { + "left": "issue:43576", + "right": "issue:46132", + "accept": false, + "reason": "A broken transformers env command and an AttentionInterface.register behavior change are different features and failures." + }, + { + "left": "issue:44387", + "right": "issue:44556", + "accept": false, + "reason": "Int4 quantization memory regression is not the same as a v4-to-v5 checkpoint reload incompatibility." + }, + { + "left": "issue:30333", + "right": "issue:33453", + "accept": false, + "reason": "MLflow job-reporting behavior after failure is unrelated to tokenizer-loading regression." + }, + { + "left": "issue:45125", + "right": "issue:45478", + "accept": false, + "reason": "One is a missing tensor-parallel plan, the other is a broader from_pretrained error; same model family, but not enough evidence of the same bug." } ] }, @@ -18055,8 +18166,8 @@ "review_unit_count": 62, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-510", "nodes": [ @@ -18072,34 +18183,35 @@ "issue:42548", "issue:42757", "issue:43010", - "issue:43065", "issue:43232", "issue:43299", "issue:43352", "issue:43475", "issue:43502", "issue:43576", + "issue:43673", "issue:43824", "issue:43827", - "issue:43874", "issue:43901", "issue:44222", "issue:44230", + "issue:44273", "issue:44315", "issue:44351", "issue:44355", "issue:44360", - "issue:44387", "issue:44485", + "issue:44492", "issue:44556", "issue:44749", "issue:44961", "issue:45071", "issue:45125", + "issue:45362", "issue:45375", "issue:45468", - "issue:45478", - "issue:46132", + "issue:45542", + "issue:45850", "issue:46143", "issue:46144", "issue:46209", @@ -18109,22 +18221,14 @@ "issue:47059" ], "soft_pairs": [ - "issue:43502|issue:44485", - "issue:43824|issue:46617", - "issue:43010|issue:43065", - "issue:43874|issue:46617", - "issue:43576|issue:46132", - "issue:44387|issue:44556", - "issue:30333|issue:33453", - "issue:45125|issue:45478", "issue:42548|issue:44351", "issue:30990|issue:31795", "issue:44355|issue:44749", "issue:45125|issue:45375", - "issue:43502|issue:44961", "issue:43502|issue:44222", - "issue:46664|issue:46726", + "issue:43502|issue:44961", "issue:43827|issue:44961", + "issue:46664|issue:46726", "issue:43010|issue:43232", "issue:30333|issue:36296", "issue:29870|issue:31795", @@ -18146,264 +18250,244 @@ "issue:46143|issue:46144", "issue:44222|issue:44230", "issue:41628|issue:42548", - "issue:44315|issue:46209" + "issue:44315|issue:46209", + "issue:45362|issue:45850", + "issue:44485|issue:46664", + "issue:43673|issue:44492", + "issue:44273|issue:45542" ], - "prepared_review_unit_hash": "70ed9c32b6c45b9b6105a1c7304423c9a388bf4c1c33423094939f0637829e54", + "prepared_review_unit_hash": "9d5f3c47f599b0409b3a0842a5e7bee149dded97c727024e5eaa0d27c4019669", "component_budget": { "node_count": 510, "item_count": 510, "soft_pair_count": 1874, - "serialized_chars": 972519, - "estimated_input_tokens": 243130, - "estimated_eval_tokens": 486516 + "serialized_chars": 972522, + "estimated_input_tokens": 243131, + "estimated_eval_tokens": 486518 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 38, - "serialized_chars": 38051, - "estimated_input_tokens": 9513, - "estimated_eval_tokens": 19282 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 37257, + "estimated_input_tokens": 9315, + "estimated_eval_tokens": 18886 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is highly heterogeneous: most pairs are only superficially similar by broad Transformers/v5/regression wording, not the same concrete bug or change. No PRs are present, and there is no strong true-duplicate core issue; issue:43576 is only a weak representative because it has the most cluster-like connectivity.", + "summary": "This cluster is mostly heterogeneous: many issues share broad words like import/loading/cache/generation, but they describe different bugs, regressions, or docs problems. I rejected all soft edges because none look like the same underlying issue or change.", "confidence": 0.93, - "canonical_issue_reason": "issue:43576 is the closest thing to a hub in this set, with multiple soft links and a broad v5 regression surface, but it still does not unify the other issues into one concrete bug.", + "canonical_issue_reason": "No clear canonical issue: the set is not one duplicate family, and the apparent matches are only title-level similarity across different subsystems and failure modes.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43576 is the most central representative for the cluster\u2019s broad version/regression theme, though the overall cluster remains too mixed to treat it as a single duplicate group.", + "best_issue_reason": "No single issue is a good global representative because the cluster is too diverse and not a true duplicate set.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:43502", - "right": "issue:44485", - "accept": false, - "reason": "Different bugs: offline/caching network requests vs a GLM-5 RoPE implementation discussion." - }, - { - "left": "issue:43824", - "right": "issue:46617", - "accept": false, - "reason": "ImportError for a missing model class is unrelated to a cache FileNotFoundError for trust_remote_code loading." - }, - { - "left": "issue:43010", - "right": "issue:43065", - "accept": false, - "reason": "No shared code-path bug: no-grad decoration for cache update methods vs a SAM3 pixel decoder dummy Conv2d concern." - }, - { - "left": "issue:43874", - "right": "issue:46617", - "accept": false, - "reason": "Missing image-patch API in a processor is a different failure mode than cache-loading file lookup errors." - }, - { - "left": "issue:43576", - "right": "issue:46132", - "accept": false, - "reason": "CLI env command breakage and AttentionInterface register behavior are distinct issues." - }, - { - "left": "issue:44387", - "right": "issue:44556", - "accept": false, - "reason": "Memory/OOM under int4 quantization is not the same as reload failure after upgrading checkpoint versions." - }, - { - "left": "issue:30333", - "right": "issue:33453", - "accept": false, - "reason": "MLflow reporting on job failure and tokenizer-loading regression are unrelated." - }, - { - "left": "issue:45125", - "right": "issue:45478", - "accept": false, - "reason": "Missing tensor-parallel plan and Qwen3.5 MoE from_pretrained error are not the same concrete bug." - }, { "left": "issue:42548", "right": "issue:44351", "accept": false, - "reason": "Both are import errors, but for different symbols and likely different breakages." + "reason": "Both are import errors, but they refer to different symbols (`PreTrainedModel` vs `HybridCache`) and likely different missing exports/regressions." }, { "left": "issue:30990", "right": "issue:31795", "accept": false, - "reason": "Loading-stuck behavior and documentation confusion in forward args are unrelated." + "reason": "One is Sentence Transformers getting stuck loading; the other is confusing forward-arg documentation. Different problem type and target." }, { "left": "issue:44355", "right": "issue:44749", "accept": false, - "reason": "Compiled-Python-file errors do not match the performance regression after upgrading Transformers." + "reason": "One is about compiled Python files causing errors; the other is a tokenizer performance regression after upgrade. Not the same bug." }, { "left": "issue:45125", "right": "issue:45375", "accept": false, - "reason": "Tensor-parallel plan support and a missing config field are different model issues." - }, - { - "left": "issue:43502", - "right": "issue:44961", - "accept": false, - "reason": "Local-files-only network behavior is unrelated to the placeholder racoon issue." + "reason": "Both mention Qwen models, but one is missing `_tp_plan` and the other is a config field dropped by strict validation. Different code paths." }, { "left": "issue:43502", "right": "issue:44222", "accept": false, - "reason": "Offline/network request behavior is not the same as FP8 save_pretrained support for MoE models." + "reason": "`local_files_only=True` network leakage is unrelated to FP8 `save_pretrained` behavior." }, { - "left": "issue:46664", - "right": "issue:46726", + "left": "issue:43502", + "right": "issue:44961", "accept": false, - "reason": "Inconsistent num_frames semantics and missing-vision-backend image processor errors are different video/processor problems." + "reason": "Remote API calls despite offline mode is unrelated to an unrelated placeholder title." }, { "left": "issue:43827", "right": "issue:44961", "accept": false, - "reason": "Docs referencing removed pipeline APIs has nothing to do with the racoon issue." + "reason": "Docs still referencing `pipeline()` is unrelated to the placeholder issue." + }, + { + "left": "issue:46664", + "right": "issue:46726", + "accept": false, + "reason": "Both touch vision/video processing, but one is `num_frames` semantics and the other is missing required vision backend handling." }, { "left": "issue:43010", "right": "issue:43232", "accept": false, - "reason": "Both mention generation internals, but they describe different generation bugs and code paths." + "reason": "Cache/layer `update()` decoration with `no_grad` is not the same as `_update_model_kwargs_for_generation` after `sync_gpus`." }, { "left": "issue:30333", "right": "issue:36296", "accept": false, - "reason": "MLflow job-state reporting and tensor-parallel training are unrelated." + "reason": "MLFlow reporting on failed training jobs is unrelated to tensor parallel training bugs." }, { "left": "issue:29870", "right": "issue:31795", "accept": false, - "reason": "An UnboundLocalError in generation is not the same as documentation confusion about forward arguments." + "reason": "A BART generation `UnboundLocalError` is unrelated to model.forward documentation confusion." }, { "left": "issue:43299", "right": "issue:44556", "accept": false, - "reason": "Both are version/loading regressions, but for different models and different failure modes." + "reason": "Qwen3VL MoE model loading on dev0 and checkpoint reload failures after v5.2/v5.3 are different version/regression reports." }, { "left": "issue:33453", "right": "issue:34689", "accept": false, - "reason": "Tokenizer-loading regression and Llama 3.2 Vision model-loading breakage are not the same concrete issue." + "reason": "Tokenizer loading regression and Llama 3.2 90B Vision model loading breakage are separate loading issues." }, { "left": "issue:44355", "right": "issue:45071", "accept": false, - "reason": "Compiled-file execution errors and PretrainedConfig type-checking breakage are distinct." + "reason": "Compiled Python file errors are unrelated to `PretrainedConfig` type-checking breakage." }, { "left": "issue:42757", "right": "issue:43576", "accept": false, - "reason": "huggingface_hub import failure and transformers env CLI breakage are unrelated." + "reason": "Missing `is_offline_mode` import from `huggingface_hub` is unrelated to the broken `transformers env` CLI command." }, { "left": "issue:43576", "right": "issue:45071", "accept": false, - "reason": "CLI command breakage and config type-checking regression are different bugs." + "reason": "Broken CLI command and `PretrainedConfig` type checking are different failure surfaces." }, { "left": "issue:43576", "right": "issue:47059", "accept": false, - "reason": "CLI completion attribute failure in tests is not the same as the env command regression." + "reason": "`transformers env` being broken is not the same as CLI test failure with a specific `huggingface_hub` version and Typer API change." }, { "left": "issue:31795", "right": "issue:38617", "accept": false, - "reason": "Documentation confusion and missing configuration utility import are unrelated." + "reason": "Docs confusion about `input_ids`/`past_key_values` is unrelated to an import error for `layer_type_validation`." }, { "left": "issue:43576", "right": "issue:43824", "accept": false, - "reason": "Broken env command and missing Qwen2.5-VL class import are different issues." + "reason": "CLI env command breakage is unrelated to missing `Qwen2_5_VLForConditionalGeneration` import." }, { "left": "issue:44315", "right": "issue:44360", "accept": false, - "reason": "Liger kernel application in model_init is unrelated to a DSA indexer ReLU discussion." + "reason": "Liger Kernel not applied in `model_init` is unrelated to the DSA indexer discussion." }, { "left": "issue:44961", "right": "issue:45468", "accept": false, - "reason": "The racoon issue is unrelated to Gemma-4 audio positional encoding." + "reason": "Placeholder issue title `racoon` has no evidence of matching the Gemma audio positional encoding bug." }, { "left": "issue:44485", "right": "issue:44961", "accept": false, - "reason": "RoPE implementation discussion and racoon are clearly unrelated." + "reason": "GLM-5 RoPE implementation discussion is unrelated to the placeholder issue." }, { "left": "issue:44351", "right": "issue:46617", "accept": false, - "reason": "HybridCache import failure and trust_remote_code cache FileNotFoundError are different import/loading problems." + "reason": "Both are import/load failures, but one is a missing symbol in `transformers` and the other is a cache-loading `FileNotFoundError` for trust_remote_code models." }, { "left": "issue:36296", "right": "issue:43901", "accept": false, - "reason": "Tensor parallel training and text-classification docs mentioning return_all_scores are unrelated." + "reason": "Tensor parallel training bug is unrelated to pipeline docs mentioning `return_all_scores`." }, { "left": "issue:43352", "right": "issue:44961", "accept": false, - "reason": "Flash Attention support for Nemotron and the racoon issue are unrelated." + "reason": "Flash Attention support for Nemotron is unrelated to the placeholder issue." }, { "left": "issue:43475", "right": "issue:46617", "accept": false, - "reason": "Missing SAM3 video attribute and trust_remote_code cache loading are different bugs." + "reason": "SAM 3 Video missing `fpn_position_embeddings` is unrelated to cached trust_remote_code file lookup failures." }, { "left": "issue:46143", "right": "issue:46144", "accept": false, - "reason": "Missing kwargs passthrough and lack of attention interface usage are related thematically but not the same concrete fix." + "reason": "Passing `**kwargs` through RoFormer methods and attention-interface usage are related to the same model family but describe different concrete defects." }, { "left": "issue:44222", "right": "issue:44230", "accept": false, - "reason": "FP8 save_pretrained for MoE and FP8 inference support for Qwen3-VL/Qwen3.5 are separate capabilities." + "reason": "FP8 `save_pretrained` bug and FP8 inference support for Qwen3-VL/Qwen3.5 MoE are different FP8 concerns." }, { "left": "issue:41628", "right": "issue:42548", "accept": false, - "reason": "AutoImageProcessor import failure and PreTrainedModel import failure are different symbol-export issues." + "reason": "Missing `AutoImageProcessor` and missing `PreTrainedModel` are distinct import regressions." }, { "left": "issue:44315", "right": "issue:46209", "accept": false, - "reason": "model_init not applying Liger Kernel and FP8 inference on B200 are unrelated." + "reason": "Liger Kernel application bug is unrelated to FP8 inference on B200." + }, + { + "left": "issue:45362", + "right": "issue:45850", + "accept": false, + "reason": "Qwen3.5-35B chat crash and the broad 'v5 breaks too many models' report are not the same concrete bug." + }, + { + "left": "issue:44485", + "right": "issue:46664", + "accept": false, + "reason": "GLM-5 RoPE implementation and SmolVLM `num_frames` semantics are unrelated model-specific issues." + }, + { + "left": "issue:43673", + "right": "issue:44492", + "accept": false, + "reason": "Missing GenerationMixin cache in chunked prefill is unrelated to a typo in cache strategies." + }, + { + "left": "issue:44273", + "right": "issue:45542", + "accept": false, + "reason": "Lazy loading problems are unrelated to the TensorBoard-without-TensorFlow backend error." } ] }, @@ -18422,8 +18506,8 @@ "review_unit_count": 62, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-510", "nodes": [ @@ -18434,6 +18518,7 @@ "issue:42890", "issue:43352", "issue:43408", + "issue:43519", "issue:43525", "issue:43572", "issue:43576", @@ -18450,7 +18535,6 @@ "issue:44351", "issue:44360", "issue:44393", - "issue:44485", "issue:44492", "issue:44556", "issue:44623", @@ -18464,26 +18548,23 @@ "issue:45125", "issue:45230", "issue:45278", + "issue:45310", "issue:45341", - "issue:45362", - "issue:45542", + "issue:45468", "issue:45753", "issue:45850", "issue:46095", "issue:46218", "issue:46328", + "issue:46655", "issue:46664", "issue:47059" ], "soft_pairs": [ - "issue:45362|issue:45850", - "issue:44485|issue:46664", - "issue:43673|issue:44492", - "issue:44273|issue:45542", "issue:44623|issue:45230", - "issue:44273|issue:45003", "issue:44038|issue:45125", "issue:44360|issue:46664", + "issue:44273|issue:45003", "issue:41669|issue:43673", "issue:44393|issue:45753", "issue:44393|issue:45071", @@ -18514,270 +18595,274 @@ "issue:44077|issue:44861", "issue:31795|issue:33453", "issue:43576|issue:44273", - "issue:44315|issue:44829" + "issue:44315|issue:44829", + "issue:43519|issue:46655", + "issue:44360|issue:45468", + "issue:44273|issue:44908", + "issue:45230|issue:45310" ], - "prepared_review_unit_hash": "3e19b692cc0367cb5f90e320b322129f1b6edd8c837cf3424427c82726bcb8d4", + "prepared_review_unit_hash": "21d34f088f5604683fe12aff4fe8f50bfdeba602921f1333638a15cc6305b2ef", "component_budget": { "node_count": 510, "item_count": 510, "soft_pair_count": 1874, - "serialized_chars": 972519, - "estimated_input_tokens": 243130, - "estimated_eval_tokens": 486516 + "serialized_chars": 972522, + "estimated_input_tokens": 243131, + "estimated_eval_tokens": 486518 }, "budget": { - "node_count": 47, - "item_count": 47, + "node_count": 48, + "item_count": 48, "soft_pair_count": 39, - "serialized_chars": 38271, - "estimated_input_tokens": 9568, - "estimated_eval_tokens": 19392 + "serialized_chars": 38830, + "estimated_input_tokens": 9708, + "estimated_eval_tokens": 19672 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a set of unrelated v5 regression or model-specific issues; the shared similarity is usually just broad Transformers breakage, not the same underlying bug. None of the soft pairs look safe to merge as duplicates.", - "confidence": 0.84, - "canonical_issue_reason": "issue:45850 is the broadest umbrella in the set, capturing the general 'v5 breaks many models' regression theme that overlaps with several other reports, even though it is still vague.", + "summary": "Mostly unrelated issue reports; a few share broad themes like import/lazy-loading or v5 regressions, but none are close enough to merge as duplicates. No PRs are present.", + "confidence": 0.79, + "canonical_issue_reason": "No single canonical issue stands out: the set is heterogeneous. The closest umbrella is issue:45850, but it is too broad/vague to safely dedupe the rest against it.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45850 is the best global representative because it is the most general summary of the cluster\u2019s recurring v5 breakage pattern.", + "best_issue_reason": "issue:45850 is the broadest regression umbrella in the list, so it is the closest thing to a representative issue, though still too generic.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:45362", - "right": "issue:45850", - "accept": false, - "reason": "Specific Qwen3.5 chat crash vs a vague broad complaint about v5 breaking many models; not the same bug." - }, - { - "left": "issue:44485", - "right": "issue:46664", - "accept": false, - "reason": "GLM-5 RoPE implementation discussion vs SmolVLM video-frame semantics; different code paths and symptoms." - }, - { - "left": "issue:43673", - "right": "issue:44492", - "accept": false, - "reason": "GenerationMixin cache missing in chunked_prefill vs a typo in cache-strategy docs/naming; unrelated." - }, - { - "left": "issue:44273", - "right": "issue:45542", - "accept": false, - "reason": "Lazy loading malfunction vs TensorBoard-without-TF backend error; no shared underlying failure." - }, { "left": "issue:44623", "right": "issue:45230", "accept": false, - "reason": "Missing files from processor.save_pretrained vs an unspecified bug report; too generic to be the same issue." - }, - { - "left": "issue:44273", - "right": "issue:45003", - "accept": false, - "reason": "Lazy loading bug vs unsafe sys.modules access in modeling_utils; only broad import/loading overlap." + "reason": "Specific processor save_pretrained bug vs a generic bug report; no concrete overlap." }, { "left": "issue:44038", "right": "issue:45125", "accept": false, - "reason": "Qwen3-VL-Moe bug vs missing tensor-parallel plan for Qwen3_5Moe; different model/runtime problems." + "reason": "Different Qwen3.5-related problems; one is a general bug report, the other is missing tensor-parallel metadata." }, { "left": "issue:44360", "right": "issue:46664", "accept": false, - "reason": "DSA indexer discussion vs video processor num_frames meaning; unrelated components." + "reason": "Completely unrelated subsystems: DSA indexer vs SmolVLM video processor." + }, + { + "left": "issue:44273", + "right": "issue:45003", + "accept": false, + "reason": "Both touch import/lazy-loading, but one is lazy loading being broken and the other is unsafe sys.modules access; not clearly the same bug." }, { "left": "issue:41669", "right": "issue:43673", "accept": false, - "reason": "Import-star/lazy-loading performance issue vs missing GenerationMixin cache during chunked prefill; not the same bug." + "reason": "Import-time regression from import * cleanup vs chunked_prefill cache issue; different code paths." }, { "left": "issue:44393", "right": "issue:45753", "accept": false, - "reason": "2D bounding-box hallucination/error vs infinite loop on a specific image; both Qwen3_5 but different failure modes." + "reason": "Same model family, but different symptoms and likely different bugs (2D boxes vs infinite loop on one image)." }, { "left": "issue:44393", "right": "issue:45071", "accept": false, - "reason": "Model output error vs PretrainedConfig type-checking breakage; unrelated regressions." + "reason": "Qwen3-VL output bug vs PretrainedConfig type-checking regression; unrelated." }, { "left": "issue:43576", "right": "issue:44556", "accept": false, - "reason": "transformers env command broken in v5 vs checkpoint reload incompatibility after upgrade; different commands and failure surfaces." + "reason": "Both are v5 regressions, but one is the env CLI and the other is checkpoint reload compatibility; not the same concrete bug." }, { "left": "issue:43525", "right": "issue:45850", "accept": false, - "reason": "Llama4Config pad_token_id attribute error vs a broad v5-breakage umbrella; not the same concrete bug." + "reason": "Specific Llama4Config attribute error vs a broad 'v5 breaks too many models' umbrella; too vague to dedupe." }, { "left": "issue:44556", "right": "issue:45092", "accept": false, - "reason": "Checkpoint reload failure after v5.2/v5.3 vs old InternVL2 remote-code/meta-init incompatibility; same upgrade era, different root causes." + "reason": "Both mention v5 reload problems, but one is generic checkpoints and the other is remote-code/meta-init incompatibility; not enough evidence they are the same issue." }, { "left": "issue:43572", "right": "issue:45850", "accept": false, - "reason": "StableLmConfig pad_token_idx missing vs generic v5 breakage; too broad to be a duplicate." + "reason": "StableLmConfig pad_token_idx regression is a specific config bug, not the same as the broad v5 complaint." }, { "left": "issue:44492", "right": "issue:45850", "accept": false, - "reason": "Cache-strategy typo vs broad v5 regressions; not the same underlying issue." + "reason": "A typo in cache strategy docs/code is not the same as a broad model-breakage regression." }, { "left": "issue:44230", "right": "issue:46095", "accept": false, - "reason": "FP8 support request for Qwen3-VL/Qwen3.5 Moe vs a weight-conversion question for deepseekv4; different features and tasks." + "reason": "FP8 inference support request vs a weight-conversion-script question; unrelated." }, { "left": "issue:45850", "right": "issue:47059", "accept": false, - "reason": "Broad 'v5 breaks too many models' complaint vs a specific CLI incompatibility with huggingface_hub 1.22.0; not the same bug." + "reason": "Broad v5 model regressions vs a CLI incompatibility with huggingface_hub; different subsystem and failure mode." }, { "left": "issue:45278", "right": "issue:45850", "accept": false, - "reason": "General import errors after 4.57.0\u21925.5.0 vs a vague broad breakage report; overlapping theme but not one concrete defect." + "reason": "Both are broad upgrade regressions, but one is import errors and the other is model breakage; too generic to call duplicates." }, { "left": "issue:42371", "right": "issue:44492", "accept": false, - "reason": "TF32 API-settings warning vs cache-strategy typo; unrelated." + "reason": "TF32 API guidance vs cache-strategy typo; unrelated." }, { "left": "issue:43408", "right": "issue:44315", "accept": false, - "reason": "sam3_video/sam3_tracker config mismatch vs Liger Kernel not applied with model_init; different model-loading paths." + "reason": "Model-type warning vs Liger Kernel/model_init behavior; unrelated." }, { "left": "issue:41669", "right": "issue:46218", "accept": false, - "reason": "import-star/lazy-loading performance issue vs could not import Qwen3_5ForCausalLM; one is a systemic import-cost problem, the other a specific module absence." + "reason": "Import performance regression vs a missing module import error; not the same bug." }, { "left": "issue:44246", "right": "issue:44273", "accept": false, - "reason": "Import time is slow vs lazy loading not working properly; related area but not the same bug." + "reason": "Both concern import/lazy loading, but one is slow imports and the other says lazy loading is broken; not a concrete match." }, { "left": "issue:42890", "right": "issue:44908", "accept": false, - "reason": "Missing set_seed in SAM HQ tests vs inverse_sqrt scheduler ignoring kwargs; different subsystems and symptoms." + "reason": "Test flakiness from missing set_seed() vs scheduler kwargs being ignored; unrelated." }, { "left": "issue:43576", "right": "issue:44908", "accept": false, - "reason": "Broken env command vs scheduler kwargs being dropped; no shared code-path." + "reason": "CLI env-command bug vs inverse_sqrt scheduler kwargs bug; different paths." }, { "left": "issue:43352", "right": "issue:44393", "accept": false, - "reason": "Flash Attention 2.0 unsupported in NemotronH vs Qwen3-VL bbox hallucination; unrelated model issues." + "reason": "Flash Attention 2 support limitation vs Qwen3-VL bbox hallucination/error; unrelated." }, { "left": "issue:43976", "right": "issue:44393", "accept": false, - "reason": "Python version compatibility problem vs Qwen3-VL bounding-box output error; different failure class." + "reason": "Python-version compatibility regression vs Qwen3-VL output error; unrelated." }, { "left": "issue:44295", "right": "issue:45230", "accept": false, - "reason": "position_ids buffer access error vs generic bug report placeholder; no basis for duplication." + "reason": "Specific position_ids buffer bug vs a generic bug report; no concrete overlap." }, { "left": "issue:44908", "right": "issue:45071", "accept": false, - "reason": "Scheduler kwargs handling vs PretrainedConfig type-checking breakage; unrelated." + "reason": "Scheduler kwargs handling vs PretrainedConfig type checking; unrelated." }, { "left": "issue:44297", "right": "issue:45230", "accept": false, - "reason": "tokenizer_class mismatch on save_pretrained vs generic bug report; too little overlap." + "reason": "Tokenizer save_pretrained mismatch vs generic bug report; no evidence of sameness." }, { "left": "issue:44492", "right": "issue:46328", "accept": false, - "reason": "Cache-strategy typo vs SequenceFeatureExtractor.pad performance issue; completely different areas." + "reason": "Cache-strategy typo vs SequenceFeatureExtractor.pad performance issue; unrelated." }, { "left": "issue:44704", "right": "issue:44908", "accept": false, - "reason": "AutoProcessor kwargs not forwarded to cached_file vs scheduler kwargs ignored; both kwargs-related but different components and bugs." + "reason": "Processor kwargs forwarding vs scheduler kwargs ignored; only superficial similarity in 'kwargs'." }, { "left": "issue:41669", "right": "issue:44351", "accept": false, - "reason": "Import-star usage performance issue vs cannot import HybridCache; different import failures." + "reason": "Import-time overhead from model imports vs missing HybridCache symbol; different failure modes." }, { "left": "issue:41669", "right": "issue:45341", "accept": false, - "reason": "Import-star performance problem vs a bug in testing_utils.py; no shared root cause." + "reason": "Import performance regression vs a testing_utils bug; unrelated." }, { "left": "issue:43976", "right": "issue:46218", "accept": false, - "reason": "Python 3.9/3.10 compatibility breakage vs missing Qwen3_5ForCausalLM import; unrelated." + "reason": "Python-version incompatibility vs module import failure; not the same issue." }, { "left": "issue:44077", "right": "issue:44861", "accept": false, - "reason": "patchtsmixer post_init policy change vs _get_tied_weight_keys AttributeError; different code paths." + "reason": "Optional post_init enforcement vs tied-weights list crash; unrelated." }, { "left": "issue:31795", "right": "issue:33453", "accept": false, - "reason": "Documentation confusion about inputs/cache vs tokenizer loading regression; unrelated user-facing problems." + "reason": "Documentation confusion in model.forward vs tokenizer loading regression; unrelated." }, { "left": "issue:43576", "right": "issue:44273", "accept": false, - "reason": "Broken env command vs lazy loading not working properly; only a generic v5 regression theme overlaps." + "reason": "CLI env-command breakage vs lazy-loading/import behavior; same broad area but not the same bug." }, { "left": "issue:44315", "right": "issue:44829", "accept": false, - "reason": "Liger Kernel application with model_init vs flash_attention_3 training degeneration; different mechanisms and symptoms." + "reason": "Liger Kernel/model_init application bug vs flash_attention_3 training degeneration; unrelated." + }, + { + "left": "issue:43519", + "right": "issue:46655", + "accept": false, + "reason": "Qwen3VL timestamp math vs SmolVLM video padding math; different models and different bugs." + }, + { + "left": "issue:44360", + "right": "issue:45468", + "accept": false, + "reason": "DSA indexer/ReLU discussion vs Gemma-4 audio positional encoding; unrelated." + }, + { + "left": "issue:44273", + "right": "issue:44908", + "accept": false, + "reason": "Lazy loading/import issue vs scheduler kwargs handling; no concrete shared code path." + }, + { + "left": "issue:45230", + "right": "issue:45310", + "accept": false, + "reason": "Generic bug report vs Qwen3.5 Moe from_pretrained error; not enough evidence of a shared underlying bug." } ] }, @@ -18812,6 +18897,7 @@ "issue:41669", "issue:42371", "issue:42913", + "issue:42936", "issue:43066", "issue:43298", "issue:43352", @@ -18820,13 +18906,14 @@ "issue:43572", "issue:43576", "issue:43618", + "issue:43668", "issue:43704", + "issue:43717", + "issue:44031", "issue:44230", "issue:44261", "issue:44263", - "issue:44273", "issue:44351", - "issue:44360", "issue:44485", "issue:44492", "issue:44623", @@ -18835,7 +18922,6 @@ "issue:44908", "issue:44938", "issue:44998", - "issue:45230", "issue:45250", "issue:45290", "issue:45310", @@ -18843,17 +18929,13 @@ "issue:45850", "issue:46018", "issue:46095", + "issue:46144", "issue:46172", "issue:46218", - "issue:46655", "issue:46894", "issue:47059" ], "soft_pairs": [ - "issue:43519|issue:46655", - "issue:44360|issue:45468", - "issue:44273|issue:44908", - "issue:45230|issue:45310", "issue:43519|issue:44485", "issue:45468|issue:46894", "issue:43576|issue:46218", @@ -18892,288 +18974,291 @@ "issue:31515|issue:36296", "issue:31515|issue:31795", "issue:44230|issue:45310", - "issue:43298|issue:44230" + "issue:43298|issue:44230", + "issue:43717|issue:46144", + "issue:42936|issue:46018", + "issue:43668|issue:44031" ], - "prepared_review_unit_hash": "526916a82e15bc2ec97743cab287f44b7b7218a517e8464aa88d451604a2617a", + "prepared_review_unit_hash": "cb69b455cd4601afdba7e85d2f4ae68e3b2ca30d49a56b384f8b4aec7c690fcf", "component_budget": { "node_count": 510, "item_count": 510, "soft_pair_count": 1874, - "serialized_chars": 972519, - "estimated_input_tokens": 243130, - "estimated_eval_tokens": 486516 + "serialized_chars": 972522, + "estimated_input_tokens": 243131, + "estimated_eval_tokens": 486518 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 43, - "serialized_chars": 39143, - "estimated_input_tokens": 9786, - "estimated_eval_tokens": 19828 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 42, + "serialized_chars": 39468, + "estimated_input_tokens": 9867, + "estimated_eval_tokens": 19990 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is very heterogeneous; most pairs are only weakly text-similar and do not look like true duplicates. No soft edge is strong enough to merge, and the best anchor issue is the concrete from_pretrained loading/performance report.", - "confidence": 0.33, - "canonical_issue_reason": "Issue 31515 is the most concrete and most centrally connected loading-related report among a set of otherwise unrelated issues, so it is the best available anchor for this noisy cluster.", - "canonical_pr_reason": null, - "best_issue_reason": "31515 is the strongest representative of the apparent loading/performance subtheme, even though the overall cluster does not form a clean duplicate set.", - "best_pr_reason": null, + "summary": "This cluster is not a duplicate set: it mixes unrelated model-loading, tokenizer, scheduler, import, documentation, and architecture-specific issues. I found no defensible canonical issue or PR anchor, and all soft edges should be rejected.", + "confidence": 0.98, + "canonical_issue_reason": "No single canonical issue fits the cluster: the items describe many unrelated bugs/features across different subsystems and models.", + "canonical_pr_reason": "No PRs are present in the cluster.", + "best_issue_reason": "No issue is a good global representative because there is no shared underlying defect across the set.", + "best_pr_reason": "No PRs are present in the cluster.", "soft_edge_verdicts": [ - { - "left": "issue:43519", - "right": "issue:46655", - "accept": false, - "reason": "Different processor bugs: timestamp calculation vs padding calculation." - }, - { - "left": "issue:44360", - "right": "issue:45468", - "accept": false, - "reason": "Unrelated model internals: DSA ReLU omission vs Gemma audio positional encoding." - }, - { - "left": "issue:44273", - "right": "issue:44908", - "accept": false, - "reason": "Lazy-loading behavior and scheduler kwargs are different subsystems." - }, - { - "left": "issue:45230", - "right": "issue:45310", - "accept": false, - "reason": "Generic bug report vs a specific Qwen3.5 MoE from_pretrained error." - }, { "left": "issue:43519", "right": "issue:44485", "accept": false, - "reason": "Different model processor bug vs GLM-5 RoPE implementation." + "reason": "Both mention model internals, but one is a Qwen3VL timestamp calculation bug and the other is a GLM-5 RoPE implementation issue; different code paths." }, { "left": "issue:45468", "right": "issue:46894", "accept": false, - "reason": "Gemma-4 audio encoding vs CohereASR training-loss shifting are unrelated." + "reason": "Different models and failures: Gemma-4 audio positional encoding vs CohereASR training-loss shifting." }, { "left": "issue:43576", "right": "issue:46218", "accept": false, - "reason": "CLI env command breakage and model import failure are different issues." + "reason": "One is a broken CLI env command, the other is a model import error for Qwen3_5ForCausalLM; unrelated problems." }, { "left": "issue:44655", "right": "issue:44861", "accept": false, - "reason": "Saving pipelines and tied-weight key extraction are separate code paths." + "reason": "Save-pretrained missing files is not the same as an AttributeError in tied-weight key handling." }, { "left": "issue:43519", "right": "issue:44908", "accept": false, - "reason": "Processor timestamp math is unrelated to inverse_sqrt scheduler kwargs." + "reason": "Qwen3VL timestamp math and scheduler kwarg propagation are unrelated code paths." }, { "left": "issue:41669", "right": "issue:43704", "accept": false, - "reason": "Import-star cleanup and VRAM leak are not the same bug." + "reason": "Import-star cleanup causing slowdown is unrelated to a Qwen3ForCausalLM VRAM leak." }, { "left": "issue:31795", "right": "issue:34689", "accept": false, - "reason": "Documentation confusion about forward args vs a model loading regression." + "reason": "Documentation confusion in forward inputs is unrelated to a Llama model-loading regression." }, { "left": "issue:44485", "right": "issue:45468", "accept": false, - "reason": "GLM-5 RoPE and Gemma-4 audio encoding are unrelated model implementations." + "reason": "Both are model-architecture issues, but they concern different families and different implementation bugs." }, { "left": "issue:43704", "right": "issue:44485", "accept": false, - "reason": "VRAM leak in Qwen3ForCausalLM is unrelated to GLM-5 RoPE." + "reason": "VRAM leakage in Qwen3ForCausalLM does not match a GLM-5 RoPE implementation defect." }, { "left": "issue:46018", "right": "issue:46172", "accept": false, - "reason": "Shared-expert gating and tensor transpose behavior are different defects." + "reason": "Shared expert gating and a comb/to-transpose bug are different DeepSeek-V4 issues; not the same concrete change." }, { "left": "issue:43502", "right": "issue:43519", "accept": false, - "reason": "Local-files-only network leakage is unrelated to timestamp calculation." + "reason": "Local-files-only network leakage is unrelated to timestamp calculation in a processor." }, { "left": "issue:42371", "right": "issue:43704", "accept": false, - "reason": "TF32 API settings and a Qwen3 VRAM leak are unrelated." + "reason": "TF32 API settings and VRAM leakage are unrelated concerns." }, { "left": "issue:45850", "right": "issue:46218", "accept": false, - "reason": "Broad v5 breakages and a specific module import error are not the same issue." + "reason": "A broad v5 breakage report is not the same bug as a specific Qwen3_5 import failure." }, { "left": "issue:43519", "right": "issue:44623", "accept": false, - "reason": "Processor timestamp math and missing save_pretrained files are different bugs." + "reason": "Timestamp calculation and processor.save_pretrained file output are unrelated." }, { "left": "issue:44263", "right": "issue:45468", "accept": false, - "reason": "DSA indexer split behavior is unrelated to Gemma-4 audio encoding." + "reason": "torch.split return values in a GLM indexer is unrelated to Gemma-4 audio positional encoding." }, { "left": "issue:44261", "right": "issue:45468", "accept": false, - "reason": "RMS norm epsilon mismatch and Gemma-4 audio positional encoding are unrelated." + "reason": "Both mention precision/norm behavior, but they target different models and different normalization paths." }, { "left": "issue:43298", "right": "issue:46095", "accept": false, - "reason": "Continuous batching for audio models and DeepSeek-V4 weight conversion are different topics." + "reason": "Continuous batching support for audio models is unrelated to a DeepSeek-V4 weight-conversion question." }, { "left": "issue:43519", "right": "issue:43704", "accept": false, - "reason": "Processor timestamp calculation is unrelated to a Qwen3 VRAM leak." + "reason": "Different subsystems: processor timestamp math vs Qwen3ForCausalLM memory leak." }, { "left": "issue:43352", "right": "issue:46218", "accept": false, - "reason": "Flash Attention support for one model and an import failure for another are different problems." + "reason": "Flash Attention 2 support for NemotronHForCausalLM is unrelated to a Qwen3_5 import failure." }, { "left": "issue:44351", "right": "issue:46218", "accept": false, - "reason": "Both are import errors, but they involve different missing symbols and likely different fixes." + "reason": "Both are import errors, but for different symbols/modules and different root causes." }, { "left": "issue:42913", "right": "issue:43066", "accept": false, - "reason": "Both mention tokenizer v5 behavior, but the reported failures are not the same concrete bug." + "reason": "Both involve tokenizer v5 behavior, but one is a general behavior change and the other is a decoder type issue; not the same concrete bug." }, { "left": "issue:44861", "right": "issue:47059", "accept": false, - "reason": "Tied-weight key crash and CLI completion attribute error are unrelated." + "reason": "Tied-weight key handling and a CLI completion attribute error are unrelated." }, { "left": "issue:28348", "right": "issue:45250", "accept": false, - "reason": "Specific GPT2 support request vs a generic Flash Attention 2.0 topic is too broad to merge." + "reason": "GPT2-specific Flash Attention 2 support is not the same as a broad generic FA2 request." }, { "left": "issue:44908", "right": "issue:44998", "accept": false, - "reason": "Scheduler kwargs bug and a noise issue are unrelated." + "reason": "Scheduler kwargs propagation and an unrelated placeholder issue have nothing in common." }, { "left": "issue:44492", "right": "issue:44998", "accept": false, - "reason": "Typo in cache strategies is unrelated to the noise issue." + "reason": "A typo in cache strategies is unrelated to the placeholder issue." }, { "left": "issue:44998", "right": "issue:45850", "accept": false, - "reason": "Noise title vs broad version-breakage report; not the same bug." + "reason": "No shared bug: one is a placeholder title, the other is a broad v5 regression report." }, { "left": "issue:43618", "right": "issue:44998", "accept": false, - "reason": "CLIPOutput attentions regression is unrelated to the noise issue." + "reason": "CLIPOutput attentions regression is unrelated to the placeholder issue." }, { "left": "issue:44938", "right": "issue:44998", "accept": false, - "reason": "Python 3.14 load failure is unrelated to the noise issue." + "reason": "Python 3.14 load failure is unrelated to the placeholder issue." }, { "left": "issue:44861", "right": "issue:45290", "accept": false, - "reason": "Tied-weight handling and chat-template tool-call crash are different code paths." + "reason": "Tied-weight key crash and chat-template tool-call crash are different failures." }, { "left": "issue:31515", "right": "issue:38617", "accept": false, - "reason": "Slow checkpoint loading and an ImportError are different failure modes." + "reason": "Slow from_pretrained checkpoint loading and an ImportError for layer_type_validation are different problems." }, { "left": "issue:43572", "right": "issue:44861", "accept": false, - "reason": "Missing pad_token_idx and tied-weight-key crash are unrelated." + "reason": "Missing pad_token_idx in StableLmConfig is unrelated to tied-weight key crashes." }, { "left": "issue:44230", "right": "issue:44623", "accept": false, - "reason": "FP8 inference support and missing processor save files are not the same issue." + "reason": "FP8 inference support for Qwen3-VL/Qwen3.5 MoE is unrelated to missing processor.save_pretrained files." }, { "left": "issue:28348", "right": "issue:43352", "accept": false, - "reason": "Both mention Flash Attention 2.0, but they are model-specific support requests for different code paths." + "reason": "Both are Flash Attention 2 support requests, but for different models and different model-specific code paths." }, { "left": "issue:29870", "right": "issue:31515", "accept": false, - "reason": "BART generate() decoder mask bug and slow from_pretrained loading are unrelated." + "reason": "A Bart generate bug and slow checkpoint loading are unrelated." }, { "left": "issue:30333", "right": "issue:31515", "accept": false, - "reason": "MLflow job-state reporting and checkpoint loading performance are unrelated." + "reason": "MLflow reporting after failed training is unrelated to from_pretrained performance." }, { "left": "issue:31515", "right": "issue:36296", "accept": false, - "reason": "Model loading slowness and tensor-parallel training are different subsystems." + "reason": "Checkpoint loading speed and tensor-parallel training correctness are unrelated." }, { "left": "issue:31515", "right": "issue:31795", "accept": false, - "reason": "Loading performance and forward-pass documentation confusion are not the same bug." + "reason": "Loading performance and documentation confusion are unrelated." }, { "left": "issue:44230", "right": "issue:45310", "accept": false, - "reason": "FP8 inference support and a Qwen3.5 MoE from_pretrained error are different issues." + "reason": "FP8 support for Qwen3-VL/Qwen3.5 MoE and a Qwen3.5 from_pretrained error are different bugs." + }, + { + "left": "issue:43298", + "right": "issue:44230", + "accept": false, + "reason": "Continuous batching for audio models is unrelated to FP8 inference support." + }, + { + "left": "issue:43717", + "right": "issue:46144", + "accept": false, + "reason": "Mamba init_weights usage and RoFormer attention-interface usage are unrelated architecture issues." + }, + { + "left": "issue:42936", + "right": "issue:46018", + "accept": false, + "reason": "Mask2former ignore_value handling is unrelated to DeepSeek-V4 shared-expert gating." + }, + { + "left": "issue:43668", + "right": "issue:44031", + "accept": false, + "reason": "A type-hint bug in ModernBERTConfig is unrelated to a tokenizer regex warning regression." } ] }, @@ -19192,8 +19277,8 @@ "review_unit_count": 62, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-510", "nodes": [ @@ -19201,16 +19286,11 @@ "issue:42936", "issue:43240", "issue:43668", - "issue:43717", "issue:43813", "issue:44031", - "issue:46018", "issue:46144" ], "soft_pairs": [ - "issue:43717|issue:46144", - "issue:42936|issue:46018", - "issue:43668|issue:44031", "issue:42936|issue:43240", "issue:43240|issue:46144", "issue:42936|issue:44031", @@ -19221,106 +19301,88 @@ "issue:37934|issue:43668", "issue:42936|issue:43668" ], - "prepared_review_unit_hash": "2e35ae47cf0fe606a5fbfd2f1d4564a23014f23c4abb2f72bef67149c4623345", + "prepared_review_unit_hash": "f0871beb56aaa2e8ea92ab5f99010b18fb1352879b28176462de6a3807df6e7b", "component_budget": { "node_count": 510, "item_count": 510, "soft_pair_count": 1874, - "serialized_chars": 972519, - "estimated_input_tokens": 243130, - "estimated_eval_tokens": 486516 + "serialized_chars": 972522, + "estimated_input_tokens": 243131, + "estimated_eval_tokens": 486518 }, "budget": { - "node_count": 9, - "item_count": 9, - "soft_pair_count": 12, - "serialized_chars": 8610, - "estimated_input_tokens": 2153, - "estimated_eval_tokens": 4562 + "node_count": 7, + "item_count": 7, + "soft_pair_count": 9, + "serialized_chars": 6642, + "estimated_input_tokens": 1661, + "estimated_eval_tokens": 3578 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The items are all closed/open issue reports, but they describe distinct bugs across unrelated models and subsystems. None of the soft pairs look like true duplicates or the same underlying change.", - "confidence": 0.39, - "canonical_issue_reason": "issue:42936 is the most concrete, code-path-specific bug report in the set: a specific model behavior issue with a clear expected-vs-actual failure mode.", + "summary": "This cluster is a grab bag of unrelated issue reports across different models and components (norm layers, Mask2Former, loss kwargs, config typing, a typo, tokenizer warnings, and RoFormer attention). None of the soft pairs look like the same underlying bug, so there is no true duplicate cluster here.", + "confidence": 0.96, + "canonical_issue_reason": "Issue 43240 is the best representative only because it is the broadest, most general bug report in the set and has the most inbound references; however, it is not a duplicate of the others.", "canonical_pr_reason": null, - "best_issue_reason": "issue:42936 is also the best representative issue overall because it is specific, actionable, and easy to triage, unlike the more generic or broad reports in the cluster.", + "best_issue_reason": "Issue 43240 is the best single issue to represent the cluster, but only as a placeholder for an otherwise unrelated set of issues.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:43717", - "right": "issue:46144", - "accept": false, - "reason": "Different subsystems and failure modes: Mamba/Mamba-2 weight initialization vs RoFormer attention interface usage." - }, - { - "left": "issue:42936", - "right": "issue:46018", - "accept": false, - "reason": "Unrelated model bugs: Mask2Former ignore_value handling vs DeepSeek-V4 shared expert gating." - }, - { - "left": "issue:43668", - "right": "issue:44031", - "accept": false, - "reason": "One is a type-hint/config schema problem, the other is a tokenizer regex warning regression; not the same bug." - }, { "left": "issue:42936", "right": "issue:43240", "accept": false, - "reason": "Mask2Former ignore_value handling and loss-function kwargs propagation are different code paths and different fixes." + "reason": "Mask2Former ignore_value handling and passing kwargs to loss calculation are different bugs in different code paths." }, { "left": "issue:43240", "right": "issue:46144", "accept": false, - "reason": "Loss kwargs forwarding is unrelated to RoFormer attention interface implementation." + "reason": "Loss-function kwargs propagation is unrelated to RoFormer attention not using the attention interface." }, { "left": "issue:42936", "right": "issue:44031", "accept": false, - "reason": "Different domains and symptoms: model label ignore handling vs tokenizer regex warnings." + "reason": "Mask2Former ignore_value usage and tokenizer regex warnings are unrelated subsystems and symptoms." }, { "left": "issue:42936", "right": "issue:46144", "accept": false, - "reason": "Different model components and no shared concrete bug; not mergeable as one change." + "reason": "Mask2Former loss config bug and RoFormer attention implementation bug are not the same change or defect." }, { "left": "issue:42936", "right": "issue:43813", "accept": false, - "reason": "A model behavior bug and a typo in a quantization attribute name are not the same underlying issue." + "reason": "A model ignore_value bug is unrelated to a typo in a quantization operation name." }, { "left": "issue:43668", "right": "issue:43813", "accept": false, - "reason": "Type-hint mismatch in config vs a literal typo in quantization code; unrelated." + "reason": "Incorrect type hint for ModernBERTConfig norm_eps is a separate config issue from a quantization-typo report." }, { "left": "issue:43240", "right": "issue:43668", "accept": false, - "reason": "Loss kwarg forwarding and incorrect type hints do not share a code path or fix." + "reason": "Passing kwargs to loss calculation and fixing a norm_eps type hint are distinct issue types with no shared bug." }, { "left": "issue:37934", "right": "issue:43668", "accept": false, - "reason": "Llama4 normalization behavior vs ModernBERT config typing are different kinds of issues." + "reason": "Possible RMSNorm mismatch in Llama4TextL2Norm is unrelated to an incorrect ModernBERTConfig type annotation." }, { "left": "issue:42936", "right": "issue:43668", "accept": false, - "reason": "Mask2Former ignore_value usage and ModernBERT norm_eps typing are unrelated bugs." + "reason": "Mask2Former ignore_value behavior and ModernBERTConfig norm_eps typing do not describe the same underlying defect." } ] }, @@ -19339,8 +19401,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10519-3", "nodes": [ @@ -19353,52 +19415,52 @@ "issue:10519|issue:11005", "issue:11005|issue:11307" ], - "prepared_review_unit_hash": "5dbdde9269109e3833d75579e1391568cd663815a210ba345e49459bd2cc6ac9", + "prepared_review_unit_hash": "27eb93c5cc0cd4cd79bce707dc29de05b8f77281bf744fe953e2c15e38211160", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 2875, - "estimated_input_tokens": 719, - "estimated_eval_tokens": 1694 + "serialized_chars": 2877, + "estimated_input_tokens": 720, + "estimated_eval_tokens": 1696 }, "budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 2875, - "estimated_input_tokens": 719, - "estimated_eval_tokens": 1694 + "serialized_chars": 2877, + "estimated_input_tokens": 720, + "estimated_eval_tokens": 1696 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are not duplicates: the three issues discuss unrelated features (token truncation behavior, ReduceLROnPlateau-like scheduling, and Wav2Vec2 word offsets). The soft similarity appears to be lexical only, so all soft edges should be rejected.", - "confidence": 0.97, - "canonical_issue_reason": "Issue 10519 is the most specific and self-contained of the set, but it is not a true canonical for the cluster because the other issues are about different problems entirely.", + "summary": "These three issues are not duplicates: one asks for a new truncation direction option, one asks for ReduceLROnPlateau-like scheduler behavior, and one asks for word time offsets in Wav2Vec2. They share only very generic ML-library similarity, not the same underlying bug or feature request.", + "confidence": 0.98, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "10519 is the clearest representative only in the sense of being the most concrete request; however, there is no valid duplicate cluster here.", + "best_issue_reason": "No single issue is a good canonical representative because the topics are unrelated and would not be resolved by one fix or one feature implementation.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:10519", "right": "issue:11307", "accept": false, - "reason": "Different topics: truncation-from-beginning behavior for tokenization vs. time offsets in Wav2Vec2. No shared underlying bug or change." + "reason": "Different feature requests in different areas: tokenizer truncation behavior vs. Wav2Vec2 word boundary timestamps." }, { "left": "issue:10519", "right": "issue:11005", "accept": false, - "reason": "Completely unrelated features: token truncation direction vs. ReduceLROnPlateau-like learning-rate scheduling." + "reason": "One is about truncation strategy, the other about learning-rate scheduler functionality; no shared code-path or concrete bug." }, { "left": "issue:11005", "right": "issue:11307", "accept": false, - "reason": "No common code-path problem: optimizer scheduling request vs. extracting word start/end timestamps from Wav2Vec2." + "reason": "Unrelated requests: scheduler behavior versus extracting offsets from speech models." } ] }, @@ -19417,8 +19479,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-13244-3", "nodes": [ @@ -19430,12 +19492,12 @@ "issue:13244|issue:16618", "issue:15980|issue:16618" ], - "prepared_review_unit_hash": "f12f8e265c6355b95e07ee062169e079dcdfc07e264eb73184beb14d33e8a629", + "prepared_review_unit_hash": "0b322e3ea7a6be76f904fde3cea6ea3ac866ec0a7e3b4d72790c1e79d1b1bf78", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 2479, + "serialized_chars": 2477, "estimated_input_tokens": 620, "estimated_eval_tokens": 1496 }, @@ -19443,7 +19505,7 @@ "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 2479, + "serialized_chars": 2477, "estimated_input_tokens": 620, "estimated_eval_tokens": 1496 }, @@ -19452,24 +19514,24 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These issues do not look like one duplicate cluster: one is about Tapas tokenization, one about private-model auth/error messaging, and one about a generic BERT loading failure. The shared similarity is only very broad Hugging Face model-related behavior.", - "confidence": 0.89, - "canonical_issue_reason": null, + "summary": "These three issues do not look like duplicates of one another. One is about Tapas tokenization mismatching TensorFlow, one is about a confusing auth/download error for private models, and one is a generic model-loading failure for bert-base-uncased.", + "confidence": 0.92, + "canonical_issue_reason": "Issue #16618 is the broadest and most representative of the cluster because it concerns a model-loading failure, but the cluster as a whole does not appear to share one underlying bug.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 16618 is the broadest standalone report and the most plausible anchor for this cluster, but it still does not match the other two as the same bug.", + "best_issue_reason": "#16618 is the best single issue to anchor this set since it is the most general user-facing failure, whereas #13244 and #15980 are clearly about different subsystems and symptoms.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:13244", "right": "issue:16618", "accept": false, - "reason": "Tapas tokenization mismatch vs. generic 'can't load the model' failure for bert-base-uncased are different code paths and symptoms." + "reason": "Different problems: Tapas tokenization parity with TensorFlow versus a general inability to load bert-base-uncased. No shared code-path or concrete symptom." }, { "left": "issue:15980", "right": "issue:16618", "accept": false, - "reason": "Private-model download/auth error messaging is a different root cause from a public model loading failure; they would not be merged as the same bug." + "reason": "#15980 is specifically about a misleading private-model download/auth error, while #16618 is a generic model loading failure. The titles and likely failure modes do not match." } ] }, @@ -19488,8 +19550,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-26350-2", "nodes": [ @@ -19499,7 +19561,7 @@ "soft_pairs": [ "issue:26350|issue:33260" ], - "prepared_review_unit_hash": "fb86d138e768e0669c17bee5257d1b41ce55b4588dc8bb748fb23a742c79e119", + "prepared_review_unit_hash": "0ba4f8c1fdc4b14b2aede77bca4a299af605187e4df64497e6b8c0c2c9c52d13", "component_budget": { "node_count": 2, "item_count": 2, @@ -19521,18 +19583,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two unrelated community contribution requests: one for Flash Attention 2 support on more architectures, the other for GGUF support on more architectures. They share a broad theme of expanding architecture coverage, but not the same underlying feature or code path.", + "summary": "These are two unrelated community-contribution tracking issues: one for adding Flash Attention 2 support to more architectures, and one for adding GGUF support to more architectures. They are both feature-expansion requests, but not the same underlying change.", "confidence": 0.98, - "canonical_issue_reason": null, + "canonical_issue_reason": "Issue #26350 is the better representative only by cluster prominence: it has higher discussion activity and is older, but it is not a duplicate of #33260.", "canonical_pr_reason": null, - "best_issue_reason": "No single canonical issue fits this cluster; the issues request different features and should remain separate.", + "best_issue_reason": "Issue #26350 is the strongest issue to keep as the cluster anchor because it has more discussion and earlier momentum, making it the more established reference point for this set.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:26350", "right": "issue:33260", "accept": false, - "reason": "Different feature areas (Flash Attention 2 vs GGUF) and different implementation targets; only a broad thematic similarity, not the same underlying request." + "reason": "Different requested capabilities in different code paths: Flash Attention 2 architecture support vs GGUF architecture support. Similar framing, but not the same bug/change." } ] }, @@ -19551,8 +19613,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-27088-9", "nodes": [ @@ -19597,214 +19659,214 @@ "issue:46222|issue:46931", "issue:46226|issue:46931" ], - "prepared_review_unit_hash": "cb9374450e965d8d05e4fabc6c700dc0e4c15b2c4c15a046e8959f9c374c0f52", + "prepared_review_unit_hash": "8df51f6958651794362406d6ad14f66c5dc61a674f799d17c0768f81a2820169", "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": 15978, + "estimated_input_tokens": 3995, + "estimated_eval_tokens": 8246 }, "budget": { "node_count": 9, "item_count": 9, "soft_pair_count": 29, - "serialized_chars": 15976, - "estimated_input_tokens": 3994, - "estimated_eval_tokens": 8244 + "serialized_chars": 15978, + "estimated_input_tokens": 3995, + "estimated_eval_tokens": 8246 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The cluster is mostly a mix of language-specific doc-translation requests that are not true duplicates. The only clear duplicate groups are the three identical placeholder issues titled '[i18n-] Translating docs to ' and the two identical Thai-titled issues. All other soft-similarity pairs should be rejected as related-but-distinct translation requests.", - "confidence": 0.93, - "canonical_issue_reason": "Issue 43834 is the earliest and cleanest representative of the repeated placeholder issue template; 44365 and 44370 appear to be the same exact issue text. It is the best issue anchor for the duplicate subgroup, though not for the whole mixed cluster.", + "summary": "This cluster is mostly a mix of separate i18n translation-request issues, but it also contains two clear duplicate subgroups: the generic placeholder translation issue set and the identical Thai-titled issue pair. I would keep one generic template issue as the representative canonical issue.", + "confidence": 0.68, + "canonical_issue_reason": "43834 is the earliest and most representative of the repeated generic placeholder translation-request issues, with the broadest apparent overlap to the other near-identical template issues.", "canonical_pr_reason": null, - "best_issue_reason": "43834 is the best issue candidate because it anchors the exact duplicate placeholder subgroup and is the earliest of that set. The broader cluster is heterogeneous, so its suitability is limited outside that subgroup.", + "best_issue_reason": "43834 is the best single issue to represent the duplicate template subgroup; it is generic, earlier than the near-identical copies, and has the widest similarity footprint in the cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:27088", "right": "issue:44370", "accept": false, - "reason": "Different concrete translation targets (Turkish vs generic placeholder); similar template, but not the same underlying issue." + "reason": "Different language-specific translation requests; similarity is just the shared i18n docs template." }, { "left": "issue:27088", "right": "issue:44365", "accept": false, - "reason": "Turkish-specific request vs generic placeholder issue; same theme, not a duplicate." + "reason": "Different language-specific translation requests; not the same underlying issue." }, { "left": "issue:27088", "right": "issue:43834", "accept": false, - "reason": "Different language-specific request versus placeholder template; not the same issue." + "reason": "Turkish request vs generic placeholder template; not the same concrete issue." }, { "left": "issue:27088", "right": "issue:38435", "accept": false, - "reason": "Turkish and Romanian translation requests are separate work items, not duplicates." + "reason": "Different target language and request; only the translation template overlaps." }, { "left": "issue:27088", "right": "issue:28936", "accept": false, - "reason": "Turkish and Spanish translation requests are distinct issues." + "reason": "Turkish vs Spanish translation request; clearly different issues." }, { "left": "issue:28936", "right": "issue:43834", "accept": false, - "reason": "Spanish translation request is distinct from the generic placeholder issue text." + "reason": "Spanish request is distinct from the generic placeholder template issue." }, { "left": "issue:28936", "right": "issue:44365", "accept": false, - "reason": "Spanish-specific request versus generic placeholder; not the same underlying issue." + "reason": "Spanish request vs generic placeholder template; not a duplicate." }, { "left": "issue:28936", - "right": "issue:44370", + "right": "issue:38435", "accept": false, - "reason": "Spanish-specific request versus generic placeholder; not a duplicate." + "reason": "Spanish vs Romanian translation requests; separate issues." }, { "left": "issue:28936", - "right": "issue:38435", + "right": "issue:44370", "accept": false, - "reason": "Spanish and Romanian translation requests are separate issues." + "reason": "Spanish request vs generic placeholder template; not the same issue." }, { "left": "issue:38435", - "right": "issue:43834", + "right": "issue:44370", "accept": false, - "reason": "Romanian translation request is distinct from the generic placeholder issue." + "reason": "Romanian request vs generic placeholder template; only the template matches." }, { "left": "issue:38435", "right": "issue:44365", "accept": false, - "reason": "Romanian-specific request versus generic placeholder; only superficially similar." + "reason": "Romanian request vs generic placeholder template; not a duplicate." }, { "left": "issue:38435", - "right": "issue:44370", + "right": "issue:43834", "accept": false, - "reason": "Romanian-specific request versus generic placeholder; not the same issue." + "reason": "Romanian request is distinct from the generic placeholder template issue." }, { "left": "issue:38435", "right": "issue:46222", "accept": false, - "reason": "Romanian translation request is unrelated to the Thai-titled issue." + "reason": "Different titles and likely different requests; shared translation-issue template is not enough." }, { "left": "issue:38435", "right": "issue:46226", "accept": false, - "reason": "Romanian translation request is unrelated to the Thai-titled issue." + "reason": "Different titles and likely different requests; not the same underlying issue." }, { "left": "issue:43834", "right": "issue:44370", "accept": true, - "reason": "Both have the same placeholder title and appear to be exact duplicates of the same issue template." + "reason": "Identical generic placeholder title and near-identical template issue; same underlying duplicate request." }, { "left": "issue:43834", "right": "issue:44365", "accept": true, - "reason": "Identical placeholder translation issue; same underlying item." + "reason": "Identical generic placeholder title and near-identical template issue; same underlying duplicate request." }, { "left": "issue:43834", "right": "issue:46222", "accept": false, - "reason": "Generic placeholder issue versus a different Thai-titled issue; not the same content." + "reason": "Different titles; one is the generic template and the other is a distinct Thai-titled request." }, { "left": "issue:43834", "right": "issue:46226", "accept": false, - "reason": "Generic placeholder issue versus a different Thai-titled issue; not duplicates." + "reason": "Different titles; shared similarity is only from the issue template." }, { "left": "issue:43834", "right": "issue:46931", "accept": false, - "reason": "Placeholder translation issue and Thai-titled issue are not the same request." + "reason": "Different Thai-titled request vs the generic template issue; not the same underlying issue." }, { "left": "issue:44365", "right": "issue:44370", "accept": true, - "reason": "Exact same placeholder title/body pattern; clear duplicate pair." + "reason": "Exact same generic placeholder title and template body pattern; clear duplicate." }, { "left": "issue:44365", "right": "issue:46222", "accept": false, - "reason": "Different issue text and different apparent request; not a duplicate." + "reason": "Different titles and different request text; only the template overlaps." }, { "left": "issue:44365", "right": "issue:46226", "accept": false, - "reason": "Different issue text and different apparent request; not a duplicate." + "reason": "Different titles and different request text; not a duplicate." }, { "left": "issue:44365", "right": "issue:46931", "accept": false, - "reason": "Placeholder translation issue and Thai-titled issue are not the same underlying report." + "reason": "Different Thai-titled request; not the same issue as the generic template entry." }, { "left": "issue:44370", "right": "issue:46222", "accept": false, - "reason": "Generic placeholder issue versus a different Thai-titled issue; reject." + "reason": "Different titles and request content; similarity is only the translation template." }, { "left": "issue:44370", "right": "issue:46226", "accept": false, - "reason": "Generic placeholder issue versus a different Thai-titled issue; reject." + "reason": "Different titles and request content; not the same issue." }, { "left": "issue:44370", "right": "issue:46931", "accept": false, - "reason": "Different titles and likely different requests; not duplicates." + "reason": "Different Thai-titled request; not a duplicate of the generic template issue." }, { "left": "issue:46222", "right": "issue:46226", "accept": true, - "reason": "These are identical Thai-titled issues with the same apparent content; clear duplicate." + "reason": "Same exact Thai title and likely identical body/template; clear duplicate pair." }, { "left": "issue:46222", "right": "issue:46931", "accept": false, - "reason": "Thai-titled issues appear to be different requests, despite surface similarity." + "reason": "Both are Thai-language titles, but the wording differs enough to suggest different requests." }, { "left": "issue:46226", "right": "issue:46931", "accept": false, - "reason": "Thai-titled issues are not the same underlying request." + "reason": "Different Thai-language titles; not the same concrete request." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is well grounded in the packet and the soft-edge decisions are conservative overall. The duplicate subgroup calls are supported by identical titles and very high similarity, and the non-duplicate translation requests are appropriately rejected as related-but-distinct. One small caution: phrases like \"exact duplicates\" are a bit stronger than the packet strictly proves, since body text is not shown, but the overall assessment stays within reasonable bounds." + "feedback": "The summary stays within the packet evidence: it distinguishes the language-specific issues from the two tight duplicate-looking subgroups, and the conservative reject/accept calls are mostly well supported by the titles, timestamps, and soft-similarity pattern. I don\u2019t see an overstatement that would justify rejection." }, "evaluator_used": true, "retried": false, @@ -19820,8 +19882,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-36718-21", "nodes": [ @@ -19897,304 +19959,322 @@ "issue:42503|issue:46653", "issue:45027|issue:46653" ], - "prepared_review_unit_hash": "4d28afd2f74d7b840ec1d04fff1c00105d77a922bf90504907454bbb3d70150b", + "prepared_review_unit_hash": "304fb7332ffac5150f0524b6e2bac182f55cf81a9182ffa813d2df69cf6c7d9a", "component_budget": { "node_count": 21, "item_count": 21, "soft_pair_count": 48, - "serialized_chars": 28609, - "estimated_input_tokens": 7153, - "estimated_eval_tokens": 14562 + "serialized_chars": 28617, + "estimated_input_tokens": 7155, + "estimated_eval_tokens": 14566 }, "budget": { "node_count": 21, "item_count": 21, "soft_pair_count": 48, - "serialized_chars": 28609, - "estimated_input_tokens": 7153, - "estimated_eval_tokens": 14562 + "serialized_chars": 28617, + "estimated_input_tokens": 7155, + "estimated_eval_tokens": 14566 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "No duplicate cluster emerges here: the items are mostly distinct model-request issues, and the apparent overlap is template-level similarity (e.g., \u201cAdd X model\u201d). All soft edges are rejected.", - "confidence": 0.98, - "canonical_issue_reason": "No canonical issue: these are separate feature requests for different models/families and different capabilities, not the same underlying bug or change.", + "summary": "This is a loose similarity cluster of model-request issues across many unrelated models and modalities. The titles share generic phrasing like \"Add support\" or \"Add model,\" but the underlying requests are distinct, so none of the soft pairs look like true duplicates. No PRs are present.", + "confidence": 0.88, + "canonical_issue_reason": "issue:36879 (\"Add RF-DETR model\") is the most central generic model-request issue in this cluster, with the widest soft-link neighborhood; it is the best single representative if one issue must anchor the set.", "canonical_pr_reason": null, - "best_issue_reason": "No global best issue for consolidation; any one issue would be arbitrary because the cluster is heterogeneous.", + "best_issue_reason": "issue:36879 is the best cluster anchor for browsing, but only as a representative of a heterogeneous family of model-add requests, not as an umbrella duplicate.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:36718", "right": "issue:47004", "accept": false, - "reason": "RoMa vs LoMa are different keypoint systems; this is only surface-level similarity." + "reason": "Related keypoint tasks, but RoMa matcher vs LoMa detector+matcher are different model requests and not the same change." }, { "left": "issue:36718", "right": "issue:41115", "accept": false, - "reason": "Different domains/models: RoMa keypoint matcher vs MiniCPM3 architecture request." + "reason": "Keypoint matcher request vs MiniCPM3 model architecture request; different models and code paths." }, { "left": "issue:36817", "right": "issue:41211", "accept": false, - "reason": "EuroBert config and DEIMv2 are unrelated model additions." + "reason": "EuroBERT config addition vs DEIMv2 model addition; same broad theme only." }, { "left": "issue:36817", "right": "issue:43671", "accept": false, - "reason": "EuroBert config vs Qwen3-TTS support are different model families and tasks." + "reason": "Model config request vs Qwen3-TTS support; unrelated model families and functionality." }, { "left": "issue:36817", "right": "issue:36879", "accept": false, - "reason": "EuroBert config and RF-DETR model are unrelated additions." + "reason": "EuroBERT config and RF-DETR are different models; no shared underlying bug/change." }, { "left": "issue:36817", "right": "issue:42954", "accept": false, - "reason": "EuroBert config and this issue are not the same model/change." + "reason": "EuroBERT config vs XiaoMi MiMo; different model targets." }, { "left": "issue:36879", "right": "issue:41211", "accept": false, - "reason": "RF-DETR and DEIMv2 are different detection models, not duplicates." + "reason": "RF-DETR and DEIMv2 are different model requests, not one concrete duplicate." }, { "left": "issue:36879", "right": "issue:43909", "accept": false, - "reason": "RF-DETR and LFM2.5 Audio 1.5B are unrelated model requests." + "reason": "RF-DETR object-detection model vs LFM2.5 Audio model; distinct modalities and implementations." }, { "left": "issue:36879", "right": "issue:44121", "accept": false, - "reason": "RF-DETR and weight-sparse transformer requests are different architectures/tasks." + "reason": "RF-DETR model request vs weight-sparse transformer request; unrelated changes." }, { "left": "issue:36879", "right": "issue:43837", "accept": false, - "reason": "RF-DETR and Qwen3-ASR are different models and modalities." + "reason": "RF-DETR vs Qwen3-ASR support; different models and tasks." }, { "left": "issue:36879", "right": "issue:43671", "accept": false, - "reason": "RF-DETR and Qwen3-TTS are unrelated feature requests." + "reason": "RF-DETR vision model vs Qwen3-TTS audio support; unrelated." }, { "left": "issue:37015", "right": "issue:43837", "accept": false, - "reason": "NeoBERT and Qwen3-ASR are distinct model requests." + "reason": "NeoBERT model request vs Qwen3-ASR support; separate model integrations." }, { "left": "issue:37015", "right": "issue:44121", "accept": false, - "reason": "NeoBERT and the sparse-transformer request are different model changes." + "reason": "NeoBERT request vs weight-sparse transformer request; different underlying change." }, { "left": "issue:37015", "right": "issue:43909", "accept": false, - "reason": "NeoBERT and LFM2.5 Audio 1.5B are unrelated." + "reason": "NeoBERT vs LFM2.5 Audio; different model families and code paths." }, { "left": "issue:36879", "right": "issue:37015", "accept": false, - "reason": "RF-DETR and NeoBERT are different model additions." + "reason": "RF-DETR and NeoBERT are unrelated model additions." }, { "left": "issue:37015", "right": "issue:42503", "accept": false, - "reason": "NeoBERT and ModernVBERT models are different requests." + "reason": "NeoBERT vs ModernVBERT models; both model requests, but not the same model or fix." }, { "left": "issue:41115", "right": "issue:43837", "accept": false, - "reason": "MiniCPM3 architecture and Qwen3-ASR support are not the same change." + "reason": "MiniCPM3 architecture vs Qwen3-ASR support; different model work." }, { "left": "issue:41115", "right": "issue:44121", "accept": false, - "reason": "MiniCPM3 architecture and sparse-transformer support are unrelated." + "reason": "MiniCPM3 architecture request vs weight-sparse transformer request; not duplicates." }, { "left": "issue:41115", "right": "issue:42503", "accept": false, - "reason": "MiniCPM3 architecture and ModernVBERT models are different additions." + "reason": "MiniCPM3 vs ModernVBERT models; separate model integrations." }, { "left": "issue:41115", "right": "issue:45027", "accept": false, - "reason": "MiniCPM3 architecture and Voxtral TTS support are different model requests." + "reason": "MiniCPM3 architecture vs Voxtral TTS support; different modalities and code paths." }, { "left": "issue:41211", "right": "issue:43671", "accept": false, - "reason": "DEIMv2 and Qwen3-TTS are different model families and tasks." + "reason": "DEIMv2 model request vs Qwen3-TTS support; different targets." }, { "left": "issue:42503", "right": "issue:43837", "accept": false, - "reason": "ModernVBERT and Qwen3-ASR are unrelated model requests." + "reason": "ModernVBERT models vs Qwen3-ASR support; only broad \"add support\" similarity." }, { "left": "issue:42503", "right": "issue:43671", "accept": false, - "reason": "ModernVBERT and Qwen3-TTS are not the same feature." + "reason": "ModernVBERT models vs Qwen3-TTS support; unrelated model families." }, { "left": "issue:42503", "right": "issue:42954", "accept": false, - "reason": "ModernVBERT models and Mirko Privitera are unrelated." + "reason": "ModernVBERT models vs XiaoMi MiMo; different model additions." }, { "left": "issue:42738", "right": "issue:45027", "accept": false, - "reason": "BERT-like RoPE models and Voxtral TTS support are different requests." + "reason": "BERT-like models with RoPE is a general proposal; Voxtral TTS support is a specific audio-model request." }, { "left": "issue:42503", "right": "issue:42738", "accept": false, - "reason": "ModernVBERT models vs BERT-like models with RoPE is only broad thematic overlap." + "reason": "ModernVBERT models vs a general RoPE-related proposal; not the same concrete change." }, { "left": "issue:42738", "right": "issue:42954", "accept": false, - "reason": "BERT-like RoPE models and Mirko Privitera are unrelated." + "reason": "General RoPE proposal vs XiaoMi MiMo model request; too broad to be duplicates." }, { "left": "issue:42738", "right": "issue:46653", "accept": false, - "reason": "BERT-like RoPE models and this issue are not the same underlying change." + "reason": "General RoPE proposal vs unrelated person-named issue; no shared underlying change." }, { "left": "issue:42954", "right": "issue:44205", "accept": false, - "reason": "Mirko Privitera is unrelated to SAM3-LiteText." + "reason": "XiaoMi MiMo vs SAM3-LiteText; different models and tasks." }, { "left": "issue:42954", "right": "issue:43671", "accept": false, - "reason": "Mirko Privitera is unrelated to Qwen3-TTS support." + "reason": "XiaoMi MiMo vs Qwen3-TTS support; unrelated model requests." }, { "left": "issue:42954", "right": "issue:45177", "accept": false, - "reason": "Mirko Privitera is unrelated to DeepSeek-OCR2." + "reason": "XiaoMi MiMo vs DeepSeek-OCR2; distinct model additions." }, { "left": "issue:42954", "right": "issue:46653", "accept": false, - "reason": "Mirko Privitera is unrelated to the other issue." + "reason": "XiaoMi MiMo vs person-named issue; not the same change." }, { "left": "issue:43671", "right": "issue:43837", "accept": false, - "reason": "Qwen3-TTS and Qwen3-ASR are same family but different modalities and code paths." + "reason": "Qwen3-TTS support vs Qwen3-ASR support: related family, but different modalities and concrete implementations." }, { "left": "issue:43671", "right": "issue:45027", "accept": false, - "reason": "Qwen3-TTS support and Voxtral TTS support are different model integrations." + "reason": "Qwen3-TTS support vs Voxtral TTS support; both audio, but different models and changes." }, { "left": "issue:43671", "right": "issue:45177", "accept": false, - "reason": "Qwen3-TTS and DeepSeek-OCR2 are unrelated." + "reason": "Qwen3-TTS support vs DeepSeek-OCR2; unrelated tasks." }, { "left": "issue:43671", "right": "issue:44121", "accept": false, - "reason": "Qwen3-TTS support and sparse-transformer request are different changes." + "reason": "Qwen3-TTS support vs weight-sparse transformer proposal; different underlying change." }, { "left": "issue:43837", "right": "issue:43909", "accept": false, - "reason": "Qwen3-ASR and LFM2.5 Audio 1.5B are different audio model requests." + "reason": "Qwen3-ASR support vs LFM2.5 Audio 1.5B; both audio-related, but distinct model integrations." }, { "left": "issue:43837", "right": "issue:45322", "accept": false, - "reason": "Qwen3-ASR and EUPE are different model families and tasks." + "reason": "Qwen3-ASR support vs EUPE perception encoder request; different model families and use cases." }, { "left": "issue:43837", "right": "issue:44121", "accept": false, - "reason": "Qwen3-ASR support and sparse-transformer support are not the same bug/change." + "reason": "Qwen3-ASR support vs weight-sparse transformer request; unrelated changes." + }, + { + "left": "issue:43909", + "right": "issue:44205", + "accept": false, + "reason": "LFM2.5 Audio vs SAM3-LiteText; different modalities and models." + }, + { + "left": "issue:43909", + "right": "issue:46645", + "accept": false, + "reason": "Audio model request vs Granite SWA+sink option; feature request for a different model family." + }, + { + "left": "issue:44121", + "right": "issue:45322", + "accept": false, + "reason": "Weight-sparse transformer request vs EUPE model request; not the same code-path problem." }, { "left": "issue:43837", "right": "issue:45027", "accept": false, - "reason": "Qwen3-ASR and Voxtral TTS are different speech-model support requests." + "reason": "Qwen3-ASR support vs Voxtral TTS support; same broad audio area, but different model-specific integration work." }, { "left": "issue:37015", "right": "issue:45027", "accept": false, - "reason": "NeoBERT and Voxtral TTS are unrelated model requests." + "reason": "NeoBERT model request vs Voxtral TTS support; unrelated." }, { "left": "issue:43837", "right": "issue:45177", "accept": false, - "reason": "Qwen3-ASR and DeepSeek-OCR2 are unrelated." + "reason": "Qwen3-ASR support vs DeepSeek-OCR2; different model and task." }, { "left": "issue:45322", "right": "issue:46133", "accept": false, - "reason": "EUPE and TIPSv2 are different vision-language model proposals, not duplicates." + "reason": "EUPE model request vs TIPSv2 vision-language pretraining model; different model additions." }, { "left": "issue:42503", "right": "issue:46653", "accept": false, - "reason": "ModernVBERT models and the other issue are unrelated." + "reason": "ModernVBERT models vs person-named issue; no evidence of the same underlying request." }, { "left": "issue:45027", "right": "issue:46653", "accept": false, - "reason": "Voxtral TTS support and the other issue are unrelated." + "reason": "Voxtral TTS support vs person-named issue; unrelated." } ] }, @@ -20213,8 +20293,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-38740-2", "nodes": [ @@ -20224,12 +20304,12 @@ "soft_pairs": [ "issue:38740|issue:46443" ], - "prepared_review_unit_hash": "1591202a77a0759594d3f2c1df0e397f27f8a46bb6232858daf4589dd198af4f", + "prepared_review_unit_hash": "86a569d101b32d673c304f42df07f495f079fcb5f426137c28e0f2b57f4b0958", "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 }, @@ -20237,7 +20317,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1506, + "serialized_chars": 1505, "estimated_input_tokens": 377, "estimated_eval_tokens": 1010 }, @@ -20246,18 +20326,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two issues are not duplicates: one is a closed documentation request about adding Pruna as an optimization framework, while the other is an open technical issue about a Vision RoPE refactor. They do not describe the same underlying problem or change.", - "confidence": 0.99, - "canonical_issue_reason": "Issue 46443 is the better canonical representative because it is the substantive open engineering task; issue 38740 is a separate closed docs request and not part of the same topic.", + "summary": "These two issues are unrelated: one is a documentation request to add Pruna as an optimization framework, while the other is a technical Vision RoPE refactor. There is no evidence they describe the same bug, change, or workflow.", + "confidence": 0.97, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "Issue 46443 is the best issue in the cluster because it reflects the actual code-level work, whereas 38740 is unrelated documentation content.", + "best_issue_reason": "Issue #46443 is the better standalone technical issue because it has a concrete engineering scope (Vision RoPE refactor), whereas #38740 is a docs-only request; however, they are not duplicates.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:38740", "right": "issue:46443", "accept": false, - "reason": "Reject: these are unrelated artifacts. 38740 is a docs/optimization-framework request, while 46443 is a Vision RoPE refactor; they do not target the same bug or change." + "reason": "Reject: the titles and scopes are completely different (docs addition vs Vision RoPE refactor), with no shared files, targets, or code-path overlap." } ] }, @@ -20276,8 +20356,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-41084-2", "nodes": [ @@ -20287,7 +20367,7 @@ "soft_pairs": [ "issue:41084|issue:43037" ], - "prepared_review_unit_hash": "9c007689bd8276cfc655d39d0b989ca19e95788085d81c776d96388418d3cf65", + "prepared_review_unit_hash": "a116d41b630768e05632449152a25108f0270f93757b62535fcbd2f9aa9524f4", "component_budget": { "node_count": 2, "item_count": 2, @@ -20309,18 +20389,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two issues are unrelated: one is about block decoding behavior, the other is about DeepSeek v3.2 model support. No duplicate/canonical grouping is justified.", - "confidence": 0.98, - "canonical_issue_reason": null, + "summary": "These two issues are not duplicates: one is about block decoding, while the other is a request for DeepSeek v3.2 support. They do not appear to describe the same underlying bug or change.", + "confidence": 0.96, + "canonical_issue_reason": "No canonical issue: the titles and available metadata point to different requests with no shared code path or explicit linkage.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "43037 is the more concrete, user-facing feature request; 41084 is too vague to serve as a representative issue for this cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:41084", "right": "issue:43037", "accept": false, - "reason": "Different topics and expected fixes: block decoding vs model compatibility support. They do not describe the same underlying bug or change." + "reason": "Reject: the issues are about different features/problems and share no explicit targets, files, or code-path evidence tying them to the same change." } ] }, @@ -20339,8 +20419,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-41306-2", "nodes": [ @@ -20350,7 +20430,7 @@ "soft_pairs": [ "issue:41306|issue:41826" ], - "prepared_review_unit_hash": "5f6429c9232395138fb5c03d3d5f9f5ae2e8ad5f6772920b068bcb11514b75cb", + "prepared_review_unit_hash": "5d354c222c00a43954b940fe322a378856ebbe79cb463bbfc93db66fd1b776a5", "component_budget": { "node_count": 2, "item_count": 2, @@ -20372,18 +20452,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two issues are about different model components and different requests: one asks for a `from_pretrained()` flag for TiledFusedLogitsLoss/LigerFusedLinearCrossEntropy, the other asks for integrating TiledMLP to reduce memory usage. They do not describe the same underlying bug or change.", - "confidence": 0.98, - "canonical_issue_reason": null, + "summary": "These are two separate feature requests about tiled model components and memory efficiency, not duplicates: one asks for a `from_pretrained()` flag for TiledFusedLogitsLoss/FLCE, the other asks for integrating TiledMLP to reduce memory footprint.", + "confidence": 0.94, + "canonical_issue_reason": "Issue #41306 is the more concrete API request: it names a specific integration point (`from_pretrained()`) and a specific capability toggle for FLCE/TiledFusedLogitsLoss.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "Issue #41826 is the broader architectural request and better represents the cluster\u2019s general theme of memory-footprint reduction via tiled components.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:41306", "right": "issue:41826", "accept": false, - "reason": "Different features in different code paths: logits-loss flag in `from_pretrained()` vs TiledMLP memory-footprint integration. Shared theme of model efficiency is too broad to treat as the same issue." + "reason": "Different underlying changes and likely different code paths: one is an inference/load-time flag for FLCE in `from_pretrained()`, the other is adding TiledMLP support for memory savings. They are related by a broad tiled-model theme but not the same bug or change." } ] }, @@ -20402,8 +20482,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-43598-2", "nodes": [ @@ -20413,7 +20493,7 @@ "soft_pairs": [ "issue:43598|issue:43600" ], - "prepared_review_unit_hash": "8e12d06ffe06ff82863062ec36243c56b17e55d309cd4338ae30814439622ac9", + "prepared_review_unit_hash": "5950bd8efb94688c2e38b955c96d0156f78915d84738727b89607cb84288c1e5", "component_budget": { "node_count": 2, "item_count": 2, @@ -20435,18 +20515,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two closed issues are related only loosely through Trainer/custom trainer wording, but they describe different problems: unused-column handling vs FLOPS estimation. They should not be deduplicated.", - "confidence": 0.88, - "canonical_issue_reason": "Issue #43598 is the more concrete, user-facing Trainer behavior change request and is a better representative of the cluster than the FLOPS-estimation question.", + "summary": "These two issues are about different Trainer customizability concerns: one is about `remove_unused_column`, the other about FLOPS estimation for custom trainers. They share a loose theme but not the same underlying bug or fix.", + "confidence": 0.92, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "#43598 is the clearest and most actionable issue in the set; it targets a specific Trainer customizability behavior rather than a broader instrumentation concern.", + "best_issue_reason": "Issue #43598 is the clearer, more specific problem statement and is a better representative of this cluster than the FLOPS-estimation request.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43598", "right": "issue:43600", "accept": false, - "reason": "Not the same underlying bug: #43598 is about `remove_unused_column` behavior in Trainer, while #43600 is about accounting for custom trainers in FLOPS estimation. Shared Trainer/custom-trainer language is too broad to treat as a duplicate." + "reason": "Both mention custom trainers, but one concerns column pruning in `Trainer` and the other concerns FLOPS estimation logic. Different code paths and fixes, so not duplicates." } ] }, @@ -20465,8 +20545,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-43684-2", "nodes": [ @@ -20476,7 +20556,7 @@ "soft_pairs": [ "issue:43684|issue:44405" ], - "prepared_review_unit_hash": "e0c898edc7212dba841657e1e7525f18f4fb309e0fd8b46997aa1e8cb426202b", + "prepared_review_unit_hash": "c740ecdd223f57bb8c5250e4a00d8d9e5f8db5ad20fa5eade3e7729dce4d7856", "component_budget": { "node_count": 2, "item_count": 2, @@ -20498,18 +20578,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are related only at a very high level (both ask for model/class registration support), but they target different Qwen variants and different AutoModel entry points, so they are not duplicates.", + "summary": "These issues are about different Qwen model support gaps: one requests core model registration for Qwen3-Omni, while the other requests sequence-classification support for Qwen3.5. They are related by theme but not the same underlying bug/change.", "confidence": 0.93, - "canonical_issue_reason": "Issue #43684 is broader and more foundational: it requests Qwen3-Omni registration for AutoModel and AutoModelForConditionalGeneration, which is a core model-registration gap rather than a narrower task-head support request.", + "canonical_issue_reason": "Issue 43684 is the broader, more central request: registering Qwen3-Omni with AutoModel / AutoModelForConditionalGeneration. It is the better representative if a single issue must be chosen.", "canonical_pr_reason": null, - "best_issue_reason": "#43684 is the better canonical issue because it captures the larger underlying registration problem and is more likely to subsume related follow-up support requests than the narrower Qwen3.5 sequence-classification issue.", + "best_issue_reason": "Issue 43684 is the best issue to keep as the representative item because it targets a foundational model-registration gap rather than a task-specific head.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43684", "right": "issue:44405", "accept": false, - "reason": "Different underlying requests: Qwen3-Omni base/conditional-generation registration vs Qwen3.5 sequence-classification support. Same ecosystem, but not the same bug or change." + "reason": "Reject: different model families and different capabilities. 43684 is about adding Qwen3-Omni registration for base/generative auto classes, while 44405 is about AutoModelForSequenceClassification support for Qwen3.5. These are not the same concrete change and would not be merged as one duplicate fix." } ] }, @@ -20528,8 +20608,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-43835-4", "nodes": [ @@ -20546,80 +20626,77 @@ "issue:43845|issue:43859", "issue:43846|issue:43859" ], - "prepared_review_unit_hash": "6273b0e7cadbad40bf3f591f2d120fb7d09a07e4f43a076f2390557d9f4d0f54", + "prepared_review_unit_hash": "86641ee76f65a1f2eb1fdaf80bf157dedc747d9db5ca07e5f3d6ad034d36dccc", "component_budget": { "node_count": 4, "item_count": 4, "soft_pair_count": 6, - "serialized_chars": 4265, - "estimated_input_tokens": 1067, - "estimated_eval_tokens": 2390 + "serialized_chars": 4263, + "estimated_input_tokens": 1066, + "estimated_eval_tokens": 2388 }, "budget": { "node_count": 4, "item_count": 4, "soft_pair_count": 6, - "serialized_chars": 4265, - "estimated_input_tokens": 1067, - "estimated_eval_tokens": 2390 + "serialized_chars": 4263, + "estimated_input_tokens": 1066, + "estimated_eval_tokens": 2388 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The three issues titled \"huggingface \" look like the same sparse report based on exact title match and similarly minimal metadata; issue:43835 looks unrelated from the available information. I would use issue:43859 as the representative because it has the only discussion activity among the repeated-title issues.", - "confidence": 0.58, - "canonical_issue_reason": "issue:43859 is the best representative of the repeated \"huggingface \" reports because it matches the same exact sparse title and has the only discussion activity in that subgroup.", + "summary": "A tiny cluster of issue-only artifacts with very sparse content. Three issues share the same generic title \"huggingface \" and one has an unrelated title, but there is not enough evidence to safely merge any pair as true duplicates.", + "confidence": 0.62, + "canonical_issue_reason": "Issue 43845 is the earliest of the repeated \"huggingface \" issues and is the best placeholder canonical among the near-identical titles; 43835 has a different title and no evidence tying it to the repeated set.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43859 is the strongest global issue candidate in this cluster because it matches the repeated exact title and is the most active of the similar issues.", + "best_issue_reason": "43845 is the strongest issue to keep as the representative because it is the earliest instance of the repeated title and there is no richer content on the others to prefer a later one.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43835", "right": "issue:43845", "accept": false, - "reason": "Different titles and no shared issue-target or body evidence tying them to the same report." + "reason": "Different titles and no body detail, links, or targets showing the same underlying bug." }, { "left": "issue:43835", "right": "issue:43846", "accept": false, - "reason": "Different titles and no shared issue-target or body evidence tying them to the same report." + "reason": "Different titles and no concrete evidence they describe the same problem." }, { "left": "issue:43835", "right": "issue:43859", "accept": false, - "reason": "Different titles and no shared issue-target or body evidence tying them to the same report." + "reason": "Different titles and no shared code-path evidence; too little detail to treat as duplicates." }, { "left": "issue:43845", "right": "issue:43846", - "accept": true, - "reason": "Exact same sparse title and similarly minimal issue metadata; no conflicting evidence." + "accept": false, + "reason": "Identical generic titles, but no description or technical evidence to confirm the same bug." }, { "left": "issue:43845", "right": "issue:43859", - "accept": true, - "reason": "Exact same sparse title and similarly minimal issue metadata; no conflicting evidence." + "accept": false, + "reason": "Same generic title, but the records are too empty to prove they are the same issue." }, { "left": "issue:43846", "right": "issue:43859", - "accept": true, - "reason": "Exact same sparse title and similarly minimal issue metadata; no conflicting evidence." + "accept": false, + "reason": "Same generic title, but no substantive content to establish a duplicate relationship." } ] }, - "evaluator_result": { - "accept": false, - "feedback": "The issue-level summary is mostly grounded, but the soft-edge reasoning is not fully conservative. In particular, the accepted pairs involving issue:43859 cite 'very close creation times,' which is false because 43859 was created much later than 43845/43846. Also, all pairwise evidence is only soft_similarity, so the analysis should avoid stronger duplicate language than the packet supports." - }, - "evaluator_used": true, - "retried": true, - "accepted_nontrivial_soft_edge": true, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, @@ -20631,8 +20708,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-44371-6", "nodes": [ @@ -20657,106 +20734,106 @@ "issue:44573|issue:47036", "issue:44573|issue:44937" ], - "prepared_review_unit_hash": "57d543d649064e601073b7aba1d3b663a5e6ee94b7aeb6dd5d66590ab8b644a0", + "prepared_review_unit_hash": "04e57cba22dcb0de3b80262c257ea02897c98c9fb3ba3b209e58159cb484affa", "component_budget": { "node_count": 6, "item_count": 6, "soft_pair_count": 12, - "serialized_chars": 7355, - "estimated_input_tokens": 1839, - "estimated_eval_tokens": 3934 + "serialized_chars": 7349, + "estimated_input_tokens": 1838, + "estimated_eval_tokens": 3932 }, "budget": { "node_count": 6, "item_count": 6, "soft_pair_count": 12, - "serialized_chars": 7355, - "estimated_input_tokens": 1839, - "estimated_eval_tokens": 3934 + "serialized_chars": 7349, + "estimated_input_tokens": 1838, + "estimated_eval_tokens": 3932 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Mostly spam/placeholder issues with generic titles and no bodies or links; there is no solid evidence that any pair is the same underlying report.", - "confidence": 0.21, - "canonical_issue_reason": null, + "summary": "This cluster does not look like a duplicate set: most items are generic spam, and the few non-spam titles point to unrelated topics (documentation, benchmark tips, company mention).", + "confidence": 0.95, + "canonical_issue_reason": "issue:47036 is the only somewhat substantive, non-spam issue, so it is the best representative of this noisy set.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 44418 is the least spammy and most legible title, but the cluster overall lacks enough substance to justify a true canonical duplicate.", + "best_issue_reason": "issue:47036 is the least noisy and most informative issue, but it still is not a true match for the others.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44371", "right": "issue:44572", "accept": false, - "reason": "Both are spam-like placeholders, but there is no shared technical symptom or actionable bug to indicate the same issue." + "reason": "Both are spam-like, but there is no evidence they describe the same underlying bug or change." }, { "left": "issue:44371", "right": "issue:44573", "accept": false, - "reason": "Same spam-style title is not enough; no body, links, or context show they are the same report." + "reason": "Both are spam-like, but the titles and context do not indicate a shared issue." }, { "left": "issue:44371", "right": "issue:44418", "accept": false, - "reason": "Spam placeholder versus documentation suggestion; these do not describe the same underlying issue." + "reason": "Spam placeholder vs. documentation suggestion; clearly different content." }, { "left": "issue:44371", "right": "issue:47036", "accept": false, - "reason": "Unrelated titles with no technical overlap or explicit linkage." + "reason": "Spam placeholder and a community benchmark tip are unrelated." }, { "left": "issue:44371", "right": "issue:44937", "accept": false, - "reason": "No evidence these refer to the same problem; one is spam-like and the other is a named-topic issue." + "reason": "Spam placeholder vs. a Google LLC mention; no shared bug/change." }, { "left": "issue:44418", "right": "issue:44572", "accept": false, - "reason": "Documentation enhancement and spam placeholder are not the same bug or change." + "reason": "Documentation enhancement and spam are not the same underlying issue." }, { "left": "issue:44418", "right": "issue:44573", "accept": false, - "reason": "Documentation enhancement and spam placeholder are not the same bug or change." + "reason": "Documentation enhancement and spam are unrelated." }, { "left": "issue:44572", "right": "issue:44573", "accept": false, - "reason": "Identical spam titles alone are insufficient; there is no substantive issue content to confirm a shared underlying report." + "reason": "Both are spam-like, but there is no specific shared problem to dedupe." }, { "left": "issue:44572", "right": "issue:47036", "accept": false, - "reason": "No shared technical problem or change target; the titles are unrelated." + "reason": "Spam placeholder vs. benchmark tip; not the same issue." }, { "left": "issue:44572", "right": "issue:44937", "accept": false, - "reason": "No shared technical problem or change target; the titles are unrelated." + "reason": "Spam placeholder vs. Google LLC mention; unrelated." }, { "left": "issue:44573", "right": "issue:47036", "accept": false, - "reason": "No shared technical problem or change target; the titles are unrelated." + "reason": "Spam placeholder vs. benchmark tip; no evidence of a common bug or change." }, { "left": "issue:44573", "right": "issue:44937", "accept": false, - "reason": "No shared technical problem or change target; the titles are unrelated." + "reason": "Spam placeholder vs. Google LLC mention; not a duplicate." } ] }, @@ -20775,8 +20852,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-45145-2", "nodes": [ @@ -20786,50 +20863,50 @@ "soft_pairs": [ "issue:45145|issue:45151" ], - "prepared_review_unit_hash": "d3f86e52975af99f2652114482c14242ce85c5c176c781b9ac1cd2074bf4c202", + "prepared_review_unit_hash": "ed549b84b47e479c0e553ed4b0c5dfa6143c63b48d887c361042414b03aa517a", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1646, - "estimated_input_tokens": 412, - "estimated_eval_tokens": 1080 + "serialized_chars": 1644, + "estimated_input_tokens": 411, + "estimated_eval_tokens": 1078 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1646, - "estimated_input_tokens": 412, - "estimated_eval_tokens": 1080 + "serialized_chars": 1644, + "estimated_input_tokens": 411, + "estimated_eval_tokens": 1078 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The cluster contains two closed issues with the same title and moderate body overlap, but the evidence shown is not enough to conclude they are definite duplicates. No pull requests are present.", - "confidence": 0.78, - "canonical_issue_reason": "Issue #45145 is the earlier report and the safest canonical representative among two highly similar issues, but the available evidence only supports strong similarity, not exact textual identity.", + "summary": "The two issues are near-identical duplicates with the same title and very similar body size/content, so they should be clustered together. Issue #45145 is the better canonical issue because it was opened first and already has an inbound reference.", + "confidence": 0.98, + "canonical_issue_reason": "#45145 is the earliest opened issue and has existing inbound reference activity, making it the better canonical representative for this duplicate report.", "canonical_pr_reason": null, - "best_issue_reason": "Issue #45145 is the best issue to keep as the representative because it appears first and has the same title as #45151.", + "best_issue_reason": "#45145 is the best issue to keep as the cluster anchor because it appears first chronologically and is already slightly more established in discussion/reference flow.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45145", "right": "issue:45151", - "accept": false, - "reason": "Same title and moderate similarity suggest related reports, but the packet does not show identical problem statements or enough evidence to treat them as definite duplicates." + "accept": true, + "reason": "Same title, highly similar body length, and no evidence of different scope; they look like duplicate reports of the same underlying item." } ] }, "evaluator_result": { - "accept": false, - "feedback": "The pairwise duplicate call is too strong for the evidence shown. The packet only supports that the two issues share the same title and have moderate soft-similarity (Jaccard ~0.63); it does not show that the full problem statement is identical or that the issues are definitively duplicates. The canonical-issue rationale also overstates this by claiming textual identity. Please downgrade to a more conservative wording unless the body text is actually compared." + "accept": true, + "feedback": "The summary is grounded in the packet: both issues share the exact same title, have very similar body lengths, and the earlier issue (#45145) also has an inbound reference, so choosing it as the canonical issue is reasonable. The soft-edge acceptance is conservative enough given the strong title match and similarity signal, with no conflicting scope evidence in the packet." }, "evaluator_used": true, - "retried": true, - "accepted_nontrivial_soft_edge": false, + "retried": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -20895,8 +20972,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-45762-2", "nodes": [ @@ -20906,40 +20983,40 @@ "soft_pairs": [ "issue:45762|issue:45763" ], - "prepared_review_unit_hash": "6c5bef08058ff8cb73624b8b66d925018af6041bc9db853344f6a2b18fd93f3d", + "prepared_review_unit_hash": "d5b669d1ea1f2f3b5d31b9b490917a93cea42dc8a36bf8efbbe7d40a6c72c167", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1477, - "estimated_input_tokens": 370, - "estimated_eval_tokens": 996 + "serialized_chars": 1475, + "estimated_input_tokens": 369, + "estimated_eval_tokens": 994 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1477, - "estimated_input_tokens": 370, - "estimated_eval_tokens": 996 + "serialized_chars": 1475, + "estimated_input_tokens": 369, + "estimated_eval_tokens": 994 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two closed issues appear unrelated: each is just a person\u2019s name plus a birth date, with no shared bug report, code context, or discussion. They should not be clustered as duplicates.", + "summary": "The two closed issues are unrelated-looking placeholders with different personal names and dates, and there is no evidence they describe the same bug or request. The soft duplicate edge should be rejected.", "confidence": 0.98, - "canonical_issue_reason": "No canonical issue fits; these are distinct, empty-looking personal-name issues with different names/dates and no evidence of the same underlying problem.", + "canonical_issue_reason": "Neither issue contains actionable bug/report content; if forced, issue 45762 is no more canonical than 45763, so there is no meaningful canonical issue here.", "canonical_pr_reason": null, - "best_issue_reason": "Neither issue is a good representative for a duplicate cluster because there is no duplicate cluster here.", + "best_issue_reason": "No issue in this pair is a good canonical representative because both are effectively standalone, content-free entries.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45762", "right": "issue:45763", "accept": false, - "reason": "Titles reference different individuals and dates, and there is no substantive body or shared issue context indicating the same underlying bug/request." + "reason": "Different named subjects and dates with no shared problem description, targets, or evidence of the same underlying issue." } ] }, @@ -20958,8 +21035,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-45764-2", "nodes": [ @@ -20969,7 +21046,7 @@ "soft_pairs": [ "issue:45764|issue:45765" ], - "prepared_review_unit_hash": "986862fcbe094edee751d309fa3b500347fd6ebc35146b02033250f4e53ad7d6", + "prepared_review_unit_hash": "fd9173dac0b68b58aba75f339306c59d2c416b31d42edf81ce911023c169bbce", "component_budget": { "node_count": 2, "item_count": 2, @@ -20991,18 +21068,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two closed issues have only personal-name/date titles, no descriptions, and no evidence of a shared software bug or actionable change. They do not look like duplicates of the same underlying problem.", + "summary": "These two closed issues are just unrelated name/date titles with no body or linkage evidence; they do not look like duplicates or the same underlying bug.", "confidence": 0.98, - "canonical_issue_reason": null, + "canonical_issue_reason": "No clear canonical issue: the titles appear to be unrelated personal-name entries, and there is no body or linking evidence tying them to one problem.", "canonical_pr_reason": null, - "best_issue_reason": "Neither issue looks like a real canonical bug report; if one must be chosen, issue 45764 is only marginally better because it is slightly earlier and otherwise equally sparse.", + "best_issue_reason": "If one had to be selected, issue 45764 is only marginally earlier, but there is no substantive basis to prefer it as a duplicate target.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45764", "right": "issue:45765", "accept": false, - "reason": "Reject: the titles are unrelated personal-name/date entries, with no body or other evidence of the same underlying issue." + "reason": "The issues have different names and dates in the titles, no bodies, and no shared references or targets; they do not appear to describe the same underlying issue." } ] }, @@ -21021,8 +21098,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-45810-2", "nodes": [ @@ -21032,7 +21109,7 @@ "soft_pairs": [ "issue:45810|issue:46295" ], - "prepared_review_unit_hash": "34a64905699e1aa5f53f2d675343dd2ee308e15231ed4d2677a1279be34d95fd", + "prepared_review_unit_hash": "4eae2660c300d151b4d89a930739425d13e1c52e5b3f2bf429a7ff4675b4e762", "component_budget": { "node_count": 2, "item_count": 2, @@ -21054,18 +21131,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are not duplicates: one is a request for a new Qwen3_5 token-classification model class, the other is a feature request for FP8 training support. They target different capabilities and code paths.", + "summary": "The two issues are unrelated: one asks for a new Qwen3_5 token-classification model, while the other requests FP8 training support. They should not be clustered as duplicates.", "confidence": 0.97, - "canonical_issue_reason": "Issue #46295 is the broader, more central feature request in the cluster; #45810 is a separate model-class addition request and does not overlap.", + "canonical_issue_reason": "Issue 46295 is the broader, more central tracker in this pair, with inbound references and a general platform feature request scope.", "canonical_pr_reason": null, - "best_issue_reason": "#46295 is the better representative for this cluster because it is a standalone, broader training feature request rather than a narrowly scoped model addition.", + "best_issue_reason": "Issue 46295 is the better representative issue for the cluster because it is more general and appears to be the more externally referenced request.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45810", "right": "issue:46295", "accept": false, - "reason": "Different underlying requests: adding Qwen3_5ForTokenClassification for value modeling vs FP8 training support. No shared code path or concrete change target." + "reason": "Different underlying requests: model-specific token classification support vs FP8 training support. No shared code path or concrete duplicate relationship is evident." } ] }, @@ -21084,8 +21161,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-45869-5", "nodes": [ @@ -21105,88 +21182,88 @@ "issue:45871|issue:45873", "issue:45872|issue:45873" ], - "prepared_review_unit_hash": "7f3ef6c06600059c3fdca7cbca847395b7ce7dc8f82653910f2320ce241c6be3", + "prepared_review_unit_hash": "5dedefb44bec7366729fc5da5d6a16ff3ac75cc1e5676ae2efe917ed09bd9877", "component_budget": { "node_count": 5, "item_count": 5, "soft_pair_count": 8, - "serialized_chars": 5724, - "estimated_input_tokens": 1431, - "estimated_eval_tokens": 3118 + "serialized_chars": 5720, + "estimated_input_tokens": 1430, + "estimated_eval_tokens": 3116 }, "budget": { "node_count": 5, "item_count": 5, "soft_pair_count": 8, - "serialized_chars": 5724, - "estimated_input_tokens": 1431, - "estimated_eval_tokens": 3118 + "serialized_chars": 5720, + "estimated_input_tokens": 1430, + "estimated_eval_tokens": 3116 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The set splits into two exact duplicate issue pairs: 45870\u219445871 and 45872\u219445873. Issue 45869 is thematically related but appears to be a different dataset announcement, not a duplicate of the example/service requests. Cross-pair matches are too broad to merge.", - "confidence": 0.97, - "canonical_issue_reason": null, + "summary": "Two exact duplicate issue pairs are present: 45870/45871 and 45872/45873. The dataset bundle issue (45869) is related by theme but not the same underlying request as either example issue, and the example/scraping-service pair is also distinct.", + "confidence": 0.96, + "canonical_issue_reason": "Issue 45870 is the best canonical among the exact duplicate pair because it is the earlier-created copy and has slightly more discussion activity, making it the cleaner representative of that duplicate issue.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "Issue 45870 is the strongest single issue to keep from this cluster because it is an exact duplicate with 45871 and appears marginally more established; however, the cluster is not one unified duplicate set since 45872/45873 are a separate duplicate pair.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45869", "right": "issue:45870", "accept": false, - "reason": "Different artifact types/content: a dataset bundle promo vs a DataForge example request; same general finance theme only." + "reason": "Different artifacts: a financial data bundle versus a time-series prediction example. Same general domain, but not the same request/change." }, { "left": "issue:45869", "right": "issue:45871", "accept": false, - "reason": "Different underlying topic; 45869 advertises a dataset bundle, while 45871 is an example request." + "reason": "Different artifacts: a financial data bundle versus a time-series prediction example. Shared theme is not enough to make them duplicates." }, { "left": "issue:45870", "right": "issue:45871", "accept": true, - "reason": "Exact same title and likely same report; clear duplicate pair." + "reason": "Exact duplicate titles and matching content indicate the same underlying example issue." }, { "left": "issue:45870", "right": "issue:45872", "accept": false, - "reason": "Related finance/DataForge theme, but one is an example and the other is a scraping-service request; not the same underlying issue." + "reason": "Both are finance/DataForge related, but one is an example and the other is a time-series + scraping service request; these are distinct issues." }, { "left": "issue:45870", "right": "issue:45873", "accept": false, - "reason": "Same broad subject area, but not the same concrete request or bug." + "reason": "Same as the other cross-pair: the example issue and the scraping-service issue are not the same concrete request." }, { "left": "issue:45871", "right": "issue:45872", "accept": false, - "reason": "Broad thematic overlap only; the requested change/problem differs." + "reason": "Different issue topics: identical example request versus a separate scraping-service request." }, { "left": "issue:45871", "right": "issue:45873", "accept": false, - "reason": "Broad thematic overlap only; the requested change/problem differs." + "reason": "Different issue topics: identical example request versus a separate scraping-service request." }, { "left": "issue:45872", "right": "issue:45873", "accept": true, - "reason": "Exact same title and likely same report; clear duplicate pair." + "reason": "Exact duplicate titles and matching content indicate the same underlying service/request issue." } ] }, "evaluator_result": { "accept": true, - "feedback": "Grounded and conservative. The only clear duplicates in the packet are 45870\u219445871 and 45872\u219445873, which have identical titles; 45869 is only thematically related and not shown to be the same request. Cross-pair rejects stay appropriately cautious." + "feedback": "The summary is grounded in the packet: 45870/45871 and 45872/45873 have identical titles and strong content similarity, while 45869 is only thematically related. The canonical choice for 45870 is conservative and supported by earlier creation plus slightly more discussion activity. The non-duplicate pair verdicts also stay appropriately cautious." }, "evaluator_used": true, "retried": false, @@ -21202,8 +21279,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-46439-2", "nodes": [ @@ -21213,46 +21290,49 @@ "soft_pairs": [ "issue:46439|issue:46441" ], - "prepared_review_unit_hash": "ee700fb4de80a631293006bba732ed414916d6658e992e32d92ce2e557a7c1f6", + "prepared_review_unit_hash": "8a31cff2d899c3a9aa3d2d30a3d638d5c0859b76cfe96eb71b4272e403487cef", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1636, - "estimated_input_tokens": 409, - "estimated_eval_tokens": 1074 + "serialized_chars": 1637, + "estimated_input_tokens": 410, + "estimated_eval_tokens": 1076 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1636, - "estimated_input_tokens": 409, - "estimated_eval_tokens": 1074 + "serialized_chars": 1637, + "estimated_input_tokens": 410, + "estimated_eval_tokens": 1076 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two issues are related to static cache and linear-attention handling, 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 similar enough to cluster loosely, but not the same concrete bug.", - "confidence": 0.77, - "canonical_issue_reason": "Issue 46439 is the better canonical issue because it describes the broader static-cache/linear-attention failure and names the likely problematic phase (`early_initialization`), while 46441 reads as a more specific model-specific crash report.", + "summary": "The two issues appear related to static-cache behavior around linear attention, but the evidence is limited to titles and a soft-similarity signal. They should be treated as possibly overlapping reports, not the same confirmed bug.", + "confidence": 0.51, + "canonical_issue_reason": "Issue 46439 is the broader, more root-cause-oriented report: it names `early_initialization` and a linear-attention shape corruption, which makes it the better umbrella triage target given the limited evidence.", "canonical_pr_reason": null, - "best_issue_reason": "46439 is the most representative of the shared area and frames the problem as a general runtime failure in static-cache initialization affecting linear-attention layers.", + "best_issue_reason": "46439 is the most general and useful issue to anchor triage because it describes the underlying static-cache/linear-attention failure without tying it to a specific model.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46439", "right": "issue:46441", "accept": false, - "reason": "Both involve static cache plus linear attention, but the concrete symptoms differ: shape corruption/runtime error vs `KeyError: 'linear_attention'`. That is similar subsystem context, not enough evidence of the same underlying bug." + "reason": "The overlap is plausible, but the packet only provides title-level evidence plus soft similarity, and the second issue is explicitly Qwen3.5-specific with a `KeyError` rather than the shape-corruption/runtime-error path described in 46439. This is not enough to conclude they are the same issue." } ] }, - "evaluator_result": null, - "evaluator_used": false, - "retried": false, + "evaluator_result": { + "accept": false, + "feedback": "The summary is too strong for the packet. We only have the issue titles plus a soft-similarity signal, and the pair is explicitly non-deterministic. Saying both issues point to the same failure path overstates the evidence; at most they appear related. The soft-edge verdict should be more conservative (e.g., 'possible overlap' rather than accept as same issue)." + }, + "evaluator_used": true, + "retried": true, "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null @@ -21265,8 +21345,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-46551-2", "nodes": [ @@ -21276,12 +21356,12 @@ "soft_pairs": [ "issue:46551|issue:46552" ], - "prepared_review_unit_hash": "6e1e696a1924d1502fec133dac5ebffda4ff0895bd85fd50c2b9bfca23591d60", + "prepared_review_unit_hash": "9668994713c95e6cbbc1fee0fd35bd0f17e39e495af43da290ed4a33530d34f3", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1705, + "serialized_chars": 1707, "estimated_input_tokens": 427, "estimated_eval_tokens": 1110 }, @@ -21289,7 +21369,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1705, + "serialized_chars": 1707, "estimated_input_tokens": 427, "estimated_eval_tokens": 1110 }, @@ -21298,27 +21378,27 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two issues are duplicates with identical titles and body content describing the same Wav2Vec2CTCTokenizer v5 special-token regression. The open issue is the better canonical thread.", - "confidence": 0.99, - "canonical_issue_reason": "Issue #46552 is open, has inbound references, and is identical in content to #46551, making it the best thread to keep active.", + "summary": "These are very likely duplicate issue reports with identical titles and highly similar content; issue 46552 is the better canonical representative because it is open and has inbound references.", + "confidence": 0.93, + "canonical_issue_reason": "Issue 46552 is the best canonical issue because it is open and has inbound references, making it the better current representative for this report.", "canonical_pr_reason": null, - "best_issue_reason": "Issue #46552 is the best issue to track because it is still open and already attracting references, while #46551 is a duplicate closed copy.", + "best_issue_reason": "Issue 46552 is the best overall issue for the same reason: it is the open copy that appears to be the main live report.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46551", "right": "issue:46552", "accept": true, - "reason": "Same title and same described tokenizer bug; these are clearly the same underlying issue." + "reason": "The two issues have the same title and matching body length, with soft similarity/Jaccard evidence indicating they describe the same underlying bug report. The packet does not prove exact duplicate direction, but they are close enough to treat as duplicates." } ] }, "evaluator_result": { - "accept": true, - "feedback": "The conclusion is grounded in the packet: the two issues have the same title, identical body length, and a soft-similarity score/Jaccard of 1.0. Choosing the open issue (#46552) as the canonical thread is conservative and supported by its inbound references, while noting #46551 is closed. No overstatement detected." + "accept": false, + "feedback": "The pair looks like a strong near-duplicate match, and choosing 46552 as the canonical/open representative is reasonable. However, the writeup overstates the evidence by claiming 46552 is the \"active duplicate target\" and that the issues have the \"same exact\" body/content. The packet only supports identical titles, equal body length, and soft similarity/jaccard=1.0; it does not explicitly establish duplicate direction or exact body text. Please keep the verdict more conservative." }, "evaluator_used": true, - "retried": false, + "retried": true, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -21331,8 +21411,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-46657-2", "nodes": [ @@ -21342,7 +21422,7 @@ "soft_pairs": [ "issue:46657|issue:46692" ], - "prepared_review_unit_hash": "ff33e4167ddf3efade35ff90ad7478d9284397e2c19aee2d4393b854c645480f", + "prepared_review_unit_hash": "43245472ae708c27453f3c0be3a7e21ee744137612cb6ff39149cac8a062ed81", "component_budget": { "node_count": 2, "item_count": 2, @@ -21364,18 +21444,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two issues describe different training failures: one is a tensor size mismatch during object detection training, while the other is an out-of-memory problem appearing after some epochs with RT-DETR v2. They do not look like the same underlying bug.", - "confidence": 0.96, - "canonical_issue_reason": null, + "summary": "The two issues are about different training failures: one reports a tensor shape mismatch, the other reports out-of-memory after several epochs. They share a broad training context but not the same underlying bug.", + "confidence": 0.94, + "canonical_issue_reason": "Issue #46657 is the better canonical representative only because it is closed and describes a concrete failure mode; however, it is not a duplicate of #46692.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 46657 is the more concrete bug report, with a specific runtime error and a clearer failure mode to represent the cluster.", + "best_issue_reason": "#46657 is the clearer issue to anchor the cluster if one must be chosen, since its problem statement is specific and actionable. #46692 appears to be a different runtime issue, not the same defect.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46657", "right": "issue:46692", "accept": false, - "reason": "Different symptoms and likely different root causes: tensor shape mismatch versus gradual OOM during training. They are not the same bug." + "reason": "The titles describe different symptoms and likely different root causes: tensor size mismatch versus out-of-memory after epochs. Shared training context alone is not enough to treat them as duplicates." } ] }, @@ -21394,8 +21474,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-46822-2", "nodes": [ @@ -21405,7 +21485,7 @@ "soft_pairs": [ "issue:46822|issue:46823" ], - "prepared_review_unit_hash": "b6010b9caaa690fb4eb5a04d1a80f6cd287be2f6c943bed079595dc084e52f89", + "prepared_review_unit_hash": "b639db359da6662aeb0dd369e6fa0b125e451cc8ffb447b2cbf74d03e6db0826", "component_budget": { "node_count": 2, "item_count": 2, @@ -21427,18 +21507,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two issues describe different failure modes in different loading paths: ZeRO-3 zero.Init partitioning causes OOM for a composite model submodule, while 4-bit + device_map='auto' + max_memory incorrectly dispatches to CPU and raises ValueError. They are not duplicates.", - "confidence": 0.96, - "canonical_issue_reason": "Issue 46823 is the more concrete and broadly actionable report, with a specific configuration and explicit failure behavior.", + "summary": "These two issues are related thematically (loading/memory placement) but they are not duplicates: one is a ZeRO-3 `zero.Init` partitioning bug for a composite model submodule, the other is a 4-bit `device_map='auto'` dispatch bug that wrongly falls back to CPU. Treat them as separate issues.", + "confidence": 0.97, + "canonical_issue_reason": "No canonical duplicate issue: the titles describe different code paths and different failures (ZeRO-3 partitioning vs 4-bit dispatch to CPU).", "canonical_pr_reason": null, - "best_issue_reason": "Issue 46823 has the clearest symptom/repro framing and appears most suitable as the representative issue for this cluster.", + "best_issue_reason": "Issue #46823 is the stronger standalone report to anchor if one must be chosen: it has more inbound references and a crisp, reproducible symptom, but it should not subsume #46822.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46822", "right": "issue:46823", "accept": false, - "reason": "Different subsystems and code paths: ZeRO-3 partitioning during zero.Init vs 4-bit device_map/max_memory dispatch logic. The observed failures are not the same underlying bug." + "reason": "Different underlying bugs in different loading mechanisms; shared memory/loading theme is too broad to consider them the same duplicate." } ] }, @@ -21457,10 +21537,10 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-46906-9", + "cluster_id": "cluster-46906-10", "nodes": [ "issue:46906", "issue:46940", @@ -21470,7 +21550,8 @@ "issue:46998", "issue:47037", "issue:47049", - "issue:47053" + "issue:47053", + "issue:47091" ], "soft_pairs": [ "issue:46906|issue:46940", @@ -21487,228 +21568,231 @@ "issue:46948|issue:46998", "issue:46969|issue:46985", "issue:46969|issue:47037", - "issue:46969|issue:46998", + "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:46969|issue:47049", + "issue:47049|issue:47091", + "issue:47053|issue:47091", "issue:46985|issue:47053", - "issue:46969|issue:47053" + "issue:46985|issue:47091" ], - "prepared_review_unit_hash": "a705687291990e35a93894b35eb30ea8740491e1f769225e1a613f68758d714a", + "prepared_review_unit_hash": "6c2300d8213be06903ec0fadb9c5e286c477bfebbe12cba798ee0d6e2b82bdfd", "component_budget": { - "node_count": 9, - "item_count": 9, - "soft_pair_count": 27, - "serialized_chars": 14783, - "estimated_input_tokens": 3696, - "estimated_eval_tokens": 7648 + "node_count": 10, + "item_count": 10, + "soft_pair_count": 30, + "serialized_chars": 16417, + "estimated_input_tokens": 4105, + "estimated_eval_tokens": 8466 }, "budget": { - "node_count": 9, - "item_count": 9, - "soft_pair_count": 27, - "serialized_chars": 14783, - "estimated_input_tokens": 3696, - "estimated_eval_tokens": 7648 + "node_count": 10, + "item_count": 10, + "soft_pair_count": 30, + "serialized_chars": 16417, + "estimated_input_tokens": 4105, + "estimated_eval_tokens": 8466 }, "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 appear to be separate daily reports rather than duplicates of one underlying bug.", - "confidence": 0.91, - "canonical_issue_reason": "If a single representative is needed, issue 46906 is the best anchor because it is the earliest in the series and has the strongest engagement/inbound references.", + "summary": "All items are date-stamped \u001b[?1;31m[serge] integration failure triage\u001b[0m issues that look like daily triage threads, not the same underlying bug. The similarity is from shared template/title structure, so the soft edges should be rejected.", + "confidence": 0.94, + "canonical_issue_reason": "Issue 46906 is the earliest thread and has the strongest inbound/reference activity, so it is the best representative if one issue must be chosen.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 46906 is the best global issue choice for the same reasons: earliest, most visible, and most likely to serve as the cluster representative without implying the others are duplicates.", + "best_issue_reason": "46906 is the most central-looking issue in this set by age and inbound references; it is the safest single issue to anchor the cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46906", "right": "issue:46940", "accept": false, - "reason": "Same triage template and date series, but the date-stamped titles suggest separate daily issues, not one shared bug." + "reason": "Same daily triage template, but different dates imply different failure reports rather than one duplicate issue." }, { "left": "issue:46906", "right": "issue:46948", "accept": false, - "reason": "Looks like another day\u2019s triage report, not the same underlying issue." + "reason": "High text similarity from the repeated triage title only; the date difference suggests a separate report." }, { "left": "issue:46906", "right": "issue:46969", "accept": false, - "reason": "Highly similar format, but different report date indicates a distinct triage ticket." + "reason": "These look like adjacent daily triage issues, not the same underlying incident." }, { "left": "issue:46906", "right": "issue:46985", "accept": false, - "reason": "These are recurring triage issues for different dates, so they should not be merged as duplicates." + "reason": "Different day-specific triage threads; too template-driven to merge as duplicates." }, { "left": "issue:46906", "right": "issue:47037", "accept": false, - "reason": "Same series pattern, but each issue is date-specific and likely tracks a different set of failures." + "reason": "Same series of daily triage issues, but not the same concrete problem." }, { "left": "issue:46940", "right": "issue:46948", "accept": false, - "reason": "Both are daily triage entries, but the date separation means they are not the same artifact." + "reason": "Shared wording is expected for the series; the date-stamped triage context indicates separate items." }, { "left": "issue:46940", "right": "issue:46969", "accept": false, - "reason": "Similar wording is just the template; this appears to be a different day\u2019s report." + "reason": "These are consecutive daily triage reports, not duplicate reports of one bug." }, { "left": "issue:46940", "right": "issue:46985", "accept": false, - "reason": "Date-stamped triage issues should stay separate unless they clearly point to the same bug." + "reason": "Same project/template, but no evidence they describe the same incident." }, { "left": "issue:46940", "right": "issue:47049", "accept": false, - "reason": "No evidence of a single shared underlying defect beyond the recurring title template." + "reason": "Title similarity alone is insufficient; these appear to be different day-specific triage threads." }, { "left": "issue:46948", "right": "issue:46969", "accept": false, - "reason": "Separate daily triage reports, not a duplicate bug report." + "reason": "The near-identical titles reflect the recurring triage format, not the same underlying issue." }, { "left": "issue:46948", "right": "issue:46985", "accept": false, - "reason": "The similarity is procedural, not evidence of the same underlying issue." + "reason": "Different dates and independent triage threads; not a duplicate pair." }, { "left": "issue:46948", "right": "issue:46998", "accept": false, - "reason": "Different date and likely different failure snapshot; do not merge." + "reason": "These are separate daily reports in the same series, so they should not be merged." }, { "left": "issue:46969", "right": "issue:46985", "accept": false, - "reason": "Same recurring triage pattern, but not the same concrete issue." - }, - { - "left": "issue:46969", - "right": "issue:46998", - "accept": false, - "reason": "These appear to be daily log/triage tickets rather than duplicates." + "reason": "Same recurring triage label, but no shared concrete bug/change is evident." }, { "left": "issue:46969", "right": "issue:47037", "accept": false, - "reason": "Different date-specific triage issue; no shared underlying bug is shown." - }, - { - "left": "issue:46969", - "right": "issue:47049", - "accept": false, - "reason": "The titles match a series, not a duplicate report." + "reason": "The date progression indicates separate triage issues, not duplicate tracking." }, { "left": "issue:46969", - "right": "issue:47053", + "right": "issue:47091", "accept": false, - "reason": "Recurring integration-failure triage entries should not be collapsed without concrete same-bug evidence." + "reason": "Looks like another daily triage thread rather than the same problem instance." }, { "left": "issue:46985", "right": "issue:46998", "accept": false, - "reason": "Separate daily triage reports with the same template." + "reason": "These are adjacent date-based triage issues with only template-level similarity." }, { "left": "issue:46985", "right": "issue:47037", "accept": false, - "reason": "No evidence they describe one identical failure instance." + "reason": "No evidence of one exact bug; just repeated triage formatting." }, { "left": "issue:46985", "right": "issue:47049", "accept": false, - "reason": "Same subsystem and template, but likely different day-specific failures." + "reason": "Different daily triage entries; similarity is superficial." }, { "left": "issue:46985", "right": "issue:47053", "accept": false, - "reason": "These are not clearly the same underlying bug; the date series suggests distinct reports." + "reason": "Same series, but not the same concrete incident or change." + }, + { + "left": "issue:46985", + "right": "issue:47091", + "accept": false, + "reason": "Date-stamped triage issue, so this is a separate report." }, { "left": "issue:46998", "right": "issue:47037", "accept": false, - "reason": "Different triage day, different issue artifact." + "reason": "Repeated triage title across days is not enough to treat these as duplicates." }, { "left": "issue:46998", "right": "issue:47049", "accept": false, - "reason": "The match is only template-level similarity, not duplicate-bug evidence." + "reason": "Looks like a distinct daily failure triage thread." }, { "left": "issue:46998", "right": "issue:47053", "accept": false, - "reason": "No concrete same-code-path indication; reject duplicate merge." + "reason": "Different date and no concrete shared bug evidence." + }, + { + "left": "issue:46998", + "right": "issue:47091", + "accept": false, + "reason": "Same series of issue templates, but separate underlying reports." }, { "left": "issue:47037", "right": "issue:47049", "accept": false, - "reason": "Same recurring title pattern, but these are separate daily triage issues." + "reason": "These are neighboring date-based triage issues, not one fixable duplicate." }, { "left": "issue:47037", "right": "issue:47053", "accept": false, - "reason": "Date-separated triage reports should remain distinct." + "reason": "No specific shared failure is exposed; only the common triage label." }, { - "left": "issue:47049", - "right": "issue:47053", + "left": "issue:47037", + "right": "issue:47091", "accept": false, - "reason": "Likely adjacent daily triage tickets, not one duplicate issue." + "reason": "Daily triage posts should stay separate unless the underlying bug matches, which is not shown here." }, { - "left": "issue:46969", - "right": "issue:47049", + "left": "issue:47049", + "right": "issue:47053", "accept": false, - "reason": "Different date-specific report; no basis to treat as the same underlying defect." + "reason": "Same recurring title, but likely distinct day-specific integration failures." }, { - "left": "issue:46985", - "right": "issue:47053", + "left": "issue:47049", + "right": "issue:47091", "accept": false, - "reason": "They look like consecutive triage logs rather than duplicate bug reports." + "reason": "Not enough evidence they describe the same concrete issue." }, { - "left": "issue:46969", - "right": "issue:47053", + "left": "issue:47053", + "right": "issue:47091", "accept": false, - "reason": "Similarity is from the repeated triage template, not the same issue." + "reason": "Both are triage threads, but the date difference makes them separate reports." } ] }, @@ -21727,8 +21811,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-46983-2", "nodes": [ @@ -21738,12 +21822,12 @@ "soft_pairs": [ "issue:46983|issue:46984" ], - "prepared_review_unit_hash": "45b2b66fda3441d2a4adef2e24f67fe1a8d6d7d01e2c9e30bc3b0d49a897719a", + "prepared_review_unit_hash": "6b16496331e7c94db2a2f99c7a971f0326a3195f994f3a966416cb77766b0500", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1489, + "serialized_chars": 1490, "estimated_input_tokens": 373, "estimated_eval_tokens": 1002 }, @@ -21751,7 +21835,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1489, + "serialized_chars": 1490, "estimated_input_tokens": 373, "estimated_eval_tokens": 1002 }, @@ -21760,24 +21844,24 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two issue reports with the same title and very similar bodies; they are the same feature request for RWKV7 support.", + "summary": "These are duplicate issues requesting RWKV7 model support; the open issue is the best canonical tracker.", "confidence": 0.99, - "canonical_issue_reason": "Prefer issue:46984 as the canonical issue because it is open and has the only recorded discussion activity, making it the better live tracker for the same request.", + "canonical_issue_reason": "Both issues have the same title and clearly describe the same feature request, so they are duplicates; the open issue is the better live tracker.", "canonical_pr_reason": null, - "best_issue_reason": "issue:46984 is the best issue for the cluster: it is active/open and appears to be the current tracking issue for RWKV7 support.", + "best_issue_reason": "issue:46984 is open and therefore the most suitable place to continue discussion and track progress on the RWKV7 support request.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46983", "right": "issue:46984", "accept": true, - "reason": "Same title and highly similar request text indicate the same underlying feature request; the open issue is likely the live duplicate/tracker." + "reason": "Same title, same requested capability, and no evidence of distinct scope; these are the same underlying issue." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet: both issues share the same title, have high textual similarity, and 46984 is the open issue with discussion activity while 46983 is closed. The soft-edge acceptance is conservative enough given the evidence." + "feedback": "The conclusion is grounded in the packet: both issues have the exact same title, one is open and the other closed, and the only pair evidence is soft similarity. The soft-edge verdict is conservative enough, and using the open issue as the live tracker is appropriate." }, "evaluator_used": true, "retried": false, @@ -21793,8 +21877,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-47007-2", "nodes": [ @@ -21804,12 +21888,12 @@ "soft_pairs": [ "issue:47007|issue:47015" ], - "prepared_review_unit_hash": "a0e838dac41470648a4111510cffd4db52634a0d210dde16522bc5db35bdd8dd", + "prepared_review_unit_hash": "8660640bf0b7df8e86397141f15184e3d0f54bbed8e34295241a5de2ab316491", "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 }, @@ -21817,7 +21901,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1625, + "serialized_chars": 1626, "estimated_input_tokens": 407, "estimated_eval_tokens": 1070 }, @@ -21826,18 +21910,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two issues are superficially similar research/article-style topics about AI-driven vulnerability discovery, but they do not describe the same underlying bug, feature, or concrete change. I would not treat them as duplicates.", - "confidence": 0.9, - "canonical_issue_reason": "No true canonical duplicate here: both are standalone topic/article issues, and their titles point to different framing and scope (LLMs/lessons learned vs transformers/cybersecurity system).", + "summary": "Both issues are about AI-assisted vulnerability discovery, but they read like separate discussion/article ideas with different framing rather than the same concrete bug or request. The overlap is thematic, not duplicate-level.", + "confidence": 0.89, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "If one must be chosen as the cluster representative, 47015 is slightly more specific and self-contained, but the pair is still not a real duplicate cluster.", + "best_issue_reason": "issue #47015 is the more general and concise formulation of the shared topic, so it is the better representative if a single issue must be picked.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:47007", "right": "issue:47015", "accept": false, - "reason": "Similar wording, but they read as different standalone topics rather than the same underlying issue; no shared target, filename, or explicit linkage to justify duplication." + "reason": "High topical overlap, but the titles describe different writeups/angles on AI-based vulnerability discovery rather than one identical underlying issue or change." } ] }, @@ -21859,9 +21943,8 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-40546-54", + "cluster_id": "cluster-40546-57", "nodes": [ - "pull_request:43451", "pull_request:44517", "pull_request:46196", "pull_request:46266", @@ -21890,7 +21973,6 @@ "pull_request:46986", "pull_request:46995", "pull_request:47006", - "pull_request:47019", "pull_request:47025", "pull_request:47034", "pull_request:47035", @@ -21908,7 +21990,9 @@ "pull_request:47083", "pull_request:47088", "pull_request:47089", - "pull_request:47090" + "pull_request:47090", + "pull_request:47093", + "pull_request:47094" ], "soft_pairs": [ "pull_request:47083|pull_request:47088", @@ -21956,427 +22040,342 @@ "pull_request:47077|pull_request:47078", "pull_request:46266|pull_request:46957", "pull_request:44517|pull_request:47082", - "pull_request:47019|pull_request:47025", "pull_request:47034|pull_request:47035", "pull_request:47062|pull_request:47077", - "pull_request:47019|pull_request:47069", - "pull_request:46196|pull_request:46995", "pull_request:47069|pull_request:47089", - "pull_request:47019|pull_request:47088", + "pull_request:46196|pull_request:46995", "pull_request:46957|pull_request:46965", + "pull_request:46965|pull_request:47093", "pull_request:46266|pull_request:46707", "pull_request:46707|pull_request:46961", - "pull_request:46968|pull_request:47019", - "pull_request:47019|pull_request:47082", "pull_request:46707|pull_request:46968", "pull_request:46912|pull_request:47025", + "pull_request:47078|pull_request:47094", "pull_request:46707|pull_request:46957", "pull_request:46707|pull_request:47082", "pull_request:46961|pull_request:47082", - "pull_request:46707|pull_request:47019", - "pull_request:46968|pull_request:47062", "pull_request:46912|pull_request:47082", + "pull_request:46968|pull_request:47062", "pull_request:46196|pull_request:46965", - "pull_request:46658|pull_request:47062", "pull_request:46912|pull_request:47078", - "pull_request:46965|pull_request:47062", - "pull_request:47035|pull_request:47089", - "pull_request:43451|pull_request:46995" + "pull_request:46658|pull_request:47062" ], - "prepared_review_unit_hash": "9d7fd3dd3a3589f62752bc5617fac89300fcfc91527fbd2a4716dc8a898cf281", + "prepared_review_unit_hash": "3395aaa3c035dc0f20d5ac750f330353c85b222b6e4fdab78d1f51e9c8b60251", "component_budget": { - "node_count": 54, - "item_count": 54, - "soft_pair_count": 172, - "serialized_chars": 194776, - "estimated_input_tokens": 48694, - "estimated_eval_tokens": 97644 + "node_count": 57, + "item_count": 57, + "soft_pair_count": 176, + "serialized_chars": 202190, + "estimated_input_tokens": 50548, + "estimated_eval_tokens": 101352 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 71, - "serialized_chars": 131624, - "estimated_input_tokens": 32906, - "estimated_eval_tokens": 66068 + "soft_pair_count": 64, + "serialized_chars": 128960, + "estimated_input_tokens": 32240, + "estimated_eval_tokens": 64736 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a grab bag of unrelated open PRs. The only clearly duplicate pair is the CANINE fp16 attention-mask fix; everything else is just same-subsystem or same-topic similarity without the same concrete code change.", - "confidence": 0.96, + "summary": "This cluster is mostly a mix of unrelated PRs. The only clear duplicate groups are the CANINE attention-mask dtype fix, the CohereASR double-shift loss fix, and two load/OOM test hotfix pairs; everything else is broader or targets different bugs.", + "confidence": 0.88, "canonical_issue_reason": null, - "canonical_pr_reason": "pull_request:47088 is the cleanest canonical PR for the only true duplicate pair: it is a focused one-line code fix for CANINE fp16 attention-mask dtype mismatch. pull_request:47083 appears to be the same underlying change but framed as an ONNX-export failure fix and includes extra test content, so 47088 is the better representative.", + "canonical_pr_reason": "PR 47090 is the cleanest representative: it is narrowly scoped, explicitly bug-focused, and directly fixes the CohereASR training-loss double-shift path.", "best_issue_reason": null, - "best_pr_reason": "pull_request:47088 is the best single PR to anchor the cluster because it most directly describes the concrete code-path bug being fixed and avoids the extra framing/noise present in 47083.", + "best_pr_reason": "PR 47090 is the best standalone PR in the set because it has a precise title, a focused code change, and an explicit issue target tied to the concrete bug.", "soft_edge_verdicts": [ { "left": "pull_request:47083", "right": "pull_request:47088", "accept": true, - "reason": "Same underlying CANINE bug and same model file; both patch the attention-mask dtype cast in the same code path, so they are duplicates of the same fix." + "reason": "Same CANINE fp16 attention-mask dtype fix in the same code path; 47088 is a restated/focused version of the same change." }, { "left": "pull_request:46903", "right": "pull_request:47090", "accept": false, - "reason": "Both touch CohereASR training loss, but the implementations differ materially (loss_function with shift_labels vs direct CrossEntropyLoss), so they are not the same concrete change." + "reason": "Both touch CohereASR loss logic, but 46903 also bundles PPFormulaNet and targets a different issue; not the same single change." }, { "left": "pull_request:46903", "right": "pull_request:46958", "accept": false, - "reason": "Same model area and same issue theme, but the loss fixes are different enough that they should not be merged as duplicates." + "reason": "Shared model area and similar loss fix, but 46903 is a broader multi-model PR with a different target; too loose to treat as duplicates." }, { "left": "pull_request:46950", "right": "pull_request:46951", "accept": false, - "reason": "Both are integration-fix PRs, but one is a Mamba2 OOM test/load tweak and the other is a PEFT loading adjustment; unrelated concrete bugs." + "reason": "Both mention test failures, but one is a model runtime OOM fix and the other is a PEFT loading tweak; different bugs." }, { "left": "pull_request:46950", "right": "pull_request:47057", "accept": false, - "reason": "Both target integration-test failures, but the fixes address different failure modes and different code/tests, so they are not duplicates." + "reason": "Both are deepseek_v32-related, but the fixes are different: model/runtime OOM behavior versus test loading/offload handling." }, { "left": "pull_request:46927", "right": "pull_request:47054", "accept": false, - "reason": "Both are GLM46V integration fixes, but the actual edits differ and the PRs address separate failure variants rather than the same underlying bug." + "reason": "Same model family and similar test symptom, but one is a model code fix and the other is a test/offload workaround." }, { "left": "pull_request:46927", "right": "pull_request:46951", "accept": false, - "reason": "Unrelated models and fixes; only superficial similarity from being small test/integration patches." + "reason": "Different subsystems and different failure modes; only broad test-failure labels overlap." }, { "left": "pull_request:46951", "right": "pull_request:46971", "accept": false, - "reason": "Same broad Mamba2/other-failure cluster, but one changes PEFT loading and the other changes Mamba2 test loading arguments; not the same bug." + "reason": "Both are Mamba2 test-related, but one changes PEFT loading and the other changes test model dtype arguments; not the same bug." }, { "left": "pull_request:46949", "right": "pull_request:46971", "accept": false, - "reason": "Different models and different failure modes; no same underlying bug or code path." + "reason": "Only the model name overlaps in part; 46949 fixes attention-cache behavior, while 46971 is a test memory/loading tweak." }, { "left": "pull_request:46951", "right": "pull_request:47057", "accept": false, - "reason": "Different targets: PEFT integration loading versus DeepSeekV3.2 load_error tests." + "reason": "Different models and different fixes; both are test hotfixes, but not the same underlying bug." }, { "left": "pull_request:46941", "right": "pull_request:46970", "accept": false, - "reason": "Both are large integration-fix PRs, but they address different model changes and different bug patterns across different files." + "reason": "Shared file surface in generation/model code, but the actual changes are for different model paths and failures." }, { "left": "pull_request:47056", "right": "pull_request:47058", "accept": false, - "reason": "Whisper vs Mamba2; both are small test/runtime fixes, but they are clearly different concrete bugs and should stay separate." + "reason": "Both are whisper/Mamba2 test-failure fixes, but one changes model cache initialization and the other changes test loading arguments." }, { "left": "pull_request:47006", "right": "pull_request:47058", "accept": false, - "reason": "Different models and different fixes; similarity is only that both are integration-failure patches." + "reason": "Same general generation/test-failure area, but the concrete changes and affected bug are different." }, { "left": "pull_request:46908", "right": "pull_request:47006", "accept": false, - "reason": "Different models and failure classes; no shared concrete change." + "reason": "Different models and different failure classes; only both are auto-generated test fixes." }, { "left": "pull_request:46927", "right": "pull_request:47055", "accept": false, - "reason": "Same general GLM46V/EdgeTam test-fix wave, but not the same code-path problem." + "reason": "Both touch edgetam-style cleanup, but the code paths and specific removed kwargs differ enough that this is not a duplicate." }, { "left": "pull_request:46908", "right": "pull_request:46928", "accept": false, - "reason": "Different models and different test-only fixes; not duplicates." + "reason": "One is DeepSeekV3.2 load handling, the other is BLIP-2 tokenizer registration; unrelated fixes." }, { "left": "pull_request:46907", "right": "pull_request:46926", "accept": false, - "reason": "EdgeTam test/import-or-config vs MiniMax-M3-VL load_error; unrelated fixes." + "reason": "Different models and different fix types; only the test-failure triage pattern is shared." }, { "left": "pull_request:46927", "right": "pull_request:46986", "accept": false, - "reason": "Different model families and different failure modes; no duplicate relationship." + "reason": "Both are integration-test fixes, but they target different models and distinct runtime issues." }, { "left": "pull_request:46926", "right": "pull_request:46928", "accept": false, - "reason": "Different models and different fixes; only generic integration-test similarity." + "reason": "MiniMax-M3-VL load fix versus BLIP-2 tokenizer registration; unrelated." }, { "left": "pull_request:46928", "right": "pull_request:47057", "accept": false, - "reason": "BLIP-2 tokenizer mapping vs DeepSeekV3.2 load_error; unrelated." + "reason": "No shared bug: tokenizer auto-mapping change versus DeepSeekV3.2 load_error workaround." }, { "left": "pull_request:46986", "right": "pull_request:47058", "accept": false, - "reason": "Both are test-fix PRs, but they touch different models and different bugs." + "reason": "Different models and different failure symptoms; not one underlying change." }, { "left": "pull_request:46926", "right": "pull_request:46941", "accept": false, - "reason": "Different models and different fixes; not the same underlying issue." - }, - { - "left": "pull_request:46908", - "right": "pull_request:47058", - "accept": false, - "reason": "Different model bugs and different code changes." - }, - { - "left": "pull_request:46928", - "right": "pull_request:47058", - "accept": false, - "reason": "Different models and different fixes." - }, - { - "left": "pull_request:46928", - "right": "pull_request:47054", - "accept": false, - "reason": "Different models and different bug fixes; only similar failure labeling." - }, - { - "left": "pull_request:46941", - "right": "pull_request:46986", - "accept": false, - "reason": "Different model families and distinct runtime/test fixes." + "reason": "MiniMax load_error workaround versus broad output-mismatch fixes across many models; different bugs." }, { "left": "pull_request:46954", "right": "pull_request:46961", "accept": false, - "reason": "Pytest-v9 compatibility cleanup versus Serge normalization workflow; unrelated changes." + "reason": "Unrelated fixes: one is a pytest-v9 compatibility change, the other is a workflow for Serge branch normalization." }, { "left": "pull_request:46958", "right": "pull_request:46961", "accept": false, - "reason": "CohereASR loss fix and Serge branch-normalization workflow are unrelated." + "reason": "CohereASR loss fix versus CI/workflow automation; no shared underlying bug." }, { "left": "pull_request:46954", "right": "pull_request:46968", "accept": false, - "reason": "Pytest-v9 compatibility fix versus docs autolink cleanup; unrelated." + "reason": "Pytest-v9 compatibility fix versus docs autolink cleanup; different domains." }, { "left": "pull_request:46954", "right": "pull_request:46958", "accept": false, - "reason": "One is a Pytest-v9 module-level strictness tweak; the other is a CohereASR loss bug fix." + "reason": "Different underlying problems: pytest compatibility versus CohereASR double-shift training loss." }, { "left": "pull_request:46961", "right": "pull_request:46974", "accept": false, - "reason": "Workflow automation and MusicGen generate typo fix are unrelated." + "reason": "Workflow automation and a Musicgen generate typo are unrelated." }, { "left": "pull_request:46958", "right": "pull_request:46974", "accept": false, - "reason": "Different model/code paths and different bugs." + "reason": "CohereASR loss logic versus Musicgen cache-length typo; different code paths." }, { "left": "pull_request:46954", "right": "pull_request:46971", "accept": false, - "reason": "Pytest compatibility vs Mamba2 OOM test changes; not duplicates." + "reason": "Pytest-v9 compatibility fix and Mamba2 test OOM workaround are unrelated." }, { "left": "pull_request:46971", "right": "pull_request:46974", "accept": false, - "reason": "Mamba2 test loading changes versus MusicGen generate bug; unrelated." + "reason": "Mamba2 test loading/memory workaround versus Musicgen generate typo; not the same bug." }, { "left": "pull_request:46968", "right": "pull_request:46974", "accept": false, - "reason": "Docs autolink cleanup and MusicGen generate typo fix are unrelated." + "reason": "Docs autolink cleanup and Musicgen generation typo are unrelated." }, { "left": "pull_request:46961", "right": "pull_request:46968", "accept": false, - "reason": "Workflow automation vs documentation autolink cleanup; not the same change." + "reason": "Workflow normalization versus docs autolink cleanup; no duplicate relationship." }, { "left": "pull_request:46958", "right": "pull_request:46968", "accept": false, - "reason": "CohereASR loss fix and docs autolink cleanup are unrelated." - }, - { - "left": "pull_request:46961", - "right": "pull_request:46971", - "accept": false, - "reason": "Workflow automation and Mamba2 test fix are unrelated." - }, - { - "left": "pull_request:46949", - "right": "pull_request:46968", - "accept": false, - "reason": "Whisper/audioflamingo test fix vs docs autolink cleanup; not the same underlying change." + "reason": "CohereASR loss bug fix versus docs-only cleanup; unrelated." }, { "left": "pull_request:47072", "right": "pull_request:47089", "accept": false, - "reason": "Chat-template JSON schema handling and AQLM config error-message wording are unrelated." + "reason": "Chat-template schema parsing bug versus AQLM config error-message fix; different subsystems and changes." }, { "left": "pull_request:47077", "right": "pull_request:47078", "accept": false, - "reason": "Both are Japanese docs edits, but they address different docs content and different scope; not the same change." + "reason": "Both are Japanese docs updates, but they change different text and sections; not the same documentation change." }, { "left": "pull_request:46266", "right": "pull_request:46957", "accept": false, - "reason": "Both are broad model-standardization style PRs, but they target different subsystems and different concrete code paths." + "reason": "DINO conversion mapping/weight conversion work versus generation-time fused-kernel optimization; unrelated." }, { "left": "pull_request:44517", "right": "pull_request:47082", "accept": false, - "reason": "Both add model docs/auto wiring, but for different models (Qwen3-TTS vs RoMa) and different concrete additions." - }, - { - "left": "pull_request:47019", - "right": "pull_request:47025", - "accept": false, - "reason": "Masking-utils regression fix and Diffusion Gemma test skip are unrelated." + "reason": "Qwen3-TTS integration versus RoMa model addition; only broad model-registration plumbing overlaps." }, { "left": "pull_request:47034", "right": "pull_request:47035", "accept": false, - "reason": "Neural/E2E training scripts versus torch-compile backend default; different change types and bug targets." + "reason": "Neuron training scripts/workflow versus a small torch-compile backend default tweak; not the same PR." }, { "left": "pull_request:47062", "right": "pull_request:47077", "accept": false, - "reason": "Different language docs updates; similar category but not the same content or bug." - }, - { - "left": "pull_request:47019", - "right": "pull_request:47069", - "accept": false, - "reason": "Masking utilities fix and num_labels return-type/doc change are unrelated." - }, - { - "left": "pull_request:46196", - "right": "pull_request:46995", - "accept": false, - "reason": "Wav2vec2 SDPA dispatch and flash-linear-attention availability are different feature areas and different code paths." - }, - { - "left": "pull_request:47069", - "right": "pull_request:47089", - "accept": false, - "reason": "Num_labels None handling and AQLM config validation messages are unrelated." - }, - { - "left": "pull_request:47019", - "right": "pull_request:47088", - "accept": false, - "reason": "Masking-utils fix and CANINE attention-mask dtype fix are different models and different bugs." - }, - { - "left": "pull_request:46957", - "right": "pull_request:46965", - "accept": false, - "reason": "These both touch generation behavior, but one is finegrained FP8 routing/kernel optimization while the other is DeepSeekV4 use_cache support; not duplicates." - }, - { - "left": "pull_request:46266", - "right": "pull_request:46707", - "accept": false, - "reason": "DINO conversion-mapping work and native FSDP2 module migration are unrelated." + "reason": "Different Japanese docs updates with different aims; not a duplicate change." }, { - "left": "pull_request:46707", - "right": "pull_request:46961", + "left": "pull_request:47069", + "right": "pull_request:47089", "accept": false, - "reason": "FSDP2 migration and Serge branch-normalization workflow are unrelated." + "reason": "Num-labels property typing versus AQLM config validation; unrelated." }, { - "left": "pull_request:46968", - "right": "pull_request:47019", + "left": "pull_request:46196", + "right": "pull_request:46995", "accept": false, - "reason": "Docs autolink cleanup and masking-utils regression fix are unrelated." + "reason": "Wav2Vec2 SDPA dispatch work versus flash-linear-attention availability on MLU; different feature changes." }, { - "left": "pull_request:47019", - "right": "pull_request:47082", + "left": "pull_request:46957", + "right": "pull_request:46965", "accept": false, - "reason": "Masking-utils fix and RoMa model addition are unrelated." + "reason": "Both touch DeepSeekV4 generation/loading behavior, but one is FP8/generation optimization and the other is use_cache support; different bugs." }, { - "left": "pull_request:46707", - "right": "pull_request:46968", + "left": "pull_request:46912", + "right": "pull_request:47082", "accept": false, - "reason": "FSDP2 migration and docs autolink cleanup are unrelated." + "reason": "RoPE-test cleanup and RoMa model addition are unrelated." }, { - "left": "pull_request:46912", - "right": "pull_request:47025", + "left": "pull_request:46968", + "right": "pull_request:47062", "accept": false, - "reason": "Both touch tests/model correctness, but one is RoPE behavior changes across many models and the other is a diffusion_gemma test adjustment; not the same bug." + "reason": "Docs autolink cleanup versus IMDb link correction in sequence classification; separate documentation fixes." }, { - "left": "pull_request:46707", - "right": "pull_request:46957", + "left": "pull_request:46196", + "right": "pull_request:46965", "accept": false, - "reason": "FSDP2 migration and finegrained FP8 decode optimization are different features and code paths." + "reason": "Different model changes and different behavior fixes; no duplicate bug." }, { - "left": "pull_request:47082", - "right": "pull_request:47089", + "left": "pull_request:46912", + "right": "pull_request:47078", "accept": false, - "reason": "RoMa model addition and AQLM config validation are unrelated." + "reason": "RoPE test/model changes versus Japanese docs wording improvements; unrelated." }, { - "left": "pull_request:47035", - "right": "pull_request:47089", + "left": "pull_request:46658", + "right": "pull_request:47062", "accept": false, - "reason": "Torch-compile backend selection and AQLM config validation are unrelated." + "reason": "Step-3.7-Flash model conversion work versus a docs link correction; different scopes and artifacts." }, { - "left": "pull_request:43451", - "right": "pull_request:46995", + "left": "pull_request:47056", + "right": "pull_request:47058", "accept": false, - "reason": "Molmo2 model addition and flash-linear-attention availability are unrelated." + "reason": "Whisper attention-state initialization fix versus Mamba2 OOM/load fixes; no shared concrete bug." } ] }, @@ -22398,7 +22397,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-40546-54", + "cluster_id": "cluster-40546-57", "nodes": [ "pull_request:43451", "pull_request:44517", @@ -22408,6 +22407,7 @@ "pull_request:46658", "pull_request:46707", "pull_request:46836", + "pull_request:46880", "pull_request:46895", "pull_request:46907", "pull_request:46908", @@ -22421,13 +22421,9 @@ "pull_request:46958", "pull_request:46961", "pull_request:46965", - "pull_request:46968", - "pull_request:46970", "pull_request:46971", - "pull_request:46986", "pull_request:46995", "pull_request:47003", - "pull_request:47006", "pull_request:47025", "pull_request:47034", "pull_request:47035", @@ -22436,6 +22432,7 @@ "pull_request:47056", "pull_request:47057", "pull_request:47058", + "pull_request:47062", "pull_request:47069", "pull_request:47077", "pull_request:47078", @@ -22443,57 +22440,65 @@ "pull_request:47082", "pull_request:47088", "pull_request:47089", - "pull_request:47090" + "pull_request:47090", + "pull_request:47092", + "pull_request:47094" ], "soft_pairs": [ + "pull_request:43451|pull_request:47082", + "pull_request:46965|pull_request:47062", + "pull_request:47035|pull_request:47089", + "pull_request:43451|pull_request:46995", "pull_request:46836|pull_request:46995", "pull_request:46196|pull_request:47025", "pull_request:46707|pull_request:47025", "pull_request:46266|pull_request:47034", "pull_request:45694|pull_request:47069", "pull_request:43451|pull_request:47079", - "pull_request:46836|pull_request:46965", + "pull_request:47088|pull_request:47094", "pull_request:47035|pull_request:47069", - "pull_request:46836|pull_request:46961", + "pull_request:46836|pull_request:46965", "pull_request:46995|pull_request:47003", + "pull_request:46836|pull_request:46961", "pull_request:46957|pull_request:46961", "pull_request:46961|pull_request:47035", "pull_request:43451|pull_request:47025", "pull_request:46912|pull_request:47077", "pull_request:46707|pull_request:47077", "pull_request:43451|pull_request:46266", - "pull_request:46196|pull_request:46961", "pull_request:47069|pull_request:47082", - "pull_request:46266|pull_request:47003", - "pull_request:46658|pull_request:46965", + "pull_request:46196|pull_request:46961", "pull_request:45694|pull_request:47035", + "pull_request:46658|pull_request:46965", + "pull_request:46266|pull_request:47003", "pull_request:43451|pull_request:47078", "pull_request:47003|pull_request:47078", "pull_request:46658|pull_request:46961", - "pull_request:46961|pull_request:46965", "pull_request:43451|pull_request:44517", "pull_request:45694|pull_request:46707", "pull_request:46961|pull_request:47088", - "pull_request:46836|pull_request:47078", "pull_request:44517|pull_request:46836", "pull_request:46658|pull_request:47088", + "pull_request:46961|pull_request:47069", "pull_request:43451|pull_request:47088", "pull_request:44517|pull_request:47003", "pull_request:43451|pull_request:46957", + "pull_request:44517|pull_request:47092", + "pull_request:46658|pull_request:46895", + "pull_request:46836|pull_request:47088", "pull_request:43451|pull_request:46961", "pull_request:46961|pull_request:47003", + "pull_request:46961|pull_request:47094", "pull_request:46961|pull_request:47034", + "pull_request:46961|pull_request:47092", "pull_request:46912|pull_request:46961", - "pull_request:46836|pull_request:47088", - "pull_request:46658|pull_request:46895", "pull_request:43451|pull_request:47089", "pull_request:47003|pull_request:47089", - "pull_request:44517|pull_request:47077", "pull_request:43451|pull_request:45694", "pull_request:43451|pull_request:46895", "pull_request:45694|pull_request:47003", "pull_request:46895|pull_request:47003", - "pull_request:46968|pull_request:47003", + "pull_request:46880|pull_request:47092", "pull_request:46895|pull_request:47090", "pull_request:46895|pull_request:46958", "pull_request:46958|pull_request:47090", @@ -22511,390 +22516,348 @@ "pull_request:46907|pull_request:46927", "pull_request:46908|pull_request:47054", "pull_request:46926|pull_request:47057", - "pull_request:46927|pull_request:46971", - "pull_request:46908|pull_request:46926", - "pull_request:46986|pull_request:47006", - "pull_request:47054|pull_request:47055", - "pull_request:46970|pull_request:47006", - "pull_request:46970|pull_request:46986", - "pull_request:47057|pull_request:47058" + "pull_request:46927|pull_request:46971" ], - "prepared_review_unit_hash": "9757ad0ef34f133010c023c1fd84a0f5d933c8eec759a867f4e3ba103d490887", + "prepared_review_unit_hash": "1bc54af64d5891cb5e77f01e864c70209797acd204ab882ed48f49461910f3bd", "component_budget": { - "node_count": 54, - "item_count": 54, - "soft_pair_count": 172, - "serialized_chars": 194776, - "estimated_input_tokens": 48694, - "estimated_eval_tokens": 97644 + "node_count": 57, + "item_count": 57, + "soft_pair_count": 176, + "serialized_chars": 202190, + "estimated_input_tokens": 50548, + "estimated_eval_tokens": 101352 }, "budget": { "node_count": 44, "item_count": 44, "soft_pair_count": 72, - "serialized_chars": 123754, - "estimated_input_tokens": 30939, - "estimated_eval_tokens": 62134 + "serialized_chars": 121341, + "estimated_input_tokens": 30336, + "estimated_eval_tokens": 60928 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a mix of unrelated PRs, with several real duplicate/follow-up pairs concentrated around the same model bugfixes: CohereASR loss double-shift, EdgeTam processor kwarg cleanup, DeepSeekV3.2 load_error test workaround, and the Whisper/Minimax/Mamba2 integration-test retries. Most other soft edges are just broad thematic similarity and should not be merged.", - "confidence": 0.93, + "summary": "This cluster is mostly a collection of unrelated PRs, with a few real duplicate chains around the same concrete bug/fix; the clearest ones are CohereASR loss shifting, EdgeTam kwargs cleanup, Whisper cache init, and several integration-test load/OOM fixes.", + "confidence": 0.79, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 46895 is the cleanest canonical representative: it has an explicit issue target (46894), fixes a concrete CohereASR training-loss double-shift in the actual model code, and includes test coverage. The later CohereASR PRs are near-rewrites of the same fix.", + "canonical_pr_reason": "No issue nodes are present. Among the actual duplicate families, PR 47090 is the best representative: it targets a single concrete CohereASR double-shift bug, has an explicit issue link, and reads like the most complete version of that fix.", "best_issue_reason": null, - "best_pr_reason": "PR 46895 is the strongest overall representative because it is the most concrete, self-contained, and explicitly tracked bugfix among the duplicate-like candidates.", + "best_pr_reason": "PR 47090 is the strongest standalone representative in the set: narrow bug scope, explicit issue target, and it cleanly supersedes the earlier CohereASR variants.", "soft_edge_verdicts": [ + { + "left": "pull_request:43451", + "right": "pull_request:47082", + "accept": false, + "reason": "Different models/features (Molmo2 vs RoMa); shared auto-registration files alone are not enough." + }, + { + "left": "pull_request:46965", + "right": "pull_request:47062", + "accept": false, + "reason": "Unrelated fixes: DeepSeek V4 cache/use_cache behavior vs an IMDb docs link update." + }, + { + "left": "pull_request:47035", + "right": "pull_request:47089", + "accept": false, + "reason": "Different bugs in different areas: Neuron compile backend default vs AqlmConfig error text." + }, + { + "left": "pull_request:43451", + "right": "pull_request:46995", + "accept": false, + "reason": "Different features/models: Molmo2 addition vs flash-linear-attention availability on MLU." + }, { "left": "pull_request:46836", "right": "pull_request:46995", "accept": false, - "reason": "Different features: Unlimited OCR support vs MLU availability check for flash linear attention." + "reason": "Different models and problems: Unlimited OCR vs flash-linear-attention availability." }, { "left": "pull_request:46196", "right": "pull_request:47025", "accept": false, - "reason": "Unrelated PRs: wav2vec2 SDPA dispatch vs Diffusion Gemma test cleanup." + "reason": "Different subsystems: wav2vec2 SDPA dispatch vs diffusion-gemma test cleanup." }, { "left": "pull_request:46707", "right": "pull_request:47025", "accept": false, - "reason": "Different areas and fixes: native FSDP2 migration vs Diffusion Gemma test changes." + "reason": "Native FSDP2 migration and diffusion-gemma test fixes are unrelated." }, { "left": "pull_request:46266", "right": "pull_request:47034", "accept": false, - "reason": "Unrelated: DINO conversion/modernization work vs a Neuron finetuning experiment." + "reason": "Different changes: DINO conversion mapping vs Neuron SFT experiment scripts/training args." }, { "left": "pull_request:45694", "right": "pull_request:47069", "accept": false, - "reason": "Different bugs: split-batches batch-size behavior vs num_labels returning None." + "reason": "Training batch-size behavior and num_labels return-type docs are unrelated." }, { "left": "pull_request:43451", "right": "pull_request:47079", "accept": false, - "reason": "Unrelated: Molmo2 model addition vs AltCLIP embedding-resize fix." + "reason": "Different model additions/fixes: Molmo2 vs AltCLIP resize behavior." }, { - "left": "pull_request:46836", - "right": "pull_request:46965", + "left": "pull_request:47088", + "right": "pull_request:47094", "accept": false, - "reason": "Different code paths: Unlimited OCR model support vs DeepSeek V4 use_cache handling." + "reason": "Both touch masking/attention, but they fix different concrete bugs in different code paths." }, { "left": "pull_request:47035", "right": "pull_request:47069", "accept": false, - "reason": "Neural backend compile default vs configuration num_labels typing are unrelated." + "reason": "Unrelated: Neuron compile backend default vs num_labels None typing/doc behavior." }, { "left": "pull_request:46836", - "right": "pull_request:46961", + "right": "pull_request:46965", "accept": false, - "reason": "Model support PR vs branch-normalization workflow; not the same bug or change." + "reason": "Different models/features: Unlimited OCR vs DeepSeek V4 cache handling." }, { "left": "pull_request:46995", "right": "pull_request:47003", "accept": false, - "reason": "Flash-linear-attention availability and OpenVINO exporter are unrelated infrastructure changes." + "reason": "Unrelated exporter/availability work: flash-linear-attention support vs OpenVINO exporter." + }, + { + "left": "pull_request:46836", + "right": "pull_request:46961", + "accept": false, + "reason": "Different workstreams: Unlimited OCR vs workflow normalization." }, { "left": "pull_request:46957", "right": "pull_request:46961", "accept": false, - "reason": "Finegrained FP8 decode-path work vs workflow hygiene; unrelated." + "reason": "Finegrained FP8 generation changes are unrelated to the CI normalization workflow." }, { "left": "pull_request:46961", "right": "pull_request:47035", "accept": false, - "reason": "Workflow normalization and torch compile backend default are unrelated." + "reason": "Workflow normalization and Neuron compile defaults are unrelated." }, { "left": "pull_request:43451", "right": "pull_request:47025", "accept": false, - "reason": "Molmo2 model addition vs Diffusion Gemma test adjustments; different artifacts." + "reason": "Molmo2 model addition vs diffusion-gemma test fixes are unrelated." }, { "left": "pull_request:46912", "right": "pull_request:47077", "accept": false, - "reason": "RoPE testing work and Japanese doc translation are unrelated." + "reason": "RoPE test work and Japanese DistilBERT docs translation are unrelated." }, { "left": "pull_request:46707", "right": "pull_request:47077", "accept": false, - "reason": "FSDP2 migration and Japanese docs translation do not target the same bug/change." + "reason": "FSDP2 migration and docs translation are unrelated." }, { "left": "pull_request:43451", "right": "pull_request:46266", "accept": false, - "reason": "Different model additions/modernization efforts; not duplicates." + "reason": "Molmo2 model addition vs DINO conversion mapping are unrelated." }, { - "left": "pull_request:46196", - "right": "pull_request:46961", + "left": "pull_request:47069", + "right": "pull_request:47082", "accept": false, - "reason": "SDPA dispatch and workflow normalization are unrelated." + "reason": "num_labels None typing change and RoMa model addition are unrelated." }, { - "left": "pull_request:47069", - "right": "pull_request:47082", + "left": "pull_request:46196", + "right": "pull_request:46961", "accept": false, - "reason": "Configuration typing change vs RoMa model addition; unrelated." + "reason": "wav2vec2 SDPA dispatch and workflow normalization are unrelated." }, { - "left": "pull_request:46266", - "right": "pull_request:47003", + "left": "pull_request:45694", + "right": "pull_request:47035", "accept": false, - "reason": "Different subsystems: DINO modernization vs OpenVINO exporter introduction." + "reason": "Different areas: batch-size handling vs Neuron compile backend default." }, { "left": "pull_request:46658", "right": "pull_request:46965", "accept": false, - "reason": "Step 3.7 Flash bootstrap work vs DeepSeek V4 cache support; unrelated." + "reason": "Step-3.7-Flash model work and DeepSeek V4 cache support are unrelated." }, { - "left": "pull_request:45694", - "right": "pull_request:47035", + "left": "pull_request:46266", + "right": "pull_request:47003", "accept": false, - "reason": "Batch-size/split-batches fix vs compile-backend default are different changes." + "reason": "DINO conversion mapping and OpenVINO exporter are unrelated." }, { "left": "pull_request:43451", "right": "pull_request:47078", "accept": false, - "reason": "Molmo2 model addition vs Japanese wording cleanup; not the same change." + "reason": "Molmo2 addition vs Japanese wording/docs cleanup are unrelated." }, { "left": "pull_request:47003", "right": "pull_request:47078", "accept": false, - "reason": "OpenVINO exporter and Japanese translation edits are unrelated." + "reason": "OpenVINO exporter work and Japanese docs wording cleanup are unrelated." }, { "left": "pull_request:46658", "right": "pull_request:46961", "accept": false, - "reason": "Step 3.7 Flash model scaffolding vs branch normalization workflow; unrelated." + "reason": "Step-3.7-Flash work and workflow normalization are unrelated." }, { "left": "pull_request:46961", - "right": "pull_request:46965", + "right": "pull_request:47003", "accept": false, - "reason": "Workflow normalization and DeepSeek V4 cache fix are unrelated." + "reason": "Workflow normalization and OpenVINO exporter are unrelated." }, { "left": "pull_request:46961", - "right": "pull_request:47034", + "right": "pull_request:47094", "accept": false, - "reason": "Branch normalization workflow vs Neuron finetuning experiment; unrelated." + "reason": "Workflow normalization and masking-utils SDPA changes are unrelated." }, { - "left": "pull_request:46912", - "right": "pull_request:46961", + "left": "pull_request:46961", + "right": "pull_request:47034", "accept": false, - "reason": "RoPE testing improvements and workflow normalization are unrelated." + "reason": "Workflow normalization and Neuron SFT experiment changes are unrelated." }, { - "left": "pull_request:46836", - "right": "pull_request:47088", + "left": "pull_request:46961", + "right": "pull_request:47092", "accept": false, - "reason": "Unlimited OCR support vs CANINE fp16 attention-mask dtype fix; unrelated." + "reason": "Workflow normalization and MiniCPM3 XPU expectations are unrelated." }, { - "left": "pull_request:46658", - "right": "pull_request:46895", + "left": "pull_request:46912", + "right": "pull_request:47069", "accept": false, - "reason": "Step 3.7 Flash work and CohereASR loss-shift fix are unrelated." + "reason": "RoPE testing and num_labels None typing/docs are unrelated." }, { "left": "pull_request:43451", "right": "pull_request:47089", "accept": false, - "reason": "Molmo2 addition vs AqlmConfig error-message cleanup; unrelated." + "reason": "Molmo2 model addition vs AqlmConfig error-message cleanup are unrelated." }, { "left": "pull_request:47003", "right": "pull_request:47089", "accept": false, - "reason": "OpenVINO exporter and AqlmConfig message fix are unrelated." - }, - { - "left": "pull_request:44517", - "right": "pull_request:47077", - "accept": false, - "reason": "Qwen3-TTS addition vs Japanese docs translation; not the same artifact." + "reason": "OpenVINO exporter work and AqlmConfig error-message cleanup are unrelated." }, { "left": "pull_request:43451", "right": "pull_request:45694", "accept": false, - "reason": "Molmo2 model addition vs split-batches training-args fix; unrelated." + "reason": "Molmo2 model addition vs batch-size/split-batches fix are unrelated." }, { "left": "pull_request:43451", "right": "pull_request:46895", "accept": false, - "reason": "Molmo2 model addition and CohereASR loss fix are unrelated." + "reason": "Molmo2 model addition and CohereASR loss-shift fix are unrelated." }, { "left": "pull_request:45694", "right": "pull_request:47003", "accept": false, - "reason": "TrainingArguments split-batches fix vs OpenVINO exporter; unrelated." + "reason": "Batch-size/split-batches fix and OpenVINO exporter work are unrelated." }, { "left": "pull_request:46895", "right": "pull_request:47003", "accept": false, - "reason": "CohereASR loss-shift fix and OpenVINO exporter are unrelated." + "reason": "CohereASR loss-shift fix and OpenVINO exporter work are unrelated." }, { - "left": "pull_request:46968", - "right": "pull_request:47003", + "left": "pull_request:46880", + "right": "pull_request:47092", "accept": false, - "reason": "Docs autolink cleanup vs OpenVINO exporter introduction; unrelated." + "reason": "Different test suites for different models; XPU expectations are not enough to make them duplicates." }, { "left": "pull_request:46895", "right": "pull_request:47090", "accept": true, - "reason": "Same CohereASR double-shift bug and same model/test files; 47090 is a near-duplicate rewrite of 46895." + "reason": "Same CohereASR double-shift bug in the same loss path; 47090 is the cleaner later fix." }, { "left": "pull_request:46895", "right": "pull_request:46958", "accept": true, - "reason": "Same CohereASR loss double-shift fix on the same code path and files." + "reason": "Same CohereASR training-loss double-shift bug; both patch the same forward/loss path." }, { "left": "pull_request:46958", "right": "pull_request:47090", "accept": true, - "reason": "Same CohereASR training-loss double-shift bug; these are duplicate reworkings of the same fix." + "reason": "Same CohereASR loss-shift bug; 47090 is a later, clearer variant of the same fix." }, { "left": "pull_request:46907", "right": "pull_request:47055", "accept": true, - "reason": "Same EdgeTam processor-kwargs bug in the same model forward path; 47055 is a broader version of the same fix." + "reason": "Same EdgeTam backbone-kwargs leak; 47055 is just a slightly broader cleanup of the same fix." }, { "left": "pull_request:46950", "right": "pull_request:46971", "accept": false, - "reason": "Mamba2 model OOM fix vs test-only dtype/offload changes; related symptom, but not the same concrete code-path fix." - }, - { - "left": "pull_request:46926", - "right": "pull_request:47054", - "accept": true, - "reason": "Same MiniMax-M3-VL load_error test workaround in the same test file and setup path." - }, - { - "left": "pull_request:46908", - "right": "pull_request:47057", - "accept": true, - "reason": "Same DeepSeekV3.2 load_error workaround in the same integration test file." + "reason": "Related model-family OOM reports, but one is a model-code change and the other is a test-load tweak; not the same concrete fix." }, { "left": "pull_request:46949", "right": "pull_request:47056", "accept": true, - "reason": "Same Whisper cache-init/integration-test fix in the same model code path." + "reason": "Same Whisper cache/update initialization bug in the attention path." }, { "left": "pull_request:46950", "right": "pull_request:47058", "accept": false, - "reason": "Both relate to Mamba2 OOM, but one changes model code and the other changes test harness behavior; not the same concrete fix." + "reason": "Same broad Mamba2 OOM theme, but code-path and test-harness changes are different fixes." }, { "left": "pull_request:46971", "right": "pull_request:47058", - "accept": false, - "reason": "Both are Mamba2 test-side OOM mitigations, but they are different changes rather than one identical fix." - }, - { - "left": "pull_request:46949", - "right": "pull_request:46950", - "accept": false, - "reason": "Whisper cache fix and Mamba2 OOM fix are unrelated model bugs." - }, - { - "left": "pull_request:46907", - "right": "pull_request:46927", - "accept": false, - "reason": "EdgeTam processor kwarg cleanup vs GLM46V input-id dtype handling are unrelated." + "accept": true, + "reason": "Both are test-side fixes for the same Mamba2 integration-test OOM/load issue." }, { - "left": "pull_request:46908", + "left": "pull_request:46926", "right": "pull_request:47054", "accept": true, - "reason": "Same DeepSeekV3.2 integration-test load_error fix; 47054 is the same workaround with the same target file." + "reason": "Same MiniMax-M3-VL integration-test load_error/offload fix." }, { - "left": "pull_request:46926", + "left": "pull_request:46908", "right": "pull_request:47057", "accept": true, - "reason": "Same MiniMax-M3-VL load_error test workaround applied to the same test path." - }, - { - "left": "pull_request:46927", - "right": "pull_request:46971", - "accept": false, - "reason": "GLM46V input-id dtype fix and Mamba2 OOM test changes are unrelated." - }, - { - "left": "pull_request:46912", - "right": "pull_request:46961", - "accept": false, - "reason": "RoPE testing and workflow normalization are unrelated." - }, - { - "left": "pull_request:46986", - "right": "pull_request:47006", - "accept": false, - "reason": "GLM OCR output-mismatch test fixes and Gemma3 generation-cache behavior are unrelated." - }, - { - "left": "pull_request:47054", - "right": "pull_request:47055", - "accept": false, - "reason": "MiniMax-M3-VL test workaround and EdgeTam import_or_config fix are unrelated." - }, - { - "left": "pull_request:46970", - "right": "pull_request:47006", - "accept": false, - "reason": "MusicGen Melody integration fix vs Gemma3 generation behavior are unrelated." + "reason": "Same DeepSeekV3.2 integration-test load_error/offload fix." }, { - "left": "pull_request:46970", - "right": "pull_request:46986", - "accept": false, - "reason": "MusicGen Melody and GLM OCR target different models and bugs." - }, - { - "left": "pull_request:47057", - "right": "pull_request:47058", + "left": "pull_request:46949", + "right": "pull_request:46950", "accept": false, - "reason": "DeepSeekV3.2 load_error workaround and Mamba2 OOM changes are unrelated." + "reason": "Different models and bugs: Whisper/audioflamingo cache handling vs Mamba2 OOM behavior." } ] }, @@ -22916,7 +22879,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-40546-54", + "cluster_id": "cluster-40546-57", "nodes": [ "pull_request:40546", "pull_request:43451", @@ -22925,11 +22888,14 @@ "pull_request:46707", "pull_request:46836", "pull_request:46907", + "pull_request:46908", "pull_request:46912", + "pull_request:46926", "pull_request:46970", "pull_request:46986", "pull_request:47003", "pull_request:47006", + "pull_request:47025", "pull_request:47034", "pull_request:47035", "pull_request:47054", @@ -22938,9 +22904,17 @@ "pull_request:47057", "pull_request:47058", "pull_request:47062", - "pull_request:47077" + "pull_request:47077", + "pull_request:47092", + "pull_request:47094" ], "soft_pairs": [ + "pull_request:46908|pull_request:46926", + "pull_request:46986|pull_request:47006", + "pull_request:47054|pull_request:47055", + "pull_request:46970|pull_request:47006", + "pull_request:46970|pull_request:46986", + "pull_request:47057|pull_request:47058", "pull_request:46907|pull_request:47054", "pull_request:47055|pull_request:47056", "pull_request:46907|pull_request:47056", @@ -22951,222 +22925,269 @@ "pull_request:46907|pull_request:46970", "pull_request:46970|pull_request:47055", "pull_request:46907|pull_request:46986", + "pull_request:47025|pull_request:47092", + "pull_request:46196|pull_request:47094", + "pull_request:46912|pull_request:47094", "pull_request:46707|pull_request:47034", "pull_request:46836|pull_request:47062", "pull_request:46658|pull_request:46836", "pull_request:43451|pull_request:46836", + "pull_request:46836|pull_request:47092", "pull_request:43451|pull_request:47077", "pull_request:46836|pull_request:47003", "pull_request:40546|pull_request:43451", "pull_request:43451|pull_request:46196", - "pull_request:46196|pull_request:47003", "pull_request:43451|pull_request:46658", "pull_request:46658|pull_request:47003", + "pull_request:43451|pull_request:47092", "pull_request:43451|pull_request:47003", "pull_request:43451|pull_request:47034", "pull_request:43451|pull_request:47035", "pull_request:43451|pull_request:46912", "pull_request:47003|pull_request:47034", + "pull_request:47003|pull_request:47092", "pull_request:47003|pull_request:47035", - "pull_request:46912|pull_request:47003", - "pull_request:43451|pull_request:46707" + "pull_request:43451|pull_request:47094", + "pull_request:47003|pull_request:47094" ], - "prepared_review_unit_hash": "6b62fe9e79e2797ddc88b6622cb031b04123713fc1c15e259debf9d91e241949", + "prepared_review_unit_hash": "22b133ed0fdfe9489613795f02786055c6fa5465cf4375b4b464b6f7ba303004", "component_budget": { - "node_count": 54, - "item_count": 54, - "soft_pair_count": 172, - "serialized_chars": 194776, - "estimated_input_tokens": 48694, - "estimated_eval_tokens": 97644 + "node_count": 57, + "item_count": 57, + "soft_pair_count": 176, + "serialized_chars": 202190, + "estimated_input_tokens": 50548, + "estimated_eval_tokens": 101352 }, "budget": { - "node_count": 21, - "item_count": 21, - "soft_pair_count": 29, - "serialized_chars": 62966, - "estimated_input_tokens": 15742, - "estimated_eval_tokens": 31740 + "node_count": 26, + "item_count": 26, + "soft_pair_count": 40, + "serialized_chars": 75344, + "estimated_input_tokens": 18836, + "estimated_eval_tokens": 37928 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is highly heterogeneous: it mixes unrelated model additions, exporter/runtime infrastructure work, docs-only fixes, and separate integration-test bugfixes. The soft similarity signal is not enough to treat any of the listed pairs as duplicate-style matches.", - "confidence": 0.96, + "summary": "The set is mostly unrelated PRs spanning new models, docs, test-only fixes, and tooling; there are only two true duplicate subclusters: MiniMax-M3-VL load_error test fixes and EdgeTam import_or_config test fixes.", + "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": "No single PR is a true duplicate representative here; the closest thing to a hub is 43451 because it shares broad model-registration/doc patterns with several others, but it is still unrelated in concrete change intent.", + "canonical_pr_reason": "No single canonical PR fits the whole set: the items split into unrelated topics, with only two separate duplicate pairs that should be triaged independently.", "best_issue_reason": null, - "best_pr_reason": "43451 is the broadest and most centrally connected PR in the set, but it is not a suitable global canonical duplicate target because the cluster is not one underlying change.", + "best_pr_reason": "No global best PR exists for this mixed set; if a representative is needed, 46907 is the clearest concrete bugfix in model code, but it only represents one duplicate subcluster.", "soft_edge_verdicts": [ + { + "left": "pull_request:46908", + "right": "pull_request:46926", + "accept": false, + "reason": "Different models and different failure modes (DeepSeek-V3.2 load_error vs MiniMax-M3-VL load_error). Same broad category, not the same bug." + }, + { + "left": "pull_request:46986", + "right": "pull_request:47006", + "accept": false, + "reason": "Both are output-mismatch fixes, but for different models and different code paths (glm_ocr vs gemma3)." + }, + { + "left": "pull_request:47054", + "right": "pull_request:47055", + "accept": true, + "reason": "Same MiniMax-M3-VL integration-test load_error fix: both add an offload folder for the same model-loading path, so they are mergeable duplicates." + }, + { + "left": "pull_request:46970", + "right": "pull_request:47006", + "accept": false, + "reason": "Different models and unrelated generation behaviors (musicgen_melody vs gemma3)." + }, + { + "left": "pull_request:46970", + "right": "pull_request:46986", + "accept": false, + "reason": "Different models and different output mismatches; no shared concrete bug." + }, + { + "left": "pull_request:47057", + "right": "pull_request:47058", + "accept": false, + "reason": "DeepSeek-V3.2 load_error test fix vs Mamba2 OOM test fix; unrelated failures." + }, { "left": "pull_request:46907", "right": "pull_request:47054", "accept": false, - "reason": "Different models and different failure modes: EdgeTam import_or_config cleanup vs MiniMax-M3-VL load_error." + "reason": "Different models and different failures (EdgeTam import_or_config vs MiniMax-M3-VL load_error)." }, { "left": "pull_request:47055", "right": "pull_request:47056", "accept": false, - "reason": "Unrelated model fixes: EdgeTam post-processing kwargs cleanup vs Whisper attention state handling." + "reason": "Different models and different fixes; only the general area of integration-test flakiness overlaps." }, { "left": "pull_request:46907", "right": "pull_request:47056", "accept": false, - "reason": "Different code paths and models; no shared underlying bug." + "reason": "EdgeTam backbone-key cleanup is unrelated to Whisper's attention-state fix." }, { "left": "pull_request:47054", "right": "pull_request:47056", "accept": false, - "reason": "Separate integration-test fixes for different models and symptoms." + "reason": "MiniMax-M3-VL load_error and Whisper cache/attention fix are unrelated." }, { "left": "pull_request:47054", "right": "pull_request:47058", "accept": false, - "reason": "Both mention OOM-like test failures, but they are for different models and likely different causes." + "reason": "Different models and failure classes; no shared code path." }, { "left": "pull_request:47055", "right": "pull_request:47057", "accept": false, - "reason": "EdgeTam kwargs filtering and DeepSeek-V3.2 load_error are unrelated." + "reason": "Different models and different integration-test failures." }, { "left": "pull_request:46907", "right": "pull_request:47006", "accept": false, - "reason": "Different models and different output-mismatch fixes; not the same bug." + "reason": "EdgeTam import_or_config fix is unrelated to Gemma3 output-mismatch fixes." }, { "left": "pull_request:46907", "right": "pull_request:46970", "accept": false, - "reason": "EdgeTam test/import fix is unrelated to MusicGen-Melody output mismatch." + "reason": "Different models and unrelated failure signatures." }, { - "left": "pull_request:46970", - "right": "pull_request:47055", + "left": "pull_request:46907", + "right": "pull_request:46986", "accept": false, - "reason": "Different models and symptoms; no mergeable common fix." + "reason": "Different models and different bug classes." }, { - "left": "pull_request:46907", - "right": "pull_request:46986", + "left": "pull_request:47025", + "right": "pull_request:47092", "accept": false, - "reason": "EdgeTam import_or_config issue is unrelated to GLM-OCR output mismatch." + "reason": "Different models; one is a diffusion-gemma test adjustment and the other is XPU expectation updates." }, { - "left": "pull_request:46707", - "right": "pull_request:47034", + "left": "pull_request:46196", + "right": "pull_request:47094", "accept": false, - "reason": "Both touch training/distributed areas, but one is native FSDP2 migration and the other is a Neuron SFT experiment script/backend tweak." + "reason": "Related attention/sdpa area, but one is model-specific sdpa dispatch support and the other is a generic masking heuristic; not the same concrete fix." }, { - "left": "pull_request:46836", - "right": "pull_request:47062", + "left": "pull_request:46912", + "right": "pull_request:47094", "accept": false, - "reason": "Unlimited OCR model addition and an IMDb docs-link correction are unrelated." + "reason": "RoPE test coverage changes are unrelated to sdpa/masking logic." }, { - "left": "pull_request:46658", - "right": "pull_request:46836", + "left": "pull_request:46707", + "right": "pull_request:47034", "accept": false, - "reason": "Step-3.7 Flash model support and Unlimited OCR model support are different model additions." + "reason": "FSDP2 runtime/migration work is unrelated to Neuron training support." }, { - "left": "pull_request:43451", - "right": "pull_request:46836", + "left": "pull_request:46836", + "right": "pull_request:47062", "accept": false, - "reason": "Molmo2 addition and Unlimited OCR addition are separate model integrations." + "reason": "Unlimited OCR model addition vs IMDb docs link fix; unrelated." }, { - "left": "pull_request:43451", - "right": "pull_request:47077", + "left": "pull_request:46658", + "right": "pull_request:46836", "accept": false, - "reason": "Molmo2 model implementation is unrelated to Japanese DistilBERT docs translation." + "reason": "Different model additions (Step-3.7-Flash vs Unlimited OCR); not the same change." }, { - "left": "pull_request:46836", - "right": "pull_request:47003", + "left": "pull_request:43451", + "right": "pull_request:47077", "accept": false, - "reason": "Unlimited OCR model work and OpenVINO exporter support are different changes." + "reason": "Model addition vs Japanese docs translation; unrelated." }, { - "left": "pull_request:40546", - "right": "pull_request:43451", + "left": "pull_request:43451", + "right": "pull_request:46196", "accept": false, - "reason": "VibeVoice and Molmo2 are different model additions with no shared concrete bug/change." + "reason": "Molmo2 model implementation vs wav2vec2 sdpa dispatch work; unrelated." }, { "left": "pull_request:43451", - "right": "pull_request:46196", + "right": "pull_request:46658", "accept": false, - "reason": "Molmo2 integration and wav2vec2 SDPA dispatch are unrelated model work." + "reason": "Different model additions and code paths; not mergeable as one PR." }, { - "left": "pull_request:46196", + "left": "pull_request:46658", "right": "pull_request:47003", "accept": false, - "reason": "SDPA dispatch for audio models and OpenVINO exporter support are not the same underlying change." + "reason": "Model implementation vs OpenVINO exporter; unrelated." }, { "left": "pull_request:43451", - "right": "pull_request:46658", + "right": "pull_request:47092", "accept": false, - "reason": "Molmo2 and Step-3.7 Flash are distinct model integrations." + "reason": "Molmo2 model add vs Minicpm3 XPU test expectations; unrelated." }, { "left": "pull_request:43451", "right": "pull_request:47003", "accept": false, - "reason": "Model addition vs exporter infrastructure; different code paths and intent." + "reason": "Molmo2 model addition vs OpenVINO exporter; different features." }, { "left": "pull_request:43451", "right": "pull_request:47034", "accept": false, - "reason": "Molmo2 model support is unrelated to Neuron SFT experiment/training backend work." + "reason": "Molmo2 model addition vs Neuron training experiment; unrelated." }, { "left": "pull_request:43451", "right": "pull_request:47035", "accept": false, - "reason": "Molmo2 model integration and torch-compile Neuron backend default are unrelated." + "reason": "Molmo2 model addition vs neuron torch.compile backend default; unrelated." }, { "left": "pull_request:43451", "right": "pull_request:46912", "accept": false, - "reason": "Molmo2 addition and RoPE test expansion are different changes." + "reason": "Model addition vs RoPE test coverage; unrelated." }, { "left": "pull_request:47003", "right": "pull_request:47034", "accept": false, - "reason": "OpenVINO exporter work is unrelated to Neuron training script/backend changes." + "reason": "OpenVINO exporter and Neuron training support are unrelated subsystems." }, { "left": "pull_request:47003", - "right": "pull_request:47035", + "right": "pull_request:47092", "accept": false, - "reason": "Exporter support and torch_compile backend defaulting are different problems." + "reason": "OpenVINO exporter vs Minicpm3 XPU expectation updates; unrelated." }, { - "left": "pull_request:46912", - "right": "pull_request:47003", + "left": "pull_request:47003", + "right": "pull_request:47035", "accept": false, - "reason": "RoPE test updates do not overlap with OpenVINO exporter implementation." + "reason": "OpenVINO exporter vs neuron backend defaulting; different changes." }, { "left": "pull_request:43451", - "right": "pull_request:46707", + "right": "pull_request:47094", + "accept": false, + "reason": "Molmo2 model addition vs masking/sdpa optimization; unrelated." + }, + { + "left": "pull_request:47003", + "right": "pull_request:47094", "accept": false, - "reason": "Molmo2 model integration and native FSDP2 migration are unrelated." + "reason": "OpenVINO exporter vs masking/sdpa optimization; different code paths." } ] }, @@ -23196,7 +23217,7 @@ "soft_pairs": [ "pull_request:40755|pull_request:41224" ], - "prepared_review_unit_hash": "540c02d14bf088748655e0717c72dc219237e716ad4b902f3e6d26ffb55be91d", + "prepared_review_unit_hash": "c736c568cd16029e9548afc85ee42258b2f547c48a98f8f5cf99ef95c498767c", "component_budget": { "node_count": 2, "item_count": 2, @@ -23218,18 +23239,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two pull requests are unrelated: one adds TimesFM covariate forecasting, the other adds DINOv3 image-classification support. They touch different model families, different code paths, and different user-facing capabilities.", - "confidence": 0.99, + "summary": "These two pull requests are unrelated: one adds TimesFM covariate forecasting support, while the other adds DINOv3 image classification support. They do not fix the same code path or implement the same change, so they should not be clustered as duplicates.", + "confidence": 0.98, "canonical_issue_reason": null, "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "pull_request:41224 is the narrower, more self-contained PR, but there is no true duplicate relationship here; it is only a weaker representative of the cluster.", + "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "pull_request:40755", "right": "pull_request:41224", "accept": false, - "reason": "Different models and features (TimesFM covariates vs DINOv3 classification); no shared underlying bug or change." + "reason": "Different models and features with no shared bug/change: TimesFM covariate forecasting vs DINOv3 classification support. They are not mergeable as one PR and do not address the same underlying issue." } ] }, @@ -23350,148 +23371,154 @@ "pull_request:43823|pull_request:45213", "pull_request:43251|pull_request:43254" ], - "prepared_review_unit_hash": "c6b66e4e3edfdcba0e5e70c9a9b24f755048b05ab623a18263ca379902824f41", + "prepared_review_unit_hash": "280a3a71b45eec2ec6f4b0d03cb1140ab6830ba2c3f5aac0cc9852fb87651e21", "component_budget": { "node_count": 13, "item_count": 13, "soft_pair_count": 18, - "serialized_chars": 34787, - "estimated_input_tokens": 8697, - "estimated_eval_tokens": 17650 + "serialized_chars": 34789, + "estimated_input_tokens": 8698, + "estimated_eval_tokens": 17652 }, "budget": { "node_count": 13, "item_count": 13, "soft_pair_count": 18, - "serialized_chars": 34787, - "estimated_input_tokens": 8697, - "estimated_eval_tokens": 17650 + "serialized_chars": 34789, + "estimated_input_tokens": 8698, + "estimated_eval_tokens": 17652 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "One true duplicate-like pair exists: the two `fixed_cross_entropy` PRs are alternate implementations of the same kwargs passthrough fix. The rest are unrelated model, processor, docs, or test changes and should stay separate.", + "summary": "This cluster is mostly unrelated PRs that only share broad Transformers infrastructure. The only true duplicate-like pair is 43251/43254, which both patch `fixed_cross_entropy` to forward supported kwargs to `nn.functional.cross_entropy` for the same issue target. All other soft edges are false positives across different subsystems, models, or test/docs changes.", "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": "No issue artifact is present. Among the PRs, #43251 is the best canonical representative because it directly targets issue 43240 and contains the clearest end-to-end fix to `fixed_cross_entropy`.", + "canonical_pr_reason": "43251 is the clearest representative of the only genuine duplicate pair here: it directly fixes `fixed_cross_entropy` to forward supported kwargs to `nn.functional.cross_entropy`, and 43254 is the same underlying change.", "best_issue_reason": null, - "best_pr_reason": "#43251 is the strongest representative of the cluster\u2019s only genuine overlap: it directly fixes the `cross_entropy` kwargs problem with an explicit tracking issue and a complete implementation.", + "best_pr_reason": "43251 is the best PR to keep as representative because it is the cleaner, more complete version of the shared `fixed_cross_entropy` kwargs fix and explicitly targets the same issue as 43254.", "soft_edge_verdicts": [ { "left": "pull_request:41855", "right": "pull_request:43424", "accept": false, - "reason": "Different problems: missing Mistral tokenizer methods vs ExecuTorch dynamic-shape export coverage." + "reason": "Different areas: Mistral tokenizer methods vs ExecuTorch dynamic-shape export testing." }, { "left": "pull_request:41855", "right": "pull_request:43823", "accept": false, - "reason": "Tokenizer API gaps are unrelated to adding a new MobileLLM model." + "reason": "Unrelated changes: tokenizer API additions vs adding MobileLLM model support." }, { "left": "pull_request:42668", "right": "pull_request:43823", "accept": false, - "reason": "Processor preload robustness changes are unrelated to introducing MobileLLM." - }, - { - "left": "pull_request:43251", - "right": "pull_request:43254", - "accept": true, - "reason": "Same underlying bug in `fixed_cross_entropy` kwargs handling; both change the same code path and could be merged into one PR." + "reason": "Processor auto-loading robustness vs a new model implementation; only broad processor/model infra overlap." }, { "left": "pull_request:43251", "right": "pull_request:43823", "accept": false, - "reason": "Cross-entropy loss kwargs fix is unrelated to model addition work." + "reason": "Loss-function kwargs fix vs MobileLLM model addition; no shared bug/change." }, { "left": "pull_request:43251", "right": "pull_request:44827", "accept": false, - "reason": "Loss helper kwargs fix is unrelated to Mistral4 test/model changes." + "reason": "Both touch training/model code, but one fixes cross-entropy kwargs and the other is Mistral4 test/model work." }, { "left": "pull_request:43424", "right": "pull_request:44827", "accept": false, - "reason": "ExecuTorch export dynamic-shape test is unrelated to Mistral4 fixes." + "reason": "ExecuTorch export test and Mistral4 test/model changes are different concerns." }, { "left": "pull_request:43424", "right": "pull_request:43823", "accept": false, - "reason": "Different areas: exportability testing vs MobileLLM model scaffolding." + "reason": "Dynamic export test vs MobileLLM model addition; unrelated." }, { "left": "pull_request:43823", "right": "pull_request:45655", "accept": false, - "reason": "New model support is unrelated to `cls.config` resolution order." + "reason": "New MobileLLM model support is unrelated to config resolution ordering in `modeling_utils.py`." }, { "left": "pull_request:43823", "right": "pull_request:43995", "accept": false, - "reason": "MobileLLM addition does not overlap with Falcon output-collection refactoring." + "reason": "Different model additions/refactors: MobileLLM vs Falcon output-interface refactor." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45213", + "accept": false, + "reason": "Model addition vs a large skill/documentation/model-creation workspace change; not the same code-path." }, { "left": "pull_request:43995", "right": "pull_request:45213", "accept": false, - "reason": "Falcon refactor and model-creation-skill PR address entirely different code paths." + "reason": "Falcon model refactor is unrelated to the model-creation skill/meta PR." }, { "left": "pull_request:43995", "right": "pull_request:44827", "accept": false, - "reason": "Falcon interface refactor is unrelated to Mistral4 test fixes." + "reason": "Falcon output-collection refactor is unrelated to Mistral4 test/model fixes." }, { "left": "pull_request:44827", "right": "pull_request:45170", "accept": false, - "reason": "Mistral4 fixes are unrelated to the `layrnorm` rename conversion patch." + "reason": "Mistral4 test fixes and `layrnorm` renaming are different bugs/changes." }, { "left": "pull_request:44827", "right": "pull_request:46267", "accept": false, - "reason": "Mistral4 test/model changes are unrelated to serve chat parsing updates." + "reason": "Mistral4 test/model work is unrelated to chat response parsing updates." }, { "left": "pull_request:44827", "right": "pull_request:46048", "accept": false, - "reason": "Mistral4 fixes are unrelated to the TDT loss kernel integration." + "reason": "Mistral4 tests vs adding a TDT loss kernel; different code paths." }, { "left": "pull_request:44827", "right": "pull_request:45655", "accept": false, - "reason": "Mistral4 test/model work is unrelated to config resolution order in `modeling_utils`." + "reason": "Mistral4 test/model changes do not match config-resolution logic fixes." }, { "left": "pull_request:44827", "right": "pull_request:45213", "accept": false, - "reason": "The shared file path is only the auto-model registry; one PR adds a model and the other is a model-creation skill, not the same change." + "reason": "A model-specific PR and a model-creation skill/meta PR are not duplicates." }, { "left": "pull_request:43823", "right": "pull_request:45213", "accept": false, - "reason": "MobileLLM model addition and model-creation skill PR are not the same underlying code change." + "reason": "MobileLLM model addition is unrelated to the model-creation skill/meta changes." + }, + { + "left": "pull_request:43251", + "right": "pull_request:43254", + "accept": true, + "reason": "Same underlying bug and same code path: both update `fixed_cross_entropy` in `loss_utils.py` to support passing kwargs through to `nn.functional.cross_entropy`, tied to the same issue target." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and the conservative verdicts are appropriate. The only accepted pair, `pull_request:43251` and `pull_request:43254`, does look mergeable into a single PR for the same `fixed_cross_entropy` kwargs bugfix. The other pairs are reasonably treated as unrelated based on their titles and file paths." + "feedback": "Grounded and conservative overall. The 43251/43254 duplicate call is supported by the packet: both touch `src/transformers/loss/loss_utils.py` and share issue target 43240. The other pairwise rejects stay appropriately cautious and do not overclaim duplication across unrelated subsystems." }, "evaluator_used": true, "retried": false, @@ -23518,7 +23545,7 @@ "soft_pairs": [ "pull_request:42975|pull_request:42976" ], - "prepared_review_unit_hash": "5f61b295c3c1e1ca9cc6ed3495015f1e53fe75d681b3126f807ce44d544dad15", + "prepared_review_unit_hash": "612741e78e422131122c3a58ecf6560b8806d4a17d7fd048001c4811db913f45", "component_budget": { "node_count": 2, "item_count": 2, @@ -23540,18 +23567,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs are workflow dependency bumps, but they target different action families and different maintenance goals: #42975 updates checkout/cache/upload-artifact for Node 24 compatibility, while #42976 upgrades docker/build-push-action and related workflow actions to newer versions. They are related, but not the same underlying change.", - "confidence": 0.91, + "summary": "These are related CI maintenance PRs, but they are not the same change: one is a broad upgrade for Node 24 compatibility, the other is a separate bump of Docker build actions to newer versions. Shared workflow files alone are not enough to treat them as duplicates.", + "confidence": 0.94, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #42975 is the broader, more explicit workflow-action compatibility upgrade across many files, so it is the better canonical anchor if one must be chosen.", + "canonical_pr_reason": "PR 42975 is the more clearly scoped umbrella CI upgrade, explicitly targeting Node 24 compatibility across multiple GitHub Actions.", "best_issue_reason": null, - "best_pr_reason": "PR #42975 is the best representative of the cluster because it spans more workflows and has a clearer single-purpose maintenance intent.", + "best_pr_reason": "PR 42975 is the better representative of the broader maintenance effort because its title and edits define a concrete compatibility goal, whereas 42976 is a narrower action-version bump.", "soft_edge_verdicts": [ { "left": "pull_request:42975", "right": "pull_request:42976", "accept": false, - "reason": "Different code paths and dependency families: #42975 focuses on core GitHub Actions runtime compatibility (checkout/cache/upload-artifact), while #42976 updates docker/build-push-action in build workflows. Similar maintenance theme, but not mergeable as one duplicate PR." + "reason": "Different underlying changes: 42975 upgrades checkout/cache/upload-artifact for Node 24 compatibility, while 42976 updates docker/build-push-action to v6. They touch some of the same workflows but not the same concrete code-path problem." } ] }, @@ -23586,7 +23613,7 @@ "pull_request:43448|pull_request:45490", "pull_request:45490|pull_request:46562" ], - "prepared_review_unit_hash": "2fa989cb05e20d1de9b4d0885a7f8c85b6e703ab9e590bba1954b44aeee3b4e6", + "prepared_review_unit_hash": "862e3ca240df74c1cc812dcc8bcd8eae7e419daece34db4b2f9f060fac8633af", "component_budget": { "node_count": 4, "item_count": 4, @@ -23608,36 +23635,36 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "All four items are separate model-addition PRs, not duplicate fixes: they share repository boilerplate like docs, auto-registry, and test scaffolding, but each targets a different model family and codepath.", - "confidence": 0.96, + "summary": "These are four unrelated model-addition pull requests (ViT NEPA, Molmo, CTSM, Step3.7). They share some boilerplate files and auto-registry touchpoints, but they do not appear to fix the same code-path problem or represent one mergeable change set.", + "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "No true canonical duplicate PR here; if one must be chosen as the most representative, PR 45490 is the broadest new-model addition with the highest review activity and the most substantial model/registry coverage.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "PR 45490 is the best representative of the cluster because it is a fully scoped model-addition PR with broad integration changes and strong review activity, making it the most informative anchor for the group.", + "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "pull_request:42978", "right": "pull_request:43448", "accept": false, - "reason": "Different models (ViT NEPA vs Molmo); overlap is only generic new-model scaffolding and docs/auto-registry updates." + "reason": "Both add different models and only overlap on shared registration/docs scaffolding; no common underlying bug or single code change to merge." }, { "left": "pull_request:42978", "right": "pull_request:45490", "accept": false, - "reason": "Different model families and tasks (vision vs time series); shared files are standard model-registration boilerplate, not the same change." + "reason": "ViT NEPA and CTSM are separate model integrations with different code paths and files; similarity is only broad framework plumbing." }, { "left": "pull_request:43448", "right": "pull_request:45490", "accept": false, - "reason": "Molmo and CTSM are unrelated additions with distinct implementations; similarity is limited to common model onboarding patterns." + "reason": "Molmo and CTSM are distinct model additions; shared auto/model files are expected and do not indicate duplicate functionality." }, { "left": "pull_request:45490", "right": "pull_request:46562", "accept": false, - "reason": "Both are model introductions, but CTSM and Step3p7 affect different concrete codepaths and cannot plausibly be merged as one PR." + "reason": "CTSM and Step3.7 are unrelated model implementations; overlapping registry/doc updates are too generic to treat as the same PR." } ] }, @@ -23686,7 +23713,7 @@ "pull_request:46539|pull_request:46922", "pull_request:46886|pull_request:46922" ], - "prepared_review_unit_hash": "9db716c4321d3e3d470f693f3e0b28f883e50d73b21d192b3ac8c1cdf780bd9a", + "prepared_review_unit_hash": "4f5629f720607b7df73da7299f119a47c8a1065a9eb028bf7d5a8038a3ff1684", "component_budget": { "node_count": 7, "item_count": 7, @@ -23708,109 +23735,112 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is mostly a set of unrelated PRs that only share very weak soft similarity. The only near-match is the two YOLOS PRs, but they fix different parts of the device-mismatch story and are not a safe duplicate merge.", - "confidence": 0.83, + "summary": "Only the two YOLOS pull requests look like the same underlying fix; the rest are soft-title or broad-similarity false positives across different models or subsystems.", + "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": "46922 is the most concrete and representative PR here: it is explicitly tied to the YOLOS device-mismatch issue and contains the most complete fix in the pair.", + "canonical_pr_reason": "PR 46922 is the more complete YOLOS device-mismatch fix: it fixes the tensor addition on the correct device and includes the same no-split-module change needed for device_map=\"auto\".", "best_issue_reason": null, - "best_pr_reason": "46922 is the strongest representative PR because it is issue-linked and includes the most complete YOLOS device-mismatch patch.", + "best_pr_reason": "PR 46922 best represents the underlying bug because it directly fixes the YOLOS forward-pass device mismatch and shares the explicit target issue 46869 with the companion PR.", "soft_edge_verdicts": [ { "left": "pull_request:43291", "right": "pull_request:43665", "accept": false, - "reason": "Both are test-focused, but they touch different model tests and different failures; not the same underlying change." + "reason": "Different models and different changes: Whisper tokenizer/test cleanup versus CLIP/ViT test edits. Similar generic test-fix titles only." }, { "left": "pull_request:43291", "right": "pull_request:44815", "accept": false, - "reason": "Whisper tokenizer/test cleanup is unrelated to the FP8 dequantization fix." + "reason": "Whisper decode/test changes and an FP8 dequant/loading fix are unrelated code paths." }, { "left": "pull_request:43291", "right": "pull_request:46380", "accept": false, - "reason": "Whisper test changes do not match the generation-config watermarking fix." + "reason": "Whisper tokenizer/test work versus generation/watermarking and CI-related changes; not the same bug." }, { "left": "pull_request:43291", "right": "pull_request:46922", "accept": false, - "reason": "Whisper test changes and a YOLOS device-mismatch fix are unrelated." + "reason": "Whisper tokenizer/tests and YOLOS device-map handling are unrelated." }, { "left": "pull_request:43665", "right": "pull_request:46539", "accept": false, - "reason": "Model test edits are unrelated to CI/runtime integration changes for Phimoe." + "reason": "Generic test edits in CLIP/ViT are unrelated to Phimoe integration-test/CI infrastructure changes." }, { "left": "pull_request:43665", "right": "pull_request:44815", "accept": false, - "reason": "CLIP/ViT test failures are unrelated to the FP8 dequant fix." + "reason": "Different subsystems and bugs: model tests versus core loading and FP8 kernel logic." }, { "left": "pull_request:43665", "right": "pull_request:46380", "accept": false, - "reason": "Different subsystems and different bugs: model tests vs generation watermarking validation." + "reason": "Model test tweaks do not match generation-config/watermarking and large test-matrix changes." }, { "left": "pull_request:43665", "right": "pull_request:46922", "accept": false, - "reason": "Test-only PR for CLIP/ViT is unrelated to the YOLOS code-path fix." + "reason": "CLIP/ViT test changes are unrelated to YOLOS device mismatch handling." }, { "left": "pull_request:44815", "right": "pull_request:46539", "accept": false, - "reason": "FP8 kernel/model-loading fixes are unrelated to Phimoe CI memory/device-map changes." + "reason": "FP8 dequant/loading work is unrelated to Phimoe CI/device-map test setup." }, { "left": "pull_request:44815", "right": "pull_request:46380", "accept": false, - "reason": "These address different bugs: FP8 dequantization vs generation watermarking validation." + "reason": "Core model loading/FP8 fixes and generation/watermarking fixes touch different concrete code paths." }, { "left": "pull_request:44815", "right": "pull_request:46922", "accept": false, - "reason": "FP8 dequantization and YOLOS device mismatch are different concrete code-path problems." + "reason": "FP8 quantization/load-path fixes are unrelated to YOLOS runtime device placement." }, { "left": "pull_request:46380", "right": "pull_request:46539", "accept": false, - "reason": "Generation-config watermarking conversion is unrelated to the Phimoe CI integration fix." + "reason": "Generation validation/watermarking and Phimoe CI patching are distinct problems." }, { "left": "pull_request:46380", "right": "pull_request:46922", "accept": false, - "reason": "Watermarking validation and YOLOS device placement are different bugs." + "reason": "These target different bugs: generation config validation versus YOLOS device mismatch." }, { "left": "pull_request:46539", "right": "pull_request:46922", "accept": false, - "reason": "CI memory/device-map patch for Phimoe is unrelated to YOLOS runtime device placement." + "reason": "CI memory/device-map infrastructure for Phimoe is not the same as YOLOS model code fixes." }, { "left": "pull_request:46886", "right": "pull_request:46922", - "accept": false, - "reason": "Same broad YOLOS device-mismatch area, but not the same concrete fix: 46886 only changes no_split_modules, while 46922 also fixes a tensor-to-device mismatch in forward; too different to merge as duplicates." + "accept": true, + "reason": "Both address the same YOLOS device-mismatch/device_map=\"auto\" issue in the same file and share explicit target 46869; they could be merged into one PR." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative on the soft pairs. The only accepted pair, 46886/46922, is well supported by the shared issue target 46869 and the same YOLOS file/device-mismatch fix. The other rejected pairs are plausibly unrelated from the provided diffs and previews." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -23836,7 +23866,7 @@ "pull_request:43488|pull_request:43532", "pull_request:43532|pull_request:46747" ], - "prepared_review_unit_hash": "1bfe692971849a35f9c96d53baedf4b606c27d82b9c0648a67b86983163353df", + "prepared_review_unit_hash": "7f77682b10c169ab097e96abf048aa27c9d2fdd368cd37ba2ab1e62230d2f7a2", "component_budget": { "node_count": 3, "item_count": 3, @@ -23858,30 +23888,30 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "All three items are unrelated \"[don't merge]\" test PRs that touch different code paths: packaging/dependency metadata, several CI/commenting/notification workflows, and the PR security-gate workflow. They are only superficially similar and should not be clustered as duplicates.", - "confidence": 0.98, + "summary": "All three items are unrelated '[don't merge]' pull requests that touch different code paths: version/dependency bootstrapping, CI/comment workflow plumbing, and a security-gate workflow change. They should not be clustered as duplicates.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 46747 is the most self-contained and concrete change (one workflow file), so it is the cleanest representative of the group, but it is not actually a duplicate of the others.", + "canonical_pr_reason": "No single canonical PR fits this cluster because the three PRs are about different underlying changes, not one shared bug or fix.", "best_issue_reason": null, - "best_pr_reason": "PR 46747 is the best representative because it is narrow and easy to understand, though the cluster does not contain true duplicate PRs.", + "best_pr_reason": "If a representative is needed, pull_request:46747 is the cleanest standalone change because it only edits one workflow file, but it is still not a duplicate of the others.", "soft_edge_verdicts": [ { "left": "pull_request:43488", "right": "pull_request:46747", "accept": false, - "reason": "Different changes: setup/versioning and test dependency tweaks versus a PR security-gate workflow edit. Same \"don't merge\" style, but not the same underlying fix." + "reason": "Different changes: 43488 is a repo-bot/setup/versioning test PR, while 46747 changes the PR CI security-gate workflow trigger. No shared concrete bug or fix." }, { "left": "pull_request:43488", "right": "pull_request:43532", "accept": false, - "reason": "Both are test-oriented, but one changes packaging metadata while the other changes CI/workflow and notification code. No shared bug or mergeable code-path problem." + "reason": "43488 targets setup.py/dependency/test-version formatting, whereas 43532 rewires several GitHub workflows and testing utilities. They do not fix the same code-path problem." }, { "left": "pull_request:43532", "right": "pull_request:46747", "accept": false, - "reason": "Both touch workflows, but they change different jobs and different behavior. They are not the same concrete CI issue and would not be merged into one PR." + "reason": "Both touch workflow files, but they address different behavior in different CI jobs: self-comment/diff tooling versus the PR security gate. Not the same underlying change." } ] }, @@ -23911,12 +23941,12 @@ "soft_pairs": [ "pull_request:43612|pull_request:43613" ], - "prepared_review_unit_hash": "7389dbe974cbf0449cc91e706d47242e3eed458aad54f0240c111fd5ac87e404", + "prepared_review_unit_hash": "d3700c0371b7ec3489ba336458915cb8af3e524dbf31ae3173111aa134e77097", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6083, + "serialized_chars": 6082, "estimated_input_tokens": 1521, "estimated_eval_tokens": 3298 }, @@ -23924,7 +23954,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6083, + "serialized_chars": 6082, "estimated_input_tokens": 1521, "estimated_eval_tokens": 3298 }, @@ -23933,18 +23963,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are related but not duplicates: one adds a Promptable Concept Segmentation pipeline, the other adds a Promptable Visual Segmentation pipeline. They share documentation/registry scaffolding, but they target different concrete features, model integrations, and test surfaces.", - "confidence": 0.95, + "summary": "These are related only at the framework/doc plumbing level, but they implement different pipelines for different tasks: promptable concept segmentation vs promptable visual segmentation. They should not be treated as duplicates.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR: the two pull requests implement different pipelines for different segmentation tasks, so they should not be collapsed into one duplicate.", + "canonical_pr_reason": "No canonical PR: the titles, filenames, and diffs show two distinct feature additions with different model/pipeline targets.", "best_issue_reason": null, - "best_pr_reason": "Neither PR is a better duplicate representative because they are separate feature additions; if forced, 43613 is the broader segmentation pipeline, but it is not a substitute for 43612.", + "best_pr_reason": "Neither PR is a better duplicate representative because they address separate concrete changes rather than the same underlying bug or feature.", "soft_edge_verdicts": [ { "left": "pull_request:43612", "right": "pull_request:43613", "accept": false, - "reason": "Different underlying change: concept segmentation vs visual segmentation, with different model backends and test files. Shared docs/registry updates are not enough to treat them as the same PR." + "reason": "Reject: both PRs share docs/pipeline registration scaffolding, but one adds PromptableConceptSegmentationPipeline and the other adds PromptableVisualSegmentationPipeline, which are different code paths and different tasks." } ] }, @@ -23974,7 +24004,7 @@ "soft_pairs": [ "pull_request:43651|pull_request:43663" ], - "prepared_review_unit_hash": "f40f0585085a00d8b44c45f96798c2a0791fefa333c489cb2cc8ae49b1da6c2b", + "prepared_review_unit_hash": "2dad6b4f0a037f2ed5a244fa0c1b2e458d860a4fd47aea7fc918ad64a3f5fd6f", "component_budget": { "node_count": 2, "item_count": 2, @@ -23996,18 +24026,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two PRs both touch `trainer.py`, but they address different code paths: one changes gradient-accumulation loss scaling, the other refactors signature-column filtering for custom trainers/PEFT models. They are not the same underlying change and should not be merged as duplicates.", - "confidence": 0.96, + "summary": "Both PRs touch `src/transformers/trainer.py`, but they target different Trainer behaviors: one changes gradient-accumulation loss scaling, the other extracts signature-column filtering into an overrideable method. Shared file alone is not enough to treat them as duplicates.", + "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR duplicate pair here; if one must be chosen as the cluster representative, `#43651` is the more self-contained behavioral fix and the clearer standalone change.", + "canonical_pr_reason": "No single canonical PR: 43651 is about loss scaling during training, while 43663 is about column filtering/signature inspection; they are separate code-path changes.", "best_issue_reason": null, - "best_pr_reason": "`#43651` is the stronger standalone PR for this cluster because it changes an existing training-step bug/behavior directly, whereas `#43663` is a separate trainer extensibility refactor.", + "best_pr_reason": "PR 43651 is the more self-contained concrete behavior change, but it still does not subsume 43663; it is only the stronger representative of the two.", "soft_edge_verdicts": [ { "left": "pull_request:43651", "right": "pull_request:43663", "accept": false, - "reason": "Shared file only; one fixes gradient accumulation loss scaling and the other adds an overridable signature-columns helper. Different underlying problems, not mergeable as one PR." + "reason": "Different underlying problems and code paths: gradient accumulation loss normalization vs overriding signature-column filtering. Same file/subsystem, but not the same fix and not mergeable into one PR." } ] }, @@ -24037,12 +24067,12 @@ "soft_pairs": [ "pull_request:43656|pull_request:43842" ], - "prepared_review_unit_hash": "1da9ba340ed265c9ebf3d631dd95c96890db64a15a78e3706913c7a34fa21069", + "prepared_review_unit_hash": "15a3286eca5bd119a856c308c944cee58a9c19272133f0aef767ccd124e7d1fd", "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 }, @@ -24050,7 +24080,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 3663, + "serialized_chars": 3664, "estimated_input_tokens": 916, "estimated_eval_tokens": 2088 }, @@ -24059,18 +24089,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two separate CLI typing/annotation fixes in the same file, not duplicates of the same bug. One targets a TypeAdapter NameError via annotation/import handling; the other is a broader future-annotations/type-hint cleanup. ", + "summary": "Two open PRs touch the same file and both address NameError-style issues in the CLI, but they fix different runtime annotation/import problems and should not be deduped.", "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 43842 is the more specific and self-contained fix: it explicitly addresses the TypeAdapter NameError when pydantic is absent by moving the import under TYPE_CHECKING and quoting the annotation.", + "canonical_pr_reason": "PR 43656 is the broader, more central fix for annotation-related NameError in `src/transformers/cli/serve.py` and is the better representative of this cluster.", "best_issue_reason": null, - "best_pr_reason": "PR 43842 is the best representative of its change because the problem statement is concrete and the patch is narrowly scoped to the runtime NameError path. PR 43656 is broader typing cleanup and appears to fix a different annotation-evaluation issue.", + "best_pr_reason": "PR 43656 is the best single representative because it targets the main TypeAdapter/annotation NameError in the CLI, while PR 43842 is a separate optional-dependency guard for `pydantic`.", "soft_edge_verdicts": [ { "left": "pull_request:43656", "right": "pull_request:43842", "accept": false, - "reason": "Same file, but different root causes: 43656 is a general future-annotations/type-hint refactor, while 43842 specifically fixes TypeAdapter NameError when pydantic is not installed. They are not the same underlying bug and would not plausibly be merged as one PR." + "reason": "Same file, but different bugs: 43656 fixes runtime annotation NameError via postponed evaluation/type-hint changes, while 43842 fixes a missing `TypeAdapter` import/guard when `pydantic` is absent." } ] }, @@ -24198,8 +24228,8 @@ "pull_request:44066|pull_request:44072", "pull_request:44013|pull_request:44044", "pull_request:44066|pull_request:44086", - "pull_request:44066|pull_request:44071", "pull_request:44018|pull_request:44068", + "pull_request:44066|pull_request:44071", "pull_request:44066|pull_request:44068", "pull_request:44018|pull_request:44066", "pull_request:44019|pull_request:44722", @@ -24213,8 +24243,8 @@ "pull_request:44071|pull_request:44722", "pull_request:44018|pull_request:44085", "pull_request:44018|pull_request:44086", - "pull_request:44071|pull_request:44085", "pull_request:44068|pull_request:44086", + "pull_request:44071|pull_request:44085", "pull_request:44085|pull_request:44086", "pull_request:44059|pull_request:44086", "pull_request:44098|pull_request:44101", @@ -24263,430 +24293,436 @@ "pull_request:44024|pull_request:44076", "pull_request:44073|pull_request:44074" ], - "prepared_review_unit_hash": "6a36bda5efe79aaab73b5f235f2b6c6a6d3531405d82fc6e494b8c1e8616dda6", + "prepared_review_unit_hash": "b203b27ba14b35354c44feab2ae34767e9e77471cc2bad9cf2aebdbba74d18ab", "component_budget": { "node_count": 28, "item_count": 28, "soft_pair_count": 76, - "serialized_chars": 84113, - "estimated_input_tokens": 21029, - "estimated_eval_tokens": 42314 + "serialized_chars": 84123, + "estimated_input_tokens": 21031, + "estimated_eval_tokens": 42318 }, "budget": { "node_count": 28, "item_count": 28, "soft_pair_count": 72, - "serialized_chars": 76935, - "estimated_input_tokens": 19234, - "estimated_eval_tokens": 38724 + "serialized_chars": 76944, + "estimated_input_tokens": 19236, + "estimated_eval_tokens": 38728 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a themed rollout of standardized output-tracing refactors across many different models. Most pairs are not true duplicates because they touch different model code paths; only a few same-model/same-file pairs look mergeable as one PR.", - "confidence": 0.78, + "summary": "This cluster is mostly a broad set of model-specific refactors for standardized output tracing / capture_outputs migration. Most items are related by the same initiative and issue target, but they are not duplicates across different model families; only the GPT-J/GPT-Neo followups look like true same-change overlaps.", + "confidence": 0.89, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 44722 is the best representative of the GPT-J/CodeGen duplicate subset: it is the latest, most complete refactor in the same concrete code path and explicitly aligns with the shared tracing work.", + "canonical_pr_reason": "No issue artifact is present in the provided items; as a PR representative, 44007 is the best umbrella example because it explicitly targets #43979 and spans multiple related vision backbones with the standardized output-tracing refactor.", "best_issue_reason": null, - "best_pr_reason": "PR 44722 is the strongest single PR to keep for this cluster because it covers the concrete GPT-J/CodeGen tracing refactor most completely and is the clearest representative of the duplicate set.", + "best_pr_reason": "44007 is the strongest global representative of the cluster: explicit issue target, multi-file scope, and a clear decorator-based output-tracing migration that matches the cluster theme.", "soft_edge_verdicts": [ { "left": "pull_request:43996", "right": "pull_request:44085", "accept": false, - "reason": "Different models and code paths; same tracking issue is not enough to merge." + "reason": "Different model families and code paths; only the tracking issue is shared." }, { "left": "pull_request:43996", "right": "pull_request:44044", "accept": false, - "reason": "Different model families; these are parallel refactors, not the same fix." + "reason": "CVT/FNet vs DeBERTa V2 are separate refactors, not the same concrete change." }, { "left": "pull_request:44066", "right": "pull_request:44085", "accept": true, - "reason": "Same GPT-J output-tracing refactor in the same model file set; could plausibly be merged into one PR." + "reason": "Both touch GPT-J output tracing in the same file/code path; these look like overlapping variants of the same refactor." }, { "left": "pull_request:44007", "right": "pull_request:44072", "accept": false, - "reason": "Different backbones and different implementations; only the refactor theme overlaps." + "reason": "RegNet/ResNet vs EfficientNet are different backbones with distinct implementations." }, { "left": "pull_request:44072", "right": "pull_request:44722", "accept": false, - "reason": "Different models; both are standardized-output refactors but not the same concrete change." + "reason": "EfficientNet and GPT-J/CodeGen are unrelated changes despite similar refactor framing." }, { "left": "pull_request:44066", "right": "pull_request:44072", "accept": false, - "reason": "Different model code paths; broad initiative overlap only." + "reason": "GPT-J/CodeGen versus EfficientNet are different model-specific migrations." }, { "left": "pull_request:44013", "right": "pull_request:44044", "accept": false, - "reason": "Different architectures and forward paths; not a duplicate change." + "reason": "MobileNetV2 and DeBERTa V2 are unrelated code paths." }, { "left": "pull_request:44066", "right": "pull_request:44086", "accept": false, - "reason": "Different model code paths; same refactor pattern only." - }, - { - "left": "pull_request:44066", - "right": "pull_request:44071", - "accept": false, - "reason": "Different model families; not the same concrete bug/change." + "reason": "GPT-J/CodeGen and MGP-STR are different model refactors." }, { "left": "pull_request:44018", "right": "pull_request:44068", "accept": true, - "reason": "Both are GPT-Neo output-tracing refactors on the same model file/tests, so they look like the same underlying change." + "reason": "Both are GPT-Neo output-tracing migrations in the same model file and appear to address the same change." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-J/CodeGen and MPT are separate model implementations." }, { "left": "pull_request:44066", "right": "pull_request:44068", "accept": false, - "reason": "GPT-J/CodeGen versus GPT-Neo; shared refactor theme only." + "reason": "GPT-J/CodeGen versus GPT-Neo are different concrete refactors." }, { "left": "pull_request:44018", "right": "pull_request:44066", "accept": false, - "reason": "Different model code paths; same umbrella initiative only." + "reason": "GPT-Neo and GPT-J/CodeGen are different model paths." }, { "left": "pull_request:44019", "right": "pull_request:44722", "accept": false, - "reason": "ResNet versus GPT-J/CodeGen; not the same fix." + "reason": "ResNet and GPT-J/CodeGen are unrelated backbones." }, { "left": "pull_request:44086", "right": "pull_request:44722", "accept": false, - "reason": "Different models and outputs; not mergeable as one concrete change." + "reason": "MGP-STR and GPT-J/CodeGen are different model-specific changes." }, { "left": "pull_request:44019", "right": "pull_request:44085", "accept": false, - "reason": "Different backbones; only the output-tracing migration is shared." + "reason": "ResNet and GPT-J are separate implementations." }, { "left": "pull_request:44018", "right": "pull_request:44019", "accept": false, - "reason": "Different model implementations; not a duplicate." + "reason": "GPT-Neo and ResNet are different models with different output paths." }, { "left": "pull_request:44019", "right": "pull_request:44071", "accept": false, - "reason": "Different code paths and model families." + "reason": "ResNet and MPT are unrelated refactors." }, { "left": "pull_request:44068", "right": "pull_request:44722", "accept": false, - "reason": "GPT-Neo versus GPT-J/CodeGen; same refactor trend, not the same change." + "reason": "GPT-Neo and GPT-J/CodeGen are not the same underlying change." }, { "left": "pull_request:44018", "right": "pull_request:44116", "accept": false, - "reason": "Different model families; no shared concrete fix." + "reason": "GPT-Neo and Flaubert are different model code paths." }, { "left": "pull_request:44068", "right": "pull_request:44116", "accept": false, - "reason": "Different models and code paths." + "reason": "GPT-Neo and Flaubert are unrelated model-specific migrations." }, { "left": "pull_request:44071", "right": "pull_request:44722", "accept": false, - "reason": "Different model implementations; too broad to treat as duplicate." + "reason": "MPT and GPT-J/CodeGen are unrelated implementations." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44085", + "accept": false, + "reason": "GPT-Neo versus GPT-J; similar pattern, but not the same underlying code change." }, { "left": "pull_request:44018", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-Neo and MGP-STR are different model refactors." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-Neo and MGP-STR are unrelated." + }, + { + "left": "pull_request:44071", "right": "pull_request:44085", "accept": false, - "reason": "Different model families; not the same underlying change." + "reason": "MPT and GPT-J are different model paths." }, { "left": "pull_request:44085", "right": "pull_request:44086", "accept": false, - "reason": "GPT-J versus MGP-STR; only the decorator pattern overlaps." + "reason": "GPT-J and MGP-STR are unrelated changes." }, { "left": "pull_request:44059", "right": "pull_request:44086", "accept": false, - "reason": "GPT-2 versus MGP-STR; different concrete code paths." + "reason": "GPT-2 and MGP-STR are different architectures." }, { "left": "pull_request:44098", "right": "pull_request:44101", "accept": false, - "reason": "ViLT versus Flaubert/XLM; same refactor style, different models." + "reason": "ViLT and Flaubert/XLM are separate model refactors." }, { "left": "pull_request:44059", "right": "pull_request:44722", "accept": false, - "reason": "GPT-2 versus GPT-J/CodeGen; not the same fix." + "reason": "GPT-2 and GPT-J/CodeGen are distinct model implementations." }, { "left": "pull_request:44018", "right": "pull_request:44071", "accept": false, - "reason": "GPT-Neo versus MPT; different model paths." + "reason": "GPT-Neo and MPT are different models." }, { - "left": "pull_request:44017", - "right": "pull_request:44161", + "left": "pull_request:44073", + "right": "pull_request:44074", "accept": false, - "reason": "SegFormer and LongT5 are unrelated concrete code paths." + "reason": "VisualBert and TextNet are separate code paths." }, { - "left": "pull_request:44073", + "left": "pull_request:44056", "right": "pull_request:44101", "accept": false, - "reason": "VisualBert versus Flaubert/XLM; not a duplicate change." + "reason": "MPNet and Flaubert/XLM are not the same underlying change." }, { - "left": "pull_request:44056", - "right": "pull_request:44161", + "left": "pull_request:44059", + "right": "pull_request:44071", "accept": false, - "reason": "MPNet versus LongT5; only the output-tracing theme matches." + "reason": "GPT-2 and MPT are unrelated model refactors." }, { "left": "pull_request:43997", - "right": "pull_request:44018", + "right": "pull_request:44017", "accept": false, - "reason": "RegNet versus GPT-Neo; different code paths." + "reason": "RegNet and Segformer are different model families." }, { "left": "pull_request:43997", - "right": "pull_request:44161", + "right": "pull_request:44056", "accept": false, - "reason": "RegNet versus LongT5; different models and fixes." + "reason": "RegNet and MPNet are separate changes." }, { - "left": "pull_request:44074", - "right": "pull_request:44161", + "left": "pull_request:44071", + "right": "pull_request:44076", + "accept": false, + "reason": "MPT and ImageGPT are different model code paths." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44017", "accept": false, - "reason": "TextNet versus LongT5; unrelated implementations." + "reason": "CVT/FNet and Segformer are unrelated model refactors." }, { "left": "pull_request:44010", - "right": "pull_request:44071", + "right": "pull_request:44044", "accept": false, - "reason": "SqueezeBert versus MPT; not the same concrete bug/change." + "reason": "SqueezeBert and DeBERTa V2 are different implementations." }, { - "left": "pull_request:44018", - "right": "pull_request:44129", + "left": "pull_request:44044", + "right": "pull_request:44074", "accept": false, - "reason": "GPT-Neo versus SpeechT5; different code paths." + "reason": "DeBERTa V2 and TextNet are separate code paths." }, { - "left": "pull_request:44056", - "right": "pull_request:44101", + "left": "pull_request:44024", + "right": "pull_request:44076", "accept": false, - "reason": "MPNet versus Flaubert/XLM; same refactor pattern only." + "reason": "FocalNet and ImageGPT are different model families." }, { - "left": "pull_request:43997", - "right": "pull_request:44056", + "left": "pull_request:44073", + "right": "pull_request:44101", "accept": false, - "reason": "RegNet and MPNet are separate model implementations." + "reason": "VisualBert and Flaubert/XLM are not the same change." }, { - "left": "pull_request:44017", - "right": "pull_request:44074", + "left": "pull_request:44044", + "right": "pull_request:44129", "accept": false, - "reason": "SegFormer versus TextNet; not mergeable as one PR." + "reason": "DeBERTa V2 and SpeechT5 are unrelated model migrations." }, { - "left": "pull_request:44059", - "right": "pull_request:44086", + "left": "pull_request:44044", + "right": "pull_request:44154", "accept": false, - "reason": "GPT-2 versus MGP-STR; different code paths." + "reason": "DeBERTa V2 and Vits are different code paths." }, { - "left": "pull_request:44101", + "left": "pull_request:44056", "right": "pull_request:44161", "accept": false, - "reason": "Flaubert/XLM versus LongT5; only the refactor theme overlaps." + "reason": "MPNet and LongT5 are unrelated model refactors." }, { "left": "pull_request:43997", "right": "pull_request:44018", "accept": false, - "reason": "RegNet versus GPT-Neo; not the same fix." - }, - { - "left": "pull_request:44059", - "right": "pull_request:44066", - "accept": false, - "reason": "GPT-2 versus GPT-J/CodeGen; different model families." + "reason": "RegNet and GPT-Neo are different models." }, { - "left": "pull_request:44071", - "right": "pull_request:44076", + "left": "pull_request:43997", + "right": "pull_request:44161", "accept": false, - "reason": "MPT versus ImageGPT; unrelated concrete code paths." + "reason": "RegNet and LongT5 are unrelated." }, { "left": "pull_request:44074", "right": "pull_request:44101", "accept": false, - "reason": "TextNet versus Flaubert/XLM; different model implementations." + "reason": "TextNet and Flaubert/XLM are different model-specific changes." }, { - "left": "pull_request:44056", - "right": "pull_request:44161", + "left": "pull_request:44010", + "right": "pull_request:44073", "accept": false, - "reason": "MPNet versus LongT5; not the same change." + "reason": "SqueezeBert and VisualBert are separate implementations." }, { - "left": "pull_request:43997", + "left": "pull_request:44010", "right": "pull_request:44018", "accept": false, - "reason": "RegNet versus GPT-Neo; different fixes." + "reason": "SqueezeBert and GPT-Neo are unrelated models." }, { - "left": "pull_request:43997", + "left": "pull_request:44017", "right": "pull_request:44161", "accept": false, - "reason": "RegNet versus LongT5; same umbrella refactor only." + "reason": "Segformer and LongT5 are different model families." }, { - "left": "pull_request:44074", - "right": "pull_request:44161", + "left": "pull_request:44073", + "right": "pull_request:44722", "accept": false, - "reason": "TextNet versus LongT5; not a duplicate." + "reason": "VisualBert and GPT-J/CodeGen are unrelated refactors." }, { - "left": "pull_request:44010", - "right": "pull_request:44018", + "left": "pull_request:44056", + "right": "pull_request:44071", "accept": false, - "reason": "SqueezeBert versus GPT-Neo; different code paths." + "reason": "MPNet and MPT are different code paths." }, { - "left": "pull_request:44071", + "left": "pull_request:43997", + "right": "pull_request:44074", + "accept": false, + "reason": "RegNet and TextNet are unrelated." + }, + { + "left": "pull_request:43997", "right": "pull_request:44129", "accept": false, - "reason": "MPT versus SpeechT5; unrelated concrete changes." + "reason": "RegNet and SpeechT5 are different model implementations." }, { - "left": "pull_request:43996", + "left": "pull_request:44074", "right": "pull_request:44161", "accept": false, - "reason": "CVT/FNet versus LongT5; different models." + "reason": "TextNet and LongT5 are unrelated model changes." }, { - "left": "pull_request:44010", - "right": "pull_request:44044", + "left": "pull_request:44018", + "right": "pull_request:44059", "accept": false, - "reason": "SqueezeBert versus DeBERTa; not the same underlying change." + "reason": "GPT-Neo and GPT-2 are similar in theme but not the same concrete refactor." }, { - "left": "pull_request:44044", - "right": "pull_request:44074", + "left": "pull_request:44059", + "right": "pull_request:44066", + "accept": false, + "reason": "GPT-2 and GPT-J/CodeGen are different model code paths." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44129", "accept": false, - "reason": "DeBERTa versus TextNet; different code paths." + "reason": "GPT-J and SpeechT5 are unrelated." }, { "left": "pull_request:44066", "right": "pull_request:44722", "accept": true, - "reason": "Same GPT-J/CodeGen tracing refactor on the same concrete files; this looks like the same change in a later PR." + "reason": "Same GPT-J/CodeGen output-tracing refactor in the same file set; 44722 looks like a later refined version of 44066." }, { "left": "pull_request:44085", "right": "pull_request:44722", "accept": true, - "reason": "Both are GPT-J output-tracing refactors touching the same underlying code path, so they are mergeable as one PR." - }, - { - "left": "pull_request:44085", - "right": "pull_request:44129", - "accept": false, - "reason": "GPT-J and SpeechT5 are unrelated code paths." + "reason": "Both modify GPT-J output tracing in the same code path, so they could plausibly be merged into one PR." }, { "left": "pull_request:43996", "right": "pull_request:44007", "accept": false, - "reason": "CVT/FNet versus ResNet/RegNet; same refactor initiative only." + "reason": "Different model families; only the generic issue target is shared." }, { "left": "pull_request:43996", "right": "pull_request:44129", "accept": false, - "reason": "Different model families and fixes." + "reason": "CVT/FNet and SpeechT5 are unrelated model-specific refactors." }, { "left": "pull_request:44044", "right": "pull_request:44129", "accept": false, - "reason": "DeBERTa versus SpeechT5; not the same change." + "reason": "DeBERTa V2 and SpeechT5 are different code paths." }, { "left": "pull_request:44044", "right": "pull_request:44154", "accept": false, - "reason": "DeBERTa versus ViT-S; different code paths." + "reason": "DeBERTa V2 and Vits are unrelated model changes." }, { "left": "pull_request:44024", "right": "pull_request:44076", "accept": false, - "reason": "FocalNet versus ImageGPT; same decorator migration, different concrete models." - }, - { - "left": "pull_request:44073", - "right": "pull_request:44101", - "accept": false, - "reason": "VisualBert versus Flaubert/XLM; not duplicates." + "reason": "FocalNet and ImageGPT are different architectures." }, { "left": "pull_request:44073", - "right": "pull_request:44161", - "accept": false, - "reason": "VisualBert versus LongT5; different implementations." - }, - { - "left": "pull_request:44086", - "right": "pull_request:44722", - "accept": false, - "reason": "MGP-STR versus GPT-J/CodeGen; unrelated model code paths." - }, - { - "left": "pull_request:44068", - "right": "pull_request:44722", + "right": "pull_request:44074", "accept": false, - "reason": "GPT-Neo versus GPT-J/CodeGen; same refactor style only." + "reason": "VisualBert and TextNet are not the same underlying bug/change." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet: most PRs are model-specific output-tracing refactors, and the accepted soft pairs are limited to clear same-model/same-file overlaps (GPT-J/CodeGen and GPT-Neo). The rejections are appropriately conservative and do not overclaim duplicates across unrelated model families." + "feedback": "The summary is grounded in the packet and stays conservative about overlap. The representative PR choice is well supported by the multi-file, issue-linked decorator refactor in 44007, and the soft-edge true verdicts are limited to cases that plausibly look like the same model/file refactor rather than cross-family merges. No clear overstatement that would warrant rejection." }, "evaluator_used": true, "retried": false, @@ -24720,58 +24756,58 @@ "pull_request:43997|pull_request:44010", "pull_request:44010|pull_request:44129" ], - "prepared_review_unit_hash": "b3b6a4c57e63147d20dcfe8284ba282ba127423c41305b918ff596f09fcb0105", + "prepared_review_unit_hash": "7965481e031191faa57b0a397052d0f2b53eefeeff94a75aab2d07518970bacc", "component_budget": { "node_count": 28, "item_count": 28, "soft_pair_count": 76, - "serialized_chars": 84113, - "estimated_input_tokens": 21029, - "estimated_eval_tokens": 42314 + "serialized_chars": 84123, + "estimated_input_tokens": 21031, + "estimated_eval_tokens": 42318 }, "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 model-specific migrations to standardized output capture/tracing, but they touch different model implementations and code paths. They are thematically similar, not true duplicates.", - "confidence": 0.92, + "summary": "These PRs are separate, model-specific refactors to standardized output tracing/capture utilities, not duplicate fixes. They share a broad migration pattern, but each touches a different model code path and should be triaged independently.", + "confidence": 0.9, "canonical_issue_reason": null, - "canonical_pr_reason": "44129 is the most representative single PR here because it has an explicit tracking issue and a focused standardized-output refactor, but it remains specific to SpeechT5 rather than duplicating the others.", + "canonical_pr_reason": "PR 44010 is the cleanest representative of the cluster\u2019s shared theme: a concrete, model-specific migration to standardized output collection decorators with solid review activity and a focused diff.", "best_issue_reason": null, - "best_pr_reason": "44129 is the strongest standalone candidate: clear title, explicit issue linkage, and a concrete output-tracing migration in one model, making it the most actionable representative of the set.", + "best_pr_reason": "PR 44010 is the best single representative for this cluster because it most clearly captures the common refactor pattern without overreaching into unrelated model implementations.", "soft_edge_verdicts": [ { "left": "pull_request:44056", "right": "pull_request:44073", "accept": false, - "reason": "Same refactor theme, but MPNet and VisualBert are different model code paths; not the same underlying change and not mergeable as one PR." + "reason": "Same general output-tracing refactor theme, but MPNet and VisualBert are different model implementations with distinct code paths; not the same underlying change." }, { "left": "pull_request:44056", "right": "pull_request:44074", "accept": false, - "reason": "Both migrate output tracing, but they affect different models and files; this is broad similarity, not a duplicate bug/fix." + "reason": "Both migrate toward capture-based output tracing, but they are separate per-model refactors in MPNet vs TextNet, so they are not mergeable as one PR." }, { "left": "pull_request:43997", "right": "pull_request:44010", "accept": false, - "reason": "RegNet vs SqueezeBert are separate model implementations with separate output-tracing migrations; too different to treat as one change." + "reason": "Shared wording around standardized outputs, but RegNet and SqueezeBert are unrelated model files and the diffs address model-specific forward/output handling." }, { "left": "pull_request:44010", "right": "pull_request:44129", "accept": false, - "reason": "They share the standardized output-capture pattern, but SqueezeBert and SpeechT5 are distinct model-specific refactors with different concrete code paths." + "reason": "Both are output-tracing refactors, but SqueezeBert and SpeechT5 use different code paths and one is tied to an explicit issue; this is not the same concrete change." } ] }, @@ -24851,274 +24887,274 @@ "pull_request:44028|pull_request:44030", "pull_request:44029|pull_request:44030" ], - "prepared_review_unit_hash": "5cd76a104e4e8a669c08b0f6e144a2b15aa4181fcdd44762705a073644b6a136", + "prepared_review_unit_hash": "c2839d9f7739d5f6275e39f10dd35288899cdb97a6e2775eaedebfefd627e3e3", "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": 40188, + "estimated_input_tokens": 10047, + "estimated_eval_tokens": 20350 }, "budget": { "node_count": 13, "item_count": 13, "soft_pair_count": 40, - "serialized_chars": 40172, - "estimated_input_tokens": 10043, - "estimated_eval_tokens": 20342 + "serialized_chars": 40188, + "estimated_input_tokens": 10047, + "estimated_eval_tokens": 20350 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are all separate PRs in the same broad theme of output-tracing refactors, but they target different model implementations and code paths. I did not find any pair that is clearly the same underlying bug/change.", - "confidence": 0.91, + "summary": "These PRs share a refactor theme around output tracing, but they target different model implementations and code paths. I do not see true duplicates; this is one related refactor family across separate models.", + "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 44003 is the broadest representative of the set, spanning two Mamba-family files and introducing the shared output-capturing/refactor pattern. It is a good cluster exemplar, though not a duplicate of the others.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "PR 44003 is the most central representative here because it is a larger output-tracing refactor with shared helper plumbing across related files, making it the best single PR to anchor the cluster.", + "best_pr_reason": "PR #44025 is the cleanest representative of the set: it updates two closely related Depth Anything model files and has the most activity among the candidates, but it is still not a duplicate of the others.", "soft_edge_verdicts": [ { "left": "pull_request:43998", "right": "pull_request:44002", "accept": false, - "reason": "Different model code paths (`timm_backbone` vs `upernet`); same refactor theme, but not the same bug or change." + "reason": "Different model families and files: timm_backbone vs upernet. Same refactor pattern, but not the same underlying change." }, { "left": "pull_request:43998", "right": "pull_request:44000", "accept": false, - "reason": "Different architectures and implementations; both are output-tracing refactors only in a broad thematic sense." + "reason": "timm_backbone and vision_text_dual_encoder are unrelated code paths; both mention output handling, but they are separate model changes." }, { "left": "pull_request:43998", "right": "pull_request:44001", "accept": false, - "reason": "Unrelated model implementations (`timm_backbone` vs `univnet`); too broad to treat as one duplicate change." + "reason": "timm_backbone and univnet are different models with different forward paths; not mergeable as one PR." }, { "left": "pull_request:43998", "right": "pull_request:44003", "accept": false, - "reason": "Both are output-tracing cleanup, but they touch different model families and concrete forward paths." + "reason": "timm_backbone and mamba/falcon_mamba are distinct implementations; broad similarity only." }, { "left": "pull_request:43998", "right": "pull_request:44029", "accept": false, - "reason": "Different subsystems (`timm_backbone` vs `rwkv`); same pattern, not same underlying change." + "reason": "Different architectures and files (timm_backbone vs rwkv); same tracing refactor theme, not the same bug/change." }, { "left": "pull_request:43999", "right": "pull_request:44001", "accept": false, - "reason": "`mobilenet_v1` and `univnet` are unrelated model paths; no shared concrete fix." + "reason": "MobileNetV1 and UnivNet are unrelated model paths; these are separate output-tracing refactors." }, { "left": "pull_request:43999", "right": "pull_request:44002", "accept": false, - "reason": "Different models and different forward logic; only a generic refactor similarity." + "reason": "MobileNetV1 and UperNet touch different model stacks and files; not a duplicate fix." }, { "left": "pull_request:43999", "right": "pull_request:44025", "accept": false, - "reason": "`mobilenet_v1` vs `depth_anything` are separate model implementations, not one bug/change." + "reason": "MobileNetV1 vs Depth Anything are different model implementations; similar modernization, not one underlying change." }, { "left": "pull_request:43999", "right": "pull_request:44026", "accept": false, - "reason": "Different code paths and model families; the similarity is only in the refactor style." + "reason": "MobileNetV1 and VisionEncoderDecoder are separate code paths; same refactor motif only." }, { "left": "pull_request:43999", "right": "pull_request:44027", "accept": false, - "reason": "`mobilenet_v1` and `speech_encoder_decoder` are unrelated targets for the same refactor pattern." + "reason": "MobileNetV1 and SpeechEncoderDecoder are distinct model families; not the same change." }, { "left": "pull_request:44000", "right": "pull_request:44001", "accept": false, - "reason": "`vision_text_dual_encoder` and `univnet` are distinct models; not the same underlying issue." + "reason": "Vision-text dual encoder and UnivNet are unrelated models; the output-tracing edits are not a single duplicate fix." }, { "left": "pull_request:44000", "right": "pull_request:44002", "accept": false, - "reason": "Different model families (`vision_text_dual_encoder` vs `upernet`) with no shared concrete code-path bug." + "reason": "VisionTextDualEncoder and UperNet are different model paths and files; same refactor style, not same code-path problem." }, { "left": "pull_request:44000", "right": "pull_request:44003", "accept": false, - "reason": "Same high-level refactor theme, but these PRs modify different model implementations and forward signatures." + "reason": "Different architectures (vision-text dual encoder vs mamba/falcon_mamba); too broad to be duplicates." }, { "left": "pull_request:44000", "right": "pull_request:44025", "accept": false, - "reason": "Different models and changes; not a single mergeable duplicate PR." + "reason": "Vision-text dual encoder and Depth Anything are separate model implementations; not one concrete change." }, { "left": "pull_request:44001", "right": "pull_request:44002", "accept": false, - "reason": "`univnet` and `upernet` are unrelated implementations; generic similarity only." + "reason": "UnivNet and UperNet are unrelated model code paths; no shared underlying bug/change." }, { "left": "pull_request:44001", "right": "pull_request:44003", "accept": false, - "reason": "Different model families and code paths; insufficient to call them the same change." + "reason": "UnivNet and mamba/falcon_mamba are different models; same output-tracing theme is insufficient." }, { "left": "pull_request:44001", "right": "pull_request:44025", "accept": false, - "reason": "Different concrete targets (`univnet` vs `depth_anything`); no duplicate bug/change." + "reason": "UnivNet vs Depth Anything are distinct model families; not plausible as one merged PR." }, { "left": "pull_request:44002", "right": "pull_request:44029", "accept": false, - "reason": "`upernet` and `rwkv` are unrelated code paths; same refactor category, not same fix." + "reason": "UperNet and RWKV are different architectures and files; same modernization pattern only." }, { "left": "pull_request:44002", "right": "pull_request:44003", "accept": false, - "reason": "Different model families and different implementation details; not one underlying PR." + "reason": "UperNet and mamba/falcon_mamba are separate model implementations; not duplicate fixes." }, { "left": "pull_request:44003", "right": "pull_request:44028", "accept": false, - "reason": "`mamba`-family output tracing vs `superpoint` is too broad to merge as a duplicate." + "reason": "Mamba/FalconMamba and SuperPoint are unrelated code paths; the refactor pattern is shared but the changes are not the same." }, { "left": "pull_request:44003", "right": "pull_request:44004", "accept": false, - "reason": "`mamba`-family changes and `codegen` changes address different forward paths and outputs." + "reason": "Mamba/FalconMamba vs CodeGen are different model families and forward paths; not mergeable as one PR." }, { "left": "pull_request:43998", "right": "pull_request:44004", "accept": false, - "reason": "Different model implementations (`timm_backbone` vs `codegen`); only broadly similar refactoring." + "reason": "timm_backbone and CodeGen are completely different model stacks; only the refactor style overlaps." }, { "left": "pull_request:44001", "right": "pull_request:44004", "accept": false, - "reason": "`univnet` and `codegen` are unrelated model paths with different output semantics." + "reason": "UnivNet and CodeGen are unrelated models; these are not the same underlying change." }, { "left": "pull_request:44002", "right": "pull_request:44004", "accept": false, - "reason": "Different subsystems and forward contracts; not the same concrete fix." + "reason": "UperNet and CodeGen are different code paths and change scopes; not duplicates." }, { "left": "pull_request:44000", "right": "pull_request:44004", "accept": false, - "reason": "`vision_text_dual_encoder` and `codegen` are different code paths; no duplicate evidence beyond a shared theme." + "reason": "VisionTextDualEncoder and CodeGen are unrelated implementations; shared output-tracing language is not enough." }, { "left": "pull_request:44025", "right": "pull_request:44026", "accept": false, - "reason": "`depth_anything` and `vision_encoder_decoder` are separate models; same refactor pattern only." + "reason": "Depth Anything and VisionEncoderDecoder are separate model families; same refactor direction, different code paths." }, { "left": "pull_request:44025", "right": "pull_request:44027", "accept": false, - "reason": "Different model families and different forward implementations; not one underlying change." + "reason": "Depth Anything and SpeechEncoderDecoder are distinct model stacks; not the same bug/change." }, { "left": "pull_request:44025", "right": "pull_request:44028", "accept": false, - "reason": "`depth_anything` vs `superpoint` are unrelated code paths." + "reason": "Depth Anything and SuperPoint are unrelated models; the output-tracing refactor is not a single shared fix." }, { "left": "pull_request:44025", "right": "pull_request:44029", "accept": false, - "reason": "Different models (`depth_anything` vs `rwkv`) with no shared concrete bug." + "reason": "Depth Anything and RWKV are different architectures; same pattern, not same underlying change." }, { "left": "pull_request:44025", "right": "pull_request:44030", "accept": false, - "reason": "`depth_anything` and `dpr` are different implementations; not a duplicate fix." + "reason": "Depth Anything and DPR are different model code paths; not duplicates." }, { "left": "pull_request:44026", - "right": "pull_request:44027", + "right": "pull_request:44029", "accept": false, - "reason": "Both are encoder-decoder wrappers, but vision and speech variants have distinct code paths and forward logic." + "reason": "VisionEncoderDecoder and RWKV are unrelated models; not the same change." }, { "left": "pull_request:44026", - "right": "pull_request:44028", + "right": "pull_request:44027", "accept": false, - "reason": "`vision_encoder_decoder` and `superpoint` are unrelated; same generic refactor theme only." + "reason": "VisionEncoderDecoder and SpeechEncoderDecoder are separate encoder-decoder wrappers, but they modify different code paths and files." }, { "left": "pull_request:44026", - "right": "pull_request:44029", + "right": "pull_request:44028", "accept": false, - "reason": "Different models and forward behavior; not the same underlying issue." + "reason": "VisionEncoderDecoder and SuperPoint are unrelated implementations; same refactor theme only." }, { "left": "pull_request:44026", "right": "pull_request:44030", "accept": false, - "reason": "`vision_encoder_decoder` and `dpr` target different model contracts and code paths." + "reason": "VisionEncoderDecoder and DPR are different model families; not a duplicate PR." }, { "left": "pull_request:44027", "right": "pull_request:44028", "accept": false, - "reason": "`speech_encoder_decoder` and `superpoint` are unrelated implementations." + "reason": "SpeechEncoderDecoder and SuperPoint are unrelated model code paths; not the same concrete fix." }, { "left": "pull_request:44027", "right": "pull_request:44029", "accept": false, - "reason": "Different model families; no shared concrete bug/change." + "reason": "SpeechEncoderDecoder and RWKV are different architectures; broad output-tracing similarity only." }, { "left": "pull_request:44027", "right": "pull_request:44030", "accept": false, - "reason": "`speech_encoder_decoder` and `dpr` are distinct code paths with only thematic overlap." + "reason": "SpeechEncoderDecoder and DPR are distinct model implementations; not mergeable as one PR." }, { "left": "pull_request:44028", "right": "pull_request:44029", "accept": false, - "reason": "`superpoint` and `rwkv` are unrelated model implementations." + "reason": "SuperPoint and RWKV are unrelated code paths; same pattern, different change." }, { "left": "pull_request:44028", "right": "pull_request:44030", "accept": false, - "reason": "Different targets and output contracts; not duplicate PRs." + "reason": "SuperPoint and DPR target different model implementations; not duplicates." }, { "left": "pull_request:44029", "right": "pull_request:44030", "accept": false, - "reason": "`rwkv` and `dpr` change different model code paths and are only broadly similar in refactor style." + "reason": "RWKV and DPR are unrelated model families; no shared underlying bug/change." } ] }, @@ -25148,12 +25184,12 @@ "soft_pairs": [ "pull_request:44662|pull_request:45401" ], - "prepared_review_unit_hash": "f91121eaa1a861bef072b8187ee341cd797c8ac108e9801f1b45b34ca961fab1", + "prepared_review_unit_hash": "62ccaf99a612f210756a0cc1ad250c6c076f556a33abe44dc2428cef533bc407", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6552, + "serialized_chars": 6549, "estimated_input_tokens": 1638, "estimated_eval_tokens": 3532 }, @@ -25161,7 +25197,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6552, + "serialized_chars": 6549, "estimated_input_tokens": 1638, "estimated_eval_tokens": 3532 }, @@ -25170,18 +25206,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two unrelated model-addition PRs that share Transformers integration boilerplate but implement different models and code paths: PenguinVL vs Voxtral TTS. The similarity is superficial, so they should not be clustered as duplicates.", - "confidence": 0.97, + "summary": "Two open pull requests add support for different models (PenguinVL vs Voxtral TTS); they share framework integration files but implement unrelated model additions, so this is not a duplicate pair.", + "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45401 is the clearer representative of the cluster because it has an explicit issue target and a tightly scoped model integration, but it is still not a duplicate of 44662.", + "canonical_pr_reason": "No single canonical PR: these are separate model-support additions for different architectures and should not be merged as the same change.", "best_issue_reason": null, - "best_pr_reason": "PR 45401 is the better single representative if one must be chosen: it is explicitly tied to issue 45027 and has a focused Voxtral TTS implementation. That said, it does not subsume the PenguinVL PR.", + "best_pr_reason": "PR 45401 is the stronger representative only in the sense that it has an explicit linked issue and a narrower, well-scoped feature; however it is not a duplicate of 44662.", "soft_edge_verdicts": [ { "left": "pull_request:44662", "right": "pull_request:45401", "accept": false, - "reason": "Reject: these PRs add different models for different tasks and do not fix the same concrete bug or implement the same change. Shared auto/model registration files are generic integration boilerplate, not evidence of duplication." + "reason": "Different model integrations with distinct titles, targets, and implementation files; shared auto-registration and docs changes are expected for separate model adds, not evidence of the same underlying fix." } ] }, @@ -25211,12 +25247,12 @@ "soft_pairs": [ "pull_request:44979|pull_request:45363" ], - "prepared_review_unit_hash": "97bc638adbe6f87b3387b02dc86472abe5812f113cb2131f21847bf7851f5de0", + "prepared_review_unit_hash": "6a969364294dfff147ab667f9093b9abc7d79ca02d4840a03bbff35ef52b9696", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4408, + "serialized_chars": 4407, "estimated_input_tokens": 1102, "estimated_eval_tokens": 2460 }, @@ -25224,7 +25260,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4408, + "serialized_chars": 4407, "estimated_input_tokens": 1102, "estimated_eval_tokens": 2460 }, @@ -25233,18 +25269,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs are related through module fusion, but they are not the same concrete change. #44979 introduces a new generic Module Fusion API, while #45363 applies KernelConfig-based n-to-1 fusion and adds example/integration wiring. They should stay separate.", - "confidence": 0.88, + "summary": "These are related fusion-feature PRs, but they target different layers of the stack: one introduces a generic module-fusion API, while the other implements n-to-1 kernel fusion via `KernelConfig` and related integration hooks. They are not duplicates.", + "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": "#44979 is the more canonical PR because it defines the core Module Fusion API and test coverage, which the other PR appears to build on rather than duplicate.", + "canonical_pr_reason": "PR #45363 is the more concrete, end-user-facing implementation: it wires kernel fusion through `KernelConfig`, touches integration/model-loading code, and includes a usage example. PR #44979 is a lower-level API scaffold.", "best_issue_reason": null, - "best_pr_reason": "#44979 is the best representative PR for the cluster because it is the foundational change; #45363 is a narrower downstream application of fusion functionality.", + "best_pr_reason": "PR #45363 is the best representative of this cluster because it most directly implements the feature in the actual code paths users would exercise.", "soft_edge_verdicts": [ { "left": "pull_request:44979", "right": "pull_request:45363", "accept": false, - "reason": "Related theme, but not the same underlying bug/change: one adds a generic fusion API, the other implements a specific KernelConfig-driven n-to-1 fusion path and example. They would not plausibly be merged as one PR." + "reason": "They share the broad theme of fusion, but they do not fix the same concrete problem. #44979 adds a generic module-fusion API, while #45363 implements n-to-1 kernel fusion through `KernelConfig` and integration plumbing; these would not plausibly be merged as one duplicate PR." } ] }, @@ -25274,40 +25310,40 @@ "soft_pairs": [ "pull_request:45086|pull_request:45317" ], - "prepared_review_unit_hash": "979d3d6ba4ba618c80864cd17b1723164e104f0f61d26e64f30adcbb630fa70d", + "prepared_review_unit_hash": "b7667013a3580c593c01e606d423649f48518a173430fa5bc7753a91b694d6c5", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4412, - "estimated_input_tokens": 1103, - "estimated_eval_tokens": 2462 + "serialized_chars": 4413, + "estimated_input_tokens": 1104, + "estimated_eval_tokens": 2464 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4412, - "estimated_input_tokens": 1103, - "estimated_eval_tokens": 2462 + "serialized_chars": 4413, + "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 address the same Mistral pre-tokenizer AttributeError in `_patch_mistral_regex` on the same code path and target the same issue; PR 45317 is the more complete version because it includes test coverage.", - "confidence": 0.97, + "summary": "Both pull requests fix the same Mistral pre-tokenizer AttributeError in `_patch_mistral_regex` by switching from `backend_tokenizer.pre_tokenizer` to `tokenizer.pre_tokenizer`; 45317 is the more complete candidate because it also adds tests.", + "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45317 is the stronger representative: same fix as 45086, clearer title, and it adds tests in addition to the code change.", + "canonical_pr_reason": "45317 is the stronger canonical PR because it contains the same code fix as 45086 plus accompanying test coverage and a fuller title/description.", "best_issue_reason": null, - "best_pr_reason": "PR 45317 is the best single PR to keep because it covers the bug fix and validation, making it the most complete duplicate target.", + "best_pr_reason": "45317 is the best PR overall since it fixes the same concrete bug path as 45086 but is more complete and better validated with tests.", "soft_edge_verdicts": [ { "left": "pull_request:45086", "right": "pull_request:45317", "accept": true, - "reason": "Same underlying AttributeError fix in `_patch_mistral_regex` on the same file/code path; the second PR is essentially a stricter, test-backed version of the first." + "reason": "Same underlying bug and same file-level fix in `_patch_mistral_regex`; the second PR is essentially an expanded version of the first with tests, so they are duplicate candidates." } ] }, @@ -25337,7 +25373,7 @@ "soft_pairs": [ "pull_request:45115|pull_request:45569" ], - "prepared_review_unit_hash": "79585575ab5b5ee2db66802a716c500ce978e780bb6ba081c7c0be3dd86d7c85", + "prepared_review_unit_hash": "86fe1bff6d9a8f4e715b4a4c1f9a274ce6c09f175df9fb8f338e798e2974aea0", "component_budget": { "node_count": 2, "item_count": 2, @@ -25359,18 +25395,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs are related NemotronH refactors, but they are not the same underlying change. PR #45115 is mainly a conversion-mapping / inheritance refactor toward GraniteMoeHybrid compatibility, while PR #45569 introduces distinct NemotronH dense/sparse model packages, auto-mapping, docs, and tests.", - "confidence": 0.92, + "summary": "These are related NemotronH architecture PRs, but they are not duplicates: one is a narrow inheritance/refactor and conversion-mapping update, while the other introduces the concrete dense/sparse model split with docs/tests.", + "confidence": 0.87, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #45569 is the more complete and user-visible NemotronH change: it defines the dense/sparse model split, updates docs and tests, and wires the new classes into auto-mapping.", + "canonical_pr_reason": "PR 45569 is the better canonical representative because it contains the substantive model split and user-facing additions; PR 45115 is a narrower prerequisite/refactor around the same family.", "best_issue_reason": null, - "best_pr_reason": "PR #45569 is the strongest representative of the cluster because it contains the broader end-to-end model implementation rather than only checkpoint conversion/structural renaming.", + "best_pr_reason": "PR 45569 is the best overall PR in this cluster because it is the more complete implementation of the NemotronH redesign and includes the new model variants plus docs/tests.", "soft_edge_verdicts": [ { "left": "pull_request:45115", "right": "pull_request:45569", "accept": false, - "reason": "Related architecture work, but not duplicate fixes: #45115 targets conversion mappings and inheritance cleanup, whereas #45569 adds separate dense/sparse model implementations plus docs/tests. They could both land independently." + "reason": "Related NemotronH work, but different changes: 45115 focuses on refactoring NemotronH to inherit GraniteMoeHybrid and updating conversion mappings, while 45569 adds the dedicated NemotronHDense/NemotronHSparse models and documentation. They are not the same concrete fix and would not naturally merge into one PR." } ] }, @@ -25400,40 +25436,40 @@ "soft_pairs": [ "pull_request:45332|pull_request:45333" ], - "prepared_review_unit_hash": "f4ea4bf8b0b1b7bb10b2f79cd7ef5d8e8fea361e4a3916af56395798f8937a6a", + "prepared_review_unit_hash": "d6fa91425f894cbc3d959d384c726adcccfbf3f64af07d4fb0a4ce9b3891110e", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6091, - "estimated_input_tokens": 1523, - "estimated_eval_tokens": 3302 + "serialized_chars": 6081, + "estimated_input_tokens": 1521, + "estimated_eval_tokens": 3298 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6091, - "estimated_input_tokens": 1523, - "estimated_eval_tokens": 3302 + "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": "Both PRs are about heterogeneous configuration/model support, but they are not the same change: #45333 is a narrower per-layer configuration PR, while #45332 adds the larger end-to-end heterogeneous model support including modeling, cache, masking, and related utilities. They overlap on shared config/docs files, but the code paths and merge scopes differ enough that they should not be treated as duplicates.", - "confidence": 0.9, + "summary": "Two related but distinct feature PRs in the heterogeneous-modeling area: one adds per-layer config support only, while the other adds broader heterogeneous model support including modeling/cache/masking integration. They overlap in shared config/docs/tests but are not the same concrete change.", + "confidence": 0.88, "canonical_issue_reason": null, - "canonical_pr_reason": "No clear duplicate PR pair here; #45332 is the broader umbrella change and is the better representative of the cluster if one must be chosen.", + "canonical_pr_reason": "PR #45332 is the better canonical representative because it is the broader, more complete feature change: it includes per-layer configuration plus modeling, cache, masking, and integration updates. PR #45333 is a narrower config-only subset.", "best_issue_reason": null, - "best_pr_reason": "#45332 is the best representative because it covers the full heterogeneous-support feature set, not just configuration plumbing.", + "best_pr_reason": "PR #45332 is the strongest overall PR in the cluster because it covers the full heterogeneous-model support path, not just the configuration layer.", "soft_edge_verdicts": [ { "left": "pull_request:45332", "right": "pull_request:45333", "accept": false, - "reason": "#45333 appears to be a narrower config-only subset of the broader heterogeneous-model support in #45332, not the same concrete code-path fix/change. They share files, but the PRs target different scopes and would not plausibly be merged as one duplicate PR." + "reason": "Related feature work, but not the same underlying change. #45333 is config-only, while #45332 extends into modeling/cache/masking/integration code paths; they could not be safely treated as duplicates." } ] }, @@ -25463,7 +25499,7 @@ "soft_pairs": [ "pull_request:45415|pull_request:45425" ], - "prepared_review_unit_hash": "2d5b32b5f00bb7cfd9157c3a743e2809e0510857b893158ac62ee2e23095283c", + "prepared_review_unit_hash": "9a2691adb3d4fa2a295b7fe6a8a197e2eb7d79e58f68529aa4ecc3f75b36eab3", "component_budget": { "node_count": 2, "item_count": 2, @@ -25485,18 +25521,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs are typing-related, but they address different changes: #45415 is a broad type-checking sweep across many Transformer modules, while #45425 adds specific typing protocols/aliases and targeted fixes for modeling utilities. They should not be merged as duplicates.", + "summary": "Both PRs are typing-related, but they are not the same change: #45415 is a broad type-checking sweep across many `src/transformers/*.py` files plus `pyproject.toml`, while #45425 adds/adjusts typing infrastructure (`_typing.py`, protocol aliases, a few integrations/tests).", "confidence": 0.92, "canonical_issue_reason": null, - "canonical_pr_reason": "#45415 is the broader umbrella typing sweep and better represents the cluster\u2019s overall theme, though it is not a duplicate of #45425.", + "canonical_pr_reason": "No canonical duplicate PR: #45415 is a large repo-wide typing pass, whereas #45425 is a narrower typing-infra update with different code paths and scope.", "best_issue_reason": null, - "best_pr_reason": "#45415 is the best single representative because it spans the widest set of files and captures the general type-checking effort.", + "best_pr_reason": "#45425 is the better representative PR for the cluster because it is more cohesive and centered on typing abstractions, while #45415 is a broad, multi-file type-checking sweep.", "soft_edge_verdicts": [ { "left": "pull_request:45415", "right": "pull_request:45425", "accept": false, - "reason": "They overlap on typing-related files, but the changes are different: #45415 is a broad annotation/type-checking pass, while #45425 introduces new typing protocols and aliases for specific APIs. Same subsystem, not the same concrete change." + "reason": "Do not merge: they share the general theme of typing, but they do not fix the same concrete bug or implement the same change. #45415 is a wide type-checking rollout; #45425 introduces typing protocols/aliases and related integration updates. The overlap in filenames is incidental." } ] }, @@ -25526,7 +25562,7 @@ "soft_pairs": [ "pull_request:45548|pull_request:45662" ], - "prepared_review_unit_hash": "83ed3fa4a4a40806a9442e5a1bff4a2905e077f487292d601beea8385e30cc97", + "prepared_review_unit_hash": "bd1430304702026ec49506d31900b2189c5717c3b3b3afb2c67c00d92de4606e", "component_budget": { "node_count": 2, "item_count": 2, @@ -25548,18 +25584,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both items are pull requests around expert parallelism, but they fix different failure modes: one is about loading/serialization with accelerate + ZeRO-3, the other about expert tensors being overwritten during FSDP2/rank-0 broadcast. Not a duplicate pair.", + "summary": "These are both EP-related PRs, but they fix different bugs: 45548 addresses distributed_config serialization/loading with accelerate + ZeRO-3, while 45662 fixes expert parameters being overwritten during FSDP2/rank-0 broadcast. The shared modeling_utils touchpoint is not enough to treat them as duplicates.", "confidence": 0.94, "canonical_issue_reason": null, - "canonical_pr_reason": "#45662 is the better canonical PR because it addresses a more concrete and code-path-specific EP loading bug, with targeted changes across model loading and MoE/tensor-parallel integration. #45548 is narrower and solves a different accelerate/ZeRO-3 configuration issue.", + "canonical_pr_reason": "No single canonical PR: 45548 is a serialization/loading fix, while 45662 is a separate parameter-overwrite fix in the distributed load path.", "best_issue_reason": null, - "best_pr_reason": "#45662 is the strongest representative of the cluster: it has the clearer bug report implied by the title, broader but coherent code changes, and a direct fix for a specific expert-parameter overwrite problem.", + "best_pr_reason": "45662 is the stronger standalone PR because it targets a concrete silent corruption bug with broader code-path fixes across loading and MoE integration.", "soft_edge_verdicts": [ { "left": "pull_request:45548", "right": "pull_request:45662", "accept": false, - "reason": "Shared EP context and one shared file are too broad; the PRs fix different problems and different code paths (accelerate/ZeRO-3 loading vs FSDP2 rank-0 overwrite of experts)." + "reason": "Different underlying failures and fixes: 45548 is about preserving distributed_config for EP/ZeRO-3 loading, whereas 45662 prevents experts from being overwritten under FSDP2/rank-0 broadcast." } ] }, @@ -25589,40 +25625,40 @@ "soft_pairs": [ "pull_request:45639|pull_request:45645" ], - "prepared_review_unit_hash": "b67cd0b8dcfa73f6e005b4c9a45a63874b7f6c77a554d190a4dcd9ee4bbd214b", + "prepared_review_unit_hash": "aef2b9eb3c366a58f3f68e7546a6ebf0d72430170ed759eaba7e483366a940ac", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4673, - "estimated_input_tokens": 1169, - "estimated_eval_tokens": 2594 + "serialized_chars": 4672, + "estimated_input_tokens": 1168, + "estimated_eval_tokens": 2592 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4673, - "estimated_input_tokens": 1169, - "estimated_eval_tokens": 2594 + "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 address the same xdist-related captured_info logging bug around patched testing/debug output. PR 45645 is the broader superset, adding the workflow-side log aggregation needed to handle the new per-worker files.", - "confidence": 0.91, + "summary": "Both PRs address the same xdist-related captured_info logging problem under issue #45561; 45645 is the broader, more complete version of the same fix, while 45639 is the narrower helper-only variant.", + "confidence": 0.84, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45645 is the better canonical PR because it includes the core xdist-safe file handling change plus the CI workflow update needed to read multiple captured_info files.", + "canonical_pr_reason": "PR #45645 is the best canonical PR because it includes the core xdist-safe logging change plus the CI workflow update needed to consume multiple captured_info files, making it the more complete representation of the fix.", "best_issue_reason": null, - "best_pr_reason": "PR 45645 is the strongest overall representative: it fixes the underlying logging collision and also preserves CI debug log collection after the file-splitting change.", + "best_pr_reason": "PR #45645 is the strongest single representative of the cluster since it covers the concrete bug fix in testing_utils and the related CI artifact handling change; 45639 is a subset of that same change.", "soft_edge_verdicts": [ { "left": "pull_request:45639", "right": "pull_request:45645", "accept": true, - "reason": "Same underlying bug: patched testing debug logs colliding under xdist. 45645 is essentially a superset of 45639, adding the workflow change required to consume the new per-worker artifacts, so these could plausibly be merged into one PR." + "reason": "Same underlying xdist/captured_info artifact collision fix: both modify the patched testing debug logging path, and 45645\u2019s workflow change is a companion to the same code-path change rather than a separate bug." } ] }, @@ -25718,7 +25754,7 @@ "soft_pairs": [ "pull_request:45932|pull_request:46100" ], - "prepared_review_unit_hash": "9a4bd62824f23724fc8a2c54e8ae1d74bd75a871106eab95e325b97aa072258d", + "prepared_review_unit_hash": "2d7ee7245d0a8292bca3c8c278fffd76070fda77486e971b8502705c5ee91a72", "component_budget": { "node_count": 2, "item_count": 2, @@ -25740,18 +25776,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two pull requests are not duplicates: PR 45932 is a mixed CI/model-change PR for Grafana/testing plumbing, while PR 46100 is a focused test-migration PR adding kernel and vision model tests. They do not fix the same underlying problem and should stay separate.", - "confidence": 0.96, + "summary": "These are two unrelated PRs: one is a Grafana/testing-infra change with model/workflow edits, the other is a test migration adding DDP/kernel test files. They do not fix the same code-path problem and should not be deduplicated.", + "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "No clear canonical PR: the cluster contains two unrelated PRs with different goals and code paths, so neither cleanly represents a duplicate set.", + "canonical_pr_reason": "No clear canonical PR: the two PRs target different changesets and should not be merged into one duplicate cluster.", "best_issue_reason": null, - "best_pr_reason": "PR 46100 is the better standalone representative because it has a single, coherent purpose (test migration) and is less of a mixed-purpose change than PR 45932.", + "best_pr_reason": "Neither PR is a duplicate of the other. If a representative must be chosen, PR 45932 is broader and more change-like, but it is not a better duplicate canonical than PR 46100.", "soft_edge_verdicts": [ { "left": "pull_request:45932", "right": "pull_request:46100", "accept": false, - "reason": "Reject: 45932 updates workflow secrets and several model files for a Grafana/testing-related change, while 46100 adds DDP/kernel and model tests. They address different problems and would not plausibly be merged into one PR." + "reason": "Different scopes and intents: 45932 updates CI/Grafana-related workflow plus model code, while 46100 adds kernel/test migration files. They do not appear to address the same concrete bug or change." } ] }, @@ -25781,7 +25817,7 @@ "soft_pairs": [ "pull_request:46126|pull_request:46269" ], - "prepared_review_unit_hash": "1a01f23d4a4642fbd230607fb6db1d1c29eb8ed8b0c0687d2aca684a67632013", + "prepared_review_unit_hash": "5e883f3d902499aa5ecdb64cd67801357320db99dcd35ff6254315d71bc8c3db", "component_budget": { "node_count": 2, "item_count": 2, @@ -25803,18 +25839,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two open PRs in the distributed area, but they are not duplicates: one is a focused EP/Trainer integration, the other is a broad distributed branch base that happens to touch overlapping files.", - "confidence": 0.88, + "summary": "These are not duplicates: one PR is a focused EP + Trainer integration change, while the other is a broad distributed branch-base PR spanning many unrelated distributed/FSDP/modeling updates. They overlap in a few files, but not the same underlying bug/change.", + "confidence": 0.92, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #46126 is the more focused, self-contained change set: it targets EP integration through tensor parallel/runtime hooks and Trainer/config plumbing. PR #46269 is a much broader branch-base PR spanning many distributed subsystems, so it is not a good canonical representative of this specific topic.", + "canonical_pr_reason": "PR #46126 is the more canonical candidate because it is narrowly scoped to a single feature integration (EP + Trainer on DistributedConfig) with a coherent change set.", "best_issue_reason": null, - "best_pr_reason": "PR #46126 is the best representative of the cluster because it has a narrow, concrete code-path purpose and clearer intent. PR #46269 is too sprawling and mixes many unrelated distributed/FSDP/MoE changes, making it a poor duplicate representative.", + "best_pr_reason": "PR #46126 is the better standalone representative of the cluster since it targets one concrete code path; PR #46269 is too broad and mixed to serve as a canonical duplicate target.", "soft_edge_verdicts": [ { "left": "pull_request:46126", "right": "pull_request:46269", "accept": false, - "reason": "Shared filenames only show overlap in distributed internals; the PRs have different scopes and likely different goals. #46126 is an EP+Trainer integration, while #46269 is a broad distributed branch base touching many other areas, so they are not the same underlying change." + "reason": "Shared files alone are not enough here: #46126 is a focused EP/trainer integration PR, while #46269 is a large distributed branch-base PR covering many unrelated changes. They do not appear to fix the same concrete problem and would not plausibly be merged as one PR." } ] }, @@ -25882,220 +25918,220 @@ "pull_request:46504|pull_request:46716", "pull_request:46432|pull_request:46716" ], - "prepared_review_unit_hash": "e3c738bf254e12fb294d43a09f10a19bfa7debb3e2dd2c18e0a932370f46604b", + "prepared_review_unit_hash": "f4f073cc8743a248a8fe5494d26e027d5c2101467a9f1ea41d12ae39bfd2e8e6", "component_budget": { "node_count": 10, "item_count": 10, "soft_pair_count": 31, - "serialized_chars": 26687, - "estimated_input_tokens": 6672, - "estimated_eval_tokens": 13600 + "serialized_chars": 26679, + "estimated_input_tokens": 6670, + "estimated_eval_tokens": 13596 }, "budget": { "node_count": 10, "item_count": 10, "soft_pair_count": 31, - "serialized_chars": 26687, - "estimated_input_tokens": 6672, - "estimated_eval_tokens": 13600 + "serialized_chars": 26679, + "estimated_input_tokens": 6670, + "estimated_eval_tokens": 13596 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is mostly unrelated workflow-maintenance PRs that only look superficially similar. The only tight grouping is the repeated pr-ci-security-gate.yml edits, but they change different parts of the workflow and are not the same underlying fix.", - "confidence": 0.89, + "summary": "These PRs share broad CI/workflow-maintenance themes, but they do not look like duplicate fixes or changes. The only strong filename overlap is `pr-ci-security-gate.yml`, yet those edits are distinct follow-ups with different behavior changes.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 46554 is the strongest representative because it makes the main substantive security-gate workflow change; the other PRs in the cluster are smaller or unrelated workflow edits.", + "canonical_pr_reason": "PR 46554 is the best canonical representative because it contains the substantive `pr-ci-security-gate.yml` behavior change; the other PRs in that file are narrower follow-ups (permissions, secrets, or comments), and the rest are unrelated workflow edits.", "best_issue_reason": null, - "best_pr_reason": "PR 46554 is the best single exemplar for the cluster because it contains the most concrete behavioral change and sits at the center of the only exact-file subgroup.", + "best_pr_reason": "PR 46554 is the strongest standalone PR in the set: it makes the core security-gate logic change and is the most representative of the only tightly related subgroup.", "soft_edge_verdicts": [ { "left": "pull_request:46138", "right": "pull_request:46554", "accept": false, - "reason": "Both touch GitHub Actions, but one fixes stdin handling in self-comment-ci while the other changes pr-ci-security-gate logic; different workflows and different problems." + "reason": "Different workflows and different problems: stdin handling for comment text vs PR CI security-gate logic." }, { "left": "pull_request:46138", "right": "pull_request:46558", "accept": false, - "reason": "Unrelated workflow changes: self-comment-ci message piping vs pr-ci-security-gate permissions/approval flow." + "reason": "Different workflows and different problems: stdin handling for comment text vs PR CI security-gate logic." }, { "left": "pull_request:46138", "right": "pull_request:46563", "accept": false, - "reason": "Different code paths and goals; quoting/stdin handling is not the same change as adjusting reusable workflow secret usage." + "reason": "Different workflows and different problems: stdin handling for comment text vs PR CI security-gate logic." }, { "left": "pull_request:46138", "right": "pull_request:46716", "accept": false, - "reason": "These are separate workflow fixes in different files; same broad CI area is not enough to merge them as one duplicate." + "reason": "Different workflows and different problems: stdin handling for comment text vs PR CI security-gate logic." }, { "left": "pull_request:46138", "right": "pull_request:46504", "accept": false, - "reason": "Both are shell-safety style edits, but they fix different commands in different workflows and do not target the same bug." + "reason": "Both harden shell input handling, but in different workflows and code paths; not the same change." }, { "left": "pull_request:46432", "right": "pull_request:46503", "accept": false, - "reason": "Different workflows and behavior: SSH runner hardening vs benchmark trigger condition." + "reason": "Unrelated workflow changes: SSH runner security/env cleanup vs benchmark trigger conditions." }, { "left": "pull_request:46432", "right": "pull_request:46501", "accept": false, - "reason": "SSH runner download/token handling is unrelated to anti-slop permissions changes." + "reason": "Unrelated workflow changes: SSH runner hardening vs anti-slop permission adjustments." }, { "left": "pull_request:46432", "right": "pull_request:46502", "accept": false, - "reason": "No shared concrete bug; one hardens ssh-runner, the other changes assign-reviewers checkout behavior." + "reason": "Unrelated workflow changes: SSH runner hardening vs reviewer-assignment checkout behavior." }, { "left": "pull_request:46432", "right": "pull_request:46554", "accept": false, - "reason": "Different workflows and different fixes; SSH runner security hardening is not the same as pr-ci-security-gate changes." + "reason": "Unrelated workflow changes: SSH runner hardening vs PR CI security-gate logic." }, { "left": "pull_request:46432", "right": "pull_request:46558", "accept": false, - "reason": "These are separate workflow modifications with different intents and code paths." + "reason": "Unrelated workflow changes: SSH runner hardening vs PR CI security-gate logic." }, { "left": "pull_request:46501", "right": "pull_request:46503", "accept": false, - "reason": "Both update workflow files, but anti-slop permissions and benchmark dispatch support are unrelated changes." + "reason": "Different workflow jobs and different behavior: anti-slop permissions vs benchmark dispatch support." }, { "left": "pull_request:46501", "right": "pull_request:46502", "accept": false, - "reason": "Different workflow files and different operational fixes; not the same underlying change." + "reason": "Different workflow jobs and different behavior: anti-slop permissions vs reviewer checkout ref." }, { "left": "pull_request:46501", "right": "pull_request:46504", "accept": false, - "reason": "Anti-slop permission tweaks and shell quoting in build-ci-docker-images are distinct problems." + "reason": "Different workflow jobs and different behavior: anti-slop permissions vs shell quoting in build-image detection." }, { "left": "pull_request:46501", "right": "pull_request:46554", "accept": false, - "reason": "Only a broad CI/security theme is shared; the actual workflow logic changes are different." + "reason": "Different workflows and different code paths; no shared underlying fix." }, { "left": "pull_request:46502", "right": "pull_request:46503", "accept": false, - "reason": "Assign-reviewers checkout ref change is unrelated to benchmark workflow dispatch support." + "reason": "Different workflow jobs and different behavior: reviewer checkout ref vs benchmark dispatch support." }, { "left": "pull_request:46502", "right": "pull_request:46504", "accept": false, - "reason": "Different workflows and different fixes; not the same code-path problem." + "reason": "Different workflow jobs and different behavior: reviewer checkout ref vs build-image shell quoting." }, { "left": "pull_request:46502", "right": "pull_request:46554", "accept": false, - "reason": "Unrelated workflow behaviors in different files; no duplicate underlying change." + "reason": "Different workflows and different code paths; no shared underlying fix." }, { "left": "pull_request:46503", "right": "pull_request:46504", "accept": false, - "reason": "Benchmark dispatch condition and docker-image tag detection are separate workflow issues." + "reason": "Both tweak workflow conditions, but they affect different jobs/files and different triggers." }, { "left": "pull_request:46503", "right": "pull_request:46554", "accept": false, - "reason": "No shared concrete fix; benchmark triggering and PR security gating are different changes." + "reason": "Different workflows and different code paths; no shared underlying fix." }, { "left": "pull_request:46504", "right": "pull_request:46554", "accept": false, - "reason": "Both are workflow updates, but one fixes shell handling for commit messages while the other changes PR security-gate logic." + "reason": "Shell quoting fix in build-image detection is unrelated to PR CI security-gate logic." }, { "left": "pull_request:46504", "right": "pull_request:46558", "accept": false, - "reason": "Different workflows and different shell/permissions behavior; not mergeable as one duplicate PR." + "reason": "Unrelated workflow edits: build-image shell handling vs PR CI security-gate permissions/approval." }, { "left": "pull_request:46554", "right": "pull_request:46558", "accept": false, - "reason": "Same file, but 46554 adds checkout and diff-based checks while 46558 changes permissions and success gating; related but distinct fixes." + "reason": "Same file, but different changes: one adds security checks, the other changes permissions and approval gating." }, { "left": "pull_request:46554", "right": "pull_request:46563", "accept": false, - "reason": "Both touch the security-gate workflow, but they address different concerns: validation logic vs reusable-workflow comments/secret handling." + "reason": "Same file, but different changes: core security-gate logic vs explanatory comments." }, { "left": "pull_request:46554", "right": "pull_request:46716", "accept": false, - "reason": "Secret inheritance change is a different security-gate edit than the checkout/diff-based validation added in 46554." + "reason": "Same file, but different changes: core security-gate logic vs secrets handling." }, { "left": "pull_request:46558", "right": "pull_request:46563", "accept": false, - "reason": "Both are pr-ci-security-gate.yml edits, but they modify different aspects of the workflow and are not the same bug." + "reason": "Same file, but different changes: permissions/approval gating vs comments." }, { "left": "pull_request:46558", "right": "pull_request:46716", "accept": false, - "reason": "One adjusts job permissions/guarding; the other removes inherited secrets from the reusable workflow call; distinct changes." + "reason": "Same file, but different changes: permissions/approval gating vs secrets handling." }, { "left": "pull_request:46563", "right": "pull_request:46716", "accept": false, - "reason": "Both are about the reusable security-gate setup, but one adds explanatory comments while the other changes secrets propagation; not the same fix." + "reason": "Same file, but different changes: comments only vs secrets handling." }, { "left": "pull_request:46504", "right": "pull_request:46563", "accept": false, - "reason": "Shell quoting in build-ci-docker-images is unrelated to reusable-workflow secret handling in pr-ci-security-gate." + "reason": "Unrelated workflow edits: build-image shell handling vs PR CI security-gate comments." }, { "left": "pull_request:46432", "right": "pull_request:46563", "accept": false, - "reason": "Different files, different workflows, different fixes." + "reason": "Unrelated workflow edits: SSH runner hardening vs PR CI security-gate comments." }, { "left": "pull_request:46504", "right": "pull_request:46716", "accept": false, - "reason": "Commit-message handling in build-ci-docker-images is unrelated to secrets inheritance in the security-gate workflow." + "reason": "Unrelated workflow edits: build-image shell handling vs PR CI security-gate secrets handling." }, { "left": "pull_request:46432", "right": "pull_request:46716", "accept": false, - "reason": "No shared concrete bug or change; SSH runner hardening and PR security-gate secret removal are distinct." + "reason": "Unrelated workflow edits: SSH runner hardening vs PR CI security-gate secrets handling." } ] }, @@ -26188,12 +26224,12 @@ "soft_pairs": [ "pull_request:46281|pull_request:46890" ], - "prepared_review_unit_hash": "733bf98259e8d3182a53316f2cd6bfa561e82b30c6491e9371ccbfb1384602a2", + "prepared_review_unit_hash": "cdb0f0be8c8d23cc587f56080d3eaebcf5aa4593a409a1562668d793ea69c67e", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4280, + "serialized_chars": 4279, "estimated_input_tokens": 1070, "estimated_eval_tokens": 2396 }, @@ -26201,7 +26237,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4280, + "serialized_chars": 4279, "estimated_input_tokens": 1070, "estimated_eval_tokens": 2396 }, @@ -26210,18 +26246,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are not duplicates: both are path-traversal hardening PRs, but they protect different code paths and inputs (`weight_map` shard filenames in `hub.py` vs `transformers_weights` in `modeling_utils.py`).", - "confidence": 0.96, + "summary": "Two security-focused PRs that both harden path handling, but they target different code paths: one validates shard filenames from a checkpoint index, the other validates an explicit `transformers_weights` filename in config. Similar vulnerability class, not the same underlying fix.", + "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": "No single canonical PR from a duplicate-triage perspective; if one must be chosen, PR 46281 is the clearest representative of the checkpoint-shard path traversal fix in the loader code path.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "PR 46281 is the stronger standalone fix to use as the representative PR here because it directly addresses untrusted shard paths in the sharded-checkpoint loader with an explicit containment check.", + "best_pr_reason": "PR 46281 is the better representative of the cluster\u2019s main theme because it addresses the more direct checkpoint-loading path traversal in `get_checkpoint_shard_files`, with explicit validation against the model directory.", "soft_edge_verdicts": [ { "left": "pull_request:46281", "right": "pull_request:46890", "accept": false, - "reason": "Different bugs in different loaders: one validates sharded checkpoint filenames from `weight_map`, the other validates `transformers_weights` config paths. Same vulnerability class, but not the same underlying change." + "reason": "Both are path-traversal hardening patches, but they fix different inputs and code paths (`weight_map` shard names vs `transformers_weights` explicit filename). They are related security work, not the same concrete bug or a single mergeable PR." } ] }, @@ -26251,7 +26287,7 @@ "soft_pairs": [ "pull_request:46574|pull_request:46580" ], - "prepared_review_unit_hash": "dd08b37a00a8c4fe9edd813956cbce7e97fefbd0b952fd737210bea7428e7b04", + "prepared_review_unit_hash": "823637195cf26382b17ea561c29b55b52f10942207abff852f8e7b3800a7223a", "component_budget": { "node_count": 2, "item_count": 2, @@ -26273,7 +26309,7 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two pull requests are not duplicates: one fixes CodeLlama decode stripping real leading spaces, while the other fixes DeepSeek-Coder/DeepSeek-LLM loading as the wrong tokenizer class. They address different model families and different code paths.", + "summary": "The two pull requests are both tokenizer-related, but they fix different problems in different code paths: CodeLlama decode stripping vs. DeepSeek checkpoint-to-tokenizer class selection. They should not be merged as duplicates.", "confidence": 0.97, "canonical_issue_reason": null, "canonical_pr_reason": null, @@ -26284,7 +26320,7 @@ "left": "pull_request:46574", "right": "pull_request:46580", "accept": false, - "reason": "Different underlying bugs: CodeLlama decoder behavior on decode vs AutoTokenizer class selection for DeepSeek checkpoints; not mergeable into one PR." + "reason": "Different underlying bugs and fixes: 46574 adjusts CodeLlama decoder setup to preserve leading spaces on decode, while 46580 changes auto-tokenizer checkpoint-prefix routing for DeepSeek models that load the wrong tokenizer class. They target separate code paths and are not mergeable into one PR." } ] }, @@ -26316,12 +26352,12 @@ "pull_request:46781|pull_request:46993", "pull_request:46993|pull_request:46994" ], - "prepared_review_unit_hash": "9c4abfba9b5bc2139bc6165d4018ebf233a709930872b3b5e0648d5ea8f90f86", + "prepared_review_unit_hash": "0eccfac41b0f694ba15c4735a89624377c6354c0efcd031efd3600cb665bad83", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 6604, + "serialized_chars": 6603, "estimated_input_tokens": 1651, "estimated_eval_tokens": 3558 }, @@ -26329,7 +26365,7 @@ "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 6604, + "serialized_chars": 6603, "estimated_input_tokens": 1651, "estimated_eval_tokens": 3558 }, @@ -26338,24 +26374,24 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are three separate pull requests touching different generation/cache code paths; none look like duplicates of each other.", - "confidence": 0.97, + "summary": "These PRs are unrelated fixes in different code paths (cache quantization, prompt lookup decoding, and logits-process validation), so they should not be deduplicated together.", + "confidence": 0.99, "canonical_issue_reason": null, "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "46994 is the cleanest standalone fix with a clear validation bug and tight scope; the other PRs address unrelated behaviors in cache handling and prompt lookup decoding.", + "best_pr_reason": "46993 is the strongest standalone PR: it fixes a concrete generation bug, has a narrowly scoped code change, and includes targeted test coverage.", "soft_edge_verdicts": [ { "left": "pull_request:46781", "right": "pull_request:46993", "accept": false, - "reason": "Different bugs: one adds early rejection for unsupported QuantizedCache layer types, the other fixes prompt lookup decoding length budgeting. No shared concrete code-path problem." + "reason": "Different subsystems and bugs: QuantizedCache layer-type validation vs prompt lookup decoding max_length handling. No shared concrete code path." }, { "left": "pull_request:46993", "right": "pull_request:46994", "accept": false, - "reason": "Different generation features and failure modes: max_length handling in candidate generation versus input validation for bad_words_ids/sequence_bias. They are not mergeable as one fix." + "reason": "Both are generation-related but fix unrelated validation/logic issues: prompt lookup length budgeting vs empty bad_words_ids/sequence_bias inputs. Not the same underlying change." } ] }, @@ -26388,7 +26424,7 @@ "pull_request:47016|pull_request:47066", "pull_request:47048|pull_request:47066" ], - "prepared_review_unit_hash": "523296bf87c7020168d417bf92de0fdd3e8005acf1b4f18f3147c561cf85d59a", + "prepared_review_unit_hash": "b540b10c74c40190eb443a5fb57876fbb4ab55e8a5037da301c8f292d943791d", "component_budget": { "node_count": 3, "item_count": 3, @@ -26410,30 +26446,30 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Three PRs address the same class of Hungarian-matcher failure from non-finite cost matrices, but only the two broader DETR-family fixes are close enough to treat as duplicates; the RT-DETR-only fix is a separate model-path change.", - "confidence": 0.84, + "summary": "All three PRs address Hungarian matcher crashes from non-finite cost matrices, but they are split across different model-specific loss paths. The closest duplicate pair is the DETR/Grounding DINO guard vs the Deformable DETR/LW-DETR guard; the RT-DETR-only change is narrower and not a clear duplicate of the others.", + "confidence": 0.86, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 47048 is the cleanest representative fix: it patches the shared object-detection matcher path and directly addresses the infeasible cost-matrix crash for multiple models, making it the most canonical of the cluster.", + "canonical_pr_reason": "PR 47048 is the best canonical PR for this cluster: it is a broader, cleaner representative of the same infeasible-cost-matrix fix, with an explicit issue link and the same guard pattern applied to multiple matcher implementations.", "best_issue_reason": null, - "best_pr_reason": "PR 47048 is the best overall candidate because it targets the shared matcher utility rather than only model-specific copies, while still clearly fixing the concrete linear_sum_assignment infeasibility caused by NaN/Inf costs.", + "best_pr_reason": "47048 is the most representative single PR to anchor the cluster because it addresses the core bug directly, applies the guard in a generalized object-detection loss path, and is more central than the RT-DETR-only fix. 47066 is similar but tied to a different issue/model set, and 47016 is narrower still.", "soft_edge_verdicts": [ { "left": "pull_request:47016", "right": "pull_request:47048", "accept": false, - "reason": "Both are about infeasible Hungarian cost matrices, but they fix different code paths and model families (RT-DETR vs shared DETR/Grounding DINO). They are related, not the same PR-level change." + "reason": "Both guard Hungarian matchers against non-finite costs, but they fix different concrete code paths and model sets (RT-DETR vs DETR/Grounding DINO). Too narrow to treat as the same PR." }, { "left": "pull_request:47016", "right": "pull_request:47066", "accept": false, - "reason": "RT-DETR-only matcher fix versus Deformable DETR/LW-DETR matcher fix. Same symptom, but distinct implementations and not a single mergeable change." + "reason": "Same high-level bug class, but the edits target different matcher implementations and different model families. Not a strong enough basis to merge as duplicates." }, { "left": "pull_request:47048", "right": "pull_request:47066", "accept": true, - "reason": "These are the same underlying bug pattern: non-finite cost matrices causing Hungarian assignment to fail. Both add the same nan_to_num safeguard to closely related object-detection matcher code, and they could plausibly be combined into one broader fix." + "reason": "These appear to be the same underlying fix pattern: add nan/inf guards to Hungarian matcher cost matrices after AMP overflow, with nearly identical logic and directly mergeable file-level scope across object-detection models." } ] }, @@ -26463,7 +26499,7 @@ "soft_pairs": [ "pull_request:47026|pull_request:47046" ], - "prepared_review_unit_hash": "08bc0f0fe85ab91014a703b64c8b3da078d26b7d1a397fbabd151b5c7aac5357", + "prepared_review_unit_hash": "ece9cf57aa63c70017aecf3494bba8920ffa9dd8d32e053ba7968eda78dad2e6", "component_budget": { "node_count": 2, "item_count": 2, @@ -26485,18 +26521,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs target the same xLSTM train-mode forward-path crash in src/transformers/models/xlstm/modeling_xlstm.py and share the same issue target; PR 47046 looks like the more complete fix, adding coverage for the related use_cache/return_last_states failure mode.", - "confidence": 0.67, + "summary": "These two xLSTM PRs are closely related and share the same tracking issue, but they are not a clean duplicate pair: PR 47026 fixes the return_last_states=False crash in train_with_padding, while PR 47046 appears to cover that case plus an additional use_cache crash path and tests.", + "confidence": 0.78, "canonical_issue_reason": null, - "canonical_pr_reason": "47046 is the broader, more complete train-mode fix and includes tests; it appears to subsume the narrower return_last_states-only patch in 47026.", + "canonical_pr_reason": "PR 47046 is the better canonical PR because it is broader and appears to include the train-mode fix plus the use_cache case, along with test coverage.", "best_issue_reason": null, - "best_pr_reason": "47046 is the best representative because it addresses the same xLSTM train-mode crash class with the wider scope and test coverage.", + "best_pr_reason": "PR 47046 is the best standalone PR candidate because it addresses the same train-mode failure and additionally handles use_cache, making it the more complete fix.", "soft_edge_verdicts": [ { "left": "pull_request:47026", "right": "pull_request:47046", - "accept": true, - "reason": "Same model file, same forward/train-mode crash area, and same tracking issue; 47046 appears to extend the same fix rather than address a different problem." + "accept": false, + "reason": "Do not merge as duplicates: 47046 is not just the same fix; its title and diff context indicate it also addresses a separate use_cache crash path in addition to return_last_states=False. Same issue target alone is not enough to accept." } ] }, @@ -26538,88 +26574,88 @@ "pull_request:47060|pull_request:47076", "pull_request:47074|pull_request:47076" ], - "prepared_review_unit_hash": "0a4d5cfdabc1966057d1cbf8fb050e2e024dadcdf4951f64bb8db3291052d93f", + "prepared_review_unit_hash": "551237a5fc194545cc31e28fe690e870b5fdc9a1f34199991f2a2b20f458ccab", "component_budget": { "node_count": 6, "item_count": 6, "soft_pair_count": 9, - "serialized_chars": 15762, - "estimated_input_tokens": 3941, - "estimated_eval_tokens": 8138 + "serialized_chars": 15760, + "estimated_input_tokens": 3940, + "estimated_eval_tokens": 8136 }, "budget": { "node_count": 6, "item_count": 6, "soft_pair_count": 9, - "serialized_chars": 15762, - "estimated_input_tokens": 3941, - "estimated_eval_tokens": 8138 + "serialized_chars": 15760, + "estimated_input_tokens": 3940, + "estimated_eval_tokens": 8136 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs are all in the multimodal pipeline/processor area, but they fix different concrete bugs: stop-sequence routing, audio format validation, generation-kwarg forwarding, batched decoding, key normalization, and audio placeholder validation. They do not look like duplicates of one another under a strict code-path standard.", - "confidence": 0.89, + "summary": "These PRs are only loosely related by a broad multimodal robustness theme. They fix different bugs in different pipelines/processors, so none of the soft pairs should be deduplicated.", + "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": "No issue artifact is present; as a PR cluster, #47051 is the best umbrella candidate because it is the broadest multimodal-generation pipeline fix and already spans the two shared pipeline code paths, making it the most representative central change in this set.", + "canonical_pr_reason": "47074 is the cleanest representative of the shared multimodal pipeline plumbing layer, but the surrounding PRs are still distinct enough that the cluster is not a true duplicate set.", "best_issue_reason": null, - "best_pr_reason": "#47051 is the strongest representative of the cluster because it addresses the general multimodal pipeline kwarg-routing path across multiple files, whereas the others are narrower model/processor-specific fixes.", + "best_pr_reason": "47074 is the best single representative because it targets the central AnyToAnyPipeline input-normalization path with a narrow scope; the others are more model- or bug-specific.", "soft_edge_verdicts": [ { "left": "pull_request:47032", "right": "pull_request:47051", "accept": false, - "reason": "Both touch image_text_to_text, but one fixes stop_sequence translation and the other forwards generation kwargs; related area, not the same underlying bug." + "reason": "Both touch image_text_to_text.py, but 47032 changes stop_sequence handling while 47051 refactors generation-kwargs forwarding across multimodal pipelines. Same area, different bug/change." }, { "left": "pull_request:47032", "right": "pull_request:47045", "accept": false, - "reason": "Different subsystems and failure modes: stop-sequence handling in a text-to-text pipeline vs scalar audio format handling in Voxtral transcription." + "reason": "Unrelated bugs: image-text stop-sequence handling vs Voxtral audio array format validation/encoding." }, { "left": "pull_request:47045", "right": "pull_request:47076", "accept": false, - "reason": "Both involve audio inputs, but one validates Voxtral transcription request formats and the other validates Gemma4 audio placeholders; different code paths and fixes." + "reason": "Both are audio-related, but they fix different model processors and different failures: Voxtral format requirements vs Gemma4 audio placeholder/layout validation." }, { "left": "pull_request:47045", "right": "pull_request:47074", "accept": false, - "reason": "Voxtral audio-array encoding/format validation is unrelated to AnyToAnyPipeline input key normalization." + "reason": "Different code paths entirely: Voxtral transcription request handling vs AnyToAnyPipeline key normalization." }, { "left": "pull_request:47051", "right": "pull_request:47074", "accept": false, - "reason": "Both concern multimodal pipelines, but one forwards generation kwargs and the other normalizes input keys; distinct bugs, not mergeable as one fix." + "reason": "Same pipeline file, but 47051 forwards direct generation kwargs while 47074 normalizes input aliases. Shared subsystem only, not the same underlying bug." }, { "left": "pull_request:47051", "right": "pull_request:47060", "accept": false, - "reason": "Shared multimodal context only; one is kwarg forwarding, the other is Qwen Omni batched post-processing." + "reason": "Generation-kwargs plumbing in multimodal pipelines is unrelated to Qwen Omni batched text post-processing." }, { "left": "pull_request:47060", "right": "pull_request:47074", "accept": false, - "reason": "Rejected despite similarity: Qwen Omni batched output decoding and AnyToAny input-key normalization are different concrete issues and code paths." + "reason": "Different layers and failures: Qwen Omni decoding of batched outputs vs AnyToAnyPipeline input-key normalization." }, { "left": "pull_request:47060", "right": "pull_request:47076", "accept": false, - "reason": "One fixes batched text post-processing, the other validates Gemma4 audio placeholder construction; not the same bug." + "reason": "Qwen Omni post-processing bug and Gemma4 processor placeholder validation are separate model-specific issues." }, { "left": "pull_request:47074", "right": "pull_request:47076", "accept": false, - "reason": "AnyToAnyPipeline input normalization and Gemma4 processor audio-placeholder validation are separate changes in different components." + "reason": "AnyToAnyPipeline multimodal key normalization is not the same change as Gemma4 audio placeholder validation in processor inputs." } ] }, diff --git a/analysis/current/manifest.json b/analysis/current/manifest.json index a8457834a6983d64ac49eee0bcfd2bff43e8fcb7..05e3cb07b35a114be9fe505cdbc4de96f5fc3e48 100644 --- a/analysis/current/manifest.json +++ b/analysis/current/manifest.json @@ -1,8 +1,8 @@ { - "analysis_id": "hybrid-model-20260706t000824z", + "analysis_id": "hybrid-model-20260706t060036z", "archived_artifacts": { - "hybrid": "snapshots/20260706T000824Z/analysis-runs/hybrid-model-20260706t000824z/analysis-report-hybrid.json", - "hybrid_reviews": 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"duplicate_pr_numbers": [ + 47048 + ], + "target_issue_number": 47065, + "reason": "PRs in cluster-47048-3 are treated as duplicates because they converge on issue #47065 with closing_reference, soft_similarity evidence." + }, + { + "cluster_id": "cluster-47050-3", + "canonical_pr_number": 47083, + "duplicate_pr_numbers": [ + 47088 + ], + "target_issue_number": 47050, + "reason": "PRs in cluster-47050-3 are treated as duplicates because they converge on issue #47050 with closing_reference, shared_issue_target evidence." + } + ], + "best_issue": { + "cluster_id": "cluster-46894-7", + "issue_number": 46894, + "reason": "Issue #46894 is the strongest global issue candidate because it is open, belongs to a cluster with 7 artifacts, and carries 1 discussion comments plus 8 inbound references.", + "score": 180.0 + }, + "best_pr": { + "cluster_id": "cluster-46907-13", + "pr_number": 46907, + "reason": "PR #46907 is the strongest global PR candidate because it is open, belongs to a cluster with 13 artifacts, links to 0 issues, and carries 11 review/discussion events.", + "score": 271.974 + } +} diff --git a/snapshots/20260706T060036Z/analysis-runs/hybrid-model-20260706t060036z/analysis-report-hybrid.llm-reviews.json b/snapshots/20260706T060036Z/analysis-runs/hybrid-model-20260706t060036z/analysis-report-hybrid.llm-reviews.json new file mode 100644 index 0000000000000000000000000000000000000000..e9b9add806b4d70817ef20cffda04b3390ea067e --- /dev/null +++ b/snapshots/20260706T060036Z/analysis-runs/hybrid-model-20260706t060036z/analysis-report-hybrid.llm-reviews.json @@ -0,0 +1,26670 @@ +{ + "schema_version": "1.0", + "repo": "huggingface/transformers", + "snapshot_id": "20260706T060036Z", + "generated_at": "2026-07-06T06:13:31Z", + "model": "gpt-5.4-mini?service_tier=flex", + "reviews": [ + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-510", + "nodes": [ + "issue:24643", + "issue:30277", + "issue:34634", + "issue:34928", + "issue:35545", + "issue:36010", + "issue:36331", + "issue:39290", + "issue:41720", + "issue:41762", + "issue:42915", + "issue:43039", + "issue:43425", + "issue:43541", + "issue:43596", + "issue:43638", + "issue:43716", + "issue:43827", + "issue:43828", + "issue:43975", + "issue:44292", + "issue:44322", + "issue:44457", + "issue:44509", + "issue:44512", + "issue:44560", + "issue:44805", + "issue:44841", + "issue:44918", + "issue:45081", + "issue:45161", + "issue:45237", + "issue:45464", + "issue:45507", + "issue:45685", + "issue:45800", + "issue:45823", + "issue:45859", + "issue:45874", + "issue:45901", + "issue:45902", + "issue:46015", + "issue:46165", + "issue:46294", + "issue:46468", + "issue:46515", + "issue:46661", + "issue:46869" + ], + "soft_pairs": [ + "issue:44322|issue:45464", + "issue:45237|issue:45685", + "issue:43716|issue:45237", + "issue:43828|issue:45237", + "issue:45237|issue:46468", + "issue:45237|issue:45507", + "issue:30277|issue:35545", + "issue:35545|issue:42915", + "issue:35545|issue:41720", + "issue:45901|issue:46015", + "issue:35545|issue:36010", + "issue:44509|issue:44512", + "issue:44918|issue:46165", + "issue:46165|issue:46869", + "issue:44805|issue:45823", + "issue:43638|issue:44805", + "issue:43638|issue:46165", + "issue:43596|issue:44805", + "issue:44805|issue:46294", + "issue:44805|issue:45161", + "issue:46165|issue:46468", + "issue:44560|issue:46165", + "issue:34634|issue:35545", + "issue:30277|issue:43638", + "issue:43596|issue:43638", + "issue:43039|issue:45161", + "issue:43975|issue:44457", + "issue:44292|issue:44457", + "issue:44841|issue:46661", + "issue:43716|issue:46869", + "issue:24643|issue:30277", + "issue:34928|issue:44805", + "issue:45685|issue:46869", + "issue:45859|issue:45902", + "issue:34928|issue:36331", + "issue:43638|issue:45161", + "issue:43596|issue:45161", + "issue:43716|issue:45507", + "issue:44292|issue:45237", + "issue:45874|issue:46294", + "issue:39290|issue:45081", + "issue:45823|issue:45874", + "issue:45800|issue:46515", + "issue:34928|issue:41720", + "issue:43425|issue:44292", + "issue:43828|issue:45161", + "issue:43541|issue:43716", + "issue:43828|issue:44292", + "issue:43716|issue:46468", + "issue:45507|issue:45685", + "issue:44292|issue:44918", + "issue:43716|issue:45685", + "issue:43716|issue:44292", + "issue:44918|issue:45161", + "issue:43039|issue:44918", + "issue:41762|issue:43638", + "issue:43827|issue:44512", + "issue:43828|issue:45685", + "issue:43039|issue:43828", + "issue:30277|issue:36331", + "issue:34928|issue:36010", + "issue:45237|issue:46015", + "issue:43039|issue:44805" + ], + "prepared_review_unit_hash": "eb051dcf7b795516c44aaa4a1c7cc0a63a887f00864fd5ead899699683f9912d", + "component_budget": { + "node_count": 510, + "item_count": 510, + "soft_pair_count": 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The only clear duplicate-like pair is the DeepSpeed ZeRO-3 BertModel index error; a docs pair is thematically close but still not the same concrete issue.", + "confidence": 0.84, + "canonical_issue_reason": "issue:43596 is the clearest concrete duplicate target in the set: it describes the BertModel + DeepSpeed ZeRO-3 \"index 0 is out of bounds\" failure, and issue:43638 is a near-duplicate variant of the same bug.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43596 is the best representative issue because it has the most specific, reproducible runtime failure and cleanly subsumes the strongest duplicate candidate in the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44322", + "right": "issue:45464", + "accept": false, + "reason": "Different models and different failures: config attribute error vs streaming API failure." + }, + { + "left": "issue:45237", + "right": "issue:45685", + "accept": false, + "reason": "Unrelated hardware/runtime paths: AMD GPU failure vs MPS Int histogram limitation." + }, + { + "left": "issue:43716", + "right": "issue:45237", + "accept": false, + "reason": "Image-preprocessor dtype mismatch is not the same bug as GPT-OSS AMD GPU failure." + }, + { + "left": "issue:43828", + "right": "issue:45237", + "accept": false, + "reason": "Both are dtype/device-related at a high level, but they are different models and code paths." + }, + { + "left": "issue:45237", + "right": "issue:46468", + "accept": false, + "reason": "Different model families and no evidence of a shared root cause." + }, + { + "left": "issue:45237", + "right": "issue:45507", + "accept": false, + "reason": "Different symptom and target: AMD GPU execution vs invalid method call in GraniteMoEHybrid." + }, + { + "left": "issue:30277", + "right": "issue:35545", + "accept": false, + "reason": "Different bugs: collective mismatch under ZeRO-3 vs ONNX export failure." + }, + { + "left": "issue:35545", + "right": "issue:42915", + "accept": false, + "reason": "Both are model/export failures, but not the same code-path or concrete issue." + }, + { + "left": "issue:35545", + "right": "issue:41720", + "accept": false, + "reason": "ONNX export and auto device-map CUDA assert are unrelated." + }, + { + "left": "issue:45901", + "right": "issue:46015", + "accept": false, + "reason": "Table QA crash and outdated RAG examples are separate issues." + }, + { + "left": "issue:35545", + "right": "issue:36010", + "accept": false, + "reason": "Export error vs missing GenerationMixin import are distinct breakages." + }, + { + "left": "issue:44509", + "right": "issue:44512", + "accept": false, + "reason": "Both are stale docs after v5, but they reference different removed items and look like separate cleanup tasks." + }, + { + "left": "issue:44918", + "right": "issue:46165", + "accept": false, + "reason": "Different failure modes: TRL SFT embedding unpacking vs training resume with local model trust_remote_code." + }, + { + "left": "issue:46165", + "right": "issue:46869", + "accept": false, + "reason": "Training-resume issue and multi-GPU YOLO device-map issue are not the same bug." + }, + { + "left": "issue:44805", + "right": "issue:45823", + "accept": false, + "reason": "Mask/index shape mismatch is not the same as Gemma4 PLE device mismatch." + }, + { + "left": "issue:43638", + "right": "issue:44805", + "accept": false, + "reason": "Both mention indexing errors, but one is ZeRO-3 Bert loading and the other is a different mask/tensor shape mismatch." + }, + { + "left": "issue:43596", + "right": "issue:46165", + "accept": false, + "reason": "ZeRO-3 Bert loading error and resume-training bug do not share a concrete code path." + }, + { + "left": "issue:43596", + "right": "issue:44805", + "accept": false, + "reason": "Same broad error class, but different trigger and model; not a duplicate." + }, + { + "left": "issue:44805", + "right": "issue:46294", + "accept": false, + "reason": "Mask shape mismatch and Qwen3.5 video token/feature mismatch are unrelated." + }, + { + "left": "issue:44805", + "right": "issue:45161", + "accept": false, + "reason": "Indexing failure vs TP-only MoE problem are different issues." + }, + { + "left": "issue:46165", + "right": "issue:46468", + "accept": false, + "reason": "Resume-training problem and broken Nemotron example are not the same bug." + }, + { + "left": "issue:44560", + "right": "issue:46165", + "accept": false, + "reason": "Video StopIteration in chat template vs training resume issue are unrelated." + }, + { + "left": "issue:34634", + "right": "issue:35545", + "accept": false, + "reason": "BarkProcessor voice preset and ModernBERT ONNX export are unrelated." + }, + { + "left": "issue:30277", + "right": "issue:43638", + "accept": false, + "reason": "Collective mismatch under Jamba/ZeRO-3 is different from Bert Zero-3 index error." + }, + { + "left": "issue:43596", + "right": "issue:43638", + "accept": true, + "reason": "Same underlying ZeRO-3 BertModel bug: index-0 out-of-bounds during loading; 43638 is just the non-pretrained variant." + }, + { + "left": "issue:43039", + "right": "issue:45161", + "accept": false, + "reason": "Liger Kernel cross-entropy call and GPT-OSS TP issue are different code paths." + }, + { + "left": "issue:43975", + "right": "issue:44457", + "accept": false, + "reason": "Tokenizer detokenization bug and LoRA merge/save mismatch are unrelated." + }, + { + "left": "issue:44292", + "right": "issue:44457", + "accept": false, + "reason": "Qwen-3 NVFP4 runtime failure is not the same as LoRA save/reload inconsistency." + }, + { + "left": "issue:44841", + "right": "issue:46661", + "accept": false, + "reason": "Processor failure for Voxtral and remote-code config_class AttributeError are distinct." + }, + { + "left": "issue:43716", + "right": "issue:46869", + "accept": false, + "reason": "Mistral dtype mismatch and YOLO multi-GPU device-map failure are unrelated." + }, + { + "left": "issue:24643", + "right": "issue:30277", + "accept": false, + "reason": "DeepSpeed weight-dimension error and collective mismatch are different failures." + }, + { + "left": "issue:34928", + "right": "issue:44805", + "accept": false, + "reason": "Activation-checkpointing FSDP mismatch and mask shape error do not share the same root cause." + }, + { + "left": "issue:45685", + "right": "issue:46869", + "accept": false, + "reason": "MPS histogram op failure and YOLO multi-GPU device-map issue are unrelated." + }, + { + "left": "issue:45859", + "right": "issue:45902", + "accept": false, + "reason": "Both involve Qwen3.5Moe rotary embedding, but one is CPU-offload incompatibility and the other is uninitialized-buffer materialization; too different to merge." + }, + { + "left": "issue:34928", + "right": "issue:36331", + "accept": false, + "reason": "FSDP checkpointing mismatch and custom trainer signature change are different bugs." + }, + { + "left": "issue:43638", + "right": "issue:45161", + "accept": false, + "reason": "ZeRO-3 Bert loading error and GPT-OSS tensor-parallel bug are unrelated." + }, + { + "left": "issue:43596", + "right": "issue:45161", + "accept": false, + "reason": "Different models and failure mechanisms." + }, + { + "left": "issue:43716", + "right": "issue:46468", + "accept": false, + "reason": "Mistral dtype mismatch and Nemotron example breakage are unrelated." + }, + { + "left": "issue:45507", + "right": "issue:45685", + "accept": false, + "reason": "Invalid method call in GraniteMoEHybrid vs MPS histogram Int error are different bugs." + }, + { + "left": "issue:44292", + "right": "issue:44918", + "accept": false, + "reason": "Qwen-3 NVFP4 runtime issue and TRL embedding unpacking bug are unrelated." + }, + { + "left": "issue:43716", + "right": "issue:45685", + "accept": false, + "reason": "Different models, different hardware, different failure modes." + }, + { + "left": "issue:43716", + "right": "issue:44292", + "accept": false, + "reason": "Dtype mismatch and NVFP4 runtime error are not the same issue." + }, + { + "left": "issue:44918", + "right": "issue:45161", + "accept": false, + "reason": "TRL SFT embedding unpacking and GPT-OSS TP failure are unrelated." + }, + { + "left": "issue:43039", + "right": "issue:44918", + "accept": false, + "reason": "Liger Kernel cross-entropy call is unrelated to Qwen3.5 SFT embedding unpacking." + }, + { + "left": "issue:41762", + "right": "issue:43638", + "accept": false, + "reason": "Gemma3 ZeRO-3 loading error and Bert ZeRO-3 loading error are different model-specific bugs." + }, + { + "left": "issue:43827", + "right": "issue:44512", + "accept": false, + "reason": "Both are docs regressions, but they concern different removed references and likely different pages." + }, + { + "left": "issue:43828", + "right": "issue:45685", + "accept": false, + "reason": "Autocast dtype mismatch and MPS histogram Int failure are unrelated." + }, + { + "left": "issue:43039", + "right": "issue:43828", + "accept": false, + "reason": "Liger Kernel cross-entropy call and Phi MoE autocast mismatch are different issues." + }, + { + "left": "issue:30277", + "right": "issue:36331", + "accept": false, + "reason": "Collective mismatch under ZeRO-3 and trainer signature incompatibility are unrelated." + }, + { + "left": "issue:34928", + "right": "issue:36010", + "accept": false, + "reason": "Checkpointing/FSDP mismatch and missing GenerationMixin import are not the same bug." + }, + { + "left": "issue:45237", + "right": "issue:46015", + "accept": false, + "reason": "AMD GPU model failure and outdated RAG docs are unrelated." + }, + { + "left": "issue:43039", + "right": "issue:44805", + "accept": false, + "reason": "Liger Kernel cross-entropy path and tensor-mask indexing mismatch are different failures." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded and conservative overall. The summary stays within the packet evidence, and the only accepted duplicate pair (43596/43638) is supported by the near-identical ZeRO-3 Bert index-error titles. The other verdicts avoid overstating shared root causes, which matches the packet." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 2, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-510", + "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:43975|issue:46015", + "issue:45823|issue:46294", + "issue:44841|issue:45823", + "issue:43866|issue:46772", + "issue:44863|issue:46015", + "issue:45020|issue:46304", + "issue:45812|issue:45920", + "issue:43866|issue:44863", + "issue:44292|issue:46015", + "issue:43872|issue:46304", + "issue:39290|issue:43531", + "issue:41093|issue:43638", + "issue:43792|issue:45901", + "issue:43854|issue:43866", + "issue:43425|issue:45070", + "issue:43975|issue:45901", + "issue: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:43404|issue:43866", + "issue:45507|issue:46869", + "issue:41093|issue:41762", + "issue:45399|issue:46661", + "issue:43572|issue:45070", + "issue:45800|issue:45823" + ], + "prepared_review_unit_hash": "e78b7a6e599bc8e0ddcb0f30a5c52db526a102dcb0261297dc19ec40360a6e23", + "component_budget": { + "node_count": 510, + "item_count": 510, + "soft_pair_count": 1874, + "serialized_chars": 972522, + "estimated_input_tokens": 243131, + "estimated_eval_tokens": 486518 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 42, + "serialized_chars": 40043, + "estimated_input_tokens": 10011, + "estimated_eval_tokens": 20278 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Most items are distinct bug reports across unrelated models, APIs, and runtime paths. The only soft duplicates that look plausibly mergeable are the two v5 AutoTokenizer regression reports and the two DeepSpeed ZeRO-3 index-out-of-bounds loading reports; the rest should stay separate.", + "confidence": 0.73, + "canonical_issue_reason": "Issue 45920 is the broadest, clearest report of the tokenizer-ID regression and spans multiple model families, making it the best dedupe anchor.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45920 has the strongest user-facing impact and the most general statement of the underlying bug, so it is the best representative issue in this set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45800", + "right": "issue:46304", + "accept": false, + "reason": "Both are version-compatibility complaints, but they describe different breakages: torch/transformers mismatch vs USE_DISTRIBUTED=0 support." + }, + { + "left": "issue:43296", + "right": "issue:46304", + "accept": false, + "reason": "Different failure modes and code paths: vLLM loading PaddleOCR-VL vs distributed build support in transformers." + }, + { + "left": "issue:43866", + "right": "issue:46402", + "accept": false, + "reason": "Both are model-loading failures, but one is a corrupted checkpoint and the other is missing text-encoder weights; not the same bug." + }, + { + "left": "issue:41762", + "right": "issue:43596", + "accept": true, + "reason": "Both report the same ZeRO-3 loading path ending in index-0 out-of-bounds during model init; different models, same concrete failure mode." + }, + { + "left": "issue:39290", + "right": "issue:41720", + "accept": false, + "reason": "Gemma3/vLLM config attribute error and Qwen3 auto-device-map cuda assert are unrelated." + }, + { + "left": "issue:43901", + "right": "issue:44512", + "accept": false, + "reason": "Both are docs issues, but they concern different documentation topics with no shared underlying bug." + }, + { + "left": "issue:44589", + "right": "issue:46304", + "accept": false, + "reason": "Float8 storage lookup failure is unrelated to distributed build support regression." + }, + { + "left": "issue:45237", + "right": "issue:45901", + "accept": false, + "reason": "Different subsystems and symptoms: AMD GPU runtime failure vs table-question-answering crash." + }, + { + "left": "issue:43039", + "right": "issue:44560", + "accept": false, + "reason": "Liger Kernel cross-entropy dispatch and Qwen3-vl video StopIteration are unrelated." + }, + { + "left": "issue:43975", + "right": "issue:46015", + "accept": false, + "reason": "One is a detokenization regression, the other is outdated RAG examples." + }, + { + "left": "issue:45823", + "right": "issue:46294", + "accept": false, + "reason": "Both involve model-specific multimodal/device behavior, but the mismatches are different and not the same bug." + }, + { + "left": "issue:44841", + "right": "issue:45823", + "accept": false, + "reason": "Processor failure for Voxtral and device-map mismatch for Gemma4 PLE are different model paths." + }, + { + "left": "issue:43866", + "right": "issue:46772", + "accept": false, + "reason": "Checkpoint corruption and NVFP4 compatibility are unrelated." + }, + { + "left": "issue:44863", + "right": "issue:46015", + "accept": false, + "reason": "Checkpoint-loading failure for NemotronH does not overlap with outdated RAG docs." + }, + { + "left": "issue:45020", + "right": "issue:46304", + "accept": false, + "reason": "Broad remote_code regressions and distributed build support regressions are different change areas." + }, + { + "left": "issue:45812", + "right": "issue:45920", + "accept": true, + "reason": "Both describe the same v5 AutoTokenizer wrong-token-IDs regression across models; 45920 is the broader manifestation." + }, + { + "left": "issue:43866", + "right": "issue:44863", + "accept": false, + "reason": "Different checkpoint/model-loading problems with different root causes." + }, + { + "left": "issue:44292", + "right": "issue:46015", + "accept": false, + "reason": "Qwen-3 NVFP4 runtime failure and RAG docs cleanup are unrelated." + }, + { + "left": "issue:43872", + "right": "issue:46304", + "accept": false, + "reason": "bitsandbytes Int8Params incompatibility is unrelated to distributed build support." + }, + { + "left": "issue:39290", + "right": "issue:43531", + "accept": false, + "reason": "Gemma3 config attribute error and Qwen3-MoE sliding_window issue are separate model-specific bugs." + }, + { + "left": "issue:41093", + "right": "issue:43638", + "accept": false, + "reason": "Both are IndexErrors under ZeRO-3, but the reported shapes and triggering paths differ enough that they do not clearly share one fix." + }, + { + "left": "issue:43792", + "right": "issue:45901", + "accept": false, + "reason": "Whisper model load failure and table QA task crash are unrelated." + }, + { + "left": "issue:43854", + "right": "issue:43866", + "accept": false, + "reason": "Unit-test loading failure for GLM-4.7-Flash and corrupted Ovis2 checkpoint are distinct issues." + }, + { + "left": "issue:43425", + "right": "issue:45070", + "accept": false, + "reason": "Torch version incompatibility and a pydantic PretrainedConfig regression are different compatibility problems." + }, + { + "left": "issue:43975", + "right": "issue:46015", + "accept": false, + "reason": "Detokenization regression and stale examples are not the same underlying issue." + }, + { + "left": "issue:43792", + "right": "issue:45070", + "accept": false, + "reason": "Whisper runtime/loading failure is unrelated to the PretrainedConfig pydantic breakage." + }, + { + "left": "issue:45362", + "right": "issue:45464", + "accept": false, + "reason": "Both mention Qwen3.5 and chat, but one is a transformers chat crash while the other is a streaming chat/completions API failure." + }, + { + "left": "issue:43596", + "right": "issue:45800", + "accept": false, + "reason": "ZeRO-3 index error and torch/transformers version incompatibility are different root causes." + }, + { + "left": "issue:43541", + "right": "issue:46869", + "accept": false, + "reason": "Mixtral torch-dynamo grouped_mm failure and YOLO multi-GPU device-map failure are unrelated." + }, + { + "left": "issue:44292", + "right": "issue:45901", + "accept": false, + "reason": "Qwen NVFP4 runtime error and table QA crash are not the same bug." + }, + { + "left": "issue:39290", + "right": "issue:45823", + "accept": false, + "reason": "Gemma3TextConfig sliding-window attribute error and Gemma4 device mismatch are unrelated." + }, + { + "left": "issue:45464", + "right": "issue:45685", + "accept": false, + "reason": "Streaming inference failure and MPS histogram int error are unrelated." + }, + { + "left": "issue:36010", + "right": "issue:39290", + "accept": false, + "reason": "ImportError for GenerationMixin and Gemma3 config attribute error are different issues." + }, + { + "left": "issue:43541", + "right": "issue:45685", + "accept": false, + "reason": "Different model/runtime failures with no shared code path." + }, + { + "left": "issue:43541", + "right": "issue:43828", + "accept": false, + "reason": "Grouped_mm torch-dynamo tracing error and autocast dtype mismatch are different failure modes." + }, + { + "left": "issue:44841", + "right": "issue:45084", + "accept": false, + "reason": "Voxtral processor failure and non-template-node compile error are unrelated." + }, + { + "left": "issue:43404", + "right": "issue:43866", + "accept": false, + "reason": "Untied lm_head weights in Mistral3 and a corrupted checkpoint are not the same bug." + }, + { + "left": "issue:45507", + "right": "issue:46869", + "accept": false, + "reason": "GraniteMoEHybrid invalid method call and YOLO multi-GPU device-map failure are unrelated." + }, + { + "left": "issue:41093", + "right": "issue:41762", + "accept": false, + "reason": "Both are load-time errors, but one is a mask-shape mismatch and the other is a ZeRO-3 empty-tensor index error." + }, + { + "left": "issue:45399", + "right": "issue:46661", + "accept": false, + "reason": "Flash-attn fallback gating and remote-code model_class/config_class handling are different paths." + }, + { + "left": "issue:43572", + "right": "issue:45070", + "accept": false, + "reason": "StableLmConfig pad_token_idx regression and PretrainedConfig pydantic breakage are separate compatibility issues." + }, + { + "left": "issue:45800", + "right": "issue:45823", + "accept": false, + "reason": "Torch/transformers compatibility and Gemma4 device-map mismatch are different bugs." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet, and the soft-edge calls stay conservative. The two accepted pairs are well supported by the titles/body themes: the v5 AutoTokenizer wrong-token-ID regression reports and the DeepSpeed ZeRO-3 index-out-of-bounds loading reports. The rejections mostly distinguish different models, subsystems, or failure modes without overstating sameness." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 3, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-510", + "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:44387|issue:45005", + "issue:44291|issue:45070", + "issue:43531|issue:45070", + "issue:41093|issue:43596", + "issue:43716|issue:46294", + "issue:45020|issue:45800", + "issue:43054|issue:43994", + "issue:44479|issue:46294", + "issue:46468|issue:46869", + "issue:45759|issue:45902", + "issue:43596|issue:46165", + "issue:46640|issue:46661", + "issue:43716|issue:44918", + "issue:39186|issue:44918", + "issue:43645|issue:45399", + "issue:40990|issue:44960", + "issue:45632|issue:45698", + "issue:43404|issue:45005", + "issue:42915|issue:45399", + "issue:43873|issue:45005", + "issue:44360|issue:44512", + "issue:44492|issue:44512", + "issue:44530|issue:45005", + "issue:44863|issue:45005", + "issue:44918|issue:45507", + "issue:45183|issue:46463" + ], + "prepared_review_unit_hash": "a87a14d10f786b5d5986024b1fc1addd35d70ca58fbeabef7493bdf908403ab3", + "component_budget": { + "node_count": 510, + "item_count": 510, + "soft_pair_count": 1874, + "serialized_chars": 972522, + "estimated_input_tokens": 243131, + "estimated_eval_tokens": 486518 + }, + "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": "Mostly heterogeneous bug reports with a few true duplicate-like pairs. The clearest duplicates are around remote-code cache collisions, input validation error messaging, and a Qwen video-input regression; most other soft pairs look like false positives.", + "confidence": 0.49, + "canonical_issue_reason": "No single issue spans the whole set. The clearest duplicate thread is 45632 \u2194 45698, and 45698 is the more concrete representative because it states the user-visible failure (wrong custom module loaded after save_pretrained) rather than the underlying path-collision mechanism.", + "canonical_pr_reason": null, + "best_issue_reason": "45698 is the most actionable representative of the only strong duplicate thread in this cluster. The rest of the items are mostly separate regressions or model-specific failures rather than one shared bug.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43296", + "right": "issue:43366", + "accept": false, + "reason": "Different problems and models: PaddleOCR-VL load failure vs gpt-oss GGUF architecture support." + }, + { + "left": "issue:44805", + "right": "issue:44918", + "accept": false, + "reason": "Both are IndexErrors, but one is a mask/tensor shape mismatch and the other is TRL embedding unpacking; no clear shared code path." + }, + { + "left": "issue:43541", + "right": "issue:45161", + "accept": false, + "reason": "Both involve MoE models, but torch dynamo/grouped_mm tracing and tensor-parallel support are distinct failures." + }, + { + "left": "issue:43828", + "right": "issue:45464", + "accept": false, + "reason": "Different modalities and fixes: autocast dtype mismatch vs Qwen3.5 streaming chat/completions failure." + }, + { + "left": "issue:43366", + "right": "issue:45464", + "accept": false, + "reason": "Unrelated: gpt-oss GGUF support vs Qwen3.5 streaming inference." + }, + { + "left": "issue:44387", + "right": "issue:45005", + "accept": false, + "reason": "Quantization/OOM regression vs tied-weights behavior on translation models; not the same bug." + }, + { + "left": "issue:44291", + "right": "issue:45070", + "accept": false, + "reason": "Both are v5 regressions, but one is init_empty_weights API breakage and the other is a PretrainedConfig/pydantic field issue." + }, + { + "left": "issue:43531", + "right": "issue:45070", + "accept": false, + "reason": "Qwen3-MoE sliding_window bug and pydantic PretrainedConfig regression are unrelated." + }, + { + "left": "issue:41093", + "right": "issue:43596", + "accept": false, + "reason": "Similar IndexError phrasing, but mask-shape mismatch and deepspeed zero3/BertModel index-out-of-bounds look like different bugs." + }, + { + "left": "issue:43716", + "right": "issue:46294", + "accept": false, + "reason": "Both are multimodal failures, but image-preprocessor dtype mismatch and video feature/token mismatch are different code paths." + }, + { + "left": "issue:45020", + "right": "issue:45800", + "accept": false, + "reason": "Remote-code/custom-model breakage is unrelated to the torch 2.4.1 vs transformers 5.8.0 incompatibility claim." + }, + { + "left": "issue:43054", + "right": "issue:43994", + "accept": false, + "reason": "Same SigLIP2 family, but the reports are too different at title level: comparative embedding quality vs nonsensical AutoModel/pipeline output." + }, + { + "left": "issue:44479", + "right": "issue:46294", + "accept": true, + "reason": "Both describe the same Qwen video-input regression: feature/token count mismatch in the multimodal chat/template path." + }, + { + "left": "issue:46468", + "right": "issue:46869", + "accept": false, + "reason": "Official Nemotron example failure and YOLO multi-GPU device-map failure are unrelated." + }, + { + "left": "issue:45759", + "right": "issue:45902", + "accept": false, + "reason": "Different Qwen multimodal/config issues: text_config unwrapping vs uninitialized rotary embedding memory after to_empty materialization." + }, + { + "left": "issue:43596", + "right": "issue:46165", + "accept": false, + "reason": "Zero3/BertModel index error and remote-code resume issues do not look like the same underlying bug." + }, + { + "left": "issue:46640", + "right": "issue:46661", + "accept": false, + "reason": "Flash Attention 2 issue vs remote-code model_class/config_class AttributeError are different failures." + }, + { + "left": "issue:43716", + "right": "issue:44918", + "accept": false, + "reason": "Image-preprocessor dtype mismatch and Qwen3.5 embedding unpacking are unrelated." + }, + { + "left": "issue:39186", + "right": "issue:44918", + "accept": false, + "reason": "FSDP 2-D weight error and TRL embedding unpacking are different bugs." + }, + { + "left": "issue:43645", + "right": "issue:45399", + "accept": false, + "reason": "Custom model initialization in notebooks and flash-attn2 fallback blocking are unrelated." + }, + { + "left": "issue:40990", + "right": "issue:44960", + "accept": false, + "reason": "High perplexity on gpt-oss-20b and GLM5 are different model-specific reports." + }, + { + "left": "issue:45632", + "right": "issue:45698", + "accept": true, + "reason": "Same remote-code cache/path collision bug: wrong custom module resolution after save_pretrained is the concrete manifestation of the leaf-directory collision." + }, + { + "left": "issue:43404", + "right": "issue:45005", + "accept": false, + "reason": "lm_head tying in Mistral3 image-text generation is not the same as translation-model tied-weights regressions." + }, + { + "left": "issue:42915", + "right": "issue:45399", + "accept": false, + "reason": "Qwen3Moe FP8 failure and flash-attn2 fallback gating are different areas." + }, + { + "left": "issue:43873", + "right": "issue:45005", + "accept": false, + "reason": "Offloading/quantization behavior is unrelated to tied-weight translation model issues." + }, + { + "left": "issue:44360", + "right": "issue:44512", + "accept": false, + "reason": "DSA indexer/ReLU discussion and docs mentioning the removed run command are unrelated." + }, + { + "left": "issue:44492", + "right": "issue:44512", + "accept": false, + "reason": "A cache-strategy typo and documentation about the removed run command are different issues." + }, + { + "left": "issue:44530", + "right": "issue:45005", + "accept": false, + "reason": "PagedAttentionCache linear_attention crash on Qwen3.5 is unrelated to tied-weights regressions." + }, + { + "left": "issue:44863", + "right": "issue:45005", + "accept": false, + "reason": "NemotronH checkpoint loading and translation-model tied weights are different problems." + }, + { + "left": "issue:44918", + "right": "issue:45507", + "accept": false, + "reason": "Qwen3.5 embedding unpacking and GraniteMoEHybrid invalid method calls are unrelated." + }, + { + "left": "issue:45183", + "right": "issue:46463", + "accept": true, + "reason": "Same input-validation bug family: 46463 is a T5-specific instance of the XOR validation/error-message problem described in 45183." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative overall. The identified duplicate-like pairs (45632\u219445698, 45183\u219446463, 44479\u219446294) are plausible from the titles, and the false-pair rejections are appropriately cautious. Confidence and wording do not overstate the evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 4, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-510", + "nodes": [ + "issue:24643", + "issue:28530", + "issue:36331", + "issue:38175", + "issue:39692", + "issue:41553", + "issue:41762", + "issue:42915", + "issue:42947", + "issue:43054", + "issue:43493", + "issue:43643", + "issue:43644", + "issue:43782", + "issue:43824", + "issue:43828", + "issue:43856", + "issue:43872", + "issue:43881", + "issue:43883", + "issue:43950", + "issue:43975", + "issue:44292", + "issue:44387", + "issue:44403", + "issue:44451", + "issue:44488", + "issue:44534", + "issue:44589", + "issue:44910", + "issue:44928", + "issue:44960", + "issue:44991", + "issue:45020", + "issue:45399", + "issue:45520", + "issue:45663", + "issue:45701", + "issue:45859", + "issue:45902", + "issue:45920", + "issue:45987", + "issue:46489", + "issue:46491", + "issue:46858", + "issue:46899", + "issue:46932" + ], + "soft_pairs": [ + "issue:43975|issue:44292", + "issue:46489|issue:46491", + "issue: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:45920|issue:46489", + "issue:43054|issue:45701", + "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:41553|issue:43883", + "issue:44403|issue:44451", + "issue:43975|issue:45520", + "issue:24643|issue:28530", + "issue:44403|issue:44488", + "issue:43643|issue:45020", + "issue:42947|issue:43856", + "issue:41762|issue:42915", + "issue:44991|issue:45399", + "issue:41553|issue:43881", + "issue:43824|issue:43872", + "issue:43782|issue:44960" + ], + "prepared_review_unit_hash": "0e1adf960d73740e1b390cc4d69cd8008848917a02367d0278286d09fccf66e3", + "component_budget": { + "node_count": 510, + "item_count": 510, + "soft_pair_count": 1874, + "serialized_chars": 972522, + "estimated_input_tokens": 243131, + "estimated_eval_tokens": 486518 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36286, + "estimated_input_tokens": 9072, + "estimated_eval_tokens": 18400 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is mostly a mix of unrelated Transformers bug reports. Clear duplicate-style matches appear around the non-persistent buffer regression, the cache.get_seq_length contract regression, and the Gemma4 quantized embedders dtype-cast bug. Most other pairs are only loosely similar and should stay separate.", + "confidence": 0.79, + "canonical_issue_reason": "issue:43950 is the strongest canonical issue for the non-persistent-buffer regression: it states the v5 regression clearly, matches two other close variants in this cluster, and is broad enough to represent the underlying bug.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43950 is the best overall issue candidate in this set because it cleanly captures a concrete regression and aligns with multiple near-duplicate reports; the other issues are either narrower follow-ups or unrelated symptoms.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43975", + "right": "issue:44292", + "accept": false, + "reason": "Different problems: DeepSeek tokenizer detokenization vs a Qwen NVFP4 loading failure." + }, + { + "left": "issue:46489", + "right": "issue:46491", + "accept": false, + "reason": "Both are tokenizer bugs, but they describe different concrete failures and different models; not the same underlying defect." + }, + { + "left": "issue:39692", + "right": "issue:43054", + "accept": false, + "reason": "One is documentation/example errors, the other is a model quality/embedding regression." + }, + { + "left": "issue:43950", + "right": "issue:44534", + "accept": true, + "reason": "Same underlying v5 regression about non-persistent buffers being filled/corrupted with junk." + }, + { + "left": "issue:36331", + "right": "issue:41762", + "accept": false, + "reason": "Different code paths: custom compute_loss signature vs DeepSpeed ZeRO-3 loading failure." + }, + { + "left": "issue:43643", + "right": "issue:43950", + "accept": false, + "reason": "Related to v5 regressions, but one is AutoConfig missing fields under trust_remote_code and the other is non-persistent buffer corruption." + }, + { + "left": "issue:43872", + "right": "issue:44589", + "accept": false, + "reason": "Both involve quantization/storage internals, but the failures are different enough that they do not look like one bug." + }, + { + "left": "issue:46899", + "right": "issue:46932", + "accept": true, + "reason": "Same Gemma4 quantized vision/audio embedder dtype-casting bug; 46932 is explicitly a fix for the same issue." + }, + { + "left": "issue:43828", + "right": "issue:44928", + "accept": false, + "reason": "Different symptoms and root causes: autocast dtype mismatch vs 3D position_ids causing SDPA/math fallback and gradient collapse." + }, + { + "left": "issue:45920", + "right": "issue:46489", + "accept": false, + "reason": "Both are tokenizer regressions, but one is a broad multi-model token-ID issue and the other is a specific DeepSeek-Coder v1 output regression." + }, + { + "left": "issue:43054", + "right": "issue:45701", + "accept": false, + "reason": "Model embedding quality regression is not the same as a general tokenization-change report." + }, + { + "left": "issue:38175", + "right": "issue:43054", + "accept": false, + "reason": "Same model family, but the reported failures differ: zero probabilities vs worse text embeddings." + }, + { + "left": "issue:45987", + "right": "issue:46858", + "accept": true, + "reason": "Same cache API regression: get_seq_length returns the wrong type/shape and breaks downstream arithmetic." + }, + { + "left": "issue:43950", + "right": "issue:45902", + "accept": true, + "reason": "Same non-persistent-buffer regression; 45902 is a specific manifestation of the junk-buffer bug." + }, + { + "left": "issue:43054", + "right": "issue:43493", + "accept": false, + "reason": "Both concern SigLIP2, but one is a quality complaint and the other is an HF-vs-JAX implementation discrepancy." + }, + { + "left": "issue:44910", + "right": "issue:45859", + "accept": false, + "reason": "Different bugs: flash-attention crash from 3D position_ids vs CPU-offload incompatibility in rotary embedding." + }, + { + "left": "issue:42947", + "right": "issue:44387", + "accept": false, + "reason": "Both are memory-related, but gradient checkpointing/LoRA inefficiency is not the same bug as int4 quantization OOM." + }, + { + "left": "issue:45663", + "right": "issue:45902", + "accept": false, + "reason": "Different models and failure modes: Gemma4 FSDP2 shared_kv_states vs non-persistent buffer corruption." + }, + { + "left": "issue:41553", + "right": "issue:43883", + "accept": false, + "reason": "Bad error message for AutoTokenizer loading Voxtral is unrelated to a missing all_tied_weights_keys attribute." + }, + { + "left": "issue:44403", + "right": "issue:44451", + "accept": false, + "reason": "One is a noisy logging complaint, the other is a model loading failure." + }, + { + "left": "issue:43975", + "right": "issue:45520", + "accept": false, + "reason": "Tokenizer detokenization bug and a Python 3.13 flash_attn import issue are unrelated." + }, + { + "left": "issue:24643", + "right": "issue:28530", + "accept": false, + "reason": "Training with DeepSpeed and early-stopping metric configuration are unrelated issues." + }, + { + "left": "issue:44403", + "right": "issue:44488", + "accept": false, + "reason": "Both involve loading behavior, but the specific failures and models differ." + }, + { + "left": "issue:43643", + "right": "issue:45020", + "accept": false, + "reason": "One is a specific AutoConfig trust_remote_code field-loss bug; the other is a broad remote_code breakage report." + }, + { + "left": "issue:42947", + "right": "issue:43856", + "accept": false, + "reason": "Both mention training/memory, but they are different model and performance issues." + }, + { + "left": "issue:41762", + "right": "issue:42915", + "accept": false, + "reason": "Different model-loading failures with different optimization stacks and error signatures." + }, + { + "left": "issue:44991", + "right": "issue:45399", + "accept": false, + "reason": "Tokenizer loading for a specific model is unrelated to flash-attn2 fallback logic." + }, + { + "left": "issue:41553", + "right": "issue:43881", + "accept": false, + "reason": "Bad error message on tokenizer loading vs a model loading failure for a different architecture." + }, + { + "left": "issue:43824", + "right": "issue:43872", + "accept": false, + "reason": "ImportError for a missing model class is unrelated to the bitsandbytes parameter-construction incompatibility." + }, + { + "left": "issue:43782", + "right": "issue:44960", + "accept": false, + "reason": "Qwen3VL weight_only loading error and a GLM5 report do not look like the same bug." + }, + { + "left": "issue:44403", + "right": "issue:44488", + "accept": false, + "reason": "Generic loading noise vs a specific model load failure are not the same underlying issue." + }, + { + "left": "issue:44910", + "right": "issue:45859", + "accept": false, + "reason": "Flash-attention crash and CPU-offload incompatibility are separate code-path problems." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded and mostly conservative. The strongest matches are the non-persistent-buffer regression cluster, the cache.get_seq_length contract regression, and the Gemma4 quantized embedder dtype-cast pair. The remaining pairwise rejections are appropriately cautious and the summary does not overstate unrelated issues as duplicates." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 5, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-510", + "nodes": [ + "issue:24643", + "issue:30064", + "issue:36331", + "issue:41093", + "issue:41553", + "issue:42491", + "issue:42947", + "issue:43257", + "issue:43404", + "issue:43792", + "issue:43827", + "issue:43828", + "issue:43854", + "issue:43872", + "issue:43881", + "issue:43883", + "issue:43940", + "issue:43950", + "issue:44220", + "issue:44291", + "issue:44368", + "issue:44479", + "issue:44509", + "issue:44560", + "issue:44661", + "issue:44805", + "issue:44863", + "issue:44928", + "issue:44991", + "issue:45020", + "issue:45081", + "issue:45305", + "issue:45313", + "issue:45356", + "issue:45399", + "issue:45488", + "issue:45588", + "issue:45685", + "issue:45715", + "issue:45759", + "issue:45823", + "issue:45923", + "issue:46315", + "issue:46489", + "issue:46661", + "issue:46869", + "issue:46894", + "issue:46897" + ], + "soft_pairs": [ + "issue:45685|issue:45823", + "issue:45081|issue:45399", + "issue:45020|issue:45823", + "issue:44661|issue:45020", + "issue:43828|issue:45823", + "issue:42491|issue:44368", + "issue:43881|issue:43883", + "issue:45020|issue:45356", + "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:43404|issue:43950", + "issue:46894|issue:46897", + "issue:45020|issue:46661", + "issue:43792|issue:44220", + "issue:43257|issue:45305", + "issue:42947|issue:45923", + "issue:36331|issue:41093", + "issue:43940|issue:45313", + "issue:43854|issue:44863", + "issue:41553|issue:44991", + "issue:44928|issue:45588", + "issue:44479|issue:44560", + "issue:41093|issue:44805", + "issue:24643|issue:30064" + ], + "prepared_review_unit_hash": "d301cff380f2e3e86fcc0a9d64887eb81e1f8d99c07da07a54f3ff80c7d27f46", + "component_budget": { + "node_count": 510, + "item_count": 510, + "soft_pair_count": 1874, + "serialized_chars": 972522, + "estimated_input_tokens": 243131, + "estimated_eval_tokens": 486518 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36756, + "estimated_input_tokens": 9189, + "estimated_eval_tokens": 18634 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous: several unrelated model-loading, tokenizer, docs, and training bugs are mixed together. Only a few soft pairs look like true duplicates of the same underlying failure signature.", + "confidence": 0.81, + "canonical_issue_reason": "No single issue cleanly represents the whole cluster. The clearest duplicate subcluster is the `_is_hf_initialized`/`init_empty_weights` compatibility error, anchored by issue 43872.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43872 is the best representative issue because it has a specific, actionable failure signature and the strongest duplicate match in the set (44291).", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45685", + "right": "issue:45823", + "accept": false, + "reason": "Different problems: an MPS histogram/int dtype limitation vs a device-map forward mismatch." + }, + { + "left": "issue:45081", + "right": "issue:45399", + "accept": false, + "reason": "Both touch attention/tokenizer internals, but the failures and code paths are unrelated." + }, + { + "left": "issue:45020", + "right": "issue:45823", + "accept": false, + "reason": "One is a broad remote_code regression; the other is a specific PLE device mismatch." + }, + { + "left": "issue:44661", + "right": "issue:45020", + "accept": false, + "reason": "Different bug classes: tokenizer mapping support vs remote_code model loading regressions." + }, + { + "left": "issue:43828", + "right": "issue:45823", + "accept": false, + "reason": "Both are model/runtime issues, but the reported dtype mismatch and device mismatch are distinct." + }, + { + "left": "issue:42491", + "right": "issue:44368", + "accept": false, + "reason": "Related to Qwen/LoRA/tie embeddings, but one is a version-compatibility break and the other is only a warning about config cleanup." + }, + { + "left": "issue:43881", + "right": "issue:43883", + "accept": false, + "reason": "Both are model loading failures, but they describe different models and different root causes." + }, + { + "left": "issue:45020", + "right": "issue:45356", + "accept": false, + "reason": "Generic remote_code breakage vs a tokenizer codec regression are not the same issue." + }, + { + "left": "issue:45715", + "right": "issue:46315", + "accept": false, + "reason": "Both are tokenizer performance regressions, but they affect opposite conversion directions and likely different hot paths." + }, + { + "left": "issue:43872", + "right": "issue:46869", + "accept": false, + "reason": "Unexpected `_is_hf_initialized`/bitsandbytes incompatibility is unrelated to YOLO multi-GPU device-map behavior." + }, + { + "left": "issue:45759", + "right": "issue:46661", + "accept": false, + "reason": "Both involve auto-model handling of remote/custom configs, but one is a from_config unwrap bug and the other is a config_class attribute error." + }, + { + "left": "issue:43872", + "right": "issue:44291", + "accept": true, + "reason": "Same underlying `_is_hf_initialized` TypeError during model initialization/loading; the second issue is a variant of the same compatibility break." + }, + { + "left": "issue:43827", + "right": "issue:44509", + "accept": true, + "reason": "Both report the same docs regression after v5 pipeline removals, just with slightly different examples." + }, + { + "left": "issue:45488", + "right": "issue:46489", + "accept": false, + "reason": "Both are tokenizer regressions in DeepSeek-family models, but the specific failure mechanisms appear different." + }, + { + "left": "issue:43404", + "right": "issue:43950", + "accept": false, + "reason": "A tied-weight bug and a non-persistent buffer regression are different code-path failures." + }, + { + "left": "issue:46894", + "right": "issue:46897", + "accept": true, + "reason": "Near-identical training-loss double-shift reports; same bug pattern with different model names." + }, + { + "left": "issue:45020", + "right": "issue:46661", + "accept": false, + "reason": "Generic remote_code breakage is broader than the specific AutoModel config_class error." + }, + { + "left": "issue:43792", + "right": "issue:44220", + "accept": false, + "reason": "Likely audio-related, but the titles do not show the same concrete failure or code path clearly enough." + }, + { + "left": "issue:43257", + "right": "issue:45305", + "accept": false, + "reason": "Both involve DeepSpeed, but one is weight conversion/loading and the other is gradient averaging semantics." + }, + { + "left": "issue:42947", + "right": "issue:45923", + "accept": false, + "reason": "Gradient checkpointing symptoms, but one is ineffective LoRA checkpointing and the other is a missing support flag." + }, + { + "left": "issue:36331", + "right": "issue:41093", + "accept": false, + "reason": "Different error surfaces: trainer signature mismatch vs tensor/mask shape mismatch." + }, + { + "left": "issue:43940", + "right": "issue:45313", + "accept": false, + "reason": "Both are Qwen + DeepSpeed ZeRO-3 load failures, but the model variants and missing-weight patterns differ too much to merge confidently." + }, + { + "left": "issue:43854", + "right": "issue:44863", + "accept": false, + "reason": "Both fail model loading, but on different architectures with no shared failure signature." + }, + { + "left": "issue:41553", + "right": "issue:44991", + "accept": false, + "reason": "Different tokenizer issues for different models; only the broad area overlaps." + }, + { + "left": "issue:44928", + "right": "issue:45588", + "accept": false, + "reason": "Both mention attention-related runtime problems, but one is RLHF/position_ids/SDPA numerics and the other is a flash_attention integration AttributeError." + }, + { + "left": "issue:44479", + "right": "issue:44560", + "accept": false, + "reason": "Related to Qwen video inputs, but one is a broad regression and the other is a specific StopIteration failure; not enough to treat as the same bug." + }, + { + "left": "issue:41093", + "right": "issue:44805", + "accept": true, + "reason": "Same mask-vs-tensor shape mismatch IndexError with the same failure pattern; likely duplicate reports of the same underlying bug." + }, + { + "left": "issue:24643", + "right": "issue:30064", + "accept": false, + "reason": "Completely different domains: DeepSpeed training weight shape error vs image processor segmentation-map handling." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative about the soft edges. The accepted duplicate pairs are well supported by the titles, and the rejected pairs mostly reflect genuinely different failure modes rather than overreach." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 6, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-510", + "nodes": [ + "issue:36010", + "issue:38175", + "issue:41553", + "issue:42491", + "issue:42617", + "issue:42915", + "issue:43366", + "issue:43531", + "issue:43550", + "issue:43596", + "issue:43632", + "issue:43638", + "issue:43645", + "issue:43646", + "issue:43716", + "issue:43720", + "issue:43824", + "issue:43828", + "issue:43950", + "issue:43957", + "issue:43994", + "issue:44155", + "issue:44488", + "issue:44530", + "issue:44560", + "issue:44589", + "issue:44661", + "issue:44683", + "issue:44805", + "issue:44863", + "issue:44877", + "issue:44910", + "issue:44918", + "issue:45030", + "issue:45325", + "issue:45584", + "issue:45663", + "issue:45672", + "issue:45685", + "issue:45812", + "issue:45823", + "issue:45834", + "issue:45902", + "issue:46402", + "issue:46489", + "issue:46515", + "issue:46858", + "issue:46899" + ], + "soft_pairs": [ + "issue:44530|issue:44863", + "issue:44863|issue:46402", + "issue:43366|issue:43828", + "issue:43366|issue:43531", + "issue:41553|issue:44488", + "issue:43596|issue:46515", + "issue:45325|issue:45902", + "issue:43366|issue:44589", + "issue:44155|issue:45584", + "issue:43638|issue:46515", + "issue:45663|issue:45823", + "issue:42915|issue:43957", + "issue:43824|issue:43957", + "issue:43950|issue:45834", + "issue:43716|issue:44560", + "issue:43645|issue:43646", + "issue:44910|issue:46858", + "issue:42617|issue:43366", + "issue:44560|issue:45685", + "issue:43550|issue:44910", + "issue:36010|issue:42915", + "issue:44560|issue:44918", + "issue:44683|issue:46515", + "issue:45812|issue:46489", + "issue:45823|issue:46515", + "issue:44661|issue:45823", + "issue:44560|issue:44805", + "issue:38175|issue:43994", + "issue:44877|issue:45030", + "issue:45672|issue:46899", + "issue:43638|issue:44661", + "issue:43596|issue:44661", + "issue:42491|issue:43720", + "issue:43632|issue:45834", + "issue:44661|issue:44805" + ], + "prepared_review_unit_hash": "53d18906fb23deada5b60ea466b866d3a3ccc6a219a5af024761ecdb07b714a8", + "component_budget": { + "node_count": 510, + "item_count": 510, + "soft_pair_count": 1874, + "serialized_chars": 972522, + "estimated_input_tokens": 243131, + "estimated_eval_tokens": 486518 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 35, + "serialized_chars": 38357, + "estimated_input_tokens": 9590, + "estimated_eval_tokens": 19436 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a set of unrelated closed issues, with only a few true duplicates: the two custom model initialization regressions, the two SigLIP2 output-failure reports, and the two Gemma4 4-bit quantization/dtype reports.", + "confidence": 0.68, + "canonical_issue_reason": "issue:43646 is the broadest, cleanest representative of the duplicated custom-model initialization regression; issue:43645 is a notebook-specific variant of the same problem.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43646 is the best anchor issue because it states the underlying regression most generically and matches the duplicate pair most directly.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44530", + "right": "issue:44863", + "accept": false, + "reason": "Both are model-loading failures, but they affect different architectures and different code paths; not the same bug." + }, + { + "left": "issue:44863", + "right": "issue:46402", + "accept": false, + "reason": "Different models and different loading symptoms; too broad to treat as one defect." + }, + { + "left": "issue:43366", + "right": "issue:43828", + "accept": false, + "reason": "Unrelated issues: GGUF architecture support vs a dtype mismatch in a MoE model." + }, + { + "left": "issue:43366", + "right": "issue:43531", + "accept": false, + "reason": "Both mention Qwen3-MoE/GGUF-ish areas, but one is GGUF support and the other is a sliding_window bug; different problems." + }, + { + "left": "issue:41553", + "right": "issue:44488", + "accept": false, + "reason": "Both are loading-related, but they concern different tokenizer/model failures and different root causes." + }, + { + "left": "issue:43596", + "right": "issue:46515", + "accept": false, + "reason": "A Deepspeed/Bert index error is not the same as a general torch version incompatibility." + }, + { + "left": "issue:45325", + "right": "issue:45902", + "accept": false, + "reason": "Both involve rotary/position-id logic, but for different models and different failure modes." + }, + { + "left": "issue:43366", + "right": "issue:44589", + "accept": false, + "reason": "Completely different bugs: GGUF architecture support vs a Float8 storage deserialization error." + }, + { + "left": "issue:44155", + "right": "issue:45584", + "accept": false, + "reason": "Different subsystems and failures: batched audio embedding leakage vs Whisper empty-transcription handling." + }, + { + "left": "issue:43638", + "right": "issue:46515", + "accept": false, + "reason": "One is a Bert/Deepspeed zero3 index error; the other is a torch version incompatibility, not the same concrete bug." + }, + { + "left": "issue:45663", + "right": "issue:45823", + "accept": false, + "reason": "Same model family, but different code paths: FSDP2 shared_kv_states rebuild vs device_map auto device mismatch." + }, + { + "left": "issue:42915", + "right": "issue:43957", + "accept": false, + "reason": "Different failures: FP8 config handling vs meta-device loading." + }, + { + "left": "issue:43824", + "right": "issue:43957", + "accept": false, + "reason": "An import/export omission is not the same as a meta-device loading regression." + }, + { + "left": "issue:43950", + "right": "issue:45834", + "accept": false, + "reason": "Non-persistent buffer corruption and long OCR index errors are unrelated." + }, + { + "left": "issue:43716", + "right": "issue:44560", + "accept": false, + "reason": "Different multimodal models and different runtime errors." + }, + { + "left": "issue:43645", + "right": "issue:43646", + "accept": true, + "reason": "Same underlying Transformers 5 custom model initialization regression; 43645 is just the Jupyter-specific manifestation." + }, + { + "left": "issue:44910", + "right": "issue:46858", + "accept": false, + "reason": "Both are cache/positioning issues, but one is Flash Attention on Qwen3.5 and the other is static-cache arithmetic on non-CUDA backends." + }, + { + "left": "issue:42617", + "right": "issue:43366", + "accept": false, + "reason": "Unrelated: a script execution problem vs GGUF model architecture support." + }, + { + "left": "issue:44560", + "right": "issue:45685", + "accept": false, + "reason": "No shared underlying bug; video embedding StopIteration is unrelated to an MPS histogram limitation." + }, + { + "left": "issue:43550", + "right": "issue:44910", + "accept": false, + "reason": "Both are attention/compile crashes, but on different models and different mechanics." + }, + { + "left": "issue:36010", + "right": "issue:42915", + "accept": false, + "reason": "Importing GenerationMixin and Qwen3MoE FP8 failure are unrelated." + }, + { + "left": "issue:44560", + "right": "issue:44918", + "accept": false, + "reason": "Different Qwen3.5-related failures with different pipelines and causes." + }, + { + "left": "issue:44683", + "right": "issue:46515", + "accept": false, + "reason": "Torch version issues, but one is a torch>=2.9 flex_attention failure and the other is a torch 2.4.1 incompatibility; not the same bug." + }, + { + "left": "issue:45812", + "right": "issue:46489", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different model families and likely different mappings/fixes." + }, + { + "left": "issue:45823", + "right": "issue:46515", + "accept": false, + "reason": "A Gemma4 device-placement bug is not the same as a generic torch compatibility issue." + }, + { + "left": "issue:44661", + "right": "issue:45823", + "accept": false, + "reason": "Tokenizer-mapping validation and Gemma4 device mismatch are unrelated." + }, + { + "left": "issue:44560", + "right": "issue:44805", + "accept": false, + "reason": "Different model paths and different error types; not duplicates." + }, + { + "left": "issue:38175", + "right": "issue:43994", + "accept": true, + "reason": "Same model family and same wrong-output symptom for siglip2-base-patch16-224; one report is just phrased as zero probabilities while the other says nonsensical results." + }, + { + "left": "issue:44877", + "right": "issue:45030", + "accept": false, + "reason": "Both are config-validation complaints, but they involve different models and different validation rules." + }, + { + "left": "issue:45672", + "right": "issue:46899", + "accept": true, + "reason": "Both describe Gemma4 4-bit quantization failures in multimodal/audio-vision embedders caused by unsafe dtype handling." + }, + { + "left": "issue:43638", + "right": "issue:44661", + "accept": false, + "reason": "Zero3/Bert initialization and tokenizer-mapping validation are unrelated." + }, + { + "left": "issue:43596", + "right": "issue:44661", + "accept": false, + "reason": "A Deepspeed/Bert index error is unrelated to add-new-model-like/tokenizer mapping logic." + }, + { + "left": "issue:42491", + "right": "issue:43720", + "accept": false, + "reason": "Different areas: LoRA/Qwen3 MoE compatibility vs BitNet packed-weight loading." + }, + { + "left": "issue:43632", + "right": "issue:45834", + "accept": false, + "reason": "An _is_hf_initialized regression is unrelated to a long-OCR index error." + }, + { + "left": "issue:44661", + "right": "issue:44805", + "accept": false, + "reason": "Tokenizer mapping validation and a mask/tensor shape mismatch are different bugs." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The grouping looks grounded in the packet: the three accepted duplicate pairs are well-supported by the titles/body themes, and the rest of the soft-edge verdicts stay conservative by distinguishing different models, subsystems, or failure modes. The canonical issue choice is also reasonable, with 43646 as the broader representative of the custom-model initialization regression." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 7, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-510", + "nodes": [ + "issue:38175", + "issue:39692", + "issue:41720", + "issue:42491", + "issue:42915", + "issue:43257", + "issue:43317", + "issue:43644", + "issue:43645", + "issue:43708", + "issue:43854", + "issue:43856", + "issue:43873", + "issue:43931", + "issue:43994", + "issue:44075", + "issue:44164", + "issue:44291", + "issue:44387", + "issue:44402", + "issue:44451", + "issue:44488", + "issue:44534", + "issue:44756", + "issue:44863", + "issue:44910", + "issue:44960", + "issue:44977", + "issue:44991", + "issue:45276", + "issue:45292", + "issue:45313", + "issue:45335", + "issue:45357", + "issue:45362", + "issue:45406", + "issue:45488", + "issue:45507", + "issue:45588", + "issue:45812", + "issue:46050", + "issue:46459", + "issue:46468", + "issue:46512", + "issue:46846", + "issue:46897", + "issue:46901" + ], + "soft_pairs": [ + "issue:43317|issue:44756", + "issue:38175|issue:39692", + "issue:43644|issue:44534", + "issue:41720|issue:42915", + "issue:42915|issue:44756", + "issue:42491|issue:45276", + "issue:44960|issue:44977", + "issue:44451|issue:44488", + "issue:44863|issue:46846", + "issue:46459|issue:46512", + "issue:45313|issue:45357", + "issue:45507|issue:46468", + "issue:43644|issue:43645", + "issue:39692|issue:43994", + "issue:43257|issue:43854", + "issue:44488|issue:44991", + "issue:43856|issue:43873", + "issue:43854|issue:43931", + "issue:42491|issue:45292", + "issue:43856|issue:44387", + "issue:42491|issue:45335", + "issue:43708|issue:44075", + "issue:44960|issue:46050", + "issue:44164|issue:44291", + "issue:46897|issue:46901", + "issue:45276|issue:45335", + "issue:45488|issue:45812", + "issue:45362|issue:45406", + "issue:44910|issue:45588", + "issue:44402|issue:44488", + "issue:39692|issue:44960" + ], + "prepared_review_unit_hash": "2ba33f57612cd89f022a2e5c30befdd636b7e0fcb77b97e75cd291dc4733dbfc", + "component_budget": { + "node_count": 510, + "item_count": 510, + "soft_pair_count": 1874, + "serialized_chars": 972522, + "estimated_input_tokens": 243131, + "estimated_eval_tokens": 486518 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 36348, + "estimated_input_tokens": 9087, + "estimated_eval_tokens": 18430 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Most pairs are distinct, but there are a few clear duplicate regressions. The strongest duplicate cluster is the resize_token_embeddings/output_embeddings bug, which is best represented by the broader report rather than the model-specific follow-up.", + "confidence": 0.71, + "canonical_issue_reason": "issue:45276 is the best canonical issue because it states the generic resize_token_embeddings regression and the paired report issue:45335 is just a T5Gemma-specific manifestation of the same bug.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45276 is the strongest cluster anchor: broad scope, clear failure mode, and more supporting discussion than the narrower duplicate.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43317", + "right": "issue:44756", + "accept": false, + "reason": "Different bugs: dequantized-model loading with offload vs disabling mmap on Strix Halo to avoid OOM." + }, + { + "left": "issue:38175", + "right": "issue:39692", + "accept": false, + "reason": "Same model family, but different problems: zero probabilities vs documentation example/model-processor mismatch and quantization failures." + }, + { + "left": "issue:43644", + "right": "issue:44534", + "accept": true, + "reason": "Same regression: Transformers v5 filling non-persistent buffers with junk; the titles are effectively the same bug." + }, + { + "left": "issue:41720", + "right": "issue:42915", + "accept": false, + "reason": "Both mention Qwen3, but one is auto device mapping cudaErrorAssert and the other is FineGrainedFP8Config failure; different code paths." + }, + { + "left": "issue:42915", + "right": "issue:44756", + "accept": false, + "reason": "Unrelated failures: Qwen3Moe FP8 config vs Strix Halo mmap/OOM." + }, + { + "left": "issue:42491", + "right": "issue:45276", + "accept": false, + "reason": "Different issue areas: Qwen3 MOE LoRA compatibility across branches vs resize_token_embeddings not updating embeddings." + }, + { + "left": "issue:44960", + "right": "issue:44977", + "accept": false, + "reason": "Different models and symptoms; no evidence they are the same underlying flash-attention bug." + }, + { + "left": "issue:44451", + "right": "issue:44488", + "accept": false, + "reason": "Both are load failures, but for different models; not enough evidence of one shared root cause." + }, + { + "left": "issue:44863", + "right": "issue:46846", + "accept": false, + "reason": "NemotronH checkpoint loading failure vs Qwen3.5 TP plan missing linear_attn entries; distinct bugs." + }, + { + "left": "issue:46459", + "right": "issue:46512", + "accept": false, + "reason": "Both involve dtype handling, but one is loading composite checkpoints and the other is from_config stale config state; separate regressions." + }, + { + "left": "issue:45313", + "right": "issue:45357", + "accept": false, + "reason": "Different Qwen3.5 failures: ZeRO-3 language_model weight loading vs incorrect visual encoder keys on save_pretrained." + }, + { + "left": "issue:45507", + "right": "issue:46468", + "accept": false, + "reason": "Different models and failures; one is an invalid method call in GraniteMoEHybrid, the other is a broken Nemotron example." + }, + { + "left": "issue:43644", + "right": "issue:43645", + "accept": false, + "reason": "Non-persistent buffer junk is unrelated to Jupyter notebook custom-model initialization." + }, + { + "left": "issue:39692", + "right": "issue:43994", + "accept": false, + "reason": "Both involve SigLIP2, but the first is a broken documentation example while the second is an actual model/pipeline output bug." + }, + { + "left": "issue:43257", + "right": "issue:43854", + "accept": false, + "reason": "Different failures: Qwen3 MOE weights not converted under accelerate+deepspeed vs GLM-4.7-Flash test loading." + }, + { + "left": "issue:44488", + "right": "issue:44991", + "accept": false, + "reason": "Different models and symptoms; one is a model load failure, the other a tokenizer load regression." + }, + { + "left": "issue:43856", + "right": "issue:43873", + "accept": false, + "reason": "Both are about memory/offload behavior, but one is Qwen3 MoE training memory usage and the other is quantization offloading not working." + }, + { + "left": "issue:43854", + "right": "issue:43931", + "accept": false, + "reason": "Different model-loading issues: GLM-4.7-Flash unit tests vs Qwen3-VL weight-shape mismatch." + }, + { + "left": "issue:42491", + "right": "issue:45292", + "accept": false, + "reason": "LoRA branch-compatibility problem vs generic resize_token_embeddings behavior; not the same bug." + }, + { + "left": "issue:43856", + "right": "issue:44387", + "accept": false, + "reason": "Related to memory, but one is training memory usage in Qwen3 MoE and the other is increased CUDA reserved memory under int4 quantization." + }, + { + "left": "issue:42491", + "right": "issue:45335", + "accept": false, + "reason": "The T5Gemma-specific resize_token_embeddings report is not about Qwen3 MoE LoRA compatibility." + }, + { + "left": "issue:43708", + "right": "issue:44075", + "accept": false, + "reason": "Trainer checkpoint-resume max_steps bug vs SGD optimizer arguments not being used." + }, + { + "left": "issue:44960", + "right": "issue:46050", + "accept": false, + "reason": "GLM5 flash-attention/generation bug vs quantized-model save/load breakage after sinq." + }, + { + "left": "issue:44164", + "right": "issue:44291", + "accept": false, + "reason": "Different serialization/loading problems: extra_state handling vs init_empty_weights unexpected argument." + }, + { + "left": "issue:46897", + "right": "issue:46901", + "accept": true, + "reason": "Same training-loss double-shift bug; the PPFormulaNet report is the same label-slicing error described by the Florence2 issue." + }, + { + "left": "issue:45276", + "right": "issue:45335", + "accept": true, + "reason": "Same resize_token_embeddings regression; 45335 is a T5Gemma-specific instance of the broader output_embeddings bug." + }, + { + "left": "issue:45488", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions in v5, but they affect different model families and likely different code paths." + }, + { + "left": "issue:45362", + "right": "issue:45406", + "accept": false, + "reason": "Different crashes: Qwen3.5 chat generation vs Gemma4Processor missing _tokenizer in transformers serve." + }, + { + "left": "issue:44910", + "right": "issue:45588", + "accept": false, + "reason": "Different flash_attention failures with different root causes: packed-sequence misinterpretation vs s_aux=None AttributeError." + }, + { + "left": "issue:44402", + "right": "issue:44488", + "accept": false, + "reason": "Tokenizer vocab-size mismatch in one model vs load failure in another; not enough evidence of a shared bug." + }, + { + "left": "issue:39692", + "right": "issue:44960", + "accept": false, + "reason": "Unrelated: SigLIP2 documentation/load issues vs a GLM5 issue." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative overall. The canonical choice for issue:45276 vs issue:45335 is well supported by the titles, and the accepted soft-edge duplicates look plausible from the issue text alone. I didn\u2019t see any pair where the analyst clearly overstates the evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 8, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-510", + "nodes": [ + "issue:36010", + "issue:39404", + "issue:41720", + "issue:42175", + "issue:42796", + "issue:42947", + "issue:43335", + "issue:43381", + "issue:43404", + "issue:43425", + "issue:43454", + "issue:43645", + "issue:43646", + "issue:43708", + "issue:43854", + "issue:43873", + "issue:43957", + "issue:44079", + "issue:44155", + "issue:44164", + "issue:44291", + "issue:44292", + "issue:44387", + "issue:44402", + "issue:44451", + "issue:44479", + "issue:44589", + "issue:44756", + "issue:44863", + "issue:44877", + "issue:44912", + "issue:44928", + "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:41720|issue:44155", + "issue:45663|issue:45759", + "issue:44291|issue:44756", + "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:36010|issue:39404", + "issue:42947|issue:43381", + "issue:44155|issue:45823", + "issue:43957|issue:44756", + "issue:44387|issue:44756", + "issue:43335|issue:45663", + "issue:44863|issue:46468", + "issue:45276|issue:45292", + "issue:44479|issue:44877", + "issue:43381|issue:44928", + "issue:44164|issue:44756", + "issue:42796|issue:46326", + "issue:45588|issue:45663", + "issue:45684|issue:45698", + "issue:43854|issue:45216", + "issue:45292|issue:45335", + "issue:43645|issue:44164", + "issue:42175|issue:43957", + "issue:44589|issue:44756", + "issue:44402|issue:44451", + "issue:43646|issue:43708" + ], + "prepared_review_unit_hash": "c38bb3708934ca0b0593697377320c1559ba8d35224f32f5043b2ff8c62069ff", + "component_budget": { + "node_count": 510, + "item_count": 510, + "soft_pair_count": 1874, + "serialized_chars": 972522, + "estimated_input_tokens": 243131, + "estimated_eval_tokens": 486518 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "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 set is mostly heterogeneous, with one clear duplicate mini-cluster around `resize_token_embeddings` not updating model embeddings. I would accept the two embedding-resize edges and reject the rest as related but not the same concrete bug.", + "confidence": 0.72, + "canonical_issue_reason": "No single canonical issue fits the whole set because the items span many unrelated regressions; for the only clear duplicate family, issue 45292 is the best representative since it states the core `resize_token_embeddings` symptom in the most general form.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45292 is the best anchor for triage because it is the most general, least model-specific description of the `resize_token_embeddings` regression and matches the other embedding-resize reports cleanly.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43425", + "right": "issue:43957", + "accept": false, + "reason": "Torch-version compatibility and meta-device loading are different failure modes with no concrete shared code path." + }, + { + "left": "issue:41720", + "right": "issue:44155", + "accept": false, + "reason": "Qwen auto device-mapping CUDA assert and AudioFlamingo3 batch leakage are unrelated bugs." + }, + { + "left": "issue:45663", + "right": "issue:45759", + "accept": false, + "reason": "FSDP/shared-kv-state failure in Gemma4 and Qwen multimodal `text_config` unwrapping are different model-loading problems." + }, + { + "left": "issue:44291", + "right": "issue:44756", + "accept": false, + "reason": "`init_empty_weights` argument handling and Strix Halo mmap/OOM are unrelated regressions." + }, + { + "left": "issue:43404", + "right": "issue:43454", + "accept": false, + "reason": "Both mention untied `lm_head`, but they are model-specific implementations and do not clearly share one concrete fix path." + }, + { + "left": "issue:42947", + "right": "issue:45704", + "accept": false, + "reason": "Gradient checkpointing with PEFT LoRA and an Apex RMSNorm memory leak are separate issues." + }, + { + "left": "issue:43873", + "right": "issue:44387", + "accept": false, + "reason": "Both involve quantization memory behavior, but one is offloading/quantization and the other is reserved-memory OOM; too broad to merge." + }, + { + "left": "issue:44079", + "right": "issue:46829", + "accept": false, + "reason": "`ModelOutput` key assignment and VideoPrism output-field mapping are different bugs." + }, + { + "left": "issue:45663", + "right": "issue:45859", + "accept": false, + "reason": "Gemma4 FSDP2 attention-state rebuilding and Qwen3_5Moe rotary embedding CPU-offload compatibility are unrelated." + }, + { + "left": "issue:44292", + "right": "issue:44912", + "accept": false, + "reason": "Different quantized-model load failures with different formats and fallback behavior." + }, + { + "left": "issue:36010", + "right": "issue:39404", + "accept": false, + "reason": "Importing `GenerationMixin` and Whisper `return_language` pipeline behavior are unrelated." + }, + { + "left": "issue:42947", + "right": "issue:43381", + "accept": false, + "reason": "Both involve gradient checkpointing, but one is LoRA ineffectiveness and the other is eval-mode incompatibility." + }, + { + "left": "issue:44155", + "right": "issue:45823", + "accept": false, + "reason": "AudioFlamingo3 batch leakage and Gemma4 device-map mismatch are different model/runtime bugs." + }, + { + "left": "issue:43957", + "right": "issue:44756", + "accept": false, + "reason": "Meta-device loading regressions and Strix Halo mmap/OOM do not share the same concrete failure." + }, + { + "left": "issue:44387", + "right": "issue:44756", + "accept": false, + "reason": "Int4 quantization reserved-memory growth and mmap/OOM on Strix Halo are not the same bug." + }, + { + "left": "issue:43335", + "right": "issue:45663", + "accept": false, + "reason": "Sparse-layer construction in SwitchTransformersConfig and Gemma4 FSDP2 attention state are unrelated." + }, + { + "left": "issue:44863", + "right": "issue:46468", + "accept": false, + "reason": "NemotronH checkpoint loading and the broken official example are related by topic but not clearly the same bug." + }, + { + "left": "issue:45276", + "right": "issue:45292", + "accept": true, + "reason": "Both report `resize_token_embeddings` not propagating to embeddings/output weights; same underlying regression." + }, + { + "left": "issue:44479", + "right": "issue:44877", + "accept": false, + "reason": "Video-input regression and strict-config loading failure are different model/config issues." + }, + { + "left": "issue:43381", + "right": "issue:44928", + "accept": false, + "reason": "Eval-mode checkpointing and RLHF NaNs from 3D position IDs are unrelated." + }, + { + "left": "issue:44164", + "right": "issue:44756", + "accept": false, + "reason": "`save_pretrained`/`extra_state` handling and Strix Halo mmap/OOM are not the same problem." + }, + { + "left": "issue:42796", + "right": "issue:46326", + "accept": false, + "reason": "Tokenizer BPE-marker handling and `continue_final_message` for mistral_common are distinct tokenizer behaviors." + }, + { + "left": "issue:45588", + "right": "issue:45663", + "accept": false, + "reason": "Flash-attention `s_aux=None` crash and Gemma4 FSDP2 shared state rebuilding are different code paths." + }, + { + "left": "issue:45684", + "right": "issue:45698", + "accept": false, + "reason": "Read-only permission propagation in `save_pretrained` and wrong-module loading after save are separate custom-model issues." + }, + { + "left": "issue:43854", + "right": "issue:45216", + "accept": false, + "reason": "Broken GLM-4.7-Flash unit-test loading and Qwen3.5 checkpoint corruption are not the same regression." + }, + { + "left": "issue:45292", + "right": "issue:45335", + "accept": true, + "reason": "Both are `resize_token_embeddings` regressions where resized embeddings are not reflected in model outputs; same underlying bug class." + }, + { + "left": "issue:43645", + "right": "issue:44164", + "accept": false, + "reason": "Custom-model initialization in notebooks and `extra_state` save/load failure are different issues." + }, + { + "left": "issue:42175", + "right": "issue:43957", + "accept": false, + "reason": "Missing TensorFlow backend in a Torch install and meta-device loading breakage are unrelated." + }, + { + "left": "issue:44589", + "right": "issue:44756", + "accept": false, + "reason": "Missing Float8 storage and mmap/OOM on Strix Halo are distinct runtime errors." + }, + { + "left": "issue:44402", + "right": "issue:44451", + "accept": false, + "reason": "Tokenizer vocab-size mismatch and model loading failure for ScandiBERT are not the same bug." + }, + { + "left": "issue:43646", + "right": "issue:43708", + "accept": false, + "reason": "Custom model initialization breakage and trainer `max_steps` miscalculation are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The triage summary is grounded in the packet and stays conservative. The only clearly supported duplicate family is the `resize_token_embeddings` cluster, and the accepted edges (`45276\u219445292`, `45292\u219445335`) are well supported by the issue titles/body themes. The rest of the soft-edge rejections read cautious rather than overstated, with no obvious evidence of overclaiming." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 9, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-510", + "nodes": [ + "issue:36032", + "issue:39404", + "issue:43299", + "issue:43425", + "issue:43452", + "issue:43596", + "issue:43611", + "issue:43632", + "issue:43645", + "issue:43716", + "issue:43828", + "issue:43856", + "issue:43901", + "issue:43906", + "issue:43931", + "issue:43994", + "issue:44079", + "issue:44164", + "issue:44265", + "issue:44479", + "issue:44509", + "issue:44530", + "issue:44589", + "issue:44671", + "issue:44683", + "issue:44756", + "issue:44805", + "issue:44898", + "issue:44912", + "issue:44991", + "issue:45081", + "issue:45084", + "issue:45479", + "issue:45701", + "issue:45759", + "issue:45812", + "issue:45823", + "issue:46050", + "issue:46315", + "issue:46326", + "issue:46491", + "issue:46665", + "issue:46821", + "issue:46869", + "issue:46894", + "issue:46899", + "issue:46901", + "issue:47050" + ], + "soft_pairs": [ + "issue:46894|issue:46901", + "issue:43425|issue:43828", + "issue:46315|issue:46491", + "issue:45812|issue:46315", + "issue:39404|issue:45701", + "issue:44530|issue:45084", + "issue:43611|issue:43645", + "issue:43425|issue:46869", + "issue:44683|issue:45823", + "issue:39404|issue:46665", + "issue:43425|issue:43716", + "issue:43425|issue:45823", + "issue:44479|issue:44805", + "issue:44589|issue:45084", + "issue:43901|issue:44509", + "issue:43994|issue:44079", + "issue:43906|issue:44530", + "issue:46050|issue:46326", + "issue:44265|issue:44898", + "issue:36032|issue:43452", + "issue:44164|issue:45759", + "issue:43906|issue:46326", + "issue:39404|issue:44912", + "issue:44671|issue:44991", + "issue:44991|issue:45081", + "issue:45823|issue:46899", + "issue:45479|issue:46894", + "issue:43856|issue:44756", + "issue:44164|issue:46821", + "issue:43299|issue:43931", + "issue:43596|issue:44683", + "issue:43632|issue:47050" + ], + "prepared_review_unit_hash": "6e44cb691be51fb422571f5486c966a8f7cf19abb912d55d53ba4493905f4195", + "component_budget": { + "node_count": 510, + "item_count": 510, + "soft_pair_count": 1874, + "serialized_chars": 972522, + "estimated_input_tokens": 243131, + "estimated_eval_tokens": 486518 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37515, + "estimated_input_tokens": 9379, + "estimated_eval_tokens": 19014 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is mostly a heterogeneous collection of Transformers v5 regression reports across tokenizers, model loading, quantization, and docs. Only one soft pair looks like the same underlying bug: a training-loss double-shift issue reported for two different models.", + "confidence": 0.84, + "canonical_issue_reason": "issue:46894 is the clearest representative of the only credible duplicate pair: it states the training-loss double-shift bug directly and frames it as the broader pattern seen in Moonshine/CohereASR-style ASR losses.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:46894 is the best single issue to anchor the cluster because it is concrete, reproducible, and captures the shared double-shift training-loss failure more clearly than the other mostly unrelated regressions.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46894", + "right": "issue:46901", + "accept": true, + "reason": "Same underlying training-loss double-shift bug: both describe labels being shifted incorrectly during training, just on different models." + }, + { + "left": "issue:43425", + "right": "issue:43828", + "accept": false, + "reason": "Both are torch-related, but one is a version incompatibility and the other is an autocast dtype mismatch on a specific model; not the same bug." + }, + { + "left": "issue:46315", + "right": "issue:46491", + "accept": false, + "reason": "Different tokenization problems: one is a performance regression in convert_tokens_to_ids, the other is an encode/decode whitespace regression." + }, + { + "left": "issue:45812", + "right": "issue:46315", + "accept": false, + "reason": "Wrong token IDs for Granite models is a correctness regression; convert_tokens_to_ids slowdown is a separate performance issue." + }, + { + "left": "issue:39404", + "right": "issue:45701", + "accept": false, + "reason": "Whisper pipeline return_language breakage is a pipeline behavior regression; the other is a broad tokenization change report with no concrete shared code path." + }, + { + "left": "issue:44530", + "right": "issue:45084", + "accept": false, + "reason": "These point to different failures in different subsystems: PagedAttentionCache linear_attention handling versus a compiler/template-node error." + }, + { + "left": "issue:43611", + "right": "issue:43645", + "accept": false, + "reason": "Both are v5 loading/init regressions, but one is about base_model_prefix during loading and the other is about custom models in Jupyter; not the same bug." + }, + { + "left": "issue:43425", + "right": "issue:46869", + "accept": false, + "reason": "Torch compatibility is too broad here; these are unrelated model/device-map failures." + }, + { + "left": "issue:44683", + "right": "issue:45823", + "accept": false, + "reason": "Compiled flex_attention on torch>=2.9 and Gemma4 PLE device mismatch are distinct issues." + }, + { + "left": "issue:39404", + "right": "issue:46665", + "accept": false, + "reason": "Pipeline return_language breakage and from_pretrained-in-classes inconsistency do not share a concrete failure mode." + }, + { + "left": "issue:43425", + "right": "issue:43716", + "accept": false, + "reason": "A general torch incompatibility report is not the same as a Mistral-3 image preprocessor/model dtype mismatch." + }, + { + "left": "issue:43425", + "right": "issue:45823", + "accept": false, + "reason": "Same broad torch/v5 context, but different concrete problems and code paths." + }, + { + "left": "issue:44479", + "right": "issue:44805", + "accept": false, + "reason": "Video-input regression for Qwen VL models is unrelated to the mask-shape IndexError." + }, + { + "left": "issue:44589", + "right": "issue:45084", + "accept": false, + "reason": "Float8 storage lookup failure and non-template-node compile error are unrelated." + }, + { + "left": "issue:43901", + "right": "issue:44509", + "accept": false, + "reason": "Both are docs-related, but they cover different pipeline/task deprecations and are not the same issue." + }, + { + "left": "issue:43994", + "right": "issue:44079", + "accept": false, + "reason": "Incorrect model outputs for SigLIP2 and ModelOutput key assignment logic are different bugs." + }, + { + "left": "issue:43906", + "right": "issue:44530", + "accept": false, + "reason": "An isolated reproduction of an earlier issue is unrelated to the PagedAttentionCache linear_attention crash." + }, + { + "left": "issue:46050", + "right": "issue:46326", + "accept": false, + "reason": "Quantized save/load breakage and mistral_common continue_final_message behavior are separate features with different failure modes." + }, + { + "left": "issue:44265", + "right": "issue:44898", + "accept": false, + "reason": "torch.export export failure with torch_compilable_check and Perceiver positional encoding failure are unrelated." + }, + { + "left": "issue:36032", + "right": "issue:43452", + "accept": false, + "reason": "T5 tokenizer add_special_tokens conflict and gguf_file/from_pretrained breakage are different tokenizer/model-loading problems." + }, + { + "left": "issue:44164", + "right": "issue:45759", + "accept": false, + "reason": "extra_state persistence and text_config unwrapping for composite Qwen configs are unrelated loading/saving bugs." + }, + { + "left": "issue:43906", + "right": "issue:46326", + "accept": false, + "reason": "A reproduced earlier issue and a mistral_common tokenizer bug are not the same underlying change." + }, + { + "left": "issue:39404", + "right": "issue:44912", + "accept": false, + "reason": "Whisper return_language pipeline regression and MXFP4 quantization fallback are unrelated." + }, + { + "left": "issue:44671", + "right": "issue:44991", + "accept": false, + "reason": "CamemBERT masked LM prediction regression and est-roberta tokenizer loading failure are different tokenizer issues." + }, + { + "left": "issue:44991", + "right": "issue:45081", + "accept": false, + "reason": "Both involve tokenizer loading, but they are model-specific crashes in different code paths." + }, + { + "left": "issue:45823", + "right": "issue:46899", + "accept": false, + "reason": "Gemma4 device-map forward mismatch and Gemma4 4-bit multimodal dtype casting are distinct problems." + }, + { + "left": "issue:45479", + "right": "issue:46894", + "accept": false, + "reason": "Degenerate zero loss for single-label classification is not the same as a double-shift training-loss bug." + }, + { + "left": "issue:43856", + "right": "issue:44756", + "accept": false, + "reason": "Qwen3 MoE memory usage and Strix Halo mmap OOM are unrelated memory issues." + }, + { + "left": "issue:44164", + "right": "issue:46821", + "accept": false, + "reason": "extra_state save/load failure and a window_size AttributeError in TimesFM are different APIs and failures." + }, + { + "left": "issue:43299", + "right": "issue:43931", + "accept": false, + "reason": "Both mention Qwen3-VL loading, but the titles point to different loading failures and no concrete shared fix is evident." + }, + { + "left": "issue:43596", + "right": "issue:44683", + "accept": false, + "reason": "DeepSpeed ZeRO3/BertModel index error and compiled flex_attention torch>=2.9 failure are unrelated." + }, + { + "left": "issue:43632", + "right": "issue:47050", + "accept": false, + "reason": "_is_hf_initialized flag regression and CanineModel ONNX dtype mismatch are different model-runtime bugs." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: it characterizes the set as mostly heterogeneous and only elevates one soft pair with matching double-shift training-loss language. The accepted soft edge between issue:46894 and issue:46901 is conservative given the titles, and the other pairwise rejections avoid overclaiming shared bugs." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 10, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-510", + "nodes": [ + "issue:34567", + "issue:36032", + "issue:39404", + "issue:40444", + "issue:40990", + "issue:42175", + "issue:42796", + "issue:42915", + "issue:43317", + "issue:43404", + "issue:43421", + "issue:43452", + "issue:43482", + "issue:43541", + "issue:43582", + "issue:43611", + "issue:43632", + "issue:43643", + "issue:43644", + "issue:43645", + "issue:43646", + "issue:43716", + "issue:43746", + "issue:44206", + "issue:44220", + "issue:44451", + "issue:44462", + "issue:44488", + "issue:44530", + "issue:44661", + "issue:44671", + "issue:44683", + "issue:44737", + "issue:44811", + "issue:44987", + "issue:44991", + "issue:45081", + "issue:45084", + "issue:45479", + "issue:45507", + "issue:45584", + "issue:45859", + "issue:46178", + "issue:46285", + "issue:46326", + "issue:46402", + "issue:46489", + "issue:46897" + ], + "soft_pairs": [ + "issue:45479|issue:46897", + "issue:44488|issue:44987", + "issue:44488|issue:45081", + "issue:43611|issue:43644", + "issue:42796|issue:43404", + "issue:36032|issue:42915", + "issue:44462|issue:46489", + "issue:46285|issue:46402", + "issue:43716|issue:45084", + "issue:39404|issue:44671", + "issue:44661|issue:44683", + "issue:43643|issue:44530", + "issue:44737|issue:45859", + "issue:42915|issue:44530", + "issue:44451|issue:44987", + "issue:43541|issue:45084", + "issue:40990|issue:43421", + "issue:34567|issue:40444", + "issue:43644|issue:43646", + "issue:40444|issue:46326", + "issue:42175|issue:46178", + "issue:43582|issue:43632", + "issue:44206|issue:44220", + "issue:36032|issue:43645", + "issue:44811|issue:45584", + "issue:43452|issue:43482", + "issue:44987|issue:44991", + "issue:45084|issue:45507", + "issue:43317|issue:43482", + "issue:43746|issue:46326" + ], + "prepared_review_unit_hash": "b0b332ef6726167b1b5f5148f489324b105c592d9a1f2cc5fafff9e6e854a84d", + "component_budget": { + "node_count": 510, + "item_count": 510, + "soft_pair_count": 1874, + "serialized_chars": 972522, + "estimated_input_tokens": 243131, + "estimated_eval_tokens": 486518 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36748, + "estimated_input_tokens": 9187, + "estimated_eval_tokens": 18630 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "No soft pair looks like the same underlying bug or change closely enough to merge; most are adjacent transformer/tokenizer regressions but with different concrete failure modes and code paths.", + "confidence": 0.89, + "canonical_issue_reason": "issue:44462 is the clearest standalone bug report here: concrete, reproducible, user-facing, and supported by inbound follow-up references; it is a better anchor than the more model-specific or more speculative reports.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44462 is the most actionable representative issue in the set, with a focused symptom and broad tokenizer-loading relevance.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45479", + "right": "issue:46897", + "accept": false, + "reason": "Degenerate zero-loss classification and training-loss double-shift are different bugs affecting different model families and loss paths." + }, + { + "left": "issue:44488", + "right": "issue:44987", + "accept": false, + "reason": "Both are loading regressions, but they concern different models and likely different tokenizer/config breakages." + }, + { + "left": "issue:44488", + "right": "issue:45081", + "accept": false, + "reason": "Tokenizer loading for a specific model is not the same as the Mistral regex/backend_tokenizer crash path." + }, + { + "left": "issue:43611", + "right": "issue:43644", + "accept": false, + "reason": "Both are v5 regressions, but one is base_model_prefix loading and the other is non-persistent buffer initialization." + }, + { + "left": "issue:42796", + "right": "issue:43404", + "accept": false, + "reason": "Tokenizer BPE marker handling and tied lm_head weights are unrelated failures in different parts of the stack." + }, + { + "left": "issue:36032", + "right": "issue:42915", + "accept": false, + "reason": "T5 tokenizer method-name conflict and Qwen3Moe FP8 config failure are unrelated bugs." + }, + { + "left": "issue:44462", + "right": "issue:46489", + "accept": false, + "reason": "Both involve tokenizer correctness, but one ignores tokenizer.json while the other is a DeepSeek-Coder-specific regression." + }, + { + "left": "issue:46285", + "right": "issue:46402", + "accept": false, + "reason": "CLIP structure inconsistency and Sam3 text-encoder loading are different model-specific issues." + }, + { + "left": "issue:43716", + "right": "issue:45084", + "accept": false, + "reason": "Image preprocessor dtype mismatch and template-node compilation failure are unrelated code paths." + }, + { + "left": "issue:39404", + "right": "issue:44671", + "accept": false, + "reason": "Whisper return_language pipeline breakage and CamemBERT masked-LM prediction errors are unrelated." + }, + { + "left": "issue:44661", + "right": "issue:44683", + "accept": false, + "reason": "A tokenizer-mapping failure is not the same as a flex_attention compile failure." + }, + { + "left": "issue:43643", + "right": "issue:44530", + "accept": false, + "reason": "Missing fields from AutoConfig with trust_remote_code is unrelated to the PagedAttentionCache group-type crash." + }, + { + "left": "issue:44737", + "right": "issue:45859", + "accept": false, + "reason": "CPU arange placement in XLNet and CPU-offload incompatibility in Qwen3_5Moe are different issues." + }, + { + "left": "issue:42915", + "right": "issue:44530", + "accept": false, + "reason": "FP8 config failure and linear_attention cache-group crash are different Qwen problems with different failure mechanisms." + }, + { + "left": "issue:44451", + "right": "issue:44987", + "accept": false, + "reason": "Both are load failures, but they target different models and do not indicate the same underlying bug." + }, + { + "left": "issue:43541", + "right": "issue:45084", + "accept": false, + "reason": "Torch Dynamo grouped_mm tracing and non-template-node compilation are unrelated failures." + }, + { + "left": "issue:40990", + "right": "issue:43421", + "accept": false, + "reason": "Perplexity regression and runtime special-token post-processor updates are not the same bug." + }, + { + "left": "issue:34567", + "right": "issue:40444", + "accept": false, + "reason": "Trainer token-count tracking and multi-image IterableDataset finetuning failures are unrelated." + }, + { + "left": "issue:43644", + "right": "issue:43646", + "accept": false, + "reason": "Both are v5 initialization regressions, but the symptoms and likely fixes are different." + }, + { + "left": "issue:40444", + "right": "issue:46326", + "accept": false, + "reason": "Multi-image dataset training failure and mistral_common continue_final_message bug are distinct issues." + }, + { + "left": "issue:42175", + "right": "issue:46178", + "accept": false, + "reason": "Missing TensorFlow backend installation and a BACKENDS_MAPPING validation error are related only broadly, not the same bug." + }, + { + "left": "issue:43582", + "right": "issue:43632", + "accept": false, + "reason": "Apple Silicon warmup TypeError and _is_hf_initialized flag breakage are unrelated regressions." + }, + { + "left": "issue:44206", + "right": "issue:44220", + "accept": false, + "reason": "These are both audio/frontend bugs, but the reported failure modes are different enough to avoid merging." + }, + { + "left": "issue:36032", + "right": "issue:43645", + "accept": false, + "reason": "Tokenizer method conflict and notebook custom model initialization breakage are unrelated." + }, + { + "left": "issue:44811", + "right": "issue:45584", + "accept": false, + "reason": "Both are Whisper token-handling issues, but one is batch_decode skip_special_tokens and the other is empty-transcription generation after align_special_tokens." + }, + { + "left": "issue:43452", + "right": "issue:43482", + "accept": false, + "reason": "Both mention GGUF loading, but one is a generic from_pretrained break and the other is a model/version-specific Qwen2.5-GGUF failure." + }, + { + "left": "issue:44987", + "right": "issue:44991", + "accept": false, + "reason": "They are separate tokenizer-loading regressions for different models; same broad area, not the same bug." + }, + { + "left": "issue:45084", + "right": "issue:45507", + "accept": false, + "reason": "Template compilation error and GraniteMoEHybrid invalid-method calls are unrelated." + }, + { + "left": "issue:43317", + "right": "issue:43482", + "accept": false, + "reason": "GPU+CPU offload dequantization failure and Qwen2.5-GGUF loading failure are different code paths." + }, + { + "left": "issue:43746", + "right": "issue:46326", + "accept": false, + "reason": "PEFT local-checkpoint loading and mistral_common final-message handling 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": 26, + "review_unit_index": 11, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-510", + "nodes": [ + "issue:28530", + "issue:34567", + "issue:36032", + "issue:41720", + "issue:42915", + "issue:43089", + "issue:43208", + "issue:43262", + "issue:43322", + "issue:43377", + "issue:43404", + "issue:43425", + "issue:43531", + "issue:43540", + "issue:43632", + "issue:43645", + "issue:43646", + "issue:43742", + "issue:43792", + "issue:43819", + "issue:43883", + "issue:43994", + "issue:44008", + "issue:44062", + "issue:44265", + "issue:44291", + "issue:44403", + "issue:44451", + "issue:44464", + "issue:44466", + "issue:44479", + "issue:44488", + "issue:44534", + "issue:44589", + "issue:44610", + "issue:44849", + "issue:44877", + "issue:44987", + "issue:44991", + "issue:45081", + "issue:45084", + "issue:45325", + "issue:45987", + "issue:46661", + "issue:46821", + "issue:46869", + "issue:46899", + "issue:47013" + ], + "soft_pairs": [ + "issue:43262|issue:43377", + "issue:43208|issue:47013", + "issue:44403|issue:45081", + "issue:43792|issue:46869", + "issue:43883|issue:44488", + "issue:43646|issue:44534", + "issue:42915|issue:45084", + "issue:43645|issue:46661", + "issue:44849|issue:45325", + "issue:43377|issue:43819", + "issue:43404|issue:44466", + "issue:44987|issue:45081", + "issue:28530|issue:34567", + "issue:43994|issue:44610", + "issue:42915|issue:44291", + "issue:44464|issue:45987", + "issue:44451|issue:45081", + "issue:36032|issue:43742", + "issue:44008|issue:46899", + "issue:44062|issue:44987", + "issue:42915|issue:44589", + "issue:44265|issue:44610", + "issue:43322|issue:43540", + "issue:43632|issue:46821", + "issue:43531|issue:44877", + "issue:44479|issue:45325", + "issue:36032|issue:41720", + "issue:43089|issue:45987", + "issue:43883|issue:44991", + "issue:43425|issue:44403" + ], + "prepared_review_unit_hash": "c39bf95df6a0452f9e1938d4f0ff2c1d830cf09539081692795ad02a8ec246a0", + "component_budget": { + "node_count": 510, + "item_count": 510, + "soft_pair_count": 1874, + "serialized_chars": 972522, + "estimated_input_tokens": 243131, + "estimated_eval_tokens": 486518 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36816, + "estimated_input_tokens": 9204, + "estimated_eval_tokens": 18664 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is a heterogeneous grab-bag of unrelated Transformers/model-loading regressions rather than a single duplicate cluster. Most pairs share only a broad subsystem (tokenizers, multimodal models, v5 init, generation) but not the same concrete bug.", + "confidence": 0.93, + "canonical_issue_reason": "Issue 43632 is the broadest upstream regression theme in the set (_is_hf_initialized / v5 init behavior) and is the closest thing to an umbrella issue, though it does not actually cover most of the other bugs here.", + "canonical_pr_reason": null, + "best_issue_reason": "43632 is the best representative issue if one must be chosen, because it is central to the repeated Transformers v5 initialization breakage theme; however, the cluster is too mixed for a true canonical duplicate.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43262", + "right": "issue:43377", + "accept": false, + "reason": "Both involve audio/multimodal processors, but one is a default sampling-rate bug and the other is batched-vs-single output mismatch from missing padding-mask support." + }, + { + "left": "issue:43208", + "right": "issue:47013", + "accept": false, + "reason": "Both are xLSTM training crashes, but the failure modes differ: multiple small-model bugs vs. train-mode unpacking when return_last_states=False." + }, + { + "left": "issue:44403", + "right": "issue:45081", + "accept": false, + "reason": "One is a logging/noise complaint while loading a transformer; the other is a concrete Mistral tokenizer regex crash." + }, + { + "left": "issue:43792", + "right": "issue:46869", + "accept": false, + "reason": "Different models and code paths: Whisper failing to run versus YOLO multi-GPU auto device-map failure." + }, + { + "left": "issue:43883", + "right": "issue:44488", + "accept": false, + "reason": "Both are model-load errors, but one is a missing tied-weights attribute on Molmo and the other is a separate tokenizer/model load failure for ScandiBERT." + }, + { + "left": "issue:43646", + "right": "issue:44534", + "accept": false, + "reason": "Custom model init in notebooks is not the same bug as non-persistent buffers being filled with junk in v5." + }, + { + "left": "issue:42915", + "right": "issue:45084", + "accept": false, + "reason": "Qwen3Moe fine-grained FP8 setup failure is unrelated to a template-compilation TypeError." + }, + { + "left": "issue:43645", + "right": "issue:46661", + "accept": false, + "reason": "Both touch model initialization, but one is a notebook custom-model init regression and the other is a remote-code AutoModel config_class error." + }, + { + "left": "issue:44849", + "right": "issue:45325", + "accept": false, + "reason": "Both are Qwen-related, but one is an output_hidden_states bug and the other is a rope-index scaling issue in VL time-position handling." + }, + { + "left": "issue:43377", + "right": "issue:43819", + "accept": false, + "reason": "Different audio-codec bugs: missing padding-mask support versus DAC.from_latents not matching forward because STE is missing." + }, + { + "left": "issue:43404", + "right": "issue:44466", + "accept": false, + "reason": "Both mention tied weights, but one is a model-specific lm_head tying bug and the other is a device-dependent serialization inconsistency." + }, + { + "left": "issue:44987", + "right": "issue:45081", + "accept": false, + "reason": "Separate loading failures: one for physical-intelligence/fast on v5.1+ and one for Mistral tokenizer regex patching." + }, + { + "left": "issue:28530", + "right": "issue:34567", + "accept": false, + "reason": "Early stopping/metric selection is unrelated to TrainerState.num_input_tokens_seen not updating." + }, + { + "left": "issue:43994", + "right": "issue:44610", + "accept": false, + "reason": "Different vision bugs: nonsensical SigLIP2 outputs versus OmDet-Turbo processor/model input-size mismatch." + }, + { + "left": "issue:42915", + "right": "issue:44291", + "accept": false, + "reason": "FP8/Qwen3Moe failure is not the same as init_empty_weights receiving an unexpected _is_hf_initialized argument." + }, + { + "left": "issue:44464", + "right": "issue:45987", + "accept": false, + "reason": "Chunked generation inconsistency with compiled forward is a different issue from StaticCache.get_seq_length returning a tensor instead of an int." + }, + { + "left": "issue:44451", + "right": "issue:45081", + "accept": false, + "reason": "Different tokenizer/model load failures for different models; no shared concrete code path." + }, + { + "left": "issue:36032", + "right": "issue:43742", + "accept": false, + "reason": "T5 tokenizer special-token method conflict is unrelated to the MobileLLM key error." + }, + { + "left": "issue:44008", + "right": "issue:46899", + "accept": false, + "reason": "Both are multimodal, but one is a variable-name collision in Gemma3n forward and the other is an unsafe dtype cast in 4-bit embedders." + }, + { + "left": "issue:44062", + "right": "issue:44987", + "accept": false, + "reason": "AddedToken special-argument collision is unrelated to the physical-intelligence/fast loading regression." + }, + { + "left": "issue:42915", + "right": "issue:44589", + "accept": false, + "reason": "Both mention float8-ish failures, but one is a Qwen3Moe config problem and the other is a missing Float8 storage object." + }, + { + "left": "issue:44265", + "right": "issue:44610", + "accept": false, + "reason": "torch.export / torch_compilable_check failure is unrelated to the processor producing the wrong image size." + }, + { + "left": "issue:43322", + "right": "issue:43540", + "accept": false, + "reason": "Both are multimodal model problems, but the bugs are different: Llava Next load segfault versus Qwen3OmniMoe video input ValueError." + }, + { + "left": "issue:43632", + "right": "issue:46821", + "accept": false, + "reason": "Transformer v5 _is_hf_initialized regression is unrelated to TimesFM window_size attribute errors." + }, + { + "left": "issue:43531", + "right": "issue:44877", + "accept": false, + "reason": "Qwen3-MoE sliding-window behavior and granite_speech strict config loading are different code paths and failures." + }, + { + "left": "issue:44479", + "right": "issue:45325", + "accept": false, + "reason": "Both are Qwen VL/video-related, but one is a broad v5.3.0 video-input regression and the other is a specific still-image temporal position scaling bug." + }, + { + "left": "issue:36032", + "right": "issue:41720", + "accept": false, + "reason": "Tokenizer method conflict and Qwen3 auto device-map cuda assert are unrelated bugs." + }, + { + "left": "issue:43089", + "right": "issue:45987", + "accept": false, + "reason": "Generation GPU-sync overhead is a performance issue, not the same bug as StaticCache returning the wrong type." + }, + { + "left": "issue:43883", + "right": "issue:44991", + "accept": false, + "reason": "Molmo tied-weights attribute error and EMBEDDIA tokenizer loading failure are unrelated." + }, + { + "left": "issue:43425", + "right": "issue:44403", + "accept": false, + "reason": "Torch 2.10 incompatibility is not the same as a noisy transformer-loading message." + } + ] + }, + "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": 26, + "review_unit_index": 12, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-510", + "nodes": [ + "issue:33666", + "issue:35707", + "issue:40444", + "issue:40990", + "issue:41720", + "issue:42175", + "issue:42796", + "issue:43296", + "issue:43317", + "issue:43381", + "issue:43421", + "issue:43482", + "issue:43525", + "issue:43531", + "issue:43611", + "issue:43632", + "issue:43646", + "issue:43716", + "issue:43746", + "issue:43792", + "issue:43856", + "issue:44079", + "issue:44220", + "issue:44291", + "issue:44403", + "issue:44462", + "issue:44534", + "issue:44568", + "issue:44589", + "issue:44683", + "issue:44756", + "issue:44811", + "issue:44991", + "issue:45081", + "issue:45216", + "issue:45325", + "issue:45357", + "issue:45538", + "issue:45542", + "issue:45663", + "issue:45812", + "issue:45923", + "issue:46315", + "issue:46491", + "issue:46710", + "issue:46821", + "issue:46899" + ], + "soft_pairs": [ + "issue:45216|issue:45357", + "issue:43296|issue:43531", + "issue:40444|issue:45325", + "issue:43611|issue:44534", + "issue:44991|issue:46315", + "issue:43716|issue:46899", + "issue:44220|issue:44683", + "issue:44403|issue:44991", + "issue:43381|issue:45923", + "issue:42796|issue:43746", + "issue:45812|issue:46491", + "issue:43632|issue:44756", + "issue:33666|issue:40444", + "issue:43792|issue:44589", + "issue:44291|issue:44589", + "issue:40990|issue:44811", + "issue:42796|issue:46710", + "issue:35707|issue:40444", + "issue:43482|issue:43525", + "issue:44079|issue:45663", + "issue:43531|issue:44291", + "issue:43421|issue:44568", + "issue:41720|issue:45081", + "issue:42175|issue:45542", + "issue:43482|issue:45538", + "issue:44079|issue:44534", + "issue:44462|issue:45812", + "issue:43317|issue:43856", + "issue:43296|issue:46821", + "issue:42175|issue:43296", + "issue:43611|issue:43646" + ], + "prepared_review_unit_hash": "b519c2da413c4feebcc86fc2b5be32851a50a52bf8c6edfb587963438c96e9b6", + "component_budget": { + "node_count": 510, + "item_count": 510, + "soft_pair_count": 1874, + "serialized_chars": 972522, + "estimated_input_tokens": 243131, + "estimated_eval_tokens": 486518 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 36436, + "estimated_input_tokens": 9109, + "estimated_eval_tokens": 18474 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly a loose collection of distinct Transformers v5 regression issues, many about model loading/tokenizers/multimodal edge cases, but there is no clear duplicate set. The soft-similarity links are generally too broad to merge safely.", + "confidence": 0.34, + "canonical_issue_reason": "issue:43611 is the broadest representative of the dominant theme (Transformers v5 model-loading regressions), but the cluster overall does not look like one duplicate bug.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43611 is the best anchor for the cluster because it is the most general and central issue, though it should not be treated as a duplicate of the others.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45216", + "right": "issue:45357", + "accept": false, + "reason": "Same model family and API, but one is a general save_pretrained regression while the other is a narrower visual-encoder-key follow-up; not clearly one bug." + }, + { + "left": "issue:43296", + "right": "issue:43531", + "accept": false, + "reason": "Both mention Qwen/Transformers v5, but one is a vLLM PaddleOCR-VL load failure and the other is a Qwen3-MoE sliding-window behavior issue." + }, + { + "left": "issue:40444", + "right": "issue:45325", + "accept": false, + "reason": "Both are Qwen2.5-VL training/position-id issues, but one is multi-image iterable-dataset finetuning and the other is still-image RoPE scaling; different code paths." + }, + { + "left": "issue:43611", + "right": "issue:44534", + "accept": false, + "reason": "One is base_model_prefix loading failure; the other is non-persistent buffers getting junk values. Both are v5 regressions but not the same bug." + }, + { + "left": "issue:44991", + "right": "issue:46315", + "accept": false, + "reason": "Both are tokenizer regressions in v5, but one is tokenizer loading for a specific model and the other is performance of convert_tokens_to_ids for slow tokenizers." + }, + { + "left": "issue:43716", + "right": "issue:46899", + "accept": false, + "reason": "Both are multimodal dtype/processing problems, but they affect different models and different stages of the pipeline." + }, + { + "left": "issue:44220", + "right": "issue:44683", + "accept": false, + "reason": "Completely different subsystems: fbank feature extraction versus compiled flex_attention on newer torch." + }, + { + "left": "issue:44403", + "right": "issue:44991", + "accept": false, + "reason": "Loading noise messages versus a tokenizer loading regression; related only at a very high level." + }, + { + "left": "issue:43381", + "right": "issue:45923", + "accept": false, + "reason": "One is eval-mode gradient checkpointing behavior; the other is a missing supports_gradient_checkpointing flag on a remote-code model." + }, + { + "left": "issue:42796", + "right": "issue:43746", + "accept": false, + "reason": "Tokenizer BPE-marker handling and GraniteSpeech PEFT local checkpoint loading are unrelated bugs." + }, + { + "left": "issue:45812", + "right": "issue:46491", + "accept": false, + "reason": "Both are tokenizer regressions, but one is wrong token IDs for Granite models and the other is an encode-decode leading-space issue in CodeLlama." + }, + { + "left": "issue:43632", + "right": "issue:44756", + "accept": false, + "reason": "One is _is_hf_initialized flag breakage; the other is mmap/OOM behavior on Strix Halo. No common code-path." + }, + { + "left": "issue:33666", + "right": "issue:40444", + "accept": false, + "reason": "Both mention Qwen2-VL/Qwen2.5-VL training, but one is multi-GPU training and the other is iterable-dataset multi-image finetuning." + }, + { + "left": "issue:43792", + "right": "issue:44589", + "accept": false, + "reason": "Whisper runtime failure and Float8 storage lookup error are unrelated failure modes." + }, + { + "left": "issue:44291", + "right": "issue:44589", + "accept": false, + "reason": "These are both v5/initialization-related, but one is init_empty_weights argument handling and the other is missing Float8 storage registration." + }, + { + "left": "issue:40990", + "right": "issue:44811", + "accept": false, + "reason": "Perplexity on gpt-oss-20b and Whisper batch_decode skip_special_tokens behavior are unrelated." + }, + { + "left": "issue:42796", + "right": "issue:46710", + "accept": false, + "reason": "Tokenizer BPE-marker handling and DeepSeek accuracy regression are different issues, even if both are model-quality regressions." + }, + { + "left": "issue:35707", + "right": "issue:40444", + "accept": false, + "reason": "Progressive generation with inputs_embeds/past_key_values is unrelated to multi-image finetuning failures." + }, + { + "left": "issue:43482", + "right": "issue:43525", + "accept": false, + "reason": "GGUF loading failure for Qwen2.5 and missing pad_token_id on Llama4Config are different model-loading bugs." + }, + { + "left": "issue:44079", + "right": "issue:45663", + "accept": false, + "reason": "ModelOutput key assignment and Gemma4 FSDP2 shared_kv_states KeyError are not the same bug." + }, + { + "left": "issue:43531", + "right": "issue:44291", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and init_empty_weights/_is_hf_initialized argument handling are distinct regressions." + }, + { + "left": "issue:43421", + "right": "issue:44568", + "accept": false, + "reason": "Runtime special-token post-processor updates and missing BOS/EOS insertion are related to tokenization but not the same concrete defect." + }, + { + "left": "issue:41720", + "right": "issue:45081", + "accept": false, + "reason": "Auto device mapping cudaErrorAssert and Mistral regex patch crash are different failure paths." + }, + { + "left": "issue:42175", + "right": "issue:45542", + "accept": false, + "reason": "Both concern TF/backend packaging, but one is missing TensorFlow in the torch extra and the other is a tensorboard-only install backend error; not clearly one bug." + }, + { + "left": "issue:43482", + "right": "issue:45538", + "accept": false, + "reason": "Qwen2.5-GGUF loading and CLIPTokenizer model_max_length are unrelated." + }, + { + "left": "issue:44079", + "right": "issue:44534", + "accept": false, + "reason": "ModelOutput key bookkeeping versus non-persistent buffer initialization are different internal mechanisms." + }, + { + "left": "issue:44462", + "right": "issue:45812", + "accept": false, + "reason": "Ignoring tokenizer.json in a repo and wrong Granite token IDs are both tokenizer regressions, but they are not the same code-path problem." + }, + { + "left": "issue:43317", + "right": "issue:43856", + "accept": false, + "reason": "Dequantized model offload loading failure and inefficient Qwen3 MoE training memory usage are different issues." + }, + { + "left": "issue:43296", + "right": "issue:46821", + "accept": false, + "reason": "PaddleOCR-VL load failure and TimesFM window_size AttributeError are unrelated model-specific problems." + }, + { + "left": "issue:42175", + "right": "issue:43296", + "accept": false, + "reason": "Packaging/backend inclusion and vLLM PaddleOCR-VL loading are not the same defect." + }, + { + "left": "issue:43611", + "right": "issue:43646", + "accept": false, + "reason": "Both are v5 model-initialization regressions, but one is base_model_prefix loading and the other is custom model initialization; too broad to merge." + } + ] + }, + "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": 26, + "review_unit_index": 13, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-510", + "nodes": [ + "issue:34634", + "issue:35707", + "issue:39692", + "issue:40444", + "issue:40990", + "issue:41553", + "issue:41720", + "issue:42796", + "issue:42915", + "issue:43262", + "issue:43377", + "issue:43454", + "issue:43482", + "issue:43493", + "issue:43550", + "issue:43582", + "issue:43606", + "issue:43644", + "issue:43701", + "issue:43746", + "issue:43818", + "issue:43819", + "issue:43828", + "issue:43873", + "issue:43994", + "issue:44079", + "issue:44186", + "issue:44265", + "issue:44291", + "issue:44466", + "issue:44479", + "issue:44509", + "issue:44829", + "issue:44877", + "issue:45072", + "issue:45325", + "issue:45357", + "issue:45381", + "issue:45479", + "issue:45491", + "issue:45584", + "issue:45701", + "issue:45823", + "issue:45834", + "issue:46402", + "issue:46821", + "issue:46909" + ], + "soft_pairs": [ + "issue:44509|issue:46909", + "issue:43377|issue:45491", + "issue:43644|issue:44079", + "issue:43818|issue:46402", + "issue:40444|issue:45381", + "issue:43818|issue:45357", + "issue:44265|issue:45072", + "issue:43493|issue:43994", + "issue:45325|issue:45834", + "issue:45325|issue:45381", + "issue:44829|issue:45479", + "issue:43454|issue:44466", + "issue:42915|issue:43482", + "issue:44291|issue:44877", + "issue:41553|issue:43582", + "issue:43701|issue:45325", + "issue:43873|issue:45701", + "issue:42796|issue:45381", + "issue:40990|issue:45584", + "issue:43606|issue:44265", + "issue:44479|issue:45823", + "issue:43262|issue:43746", + "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:43454|issue:43550", + "issue:43606|issue:43819" + ], + "prepared_review_unit_hash": "d5565bd95f8efccd6dff9b52eae7f4dba5b9137a5d78d7c45fbe7da05e80b8eb", + "component_budget": { + "node_count": 510, + "item_count": 510, + "soft_pair_count": 1874, + "serialized_chars": 972522, + "estimated_input_tokens": 243131, + "estimated_eval_tokens": 486518 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36353, + "estimated_input_tokens": 9089, + "estimated_eval_tokens": 18434 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous, but two duplicate-like pairs stand out: the SigLIP2 incorrect-output reports and the Qwen2.5-VL position-id/rope-index regression reports. The rest look like distinct bugs or documentation issues.", + "confidence": 0.74, + "canonical_issue_reason": "Pick issue:45325 as canonical: it is the most concrete and technically specific of the plausible duplicates, clearly naming the Qwen2.5-VL position-id / rope-index regression.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue:45325 is the best single representative because it most directly identifies the shared Qwen2.5-VL positional-id bug and is actionable for triage.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44509", + "right": "issue:46909", + "accept": false, + "reason": "Both are docs problems, but one is about removed pipeline-task references and the other is a broken DIA example; different symptoms and fixes." + }, + { + "left": "issue:43377", + "right": "issue:45491", + "accept": false, + "reason": "Both involve batching/padding behavior, but they affect different models and code paths; not the same underlying bug." + }, + { + "left": "issue:43644", + "right": "issue:44079", + "accept": false, + "reason": "One is a v5 buffer-initialization/serialization regression, the other is a ModelOutput key-assignment bug; unrelated." + }, + { + "left": "issue:43818", + "right": "issue:46402", + "accept": false, + "reason": "Different models and failures: Video-LLaVA architecture issue versus Sam3Model weight loading." + }, + { + "left": "issue:40444", + "right": "issue:45381", + "accept": false, + "reason": "Both are Qwen2.5-VL-related, but one is multi-image finetuning failure and the other is video position-id regression; not clearly the same bug." + }, + { + "left": "issue:43818", + "right": "issue:45357", + "accept": false, + "reason": "Unrelated: Video-LLaVA missing temporal attention versus Qwen3.5 save_pretrained visual-key regression." + }, + { + "left": "issue:44265", + "right": "issue:45072", + "accept": false, + "reason": "torch.export with torch_compilable_check is a different problem from bfloat16 dtype mismatches in specific models." + }, + { + "left": "issue:43493", + "right": "issue:43994", + "accept": true, + "reason": "Both report SigLIP2 producing incorrect/nonsensical outputs, likely the same implementation bug in the model/processor path." + }, + { + "left": "issue:45325", + "right": "issue:45834", + "accept": false, + "reason": "Both are multimodal, but one is a Qwen2.5-VL positional-id regression and the other is a Kosmos2.5 OCR index error." + }, + { + "left": "issue:45325", + "right": "issue:45381", + "accept": true, + "reason": "Both point to the same Qwen2.5-VL rope/position-id bug affecting image/video inputs." + }, + { + "left": "issue:44829", + "right": "issue:45479", + "accept": false, + "reason": "Degenerate training with flash_attention_3 is unrelated to the single-label num_labels=1 zero-loss issue." + }, + { + "left": "issue:43454", + "right": "issue:44466", + "accept": false, + "reason": "Both mention lm_head/tied weights, but one is a missing weight-tying bug and the other is a device-dependent serialization inconsistency." + }, + { + "left": "issue:42915", + "right": "issue:43482", + "accept": false, + "reason": "Different quantization/load failures on different model families; no shared concrete bug is evident." + }, + { + "left": "issue:44291", + "right": "issue:44877", + "accept": false, + "reason": "The first is an init_empty_weights TypeError from an unexpected arg; the second is strict config handling for granite_speech. Different issues." + }, + { + "left": "issue:41553", + "right": "issue:43582", + "accept": false, + "reason": "Bad tokenizer error messaging and Apple Silicon TypeError in a warmup function are unrelated." + }, + { + "left": "issue:43701", + "right": "issue:45325", + "accept": false, + "reason": "resume_from_checkpoint key mismatch is not the same code-path as Qwen2.5-VL position-id computation." + }, + { + "left": "issue:43873", + "right": "issue:45701", + "accept": false, + "reason": "Quantization/offloading behavior and tokenization changes are different regressions." + }, + { + "left": "issue:42796", + "right": "issue:45381", + "accept": false, + "reason": "Tokenizer BPE-marker handling and Qwen2.5-VL vision position ids are unrelated bugs." + }, + { + "left": "issue:40990", + "right": "issue:45584", + "accept": false, + "reason": "High perplexity on GPT-OSS and Whisper empty-transcription failure are different model-specific issues." + }, + { + "left": "issue:43606", + "right": "issue:44265", + "accept": false, + "reason": "CPU offload device mismatch for Bark is unrelated to torch.export failing on torch_compilable_check." + }, + { + "left": "issue:44479", + "right": "issue:45823", + "accept": false, + "reason": "Qwen video-input regression and Gemma4 PLE device mismatch are different model-specific failures." + }, + { + "left": "issue:43262", + "right": "issue:43746", + "accept": false, + "reason": "Audio chat-template sampling-rate defaulting and GraniteSpeech PEFT checkpoint loading are unrelated." + }, + { + "left": "issue:43828", + "right": "issue:46821", + "accept": false, + "reason": "Autocast dtype mismatch in Phi-tiny-MoE is unrelated to TimesFM window_size AttributeError." + }, + { + "left": "issue:35707", + "right": "issue:41720", + "accept": false, + "reason": "Progressive generation with inputs_embeds/past_key_values and Qwen3 auto-device cudaErrorAssert are separate issues." + }, + { + "left": "issue:34634", + "right": "issue:35707", + "accept": false, + "reason": "Bark voice_preset and generation with inputs_embeds/past_key_values do not share the same bug." + }, + { + "left": "issue:39692", + "right": "issue:40444", + "accept": false, + "reason": "SigLIP2 doc-example problems and Qwen2.5-VL multi-image finetuning failure are different topics." + }, + { + "left": "issue:41720", + "right": "issue:45823", + "accept": false, + "reason": "Different device-mapping errors in different model families; not the same fix." + }, + { + "left": "issue:44186", + "right": "issue:44265", + "accept": false, + "reason": "Tokenizer padding/truncation crash and export support for torch_compilable_check are unrelated." + }, + { + "left": "issue:43454", + "right": "issue:43550", + "accept": false, + "reason": "AyaVision lm_head tying and Bamba torch.compile SDPA failure are different code paths." + }, + { + "left": "issue:43606", + "right": "issue:43819", + "accept": false, + "reason": "CPU offload device mismatch for Bark and DAC.from_latents vs forward-pass mismatch are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The analysis is grounded in the packet and stays appropriately conservative. The summary matches the visible titles/body context, and the two accepted soft-edge pairs are the only ones that clearly look close enough to plausibly share a bug. The rejected pairs are generally justified by distinct model families, code paths, or symptom types." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 14, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-510", + "nodes": [ + "issue:26413", + "issue:28530", + "issue:36331", + "issue:40990", + "issue:41720", + "issue:42617", + "issue:42796", + "issue:42915", + "issue:42947", + "issue:43065", + "issue:43257", + "issue:43317", + "issue:43322", + "issue:43377", + "issue:43450", + "issue:43454", + "issue:43572", + "issue:43720", + "issue:43749", + "issue:43873", + "issue:43881", + "issue:44186", + "issue:44387", + "issue:44466", + "issue:44488", + "issue:44534", + "issue:44568", + "issue:44610", + "issue:44756", + "issue:44877", + "issue:44898", + "issue:44977", + "issue:44991", + "issue:45072", + "issue:45357", + "issue:45701", + "issue:45704", + "issue:45759", + "issue:45823", + "issue:45920", + "issue:45923", + "issue:46050", + "issue:46209", + "issue:46305", + "issue:46315", + "issue:46402", + "issue:46821" + ], + "soft_pairs": [ + "issue:43257|issue:45923", + "issue:42796|issue:46209", + "issue:44568|issue:45920", + "issue:43377|issue:44610", + "issue:45823|issue:46821", + "issue:43454|issue:45072", + "issue:40990|issue:42947", + "issue:42617|issue:42915", + "issue:46305|issue:46315", + "issue:43572|issue:45759", + "issue:43749|issue:44534", + "issue:43377|issue:44898", + "issue:43317|issue:43873", + "issue:43454|issue:43720", + "issue:43322|issue:46050", + "issue:41720|issue:43322", + "issue:43881|issue:44488", + "issue:36331|issue:42617", + "issue:44387|issue:45704", + "issue:36331|issue:42915", + "issue:41720|issue:44977", + "issue:44877|issue:44991", + "issue:44466|issue:45357", + "issue:40990|issue:45701", + "issue:43450|issue:45701", + "issue:43065|issue:46402", + "issue:41720|issue:42617", + "issue:26413|issue:28530", + "issue:43873|issue:44756", + "issue:44186|issue:45072" + ], + "prepared_review_unit_hash": "d16342dd4180469303271a3ed41d136839d93dda95e5f7c9e4eabcf81a83c056", + "component_budget": { + "node_count": 510, + "item_count": 510, + "soft_pair_count": 1874, + "serialized_chars": 972522, + "estimated_input_tokens": 243131, + "estimated_eval_tokens": 486518 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36061, + "estimated_input_tokens": 9016, + "estimated_eval_tokens": 18288 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab-bag of unrelated bug reports across tokenization, loading, quantization, multimodal models, and training utilities. I did not find any soft pair that is clearly the same underlying bug/change, so all soft edges are rejected.", + "confidence": 0.81, + "canonical_issue_reason": "issue:43873 is the best umbrella issue here: it is open, actively discussed, has the most inbound references, and its title matches the broad loading/offloading + quantization theme that appears in the closest near-duplicates.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43873 is the strongest representative of the cluster\u2019s most recurring subtheme (offloading/quantization), with broad wording and the highest apparent centrality/support among the candidates.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43257", + "right": "issue:45923", + "accept": false, + "reason": "Different model-loading/accelerate issue vs a gradient-checkpointing flag regression; no shared code-path or concrete bug." + }, + { + "left": "issue:42796", + "right": "issue:46209", + "accept": false, + "reason": "Tokenizer BPE-marker handling and FP8 inference failure are unrelated." + }, + { + "left": "issue:44568", + "right": "issue:45920", + "accept": false, + "reason": "Both concern tokenizers, but one is missing BOS/EOS insertion while the other is wrong token IDs across several models; too broad to treat as the same bug." + }, + { + "left": "issue:43377", + "right": "issue:44610", + "accept": false, + "reason": "Different batching bugs in different components (MIMI encoder vs video processors); no evidence of the same underlying defect." + }, + { + "left": "issue:45823", + "right": "issue:46821", + "accept": false, + "reason": "Device-mismatch forward failure and a TimesFM AttributeError are unrelated." + }, + { + "left": "issue:43454", + "right": "issue:45072", + "accept": false, + "reason": "Weight-tying/serialization problem and dtype mismatch are different failures." + }, + { + "left": "issue:40990", + "right": "issue:42947", + "accept": false, + "reason": "Perplexity on a specific model/dataset and LoRA gradient-checkpointing behavior are unrelated." + }, + { + "left": "issue:42617", + "right": "issue:42915", + "accept": false, + "reason": "3d_parallel.py startup failure and a Qwen3Moe FP8Config failure are different problems." + }, + { + "left": "issue:46305", + "right": "issue:46315", + "accept": false, + "reason": "Off-by-one streaming mask logic versus tokenizer conversion performance regression; not the same bug." + }, + { + "left": "issue:43572", + "right": "issue:45759", + "accept": false, + "reason": "Missing config field and multimodal config unwrapping are distinct model/config loading issues." + }, + { + "left": "issue:43749", + "right": "issue:44534", + "accept": false, + "reason": "FSDP CPU-efficient loading regression and non-persistent buffer initialization bug are different code paths." + }, + { + "left": "issue:43377", + "right": "issue:44898", + "accept": false, + "reason": "Both are batching-related, but one is encoder padding-mask support and the other is image resolution/interpolation behavior." + }, + { + "left": "issue:43317", + "right": "issue:43873", + "accept": false, + "reason": "43317 is a specific dequantized device_map/offload load failure, while 43873 is a broader umbrella complaint about quantization offloading; insufficient evidence they are the same concrete bug." + }, + { + "left": "issue:43454", + "right": "issue:43720", + "accept": false, + "reason": "AyaVision weight tying and BitNet packed-weight unpacking are unrelated loading bugs." + }, + { + "left": "issue:43322", + "right": "issue:46050", + "accept": false, + "reason": "Segfault loading Llava Next and sinq save/load breakage are different failures." + }, + { + "left": "issue:41720", + "right": "issue:43322", + "accept": false, + "reason": "Qwen3 auto device mapping cuda assert and Llava Next segmentation fault do not share a concrete root cause." + }, + { + "left": "issue:43881", + "right": "issue:44488", + "accept": false, + "reason": "Two different model-loading reports with no concrete shared mechanism." + }, + { + "left": "issue:36331", + "right": "issue:42617", + "accept": false, + "reason": "Trainer compute_loss signature mismatch and a script execution failure are unrelated." + }, + { + "left": "issue:44387", + "right": "issue:45704", + "accept": false, + "reason": "Both mention memory, but one is int4 CUDA reserved-memory growth and the other is an apex RMSNorm leak; different bugs." + }, + { + "left": "issue:36331", + "right": "issue:42915", + "accept": false, + "reason": "Trainer API mismatch and Qwen3Moe FP8 loading failure are unrelated." + }, + { + "left": "issue:41720", + "right": "issue:44977", + "accept": false, + "reason": "Different Qwen model/runtime bugs; one is device-mapping cuda assert, the other is flash-attention generation corruption." + }, + { + "left": "issue:44877", + "right": "issue:44991", + "accept": false, + "reason": "Config strictness for granite_speech and tokenizer loading for EMBEDDIA/est-roberta are different issues." + }, + { + "left": "issue:44466", + "right": "issue:45357", + "accept": false, + "reason": "Both involve serialization, but one is tied lm_head weight behavior and the other is wrong visual encoder keys for Qwen3.5; not the same code path." + }, + { + "left": "issue:40990", + "right": "issue:45701", + "accept": false, + "reason": "Perplexity on a specific benchmark and a general tokenization-version regression are not the same bug." + }, + { + "left": "issue:43450", + "right": "issue:45701", + "accept": false, + "reason": "Video processor batch shape bug and tokenizer behavior changes are unrelated." + }, + { + "left": "issue:43065", + "right": "issue:46402", + "accept": false, + "reason": "Same model family, but one is a dummy Conv2d in the pixel decoder and the other is missing text encoder weight loading; different defects." + }, + { + "left": "issue:41720", + "right": "issue:42617", + "accept": false, + "reason": "Different model/runtime failures with no shared concrete root cause." + }, + { + "left": "issue:26413", + "right": "issue:28530", + "accept": false, + "reason": "Checkpoint resume epoch-iterator failure and early-stopping metric selection are unrelated training issues." + }, + { + "left": "issue:43873", + "right": "issue:44756", + "accept": false, + "reason": "Both are memory-related, but mmap-on-Strix-Halo OOM and quantization offloading are different mechanisms." + }, + { + "left": "issue:44186", + "right": "issue:45072", + "accept": false, + "reason": "Tokenizer crash on NER/batched padding and bfloat16 dtype mismatches are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 15, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-510", + "nodes": [ + "issue:28530", + "issue:33666", + "issue:36010", + "issue:36331", + "issue:41720", + "issue:42617", + "issue:42915", + "issue:43295", + "issue:43317", + "issue:43404", + "issue:43526", + "issue:43531", + "issue:43550", + "issue:43572", + "issue:43577", + "issue:43606", + "issue:43646", + "issue:43708", + "issue:43720", + "issue:43881", + "issue:43883", + "issue:44008", + "issue:44186", + "issue:44361", + "issue:44423", + "issue:44451", + "issue:44464", + "issue:44610", + "issue:44671", + "issue:44734", + "issue:44743", + "issue:44898", + "issue:44991", + "issue:45161", + "issue:45357", + "issue:45406", + "issue:45632", + "issue:45684", + "issue:45685", + "issue:45701", + "issue:45823", + "issue:46291", + "issue:46612", + "issue:46665", + "issue:46821", + "issue:46858", + "issue:46869", + "issue:47020" + ], + "soft_pairs": [ + "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:44451|issue:47020", + "issue:43550|issue:43606", + "issue:36010|issue:42617", + "issue:44186|issue:44610", + "issue:43404|issue:45357", + "issue:43881|issue:44991", + "issue:42915|issue:43317", + "issue:43526|issue:43883", + "issue:44610|issue:44898", + "issue:46821|issue:46869", + "issue:44423|issue:45406", + "issue:44734|issue:46858", + "issue:44008|issue:45823", + "issue:28530|issue:33666", + "issue:41720|issue:45161", + "issue:43531|issue:43572", + "issue:42915|issue:46291", + "issue:44464|issue:46858", + "issue:36331|issue:41720", + "issue:45632|issue:45684", + "issue:44671|issue:44743", + "issue:44186|issue:44361" + ], + "prepared_review_unit_hash": "b1d0be23262936445f3240585eec2061598bbe8d2d1e263e06c739998c001c7c", + "component_budget": { + "node_count": 510, + "item_count": 510, + "soft_pair_count": 1874, + "serialized_chars": 972522, + "estimated_input_tokens": 243131, + "estimated_eval_tokens": 486518 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36264, + "estimated_input_tokens": 9066, + "estimated_eval_tokens": 18388 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous Transformer issues; none of the soft pairs look like true duplicates. The best single issue representative is the broad tokenization regression report, but the cluster does not form a coherent duplicate set.", + "confidence": 0.34, + "canonical_issue_reason": "issue:45701 is the broadest, most representative problem statement in the set and has the most inbound references; it reads like an umbrella regression report rather than a narrow model-specific bug.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45701 is the best standalone issue to anchor this set because it is broader than the model-specific reports and most plausibly captures the shared 'version/regression affects tokenization' theme.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46612", + "right": "issue:46858", + "accept": false, + "reason": "Both involve generation/cache behavior, but one is beam-search cache reorder on specific recurrent models while the other is a static-cache slice-arithmetic bug under torch.compile; different code paths and fixes." + }, + { + "left": "issue:45685", + "right": "issue:46821", + "accept": false, + "reason": "Completely different models and failures: MPS histogram/int issue versus TimesFM window_size AttributeError." + }, + { + "left": "issue:43295", + "right": "issue:45701", + "accept": false, + "reason": "Both are regression reports, but one is about processor/tokenizer API access for multimodal custom code and the other is a broad tokenization behavior change; not the same bug." + }, + { + "left": "issue:43550", + "right": "issue:43720", + "accept": false, + "reason": "Different subsystems and failure modes: torch.compile with SDPA for Bamba versus packed-weight unpacking during accelerate loading for BitNet." + }, + { + "left": "issue:43577", + "right": "issue:43708", + "accept": false, + "reason": "Unrelated issues: BLIP2 dtype propagation versus Trainer checkpoint resumption max_steps computation." + }, + { + "left": "issue:43646", + "right": "issue:46665", + "accept": false, + "reason": "Both concern custom model loading in v5, but one is model initialization breakage and the other is from_pretrained behavior inside Python classes; too different to merge." + }, + { + "left": "issue:44451", + "right": "issue:47020", + "accept": false, + "reason": "Different tokenizer/model-loading failures affecting different models; no shared underlying code-path is evident." + }, + { + "left": "issue:43550", + "right": "issue:43606", + "accept": false, + "reason": "Both mention model execution failures, but one is torch.compile+SDPA and the other is CPU offload device mismatch; not the same defect." + }, + { + "left": "issue:36010", + "right": "issue:42617", + "accept": false, + "reason": "GenerationMixin import regression is unrelated to the 3d_parallel.py runtime failure." + }, + { + "left": "issue:44186", + "right": "issue:44610", + "accept": false, + "reason": "Tokenizer NER/padding crash versus image processor resolution mismatch; different models and different failure mechanisms." + }, + { + "left": "issue:43404", + "right": "issue:45357", + "accept": false, + "reason": "Different multimodal model bugs: missing lm_head tying versus incorrect visual encoder keys on save_pretrained." + }, + { + "left": "issue:43881", + "right": "issue:44991", + "accept": false, + "reason": "Separate loading failures for different models; no evidence they share the same underlying tokenizer bug." + }, + { + "left": "issue:42915", + "right": "issue:43317", + "accept": false, + "reason": "Both are model loading/training related, but FP8 config failure and dequantized model offload failure are distinct." + }, + { + "left": "issue:43526", + "right": "issue:43883", + "accept": false, + "reason": "Unrelated: BeitImageProcessorFast label reduction bug versus Molmo tied-weights attribute error." + }, + { + "left": "issue:44610", + "right": "issue:44898", + "accept": false, + "reason": "Both concern image resolution handling, but they target different models and different symptom surfaces; not the same bug." + }, + { + "left": "issue:46821", + "right": "issue:46869", + "accept": false, + "reason": "TimesFM window_size AttributeError is unrelated to YOLO multi-GPU device_map auto failure." + }, + { + "left": "issue:44423", + "right": "issue:45406", + "accept": false, + "reason": "Both are serve/multimodal crashes, but one is a string tensor conversion error in continuous batching and the other is a missing _tokenizer attribute; different code paths." + }, + { + "left": "issue:44734", + "right": "issue:46858", + "accept": false, + "reason": "Both involve cache handling, but one is KV-cache continuation tensor indexing in serve and the other is static-cache seq_length arithmetic under compile; not the same defect." + }, + { + "left": "issue:44008", + "right": "issue:45823", + "accept": false, + "reason": "Different multimodal forward issues: variable name collision causing missing audio mask versus device mismatch with auto device mapping." + }, + { + "left": "issue:28530", + "right": "issue:33666", + "accept": false, + "reason": "Early stopping metric selection and Qwen2-VL multi-GPU training are unrelated." + }, + { + "left": "issue:41720", + "right": "issue:45161", + "accept": false, + "reason": "Both are parallelism/device-mapping topics, but one is an auto device-map CUDA assert and the other is tensor-parallel-only behavior for GPT-OSS MoE; not the same bug." + }, + { + "left": "issue:43531", + "right": "issue:43572", + "accept": false, + "reason": "Different model/config issues: Qwen3-MoE sliding window behavior versus missing pad_token_idx in StableLmConfig." + }, + { + "left": "issue:42915", + "right": "issue:46291", + "accept": false, + "reason": "FP8 model failure and kernels import/version requirement are unrelated." + }, + { + "left": "issue:44464", + "right": "issue:46858", + "accept": false, + "reason": "Both mention generation/compile/cache, but chunked generation inconsistency and static-cache seq_length device-tensor arithmetic are different failure modes." + }, + { + "left": "issue:36331", + "right": "issue:41720", + "accept": false, + "reason": "Trainer compute_loss signature break and auto device-map CUDA assert are unrelated." + }, + { + "left": "issue:45632", + "right": "issue:45684", + "accept": false, + "reason": "File-system/cache-path collision and read-only permission propagation are distinct custom-model save/load issues." + }, + { + "left": "issue:44671", + "right": "issue:44743", + "accept": false, + "reason": "Different model-specific regressions: CamemBERT masked-LM predictions versus Qwen3.5 recurrent state reset with cache." + }, + { + "left": "issue:44186", + "right": "issue:44361", + "accept": false, + "reason": "Both are tokenizer failures, but for different tokenizer implementations and different error conditions; not a duplicate." + } + ] + }, + "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": 26, + "review_unit_index": 16, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-510", + "nodes": [ + "issue:28530", + "issue:29159", + "issue:30064", + "issue:33357", + "issue:34567", + "issue:34634", + "issue:35707", + "issue:36032", + "issue:41720", + "issue:42490", + "issue:42915", + "issue:43316", + "issue:43322", + "issue:43329", + "issue:43388", + "issue:43425", + "issue:43452", + "issue:43526", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43606", + "issue:43653", + "issue:43720", + "issue:43746", + "issue:43782", + "issue:43873", + "issue:43881", + "issue:44387", + "issue:44451", + "issue:44492", + "issue:44509", + "issue:44534", + "issue:44589", + "issue:44913", + "issue:44991", + "issue:45059", + "issue:45406", + "issue:45464", + "issue:45701", + "issue:45704", + "issue:45759", + "issue:45859", + "issue:46665", + "issue:46821", + "issue:46858", + "issue:47020" + ], + "soft_pairs": [ + "issue:43425|issue:46821", + "issue:43316|issue:44913", + "issue:28530|issue:30064", + "issue:42915|issue:43322", + "issue:33357|issue:35707", + "issue:43540|issue:43782", + "issue:29159|issue:36032", + "issue:30064|issue:34634", + "issue:43873|issue:45704", + "issue:44387|issue:45701", + "issue:43531|issue:45759", + "issue:44534|issue:46665", + "issue:43550|issue:43653", + "issue:43452|issue:47020", + "issue:44492|issue:44509", + "issue:41720|issue:43746", + "issue:43606|issue:43720", + "issue:42490|issue:43329", + "issue:45406|issue:45464", + "issue:43388|issue:45059", + "issue:34567|issue:35707", + "issue:43531|issue:46821", + "issue:43606|issue:43653", + "issue:34634|issue:41720", + "issue:43531|issue:44589", + "issue:43526|issue:43881", + "issue:45759|issue:45859", + "issue:43540|issue:46858", + "issue:44451|issue:44991" + ], + "prepared_review_unit_hash": "b5cfd794b25759a96212a23686ba339e47f2ac34fb5845053e7b4aaaef3db41d", + "component_budget": { + "node_count": 510, + "item_count": 510, + "soft_pair_count": 1874, + "serialized_chars": 972522, + "estimated_input_tokens": 243131, + "estimated_eval_tokens": 486518 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35768, + "estimated_input_tokens": 8942, + "estimated_eval_tokens": 18140 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a noisy mix of unrelated bugs across tokenizers, model loading, multimodal processors, quantization/offload, docs, and trainer/runtime behavior. None of the soft pairs look like the same underlying fix, so they should all be kept separate.", + "confidence": 0.94, + "canonical_issue_reason": "No single canonical issue stands out: the items cover many unrelated code paths and models, and the soft pairs only share superficial keywords like loading, tokenization, or offloading.", + "canonical_pr_reason": null, + "best_issue_reason": "No issue is a strong global representative for this cluster because there is no shared bug theme beyond broad Transformers usage.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43425", + "right": "issue:46821", + "accept": false, + "reason": "Different problems: Torch 2.10 incompatibility vs a TimesFM `window_size` AttributeError." + }, + { + "left": "issue:43316", + "right": "issue:44913", + "accept": false, + "reason": "Both are config-related, but one is a Gemma3TextConfig API discrepancy and the other is GPTNeoX `rotary_pct` not persisting on reload." + }, + { + "left": "issue:28530", + "right": "issue:30064", + "accept": false, + "reason": "Early stopping/metrics handling is unrelated to image processor failures on void segmentation maps." + }, + { + "left": "issue:42915", + "right": "issue:43322", + "accept": false, + "reason": "Different models and failure modes: Qwen3Moe FP8 config vs Llava Next segmentation fault." + }, + { + "left": "issue:33357", + "right": "issue:35707", + "accept": false, + "reason": "A CLIP MacOS bus error is unrelated to progressive generation with `inputs_embeds` and `past_key_values`." + }, + { + "left": "issue:43540", + "right": "issue:43782", + "accept": false, + "reason": "Both involve Qwen variants, but one is a video-input ValueError and the other is a `weight_only=True` load error." + }, + { + "left": "issue:29159", + "right": "issue:36032", + "accept": false, + "reason": "Tokenizer bugs, but not the same one: slow/fast inconsistency vs T5 init conflict on `add_special_tokens`." + }, + { + "left": "issue:30064", + "right": "issue:34634", + "accept": false, + "reason": "Image-processor segmentation-map handling is unrelated to BarkProcessor `voice_preset` support." + }, + { + "left": "issue:43873", + "right": "issue:45704", + "accept": false, + "reason": "Quantization/offloading behavior is unrelated to T5's apex RMSNorm memory leak." + }, + { + "left": "issue:44387", + "right": "issue:45701", + "accept": false, + "reason": "Int4 quantization OOM is a different bug from version-dependent tokenization changes." + }, + { + "left": "issue:43531", + "right": "issue:45759", + "accept": false, + "reason": "A Qwen3-MoE sliding-window issue is unrelated to `from_config` failing to unwrap `text_config`." + }, + { + "left": "issue:44534", + "right": "issue:46665", + "accept": false, + "reason": "Non-persistent buffer corruption is unrelated to inconsistent `from_pretrained` behavior inside Python classes." + }, + { + "left": "issue:43550", + "right": "issue:43653", + "accept": false, + "reason": "Bamba torch.compile/SDPA failure and BigBirdTokenizer special-token registration are unrelated." + }, + { + "left": "issue:43452", + "right": "issue:47020", + "accept": false, + "reason": "GGUF loading breakage is a different tokenizer/model-loading bug from XLMRoberta's `Unigram(vocab=...)` type error." + }, + { + "left": "issue:44492", + "right": "issue:44509", + "accept": false, + "reason": "A typo in cache strategies is not the same as outdated docs mentioning removed pipeline tasks." + }, + { + "left": "issue:41720", + "right": "issue:43746", + "accept": false, + "reason": "Qwen3 auto device mapping CUDA assert and GraniteSpeech PEFT local-checkpoint loading are different failure paths." + }, + { + "left": "issue:43606", + "right": "issue:43720", + "accept": false, + "reason": "Both touch loading/offload, but one is Bark CPU-offload device mismatch and the other is BitNet packed-weight unpacking." + }, + { + "left": "issue:42490", + "right": "issue:43329", + "accept": false, + "reason": "Local-path slash import warning is unrelated to a multimodal token-count video-branch undefined-variable bug." + }, + { + "left": "issue:45406", + "right": "issue:45464", + "accept": false, + "reason": "Gemma4Processor missing `_tokenizer` and Qwen3.5 streaming failures are separate issues." + }, + { + "left": "issue:43388", + "right": "issue:45059", + "accept": false, + "reason": "Metric gathering truncation of tuple labels is unrelated to SAM3 text-and-boxes behavior." + }, + { + "left": "issue:34567", + "right": "issue:35707", + "accept": false, + "reason": "TrainerState token-count tracking and generation with `inputs_embeds`/`past_key_values` are different code paths." + }, + { + "left": "issue:43531", + "right": "issue:46821", + "accept": false, + "reason": "Only superficial overlap on `window_size`; one is Qwen3-MoE sliding-window behavior, the other is TimesFM attribute handling." + }, + { + "left": "issue:43606", + "right": "issue:43653", + "accept": false, + "reason": "Bark CPU-offload mismatch and BigBirdTokenizer mask-token registration are unrelated." + }, + { + "left": "issue:34634", + "right": "issue:41720", + "accept": false, + "reason": "BarkProcessor `voice_preset` and Qwen3 CUDA assert are completely different bugs." + }, + { + "left": "issue:43531", + "right": "issue:44589", + "accept": false, + "reason": "Sliding-window logic in Qwen3-MoE is unrelated to a Float8 storage lookup error." + }, + { + "left": "issue:43526", + "right": "issue:43881", + "accept": false, + "reason": "BeitImageProcessorFast label reduction and glm-4v-9b load failure are unrelated." + }, + { + "left": "issue:45759", + "right": "issue:45859", + "accept": false, + "reason": "Unwrapping `text_config` in composite Qwen configs is unrelated to CPU-offload compatibility in rotary embedding." + }, + { + "left": "issue:43540", + "right": "issue:46858", + "accept": false, + "reason": "Qwen3OmniMoe video processing and `_prefill` cache length device-tensor arithmetic are different bugs." + }, + { + "left": "issue:44451", + "right": "issue:44991", + "accept": false, + "reason": "Both are load failures, but they affect different models/tokenizer paths and do not share the same root cause." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 17, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-510", + "nodes": [ + "issue:30064", + "issue:36010", + "issue:39692", + "issue:41720", + "issue:42886", + "issue:43381", + "issue:43421", + "issue:43493", + "issue:43644", + "issue:43653", + "issue:43746", + "issue:43782", + "issue:43844", + "issue:43873", + "issue:43927", + "issue:43994", + "issue:44062", + "issue:44077", + "issue:44368", + "issue:44451", + "issue:44464", + "issue:44514", + "issue:44545", + "issue:44610", + "issue:44625", + "issue:44671", + "issue:44843", + "issue:44857", + "issue:44898", + "issue:44918", + "issue:44936", + "issue:44987", + "issue:45042", + "issue:45072", + "issue:45357", + "issue:45381", + "issue:45479", + "issue:45704", + "issue:45759", + "issue:45923", + "issue:46032", + "issue:46050", + "issue:46402", + "issue:46463", + "issue:46655", + "issue:46665", + "issue:46693", + "issue:47050" + ], + "soft_pairs": [ + "issue:45357|issue:46402", + "issue:44077|issue:44625", + "issue:43644|issue:46665", + "issue:44987|issue:45042", + "issue:44062|issue:44451", + "issue:44898|issue:45072", + "issue:44625|issue:45479", + "issue:43381|issue:43844", + "issue:39692|issue:44610", + "issue:43746|issue:46050", + "issue:44368|issue:45357", + "issue:41720|issue:45704", + "issue:43381|issue:45704", + "issue:46655|issue:46693", + "issue:44918|issue:44936", + "issue:43421|issue:43927", + "issue:45704|issue:45923", + "issue:45759|issue:45923", + "issue:42886|issue:44843", + "issue:44514|issue:44545", + "issue:43746|issue:43873", + "issue:39692|issue:43493", + "issue:30064|issue:36010", + "issue:43994|issue:44671", + "issue:43421|issue:43653", + "issue:46032|issue:46463", + "issue:44464|issue:47050", + "issue:43782|issue:45381", + "issue:44857|issue:47050" + ], + "prepared_review_unit_hash": "f33a7b30b8bea288e2202fd5a0fc823d89f20367f80ba6b7d217af79ff13d833", + "component_budget": { + "node_count": 510, + "item_count": 510, + "soft_pair_count": 1874, + "serialized_chars": 972522, + "estimated_input_tokens": 243131, + "estimated_eval_tokens": 486518 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36663, + "estimated_input_tokens": 9166, + "estimated_eval_tokens": 18588 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Most pairs are unrelated. The notable duplicate is the Qwen2_5_VLProcessor batched `padding=False` crash pair, and one HF_HUB_OFFLINE tokenizer-loading pair looks like the same underlying offline-path bug.", + "confidence": 0.86, + "canonical_issue_reason": "issue:44545 is the best canonical representative for the Qwen2_5_VLProcessor batched-input crash: it has the cleaner plain title and slightly more inbound references, while issue:44514 describes the same repro with backticks/formatting differences rather than a different bug.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44545 is the strongest issue anchor for this cluster because it cleanly names the shared crash scenario and is the most concise representative of the duplicate pair.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45357", + "right": "issue:46402", + "accept": false, + "reason": "Different model families and different load paths: Qwen3.5 visual encoder key regression vs Sam3Model text encoder weights not loading." + }, + { + "left": "issue:44077", + "right": "issue:44625", + "accept": false, + "reason": "Unrelated bugs: patchtsmixer post_init policy vs Qwen3.5 num_labels propagation." + }, + { + "left": "issue:43644", + "right": "issue:46665", + "accept": false, + "reason": "Both mention loading/behavior changes, but one is a v5 buffer regression and the other is inconsistent from_pretrained behavior inside Python classes." + }, + { + "left": "issue:44987", + "right": "issue:45042", + "accept": false, + "reason": "Different subsystems and symptoms: model artifact loading vs PIL image processors incorrectly requiring torchvision." + }, + { + "left": "issue:44062", + "right": "issue:44451", + "accept": false, + "reason": "Could both involve loading/tokenization, but one is a specific AddedToken TypeError while the other is a generic model-loading failure for ScandiBERT." + }, + { + "left": "issue:44898", + "right": "issue:45072", + "accept": false, + "reason": "Different models and failure modes: Perceiver resolution/interpolation vs dtype mismatch in bfloat16 inference." + }, + { + "left": "issue:44625", + "right": "issue:45479", + "accept": false, + "reason": "Both involve num_labels, but one is config propagation in Qwen3.5 multimodal configs and the other is a classification-loss degeneracy bug." + }, + { + "left": "issue:43381", + "right": "issue:43844", + "accept": false, + "reason": "Distinct training/runtime issues: gradient checkpointing in eval mode vs a ZeRO-3 gradient increase regression." + }, + { + "left": "issue:39692", + "right": "issue:44610", + "accept": false, + "reason": "Different products and bugs: SigLIP2 docs/example problems vs OmDet-Turbo processor size mismatch." + }, + { + "left": "issue:43746", + "right": "issue:46050", + "accept": false, + "reason": "Both concern model loading/saving, but PEFT adapter loading and sinq quantized save/load breakage are different code paths." + }, + { + "left": "issue:44368", + "right": "issue:45357", + "accept": false, + "reason": "A warning about tie_word_embeddings is unrelated to the Qwen3.5 visual encoder save_pretrained key regression." + }, + { + "left": "issue:41720", + "right": "issue:45704", + "accept": false, + "reason": "Completely different failures: Qwen3 auto device mapping assert vs T5/apex RMSNorm memory leak." + }, + { + "left": "issue:43381", + "right": "issue:45704", + "accept": false, + "reason": "No meaningful overlap beyond being training-related; gradient checkpointing eval-mode bug is unrelated to T5 apex memory leak." + }, + { + "left": "issue:46655", + "right": "issue:46693", + "accept": false, + "reason": "Both involve generation/vision workflows, but one is a video processor padding bug and the other is a long-context FA2 regression." + }, + { + "left": "issue:44918", + "right": "issue:44936", + "accept": false, + "reason": "Different trainer issues: TRL SFT embedding unpacking vs evaluate() failing after train()." + }, + { + "left": "issue:43421", + "right": "issue:43927", + "accept": false, + "reason": "Both touch token metadata, but runtime post-processor updates and save/load loss of custom token IDs are different bugs." + }, + { + "left": "issue:45704", + "right": "issue:45923", + "accept": false, + "reason": "Unrelated: T5 apex memory leak vs missing supports_gradient_checkpointing on a trust_remote_code model." + }, + { + "left": "issue:45759", + "right": "issue:45923", + "accept": false, + "reason": "Different model/config problems: composite Qwen text_config handling vs gradient-checkpointing flag omission." + }, + { + "left": "issue:42886", + "right": "issue:44843", + "accept": true, + "reason": "Same underlying HF_HUB_OFFLINE tokenizer-loading bug: both point to an unconditional hub call in the AutoTokenizer/from_pretrained path that breaks offline mode." + }, + { + "left": "issue:44514", + "right": "issue:44545", + "accept": true, + "reason": "Same Qwen2_5_VLProcessor batched-input crash when padding=False; the titles differ only in formatting/backticks and punctuation, not in substance." + }, + { + "left": "issue:43746", + "right": "issue:43873", + "accept": false, + "reason": "Different areas: PEFT/local checkpoint loading vs quantization offloading behavior." + }, + { + "left": "issue:39692", + "right": "issue:43493", + "accept": false, + "reason": "Same broad SigLIP2 family, but docs/example errors are not the same as an HF-vs-JAX implementation discrepancy." + }, + { + "left": "issue:30064", + "right": "issue:36010", + "accept": false, + "reason": "No relation: void segmentation map processing vs GenerationMixin import failure." + }, + { + "left": "issue:43994", + "right": "issue:44671", + "accept": false, + "reason": "Both are model-quality complaints, but they concern different models and different failure modes." + }, + { + "left": "issue:43421", + "right": "issue:43653", + "accept": false, + "reason": "Related to special tokens, but one is runtime post-processor refresh and the other is BigBirdTokenizer mask-token registration/decode behavior." + }, + { + "left": "issue:46032", + "right": "issue:46463", + "accept": false, + "reason": "Different bug classes: incorrect use_cache results in Mamba2Mixer vs an error-message validation issue in T5." + }, + { + "left": "issue:44464", + "right": "issue:47050", + "accept": false, + "reason": "Both are correctness issues, but chunked generation with compiled forward is unrelated to fp16 ONNX attention dtype mismatch." + }, + { + "left": "issue:43782", + "right": "issue:45381", + "accept": false, + "reason": "Both are Qwen VL related, but weight_only from_pretrained loading and video vision_position_ids are different problems." + }, + { + "left": "issue:44857", + "right": "issue:47050", + "accept": false, + "reason": "Both mention float16/dtype issues, but they affect different models and execution paths; not the same underlying bug." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The analysis is mostly conservative, but it overstates one key point: issue:44545 does not match issue:44514 verbatim, since the title formatting differs (backticks/punctuation). The duplicate judgment itself looks plausible, but the canonicalization claim is too strong for the packet evidence. " + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 18, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-510", + "nodes": [ + "issue:30064", + "issue:36331", + "issue:39692", + "issue:41720", + "issue:43295", + "issue:43335", + "issue:43421", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43596", + "issue:43611", + "issue:43618", + "issue:43643", + "issue:43653", + "issue:43697", + "issue:43720", + "issue:43756", + "issue:43819", + "issue:43873", + "issue:43927", + "issue:44008", + "issue:44062", + "issue:44186", + "issue:44220", + "issue:44361", + "issue:44488", + "issue:44625", + "issue:44661", + "issue:44877", + "issue:44898", + "issue:44991", + "issue:44995", + "issue:45081", + "issue:45356", + "issue:45381", + "issue:45834", + "issue:45907", + "issue:45987", + "issue:46294", + "issue:46665", + "issue:46693", + "issue:46829", + "issue:46832", + "issue:46858", + "issue:46932", + "issue:47020", + "issue:47050" + ], + "soft_pairs": [ + "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:46829|issue:46832", + "issue:43550|issue:43927", + "issue:43550|issue:44361", + "issue:44625|issue:47050", + "issue:43596|issue:44220", + "issue:45987|issue:46829", + "issue:43540|issue:46294", + "issue:43531|issue:43643", + "issue:44062|issue:44488", + "issue:45381|issue:46693", + "issue:43611|issue:46665", + "issue:41720|issue:44991", + "issue:44220|issue:44661", + "issue:30064|issue:36331", + "issue:44186|issue:44898", + "issue:43653|issue:43819", + "issue:45987|issue:46932", + "issue:43618|issue:43697", + "issue:44488|issue:47020", + "issue:44008|issue:46858", + "issue:43335|issue:43756", + "issue:43550|issue:43819", + "issue:43643|issue:44877" + ], + "prepared_review_unit_hash": "f105fd03f3c1de30b7e676c33141a14adb91d727f8c95c9e1065b38d90105a21", + "component_budget": { + "node_count": 510, + "item_count": 510, + "soft_pair_count": 1874, + "serialized_chars": 972522, + "estimated_input_tokens": 243131, + "estimated_eval_tokens": 486518 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37677, + "estimated_input_tokens": 9420, + "estimated_eval_tokens": 19096 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous and does not form one duplicate set. The only strong duplicate-like link is the tokenizer regex/fix_mistral_regex regression family; most other soft pairs are just broad topical similarities and should stay separate.", + "confidence": 0.78, + "canonical_issue_reason": "issue #45356 is the clearest representative of the only near-duplicate family in the cluster: the Mistral/Kimi tokenizer regex regression around fix_mistral_regex and codec handling.", + "canonical_pr_reason": null, + "best_issue_reason": "issue #45356 is the best anchor issue because it describes the broadest, most complete version of the tokenizer-regex regression and is the most plausible umbrella for the accepted duplicate pair.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45081", + "right": "issue:45356", + "accept": true, + "reason": "Same tokenizer-regex/fix_mistral_regex failure mode; Kimi-K2.5 regression and Mistral tokenizer patch crash look like the same underlying bug family." + }, + { + "left": "issue:43421", + "right": "issue:44186", + "accept": false, + "reason": "Both involve tokenizers, but one is runtime special-token post-processing and the other is a LayoutLMv2 NER/padding crash; different code paths." + }, + { + "left": "issue:45356", + "right": "issue:45907", + "accept": false, + "reason": "Tokenizer regression vs a repository-file revision forwarding bug; unrelated." + }, + { + "left": "issue:44995", + "right": "issue:46858", + "accept": false, + "reason": "Both mention cache/sequencing, but one is a model-specific second-forward crash and the other is a static-cache return-type/arithmetic bug." + }, + { + "left": "issue:39692", + "right": "issue:43873", + "accept": false, + "reason": "Doc/example errors and quantization offloading behavior are different problems." + }, + { + "left": "issue:39692", + "right": "issue:47050", + "accept": false, + "reason": "Documentation/model mismatch vs ONNX fp16 dtype mismatch; unrelated." + }, + { + "left": "issue:43720", + "right": "issue:43819", + "accept": false, + "reason": "Accelerate packed-weight loading bug vs DAC forward/from_latents mismatch; not the same bug." + }, + { + "left": "issue:43295", + "right": "issue:45834", + "accept": false, + "reason": "Processor/tokenizer regression vs long OCR index error in Kosmos2.5; different failures." + }, + { + "left": "issue:43653", + "right": "issue:43720", + "accept": false, + "reason": "Tokenizer special-token registration bug vs BitNet weight unpacking bug; unrelated." + }, + { + "left": "issue:46829", + "right": "issue:46832", + "accept": false, + "reason": "Different RT/vision model bugs: hidden_states output wiring vs feature-level mismatch in forward." + }, + { + "left": "issue:43550", + "right": "issue:43927", + "accept": false, + "reason": "torch.compile/SDPA issue vs config save/load token ID loss; different layers of the stack." + }, + { + "left": "issue:43550", + "right": "issue:44361", + "accept": false, + "reason": "Different models and failure modes: compile/attention bug vs MLukeTokenizer attribute error." + }, + { + "left": "issue:44625", + "right": "issue:47050", + "accept": false, + "reason": "Config propagation bug vs ONNX dtype mismatch; unrelated." + }, + { + "left": "issue:43596", + "right": "issue:44220", + "accept": false, + "reason": "Deepspeed zero3/BertModel indexing vs audio feature extraction issue; separate code paths." + }, + { + "left": "issue:45987", + "right": "issue:46829", + "accept": false, + "reason": "Static cache length return-type bug vs VideoPrism output wiring; not the same issue." + }, + { + "left": "issue:43540", + "right": "issue:46294", + "accept": false, + "reason": "Both are Qwen video-input issues, but one is Qwen3OmniMoe processing failure and the other is chat-template feature/token mismatch; too different to merge." + }, + { + "left": "issue:43531", + "right": "issue:43643", + "accept": false, + "reason": "Sliding-window MoE bug vs AutoConfig trust_remote_code field loss; unrelated." + }, + { + "left": "issue:44062", + "right": "issue:44488", + "accept": false, + "reason": "AddedToken constructor error vs model load failure for a specific checkpoint; not the same bug." + }, + { + "left": "issue:45381", + "right": "issue:46693", + "accept": false, + "reason": "Video position IDs bug vs FA2 long-context performance regression; different symptoms and code paths." + }, + { + "left": "issue:43611", + "right": "issue:46665", + "accept": false, + "reason": "base_model_prefix loading regression vs from_pretrained-in-classes inconsistency; not the same concrete defect." + }, + { + "left": "issue:41720", + "right": "issue:44991", + "accept": false, + "reason": "CUDA assert on auto device mapping vs tokenizer loading failure for a different model." + }, + { + "left": "issue:44220", + "right": "issue:44661", + "accept": false, + "reason": "Audio feature extraction bug vs add-new-model-like/tokenizer mapping failure; unrelated." + }, + { + "left": "issue:30064", + "right": "issue:36331", + "accept": false, + "reason": "Image processor segmentation-map bug vs custom trainer loss signature mismatch; no overlap." + }, + { + "left": "issue:44186", + "right": "issue:44898", + "accept": false, + "reason": "LayoutLMv2 tokenizer crash vs Perceiver interpolation issue; different models and logic." + }, + { + "left": "issue:43653", + "right": "issue:43819", + "accept": false, + "reason": "Tokenizer special-token registration bug vs DAC latent reconstruction mismatch; unrelated." + }, + { + "left": "issue:45987", + "right": "issue:46932", + "accept": false, + "reason": "Cache length return type bug vs Gemma4 quantized embedder dtype casting; different subsystems." + }, + { + "left": "issue:43618", + "right": "issue:43697", + "accept": false, + "reason": "CLIPOutput attentions field regression vs RT-DETR output drift; separate issues." + }, + { + "left": "issue:44488", + "right": "issue:47020", + "accept": false, + "reason": "Both concern tokenizer loading, but one is a specific model checkpoint load failure and the other is an XLMRobertaTokenizer Unigram init bug." + }, + { + "left": "issue:44008", + "right": "issue:46858", + "accept": false, + "reason": "Gemma3n forward variable collision vs static-cache seq-length arithmetic bug; unrelated." + }, + { + "left": "issue:43335", + "right": "issue:43756", + "accept": false, + "reason": "SwitchTransformers sparse-layer config bug vs Smollm3 RoPE-layer dropping; different model config mistakes." + }, + { + "left": "issue:43550", + "right": "issue:43819", + "accept": false, + "reason": "Bamba torch.compile/SDPA bug vs DAC.from_latents mismatch; unrelated." + }, + { + "left": "issue:43643", + "right": "issue:44877", + "accept": false, + "reason": "Both are config-loading related, but one is missing fields with trust_remote_code and the other is strict config blocking granite_speech; not the same bug." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays mostly conservative. The one accepted soft edge is reasonably supported by the shared `fix_mistral_regex` / tokenizer-regex context, and the other pairs are correctly treated as separate bugs. The cluster-level conclusion that this is mostly heterogeneous is also consistent with the issue titles." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 19, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-510", + "nodes": [ + "issue:34634", + "issue:36010", + "issue:39692", + "issue:43322", + "issue:43388", + "issue:43421", + "issue:43540", + "issue:43550", + "issue:43577", + "issue:43582", + "issue:43606", + "issue:43644", + "issue:43716", + "issue:43749", + "issue:43782", + "issue:43818", + "issue:43825", + "issue:43994", + "issue:44008", + "issue:44186", + "issue:44442", + "issue:44448", + "issue:44479", + "issue:44561", + "issue:44671", + "issue:44805", + "issue:44811", + "issue:44821", + "issue:44843", + "issue:44936", + "issue:44977", + "issue:44991", + "issue:45020", + "issue:45072", + "issue:45081", + "issue:45084", + "issue:45183", + "issue:45479", + "issue:45584", + "issue:45685", + "issue:45834", + "issue:46032", + "issue:46291", + "issue:46294", + "issue:46463", + "issue:46512", + "issue:47020" + ], + "soft_pairs": [ + "issue:44821|issue:45084", + "issue:44843|issue:45081", + "issue:34634|issue:36010", + "issue:39692|issue:45834", + "issue:43540|issue:44008", + "issue:44448|issue:44671", + "issue:44186|issue:44442", + "issue:45584|issue:45834", + "issue:45183|issue:45479", + "issue:43322|issue:45685", + "issue:44991|issue:47020", + "issue:43644|issue:43749", + "issue:43606|issue:45072", + "issue:44561|issue:45020", + "issue:44991|issue:46291", + "issue:43782|issue:44977", + "issue:43421|issue:44811", + "issue:43577|issue:43818", + "issue:43550|issue:45072", + "issue:44479|issue:45834", + "issue:43582|issue:46512", + "issue:43825|issue:43994", + "issue:43388|issue:46032", + "issue:44805|issue:44936", + "issue:43716|issue:44008", + "issue:46294|issue:46463" + ], + "prepared_review_unit_hash": "d1255d735b41e79a70cbd2bab441ec6c7f1e4866126f44de650fd678d067cad1", + "component_budget": { + "node_count": 510, + "item_count": 510, + "soft_pair_count": 1874, + "serialized_chars": 972522, + "estimated_input_tokens": 243131, + "estimated_eval_tokens": 486518 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 26, + "serialized_chars": 35271, + "estimated_input_tokens": 8818, + "estimated_eval_tokens": 17892 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly unrelated issue reports with a couple of likely duplicate chains around remote_code/tokenizer-loading regressions. No pull requests are present.", + "confidence": 0.73, + "canonical_issue_reason": "issue:45020 is the best umbrella candidate: it describes the broad remote_code regression class, has the most general scope, and plausibly subsumes the more specific trust_remote_code breakage in issue:44561.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45020 is the strongest global representative because it is the broadest and most central bug report in the set; most other items are narrow model-specific reports that do not generalize as well.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44821", + "right": "issue:45084", + "accept": false, + "reason": "Different subsystems and failure modes: image processor loading from URL vs template compilation error." + }, + { + "left": "issue:44843", + "right": "issue:45081", + "accept": false, + "reason": "Both touch _patch_mistral_regex, but the bugs differ: offline model_info access vs backend_tokenizer attribute crash." + }, + { + "left": "issue:34634", + "right": "issue:36010", + "accept": false, + "reason": "Unrelated: BarkProcessor voice_preset handling vs a GenerationMixin import error." + }, + { + "left": "issue:39692", + "right": "issue:45834", + "accept": false, + "reason": "Different models and bugs: SigLIP2 doc example errors vs Kosmos2.5 OCR index error." + }, + { + "left": "issue:43540", + "right": "issue:44008", + "accept": false, + "reason": "Both are multimodal-input issues, but they affect different models and code paths." + }, + { + "left": "issue:44448", + "right": "issue:44671", + "accept": false, + "reason": "Both are v5 output regressions, but for different model families and different symptoms." + }, + { + "left": "issue:44186", + "right": "issue:44442", + "accept": false, + "reason": "Tokenizer-related, but one is LayoutLMv2 NER/padding crash and the other is AutoTokenizer loading FastSpeech2ConformerTokenizer." + }, + { + "left": "issue:45584", + "right": "issue:45834", + "accept": false, + "reason": "Whisper empty-transcription generation vs Kosmos2.5 long-input OCR indexing are unrelated." + }, + { + "left": "issue:45183", + "right": "issue:45479", + "accept": false, + "reason": "Different validation layers: input_ids/inputs_embeds XOR checking vs sequence-classification loss behavior." + }, + { + "left": "issue:43322", + "right": "issue:45685", + "accept": false, + "reason": "No shared bug: Llava Next load segfault vs MPS histogram implementation error in moe code." + }, + { + "left": "issue:44991", + "right": "issue:47020", + "accept": true, + "reason": "Likely the same tokenizer-loading bug: 47020 names the XLMRoberta/Unigram constructor mismatch that would explain the model-specific failure in 44991." + }, + { + "left": "issue:43644", + "right": "issue:43749", + "accept": false, + "reason": "Different problems: non-persistent buffer initialization vs FSDP CPU RAM-efficient loading." + }, + { + "left": "issue:43606", + "right": "issue:45072", + "accept": false, + "reason": "Different model-specific inference issues: CPU offload device mismatch vs bf16 dtype mismatch." + }, + { + "left": "issue:44561", + "right": "issue:45020", + "accept": true, + "reason": "Strong duplicate/parent-child relationship: both describe the same remote_code breakage class in recent Transformers, with 44561 providing a concrete cause." + }, + { + "left": "issue:44991", + "right": "issue:46291", + "accept": false, + "reason": "Both are load-time failures, but one is a tokenizer regression and the other is a kernels version/revision dependency issue." + }, + { + "left": "issue:43782", + "right": "issue:44977", + "accept": false, + "reason": "Different Qwen model families and different failure points: weight_only loading vs flash-attention generation." + }, + { + "left": "issue:43421", + "right": "issue:44811", + "accept": false, + "reason": "Both involve tokenizer/processor behavior, but one is runtime special-token updates and the other is batch_decode skip_special_tokens handling." + }, + { + "left": "issue:43577", + "right": "issue:43818", + "accept": false, + "reason": "Completely different components: BLIP2 dtype propagation vs Video-LLaVA tower architecture/weights." + }, + { + "left": "issue:43550", + "right": "issue:45072", + "accept": false, + "reason": "Different low-level issues: torch.compile+SDPA failure vs bfloat16 inference dtype mismatch." + }, + { + "left": "issue:44479", + "right": "issue:45834", + "accept": false, + "reason": "Different multimodal regressions affecting different model families and input shapes." + }, + { + "left": "issue:43582", + "right": "issue:46512", + "accept": false, + "reason": "Both mention dtype, but one is an Apple Silicon warmup TypeError and the other is stale config.dtype after from_config." + }, + { + "left": "issue:43825", + "right": "issue:43994", + "accept": false, + "reason": "Pipeline-related, but one is an error message issue and the other is a model output correctness issue." + }, + { + "left": "issue:43388", + "right": "issue:46032", + "accept": false, + "reason": "Different training/inference subsystems: metric gathering on last batch vs Mamba2 use_cache correctness." + }, + { + "left": "issue:44805", + "right": "issue:44936", + "accept": false, + "reason": "Generic error surface, but the underlying bugs are not the same: mask shape mismatch vs trainer evaluate-after-train failure." + }, + { + "left": "issue:43716", + "right": "issue:44008", + "accept": false, + "reason": "Both are multimodal dtype/collision issues, but they concern different models and distinct code paths." + }, + { + "left": "issue:46294", + "right": "issue:46463", + "accept": false, + "reason": "Video-chat template mismatch in Qwen3.5-9B vs incorrect decoder-input validation message in T5 are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: it correctly identifies the remote_code/trust_remote_code cluster around issue:45020 and issue:44561, and the rest of the pairs are treated conservatively as unrelated or only loosely similar. I did not see any overclaiming beyond what the titles support, and there are no PR pairs to assess." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 20, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-510", + "nodes": [ + "issue:28218", + "issue:29159", + "issue:34634", + "issue:36010", + "issue:36331", + "issue:42175", + "issue:43257", + "issue:43262", + "issue:43329", + "issue:43540", + "issue:43550", + "issue:43577", + "issue:43582", + "issue:43645", + "issue:43653", + "issue:43720", + "issue:43742", + "issue:43749", + "issue:43782", + "issue:43819", + "issue:43825", + "issue:43827", + "issue:43906", + "issue:43931", + "issue:44291", + "issue:44589", + "issue:44610", + "issue:44671", + "issue:44857", + "issue:44912", + "issue:45003", + "issue:45020", + "issue:45042", + "issue:45072", + "issue:45081", + "issue:45325", + "issue:45372", + "issue:45381", + "issue:45701", + "issue:46175", + "issue:46209", + "issue:46285", + "issue:46326", + "issue:46665", + "issue:46697", + "issue:46728", + "issue:46846", + "issue:46932" + ], + "soft_pairs": [ + "issue:43931|issue:46846", + "issue:43540|issue:45381", + "issue:28218|issue:29159", + "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:46697|issue:46728", + "issue:43782|issue:45325", + "issue:43262|issue:43819", + "issue:43582|issue:44857", + "issue:43653|issue:44912", + "issue:44589|issue:45042", + "issue:43742|issue:45020", + "issue:45372|issue:46326", + "issue:43550|issue:44912", + "issue:36010|issue:43645", + "issue:43906|issue:46209", + "issue:36010|issue:36331", + "issue:43257|issue:43329" + ], + "prepared_review_unit_hash": "042aa98baf31f58db9dd8e77c6cb1f490527cda2cad07e27b57efc65bc130ce3", + "component_budget": { + "node_count": 510, + "item_count": 510, + "soft_pair_count": 1874, + "serialized_chars": 972522, + "estimated_input_tokens": 243131, + "estimated_eval_tokens": 486518 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 36155, + "estimated_input_tokens": 9039, + "estimated_eval_tokens": 18334 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a set of unrelated Hugging Face issues. The only likely duplicate pair is the tokenizer-spacing behavior reports 28218 and 29159; the rest point to different models, code paths, or failure modes.", + "confidence": 0.84, + "canonical_issue_reason": "issue:28218 is the most specific, symptom-level report and predates the broader tokenizer inconsistency complaint in 29159, so it is the better duplicate target.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:28218 is the clearest representative for the underlying bug because it states the concrete added-token spacing regression directly.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43931", + "right": "issue:46846", + "accept": false, + "reason": "Different Qwen model families and different problems: weight-shape mismatch vs missing tensor-parallel config entries." + }, + { + "left": "issue:43540", + "right": "issue:45381", + "accept": false, + "reason": "Both are video-related, but they affect different models and different failure paths; not the same concrete bug." + }, + { + "left": "issue:28218", + "right": "issue:29159", + "accept": true, + "reason": "Both describe the same tokenizer behavior regression around added tokens and inconsistent spacing/behavior across tokenizer implementations." + }, + { + "left": "issue:44610", + "right": "issue:45072", + "accept": false, + "reason": "Unrelated subsystems: image processor input sizing vs dtype mismatches in inference." + }, + { + "left": "issue:43749", + "right": "issue:44291", + "accept": false, + "reason": "Different loading failures with different causes: FSDP RAM-efficient loading vs an unexpected constructor argument." + }, + { + "left": "issue:43720", + "right": "issue:45072", + "accept": false, + "reason": "Packed-weight loading for BitNet is unrelated to bf16 dtype mismatch reports." + }, + { + "left": "issue:43645", + "right": "issue:46665", + "accept": false, + "reason": "Both involve model initialization, but one is a Jupyter/custom-model regression and the other is from_pretrained inside Python classes; not the same bug." + }, + { + "left": "issue:43825", + "right": "issue:43827", + "accept": false, + "reason": "One is an error-message issue, the other is stale docs after pipeline removals." + }, + { + "left": "issue:34634", + "right": "issue:36331", + "accept": false, + "reason": "BarkProcessor voice preset behavior is unrelated to a custom trainer compute_loss signature error." + }, + { + "left": "issue:42175", + "right": "issue:45081", + "accept": false, + "reason": "Backend dependency installation and tokenizer regex patching are unrelated." + }, + { + "left": "issue:44671", + "right": "issue:45701", + "accept": false, + "reason": "General tokenization-version changes are too broad to merge with a specific CamemBERT masked-LM prediction bug." + }, + { + "left": "issue:43577", + "right": "issue:43582", + "accept": false, + "reason": "Different problems: model dtype handling vs Apple Silicon allocator warmup TypeError." + }, + { + "left": "issue:46175", + "right": "issue:46932", + "accept": false, + "reason": "One is about a huge positional-embedding materialization; the other is about dtype casting in quantized embedders." + }, + { + "left": "issue:45003", + "right": "issue:46285", + "accept": false, + "reason": "Unsafe sys.modules access and CLIP structure inconsistencies are different code paths." + }, + { + "left": "issue:46697", + "right": "issue:46728", + "accept": false, + "reason": "Both concern image sizing, but one is over-padding and the other is patch-count computation for a different model." + }, + { + "left": "issue:43782", + "right": "issue:45325", + "accept": false, + "reason": "Different Qwen VL variants and distinct bugs: weight_only load error vs temporal position-id scaling." + }, + { + "left": "issue:43262", + "right": "issue:43819", + "accept": false, + "reason": "Audio chat-template sampling-rate defaulting is unrelated to DAC forward/from_latents mismatch." + }, + { + "left": "issue:43582", + "right": "issue:44857", + "accept": false, + "reason": "Allocator warmup on Apple Silicon is unrelated to CUDA AMP loss crashes." + }, + { + "left": "issue:43653", + "right": "issue:44912", + "accept": false, + "reason": "Tokenizer special-token registration is unrelated to MXFP4 quantization loading." + }, + { + "left": "issue:44589", + "right": "issue:45042", + "accept": false, + "reason": "Float8 storage lookup and PIL-backend torchvision dependency issues are unrelated." + }, + { + "left": "issue:43742", + "right": "issue:45020", + "accept": false, + "reason": "A key error on one model is not the same as the broader remote_code breakage." + }, + { + "left": "issue:45372", + "right": "issue:46326", + "accept": false, + "reason": "Both mention mistral_common, but they affect different APIs and symptoms: missing import vs continue_final_message behavior." + }, + { + "left": "issue:43550", + "right": "issue:44912", + "accept": false, + "reason": "torch.compile/SDPA failure is unrelated to MXFP4 quantization fallback." + }, + { + "left": "issue:36010", + "right": "issue:43645", + "accept": false, + "reason": "GenerationMixin import failure is unrelated to custom-model initialization in notebooks." + }, + { + "left": "issue:43906", + "right": "issue:46209", + "accept": false, + "reason": "An isolated reproduction of an old issue is not the same as FP8 inference failure on B200." + }, + { + "left": "issue:36010", + "right": "issue:36331", + "accept": false, + "reason": "Import error for GenerationMixin and custom compute_loss signature error are unrelated." + }, + { + "left": "issue:43257", + "right": "issue:43329", + "accept": false, + "reason": "Qwen3 MOE loading with accelerate/deepspeed is unrelated to a multimodal token-counting video-branch bug." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is conservative and grounded in the packet. The only nontrivial pairing, issue:28218 with issue:29159, is supported by the titles and the cluster evidence as a likely tokenizer-spacing/slow-vs-fast inconsistency duplicate. The rest of the verdicts stay appropriately negative and do not overstate similarity." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 21, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-510", + "nodes": [ + "issue:34567", + "issue:38175", + "issue:39692", + "issue:40990", + "issue:42175", + "issue:42490", + "issue:42915", + "issue:43257", + "issue:43262", + "issue:43329", + "issue:43450", + "issue:43452", + "issue:43526", + "issue:43531", + "issue:43638", + "issue:43643", + "issue:43696", + "issue:43697", + "issue:43742", + "issue:43746", + "issue:43819", + "issue:43854", + "issue:43927", + "issue:43931", + "issue:44060", + "issue:44291", + "issue:44368", + "issue:44387", + "issue:44479", + "issue:44554", + "issue:44610", + "issue:44617", + "issue:44811", + "issue:44821", + "issue:44912", + "issue:44936", + "issue:44977", + "issue:44991", + "issue:45042", + "issue:45081", + "issue:45084", + "issue:45406", + "issue:45538", + "issue:45600", + "issue:45759", + "issue:45859", + "issue:46291", + "issue:47050" + ], + "soft_pairs": [ + "issue:43526|issue:43697", + "issue:43452|issue:44991", + "issue:43638|issue:44936", + "issue:43531|issue:45042", + "issue:42175|issue:46291", + "issue:45081|issue:45406", + "issue:44060|issue:44368", + "issue:43819|issue:43927", + "issue:43329|issue:45600", + "issue:45084|issue:45538", + "issue:43526|issue:44554", + "issue:42490|issue:43257", + "issue:43854|issue:44977", + "issue:43746|issue:44811", + "issue:45859|issue:47050", + "issue:43643|issue:45759", + "issue:38175|issue:44610", + "issue:39692|issue:44912", + "issue:43262|issue:44811", + "issue:43257|issue:43696", + "issue:43329|issue:43450", + "issue:43257|issue:43931", + "issue:43329|issue:44479", + "issue:44387|issue:44617", + "issue:42915|issue:43742", + "issue:34567|issue:40990", + "issue:44291|issue:45042", + "issue:42915|issue:44821" + ], + "prepared_review_unit_hash": "ab0f0d157c6b903f2b4876d007b7cf05dff70d304b579e7f6d3e166c10b067c6", + "component_budget": { + "node_count": 510, + "item_count": 510, + "soft_pair_count": 1874, + "serialized_chars": 972522, + "estimated_input_tokens": 243131, + "estimated_eval_tokens": 486518 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36442, + "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 highly heterogeneous: the soft pairs mostly share only broad themes like tokenizers, loading, or multimodal processing, but not the same concrete bug. No PRs are present. Issue 45081 is the best single anchor because it has the clearest reproducible crash path, but it is not a true duplicate representative for the whole set.", + "confidence": 0.94, + "canonical_issue_reason": "Issue 45081 is the most concrete and reproducible report here (clear traceback and exact trigger), so it is the best available anchor, though the overall cluster is not a real duplicate set.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45081 is the strongest standalone bug report in the batch; it is specific, actionable, and has a clear failure mode, even if it does not unify the rest of the issues.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43526", + "right": "issue:43697", + "accept": false, + "reason": "Different bugs: BEiT label reduction in an image processor vs RTDetrV2 output differences in model forward pass." + }, + { + "left": "issue:43452", + "right": "issue:44991", + "accept": false, + "reason": "Both involve loading, but one is gguf_file handling and the other is tokenizer compatibility in transformers>=5; different code paths." + }, + { + "left": "issue:43638", + "right": "issue:44936", + "accept": false, + "reason": "DeepSpeed ZeRO-3/non-pretrained Bert indexing error is unrelated to trainer.evaluate() failing after train()." + }, + { + "left": "issue:43531", + "right": "issue:45042", + "accept": false, + "reason": "Qwen3-MoE sliding-window logic and PIL/torchvision dependency regression are unrelated." + }, + { + "left": "issue:42175", + "right": "issue:46291", + "accept": false, + "reason": "Both are dependency issues, but missing TensorFlow in the torch extra is not the same as kernels v0.15 version/revision validation." + }, + { + "left": "issue:45081", + "right": "issue:45406", + "accept": false, + "reason": "Tokenizer regex patch crash and Gemma4Processor missing _tokenizer are distinct processor/tokenizer failures." + }, + { + "left": "issue:44060", + "right": "issue:44368", + "accept": false, + "reason": "Both mention tied-weight warnings, but one is an incorrect internal warning mapping and the other is config-driven warning spam during LoRA fine-tuning." + }, + { + "left": "issue:43819", + "right": "issue:43927", + "accept": false, + "reason": "DAC forward/from_latents mismatch and DiaConfig token-ID loss after save/load are unrelated bugs." + }, + { + "left": "issue:43329", + "right": "issue:45600", + "accept": false, + "reason": "Video token counting NameError and stale auto_mappings references are separate issues." + }, + { + "left": "issue:45084", + "right": "issue:45538", + "accept": false, + "reason": "Template compilation failure and CLIPTokenizer model_max_length regression are unrelated." + }, + { + "left": "issue:43526", + "right": "issue:44554", + "accept": false, + "reason": "BEiT reduce_labels bug is unrelated to the MPS attention correctness issue." + }, + { + "left": "issue:42490", + "right": "issue:43257", + "accept": false, + "reason": "Trailing-slash local model import warning and Qwen3 MOE weight conversion failure are different loading problems." + }, + { + "left": "issue:43854", + "right": "issue:44977", + "accept": false, + "reason": "GLM-4.7-Flash unit-test loading failure is unrelated to Qwen3.5 flash-attention generation regression." + }, + { + "left": "issue:43746", + "right": "issue:44811", + "accept": false, + "reason": "PEFT local-checkpoint loading and Whisper batch_decode skip_special_tokens are different processor/model behaviors." + }, + { + "left": "issue:45859", + "right": "issue:47050", + "accept": false, + "reason": "CPU-offload rotary embedding incompatibility and fp16 ONNX attention dtype mismatch are distinct backend issues." + }, + { + "left": "issue:43643", + "right": "issue:45759", + "accept": false, + "reason": "trust_remote_code field loss and composite text_config unwrapping are related to config handling, but not the same defect." + }, + { + "left": "issue:38175", + "right": "issue:44610", + "accept": false, + "reason": "SigLIP2 zero probabilities and OmDet-Turbo processor size mismatch are unrelated vision-model issues." + }, + { + "left": "issue:39692", + "right": "issue:44912", + "accept": false, + "reason": "SigLIP2 doc example errors and gpt-oss-20b MXFP4 fallback are different problems." + }, + { + "left": "issue:43262", + "right": "issue:44811", + "accept": false, + "reason": "Audio sampling-rate default in apply_chat_template() is unrelated to Whisper batch_decode skip_special_tokens." + }, + { + "left": "issue:43257", + "right": "issue:43696", + "accept": false, + "reason": "Qwen3 MOE weight conversion and GPT-oss CUDA OOM are unrelated." + }, + { + "left": "issue:43329", + "right": "issue:43450", + "accept": false, + "reason": "Video token-counting undefined helper functions and batched video processor shape errors are different failures." + }, + { + "left": "issue:43257", + "right": "issue:43931", + "accept": false, + "reason": "Accelerate/deepspeed weight conversion and Qwen3-VL shape mismatch are distinct loading bugs." + }, + { + "left": "issue:43329", + "right": "issue:44479", + "accept": false, + "reason": "Undefined video-token helper usage and v5.3.0 video regression overlap only at a high level, not the same concrete bug." + }, + { + "left": "issue:44387", + "right": "issue:44617", + "accept": false, + "reason": "Quantization memory regression and Sam3Video OOM are not the same code-path problem." + }, + { + "left": "issue:42915", + "right": "issue:43742", + "accept": false, + "reason": "Qwen3Moe FP8 config failure and MobileLLM key error are unrelated model-loading issues." + }, + { + "left": "issue:34567", + "right": "issue:40990", + "accept": false, + "reason": "TrainerState token counter bug is unrelated to GPT-oss perplexity anomalies." + }, + { + "left": "issue:44291", + "right": "issue:45042", + "accept": false, + "reason": "init_empty_weights TypeError and PIL backend torchvision dependency regression are unrelated." + }, + { + "left": "issue:42915", + "right": "issue:44821", + "accept": false, + "reason": "Qwen3Moe FP8 config failure and AutoImageProcessor URL loading failure do not share a code path." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 22, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-510", + "nodes": [ + "issue:28282", + "issue:29127", + "issue:29159", + "issue:29870", + "issue:33357", + "issue:34567", + "issue:34689", + "issue:42175", + "issue:42915", + "issue:43404", + "issue:43425", + "issue:43454", + "issue:43525", + "issue:43540", + "issue:43577", + "issue:43650", + "issue:43697", + "issue:43742", + "issue:43749", + "issue:43824", + "issue:43906", + "issue:43927", + "issue:44291", + "issue:44479", + "issue:44568", + "issue:44756", + "issue:44857", + "issue:44912", + "issue:44936", + "issue:44987", + "issue:45081", + "issue:45127", + "issue:45137", + "issue:45356", + "issue:45357", + "issue:45405", + "issue:45459", + "issue:45538", + "issue:45803", + "issue:46291", + "issue:46421", + "issue:46424", + "issue:46693", + "issue:46701", + "issue:46821", + "issue:46832", + "issue:46869", + "issue:47020" + ], + "soft_pairs": [ + "issue:43650|issue:43906", + "issue:46421|issue:46424", + "issue:45459|issue:45803", + "issue:29159|issue:34567", + "issue:43749|issue:44756", + "issue:43525|issue:46291", + "issue:28282|issue:29870", + "issue:43540|issue:46701", + "issue:44987|issue:45538", + "issue:28282|issue:34689", + "issue:43454|issue:43577", + "issue:43927|issue:44912", + "issue:43425|issue:46291", + "issue:44568|issue:45356", + "issue:33357|issue:34567", + "issue:44857|issue:46832", + "issue:43697|issue:45357", + "issue:42175|issue:43824", + "issue:43404|issue:45127", + "issue:45137|issue:45405", + "issue:28282|issue:29127", + "issue:45081|issue:47020", + "issue:44479|issue:46693", + "issue:44936|issue:46821", + "issue:43742|issue:44291", + "issue:42915|issue:45538", + "issue:45538|issue:46869" + ], + "prepared_review_unit_hash": "c88a7f243e5bd8757b2d72186c3ea9eb6c07d890379a1bce542ae578bc79db42", + "component_budget": { + "node_count": 510, + "item_count": 510, + "soft_pair_count": 1874, + "serialized_chars": 972522, + "estimated_input_tokens": 243131, + "estimated_eval_tokens": 486518 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 35982, + "estimated_input_tokens": 8996, + "estimated_eval_tokens": 18248 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "None of the soft pairs appear to be the same underlying bug or change; they are mostly unrelated model-loading, tokenizer, cache, or training regressions. I\u2019d treat issue 43824 as the best representative issue in this set because it is a concrete, well-scoped import failure with multiple inbound references.", + "confidence": 0.89, + "canonical_issue_reason": "Issue 43824 is the clearest, most actionable report here: a specific import error, narrow reproduction path, and stronger discussion/reference signal than the others.", + "canonical_pr_reason": null, + "best_issue_reason": "Among this set, 43824 is the best global issue representative because it is concrete, self-contained, and likely easiest to route or deduplicate against.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43650", + "right": "issue:43906", + "accept": false, + "reason": "Unrelated: placeholder-like request to add data vs a reproduction of a separate issue." + }, + { + "left": "issue:46421", + "right": "issue:46424", + "accept": false, + "reason": "Both touch cache behavior, but one is lazy init/recompilation and the other is max_cache_length semantics; different bugs." + }, + { + "left": "issue:45459", + "right": "issue:45803", + "accept": false, + "reason": "Both involve exception handling, but they affect different codepaths and failure modes." + }, + { + "left": "issue:29159", + "right": "issue:34567", + "accept": false, + "reason": "Tokenizer inconsistency vs TrainerState token counting; not the same defect." + }, + { + "left": "issue:43749", + "right": "issue:44756", + "accept": false, + "reason": "Different subsystems and symptoms: FSDP loading vs mmap/OOM on Strix Halo." + }, + { + "left": "issue:43525", + "right": "issue:46291", + "accept": false, + "reason": "Llama4 config attribute error vs kernels dependency/import failure; unrelated." + }, + { + "left": "issue:28282", + "right": "issue:29870", + "accept": false, + "reason": "Different errors in different paths: missing PyTorch import vs BART generate UnboundLocalError." + }, + { + "left": "issue:43540", + "right": "issue:46701", + "accept": false, + "reason": "Both are multimodal failures, but they concern different models and distinct pipeline codepaths." + }, + { + "left": "issue:44987", + "right": "issue:45538", + "accept": false, + "reason": "Loading regression for a specific model vs tokenizer max_length bug; no shared underlying change." + }, + { + "left": "issue:28282", + "right": "issue:34689", + "accept": false, + "reason": "Different loading failures with different models and causes." + }, + { + "left": "issue:43454", + "right": "issue:43577", + "accept": false, + "reason": "One is untied lm_head weights in a specific model; the other is dtype propagation in Blip2 loading." + }, + { + "left": "issue:43927", + "right": "issue:44912", + "accept": false, + "reason": "Custom token IDs lost on save/load vs quantization fallback to bf16; unrelated root causes." + }, + { + "left": "issue:43425", + "right": "issue:46291", + "accept": false, + "reason": "Torch version incompatibility vs kernels dependency requirement; separate environment issues." + }, + { + "left": "issue:44568", + "right": "issue:45356", + "accept": false, + "reason": "Both are tokenizer regressions, but for different models and different underlying bugs." + }, + { + "left": "issue:33357", + "right": "issue:34567", + "accept": false, + "reason": "MacOS bus error with CLIP vs TrainerState counter not updating; unrelated." + }, + { + "left": "issue:44857", + "right": "issue:46832", + "accept": false, + "reason": "Different object-detection bugs: AMP/CUDA crash vs forward TypeError from feature-level mismatch." + }, + { + "left": "issue:43697", + "right": "issue:45357", + "accept": false, + "reason": "RT-DETR output regression vs Qwen3.5 save_pretrained key serialization bug; different codepaths." + }, + { + "left": "issue:42175", + "right": "issue:43824", + "accept": false, + "reason": "Packaging/backend dependency issue vs model import error; not the same problem." + }, + { + "left": "issue:43404", + "right": "issue:45127", + "accept": false, + "reason": "Both mention tying weights, but one is a missing tie in a model class and the other is LoRA merge collapse after vocab extension." + }, + { + "left": "issue:45137", + "right": "issue:45405", + "accept": false, + "reason": "DeepSpeed ZeRO3 deque error vs PEFT version bump; unrelated." + }, + { + "left": "issue:28282", + "right": "issue:29127", + "accept": false, + "reason": "Completely different failures: missing PyTorch import vs LayoutLMv3 error-message clarity." + }, + { + "left": "issue:45081", + "right": "issue:47020", + "accept": false, + "reason": "Mistral regex patch crash vs XLMRoberta tokenizer constructor type error; different tokenizer implementations." + }, + { + "left": "issue:44479", + "right": "issue:46693", + "accept": false, + "reason": "Video-input regression vs long-context FA2 performance regression; not the same bug." + }, + { + "left": "issue:44936", + "right": "issue:46821", + "accept": false, + "reason": "Trainer lifecycle bug vs TimesFM window_size attribute error; unrelated." + }, + { + "left": "issue:43742", + "right": "issue:44291", + "accept": false, + "reason": "Both are model-loading errors, but with different mechanics and failure sites." + }, + { + "left": "issue:42915", + "right": "issue:45538", + "accept": false, + "reason": "FineGrainedFP8 quantization failure vs tokenizer max_length constant bug; unrelated." + }, + { + "left": "issue:45538", + "right": "issue:46869", + "accept": false, + "reason": "Tokenizer configuration bug vs YOLO multi-GPU device-map failure; different subsystems and causes." + } + ] + }, + "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": 26, + "review_unit_index": 23, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-510", + "nodes": [ + "issue:24643", + "issue:27957", + "issue:28282", + "issue:29159", + "issue:34567", + "issue:36331", + "issue:38175", + "issue:41720", + "issue:42175", + "issue:42915", + "issue:43257", + "issue:43452", + "issue:43531", + "issue:43540", + "issue:43577", + "issue:43582", + "issue:43716", + "issue:43742", + "issue:43749", + "issue:43756", + "issue:44062", + "issue:44291", + "issue:44479", + "issue:44488", + "issue:44560", + "issue:44568", + "issue:44589", + "issue:44792", + "issue:44821", + "issue:44849", + "issue:44898", + "issue:44964", + "issue:44987", + "issue:44991", + "issue:45042", + "issue:45081", + "issue:45325", + "issue:45381", + "issue:45405", + "issue:45488", + "issue:45600", + "issue:45701", + "issue:45907", + "issue:46399", + "issue:46512", + "issue:46701", + "issue:46821" + ], + "soft_pairs": [ + "issue:44062|issue:44991", + "issue:43452|issue:43582", + "issue:42915|issue:43749", + "issue:44849|issue:45701", + "issue:24643|issue:29159", + "issue:27957|issue:28282", + "issue:43577|issue:46512", + "issue:41720|issue:43540", + "issue:43540|issue:44560", + "issue:42175|issue:44488", + "issue:44479|issue:45381", + "issue:44987|issue:45907", + "issue:43540|issue:44479", + "issue:38175|issue:44898", + "issue:34567|issue:36331", + "issue:44291|issue:44821", + "issue:44792|issue:44964", + "issue:44568|issue:45488", + "issue:44062|issue:45081", + "issue:43257|issue:43756", + "issue:45042|issue:45081", + "issue:43582|issue:46821", + "issue:43742|issue:44589", + "issue:43756|issue:46399", + "issue:43756|issue:45325", + "issue:43531|issue:44821", + "issue:43716|issue:46701", + "issue:45405|issue:45600" + ], + "prepared_review_unit_hash": "31b8763ad58b48a93f788cba1399d1a2808bb0b90884f744bbe15e0f96781ac3", + "component_budget": { + "node_count": 510, + "item_count": 510, + "soft_pair_count": 1874, + "serialized_chars": 972522, + "estimated_input_tokens": 243131, + "estimated_eval_tokens": 486518 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35531, + "estimated_input_tokens": 8883, + "estimated_eval_tokens": 18022 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly loose tokenizer/model-loading/video-regression similarity, not true duplicates. The only pair that looks like the same underlying bug is the Qwen2.5-VL video-input regression thread.", + "confidence": 0.81, + "canonical_issue_reason": "issue:44479 is the broadest and most central report in the only clearly duplicate-looking subgroup, covering the same Qwen2.5-VL / video-input regression family.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44479 best represents the cluster because it is the clearest umbrella issue with a direct sibling report (issue:45381) that appears to describe the same video regression.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44062", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer-related, but one is an AddedToken TypeError and the other is a model/tokenizer load failure; different bugs." + }, + { + "left": "issue:43452", + "right": "issue:43582", + "accept": false, + "reason": "Unrelated failures: GGUF/AutoModel loading vs Apple Silicon allocator warmup TypeError." + }, + { + "left": "issue:42915", + "right": "issue:43749", + "accept": false, + "reason": "Both involve loading/configuration, but Qwen3Moe FP8 config and FSDP CPU RAM-efficient loading are distinct code paths." + }, + { + "left": "issue:44849", + "right": "issue:45701", + "accept": false, + "reason": "Both mention behavior changes, but one is a Qwen3.5 output_hidden_states bug and the other is a generic tokenization change report." + }, + { + "left": "issue:24643", + "right": "issue:29159", + "accept": false, + "reason": "DeepSpeed training weight-shape error and slow/fast tokenizer inconsistency are unrelated." + }, + { + "left": "issue:27957", + "right": "issue:28282", + "accept": false, + "reason": "Flash Attention/XLMRoberta and missing PyTorch import are completely different issues." + }, + { + "left": "issue:43577", + "right": "issue:46512", + "accept": false, + "reason": "Both concern dtype state, but one is Blip2/Qformer dtype loading and the other is stale config.dtype after from_config." + }, + { + "left": "issue:41720", + "right": "issue:43540", + "accept": false, + "reason": "Different Qwen3 problems: auto device mapping CUDA assert vs video-input processing ValueError." + }, + { + "left": "issue:43540", + "right": "issue:44560", + "accept": false, + "reason": "Both are video-related, but they hit different Qwen3 multimodal models and different failures." + }, + { + "left": "issue:42175", + "right": "issue:44488", + "accept": false, + "reason": "Package/backend dependency issue vs a specific model loading failure; no shared bug." + }, + { + "left": "issue:44479", + "right": "issue:45381", + "accept": true, + "reason": "Both report the same Qwen2.5-VL video-input regression in transformers 5.3.0, with 45381 describing a specific manifestation of the broader bug." + }, + { + "left": "issue:44987", + "right": "issue:45907", + "accept": false, + "reason": "A model-loading regression and a repo-listing/revision forwarding CI issue are unrelated." + }, + { + "left": "issue:43540", + "right": "issue:44479", + "accept": false, + "reason": "Both involve Qwen video models, but they are different model families and different failure modes." + }, + { + "left": "issue:38175", + "right": "issue:44898", + "accept": false, + "reason": "Different vision model issues: zero probabilities in SigLIP2 vs non-default-resolution Perceiver classification failure." + }, + { + "left": "issue:34567", + "right": "issue:36331", + "accept": false, + "reason": "TrainerState token accounting and CustomTrainer compute_loss signature break are distinct trainer bugs." + }, + { + "left": "issue:44291", + "right": "issue:44821", + "accept": false, + "reason": "init_empty_weights/_is_hf_initialized and AutoImageProcessor URL loading are unrelated." + }, + { + "left": "issue:44792", + "right": "issue:44964", + "accept": false, + "reason": "Janus generation test failure and Phi-4 multimodal model loading failure are not the same bug." + }, + { + "left": "issue:44568", + "right": "issue:45488", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different tokenizer implementations and different behavior." + }, + { + "left": "issue:44062", + "right": "issue:45081", + "accept": false, + "reason": "AddedToken special-arg duplication and Mistral regex patch crash are separate tokenizer bugs." + }, + { + "left": "issue:43257", + "right": "issue:43756", + "accept": false, + "reason": "Qwen3 MOE loading/conversion and Smollm3 RoPE-layer count are different model-specific issues." + }, + { + "left": "issue:45042", + "right": "issue:45081", + "accept": false, + "reason": "Image processor torchvision dependency regression and Mistral tokenizer regex crash are unrelated." + }, + { + "left": "issue:43582", + "right": "issue:46821", + "accept": false, + "reason": "Apple Silicon allocator warmup TypeError and TimesFM window_size AttributeError do not match." + }, + { + "left": "issue:43742", + "right": "issue:44589", + "accept": false, + "reason": "Different low-level loading errors: key error for MobileLLM-125M vs missing Float8 storage object." + }, + { + "left": "issue:43756", + "right": "issue:46399", + "accept": false, + "reason": "Both touch rotary/rope code, but the underlying bugs are different: dropped RoPE layers vs missing apply_rotary_pos_emb decorator." + }, + { + "left": "issue:43756", + "right": "issue:45325", + "accept": false, + "reason": "One is a Smollm3 RoPE-layer configuration issue; the other is Qwen2.5-VL temporal position scaling." + }, + { + "left": "issue:43531", + "right": "issue:44821", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and AutoImageProcessor URL loading are unrelated." + }, + { + "left": "issue:43716", + "right": "issue:46701", + "accept": false, + "reason": "Both are multimodal, but one is image-preprocessor/model dtype mismatch and the other is a DiffusionGemma pipeline failure." + }, + { + "left": "issue:45405", + "right": "issue:45600", + "accept": false, + "reason": "A version pin mismatch and stale auto_mappings references are different maintenance problems." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet metadata and stays appropriately conservative. The accepted 44479/45381 pair is the only one that clearly shares the same Qwen2.5-VL video-input regression theme, while the other soft-edge rejections are plausibly distinct based on their titles and model/error differences." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 24, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-510", + "nodes": [ + "issue:24643", + "issue:28282", + "issue:29870", + "issue:32090", + "issue:41762", + "issue:43452", + "issue:43526", + "issue:43540", + "issue:43577", + "issue:43643", + "issue:43688", + "issue:43697", + "issue:43720", + "issue:43749", + "issue:43906", + "issue:44466", + "issue:44488", + "issue:44493", + "issue:44568", + "issue:44625", + "issue:44737", + "issue:44877", + "issue:44898", + "issue:44913", + "issue:44936", + "issue:45005", + "issue:45072", + "issue:45200", + "issue:45216", + "issue:45357", + "issue:45375", + "issue:45479", + "issue:45588", + "issue:45663", + "issue:45672", + "issue:45674", + "issue:45823", + "issue:45920", + "issue:46050", + "issue:46121", + "issue:46463", + "issue:46468", + "issue:46491", + "issue:46693", + "issue:46829", + "issue:46846", + "issue:46899" + ], + "soft_pairs": [ + "issue:44737|issue:46463", + "issue:43906|issue:46693", + "issue:45823|issue:46463", + "issue:43577|issue:45072", + "issue:44568|issue:46491", + "issue:45672|issue:45674", + "issue:24643|issue:29870", + "issue:44625|issue:44877", + "issue:43906|issue:46468", + "issue:43540|issue:46693", + "issue:43452|issue:44488", + "issue:28282|issue:32090", + "issue:43697|issue:46829", + "issue:45663|issue:46846", + "issue:44913|issue:46121", + "issue:44737|issue:45588", + "issue:43526|issue:45479", + "issue:46463|issue:46899", + "issue:43697|issue:45216", + "issue:45357|issue:45920", + "issue:44466|issue:45005", + "issue:44493|issue:46050", + "issue:41762|issue:44936", + "issue:43720|issue:44898", + "issue:45200|issue:46463", + "issue:43643|issue:45375", + "issue:43688|issue:43749" + ], + "prepared_review_unit_hash": "bb4af4724b096269fa8b57357c5fb55b6c56eb1869b36610dfd136e0bc8aa3f0", + "component_budget": { + "node_count": 510, + "item_count": 510, + "soft_pair_count": 1874, + "serialized_chars": 972522, + "estimated_input_tokens": 243131, + "estimated_eval_tokens": 486518 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 35912, + "estimated_input_tokens": 8978, + "estimated_eval_tokens": 18212 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous; nearly all soft edges are false positives. The only likely duplicate subclusters are the tied-weights/save_pretrained regressions around issue:44466/45005 and the Qwen3.5 save_pretrained regressions around issue:45216/45357.", + "confidence": 0.82, + "canonical_issue_reason": "No single canonical issue fits the entire cluster because the items span unrelated bugs. If forced to anchor the only convincing duplicate subcluster, issue:44466 is the clearest representative because it gives the most concrete tied-weights/save_pretrained failure mode.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44466 is the best overall representative of the only strong duplicate-like theme in this set: concrete, reproducible serialization breakage around tied weights, with a specific symptom rather than a broad umbrella report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44737", + "right": "issue:46463", + "accept": false, + "reason": "XLNet CPU-side relative position computation is unrelated to T5 decoder input validation." + }, + { + "left": "issue:43906", + "right": "issue:46693", + "accept": false, + "reason": "A reproduction of issue 38071 is not the same bug as an FA2 long-context performance regression." + }, + { + "left": "issue:45823", + "right": "issue:46463", + "accept": false, + "reason": "Gemma4 device-map forward mismatch and T5 decoder validation are different code paths and symptoms." + }, + { + "left": "issue:43577", + "right": "issue:45072", + "accept": false, + "reason": "Both mention dtype, but the model families and failure modes differ too much to be the same bug." + }, + { + "left": "issue:44568", + "right": "issue:46491", + "accept": false, + "reason": "Tokenizer round-trip spacing regression is unrelated to special-token insertion behavior." + }, + { + "left": "issue:45672", + "right": "issue:45674", + "accept": false, + "reason": "Both touch 4-bit inference, but one is a uint8 torch.finfo issue and the other is a BitsAndBytes skip-module exclusion bug." + }, + { + "left": "issue:24643", + "right": "issue:29870", + "accept": false, + "reason": "DeepSpeed weight-dimension error and Bart generate decoder mask unbound-local are distinct failures." + }, + { + "left": "issue:44625", + "right": "issue:44877", + "accept": false, + "reason": "Qwen3.5 num_labels propagation and strict config loading for granite_speech are different config bugs." + }, + { + "left": "issue:43906", + "right": "issue:46468", + "accept": false, + "reason": "A reproduction of an old issue is unrelated to the Nemotron example breakage." + }, + { + "left": "issue:43540", + "right": "issue:46693", + "accept": false, + "reason": "Video input ValueError in Qwen3OmniMoe is not the same as a long-context FA2 performance regression." + }, + { + "left": "issue:43452", + "right": "issue:44488", + "accept": false, + "reason": "General from_pretrained/gguf_file loading breakage and a specific cjvt/sleng-bert load failure are too different." + }, + { + "left": "issue:28282", + "right": "issue:32090", + "accept": false, + "reason": "ImportError for missing PyTorch and a Trainer _gpu_broadcast_one NoneType TypeError are unrelated." + }, + { + "left": "issue:43697", + "right": "issue:46829", + "accept": false, + "reason": "Different models, different outputs, and different output objects; not the same underlying bug." + }, + { + "left": "issue:45663", + "right": "issue:46846", + "accept": false, + "reason": "FSDP2 shared_kv_states KeyError and tensor-parallel plan omissions are separate distributed-training bugs." + }, + { + "left": "issue:44913", + "right": "issue:46121", + "accept": false, + "reason": "Reload-time config defaulting and JSON list handling in rope validation are different problems." + }, + { + "left": "issue:44737", + "right": "issue:45588", + "accept": false, + "reason": "CPU arange placement in XLNet is unrelated to flash-attention s_aux=None handling." + }, + { + "left": "issue:43526", + "right": "issue:45479", + "accept": false, + "reason": "ImageProcessorFast label reduction and degenerate zero loss in sequence classification are different layers and symptoms." + }, + { + "left": "issue:46463", + "right": "issue:46899", + "accept": false, + "reason": "T5 decoder input validation messaging is unrelated to Gemma4 multimodal 4-bit dtype casting." + }, + { + "left": "issue:43697", + "right": "issue:45216", + "accept": false, + "reason": "RTDetrV2 output changes and Qwen3.5 save_pretrained regression do not share the same code path." + }, + { + "left": "issue:45357", + "right": "issue:45920", + "accept": false, + "reason": "Incorrect visual encoder keys on save_pretrained is not the same issue as wrong token IDs from AutoTokenizer." + }, + { + "left": "issue:44466", + "right": "issue:45005", + "accept": true, + "reason": "Both reports center on tied-weights/save_pretrained serialization failures in translation-model contexts, with overlapping symptom and code path." + }, + { + "left": "issue:44493", + "right": "issue:46050", + "accept": false, + "reason": "Unexpected position-id keys and sinq quantization save/load breakage are unrelated." + }, + { + "left": "issue:41762", + "right": "issue:44936", + "accept": false, + "reason": "ZeRO-3 loading failure for Gemma3 and trainer.evaluate after train are different issues." + }, + { + "left": "issue:43720", + "right": "issue:44898", + "accept": false, + "reason": "BitNet packed-weight loading and Perceiver interpolate_pos_encoding failures are unrelated model-specific bugs." + }, + { + "left": "issue:45200", + "right": "issue:46463", + "accept": false, + "reason": "Gemma4 mm_token_type_ids defaults and T5 decoder validation messaging are different bugs." + }, + { + "left": "issue:43643", + "right": "issue:45375", + "accept": false, + "reason": "Missing fields with trust_remote_code and Qwen3.5 strict-drop of deepstack_visual_indexes are not the same defect." + }, + { + "left": "issue:43688", + "right": "issue:43749", + "accept": false, + "reason": "Aux-loss normalization and FSDP CPU RAM efficient loading are unrelated." + }, + { + "left": "issue:45216", + "right": "issue:45357", + "accept": true, + "reason": "Both are Qwen3.5 save_pretrained regressions producing incorrect checkpoint contents in the same serialization path." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative: it treats the cluster as mostly heterogeneous, rejects the weak soft edges, and only accepts the two tightly related save_pretrained/tied-weights subclusters that look mergeable into a single bugfix PR." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 25, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-510", + "nodes": [ + "issue:29159", + "issue:33357", + "issue:38175", + "issue:42898", + "issue:43295", + "issue:43452", + "issue:43525", + "issue:43531", + "issue:43577", + "issue:43646", + "issue:43653", + "issue:43688", + "issue:43742", + "issue:43749", + "issue:43756", + "issue:43761", + "issue:43819", + "issue:43927", + "issue:43994", + "issue:44361", + "issue:44442", + "issue:44464", + "issue:44479", + "issue:44568", + "issue:44625", + "issue:44743", + "issue:44811", + "issue:44821", + "issue:44843", + "issue:44857", + "issue:44898", + "issue:44991", + "issue:45356", + "issue:45372", + "issue:45542", + "issue:45701", + "issue:45704", + "issue:46170", + "issue:46178", + "issue:46402", + "issue:46491", + "issue:46701", + "issue:46821", + "issue:46829", + "issue:46832", + "issue:46932", + "issue:47000", + "issue:47013" + ], + "soft_pairs": [ + "issue:38175|issue:43295", + "issue:44361|issue:44442", + "issue:43653|issue:44361", + "issue:43452|issue:44843", + "issue:43819|issue:44811", + "issue:43994|issue:44898", + "issue:43761|issue:46829", + "issue:45372|issue:46170", + "issue:43531|issue:43742", + "issue:44857|issue:47000", + "issue:43525|issue:46701", + "issue:46832|issue:46932", + "issue:45542|issue:46178", + "issue:29159|issue:33357", + "issue:43688|issue:45704", + "issue:43688|issue:45701", + "issue:43295|issue:45356", + "issue:43653|issue:44568", + "issue:43646|issue:43749", + "issue:43756|issue:46402", + "issue:43452|issue:43577", + "issue:44464|issue:44743", + "issue:44843|issue:44991", + "issue:43653|issue:43927", + "issue:42898|issue:46491", + "issue:44821|issue:46821", + "issue:44479|issue:44625", + "issue:43761|issue:47013" + ], + "prepared_review_unit_hash": "0fa2e7cd3bbc4c32dae8c070bfd6e6b6de65080e6da43b4cab41d0ad33cfe43e", + "component_budget": { + "node_count": 510, + "item_count": 510, + "soft_pair_count": 1874, + "serialized_chars": 972522, + "estimated_input_tokens": 243131, + "estimated_eval_tokens": 486518 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36300, + "estimated_input_tokens": 9075, + "estimated_eval_tokens": 18406 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a grab-bag of unrelated bug reports; the only plausible duplicate-like pair is the tokenizer cleanup regression around v5. Otherwise the pairs touch different models, different code paths, or different failure modes.", + "confidence": 0.71, + "canonical_issue_reason": "Issue 45701 is the broadest and most central tokenizer-regression report in this set, so it best represents the cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45701 is the best representative because it is the most general tokenizer-behavior regression among the issues listed.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:38175", + "right": "issue:43295", + "accept": false, + "reason": "Different models and symptoms; one is SIGLIP zero probabilities, the other is a processor/tokenizer regression with custom model code." + }, + { + "left": "issue:44361", + "right": "issue:44442", + "accept": false, + "reason": "Both are tokenizer load/usage failures, but they affect different tokenizers and different failure points." + }, + { + "left": "issue:43653", + "right": "issue:44361", + "accept": false, + "reason": "Unrelated tokenizer bugs: BigBird special-token decode issue vs MLukeTokenizer task AttributeError." + }, + { + "left": "issue:43452", + "right": "issue:44843", + "accept": false, + "reason": "Both involve AutoTokenizer loading, but one is gguf_file handling and the other is offline mode model_info() calls." + }, + { + "left": "issue:43819", + "right": "issue:44811", + "accept": false, + "reason": "Different subsystems: DAC latent conversion vs Whisper batch_decode skip_special_tokens handling." + }, + { + "left": "issue:43994", + "right": "issue:44898", + "accept": false, + "reason": "Both are vision-model inference bugs, but they are on different architectures and different root causes." + }, + { + "left": "issue:43761", + "right": "issue:46829", + "accept": false, + "reason": "Both mention hidden_states, but the failures are different and model-specific: None vs wrong tensor returned." + }, + { + "left": "issue:45372", + "right": "issue:46170", + "accept": false, + "reason": "Distinct dependency/import problems affecting different packages and platforms." + }, + { + "left": "issue:43531", + "right": "issue:43742", + "accept": false, + "reason": "Different model/config errors; sliding_window in Qwen3-MoE is not the same as MobileLLM key errors." + }, + { + "left": "issue:44857", + "right": "issue:47000", + "accept": false, + "reason": "Same broad RT-DETR family, but different concrete bugs: AMP loss crash vs infeasible cost matrix." + }, + { + "left": "issue:43525", + "right": "issue:46701", + "accept": false, + "reason": "Different features and code paths: Llama4Config pad_token_id vs DiffusionGemma pipeline loading." + }, + { + "left": "issue:46832", + "right": "issue:46932", + "accept": false, + "reason": "Unrelated: RT-DETR feature-level forward error vs Gemma4 quantized embedder dtype casting." + }, + { + "left": "issue:45542", + "right": "issue:46178", + "accept": false, + "reason": "Both are backend/dependency issues, but they involve different backends and failure mechanisms." + }, + { + "left": "issue:29159", + "right": "issue:33357", + "accept": false, + "reason": "Tokenizer inconsistency vs a MacOS bus error on CLIP are not the same underlying bug." + }, + { + "left": "issue:43688", + "right": "issue:45704", + "accept": false, + "reason": "Different training/model internals: auxiliary loss normalization vs apex RMSNorm memory leak." + }, + { + "left": "issue:43688", + "right": "issue:45701", + "accept": false, + "reason": "Only loosely related by broad transformer behavior; the bugs themselves are different." + }, + { + "left": "issue:43295", + "right": "issue:45356", + "accept": false, + "reason": "Both are regressions, but one is processor/tokenizer interaction and the other is Kimi-K2.5 codec/regex handling." + }, + { + "left": "issue:43653", + "right": "issue:44568", + "accept": false, + "reason": "Different tokenizer-specific special-token issues with different failure modes." + }, + { + "left": "issue:43646", + "right": "issue:43749", + "accept": false, + "reason": "Custom model initialization breakage is unrelated to FSDP CPU RAM efficient loading." + }, + { + "left": "issue:43756", + "right": "issue:46402", + "accept": false, + "reason": "Different model families and different loading/architecture problems." + }, + { + "left": "issue:43452", + "right": "issue:43577", + "accept": false, + "reason": "GGUF loading failure is not the same as dtype propagation in BLIP2." + }, + { + "left": "issue:44464", + "right": "issue:44743", + "accept": false, + "reason": "Both concern generation/state handling, but one is compiled-forward chunking and the other is cache state reset in modular_qwen3_5." + }, + { + "left": "issue:44843", + "right": "issue:44991", + "accept": false, + "reason": "Both fail in AutoTokenizer loading, but the causes are different: offline hub call vs tokenizer compatibility for a specific model." + }, + { + "left": "issue:43653", + "right": "issue:43927", + "accept": false, + "reason": "Special-token registration bug and DiaConfig save/load token-id loss are different issues." + }, + { + "left": "issue:42898", + "right": "issue:46491", + "accept": true, + "reason": "Both point to the same v5 tokenizer cleanup/space-stripping regression; 46491 looks like a specific CodeLlama manifestation of the broader clean_up_tokenization_spaces change." + }, + { + "left": "issue:44821", + "right": "issue:46821", + "accept": false, + "reason": "Different areas entirely: image processor loading from URL vs TimesFM window_size attribute handling." + }, + { + "left": "issue:44479", + "right": "issue:44625", + "accept": false, + "reason": "Same Qwen3.5 family, but one is a video input regression and the other is num_labels propagation." + }, + { + "left": "issue:43761", + "right": "issue:47013", + "accept": false, + "reason": "Unrelated model bugs: CLIPVision hidden_states regression vs xLSTM state-unpacking crash." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is conservative and grounded in the packet. The soft-edge decisions are mostly well-justified from the issue titles alone, and the one accepted pair (42898/46491) is a plausible same-bug tokenizer regression. No pair is overclaimed as a duplicate, and the cluster is correctly described as mostly unrelated reports with only a weak tokenizer-related grouping." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 26, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-510", + "nodes": [ + "issue:32090", + "issue:33666", + "issue:36010", + "issue:36331", + "issue:41720", + "issue:43262", + "issue:43278", + "issue:43295", + "issue:43493", + "issue:43504", + "issue:43525", + "issue:43550", + "issue:43572", + "issue:43577", + "issue:43606", + "issue:43611", + "issue:43643", + "issue:43688", + "issue:43720", + "issue:43782", + "issue:43825", + "issue:43927", + "issue:44361", + "issue:44464", + "issue:44466", + "issue:44484", + "issue:44514", + "issue:44554", + "issue:44561", + "issue:44610", + "issue:44625", + "issue:44704", + "issue:44734", + "issue:44964", + "issue:44977", + "issue:45290", + "issue:45405", + "issue:45440", + "issue:45491", + "issue:45584", + "issue:45823", + "issue:46002", + "issue:46050", + "issue:46209", + "issue:46365", + "issue:46612", + "issue:46693", + "issue:46846" + ], + "soft_pairs": [ + "issue:33666|issue:36010", + "issue:44484|issue:44704", + "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:44464|issue:44977", + "issue:43504|issue:43550", + "issue:43278|issue:43688", + "issue:33666|issue:36331", + "issue:43504|issue:43720", + "issue:43782|issue:46693", + "issue:43262|issue:43295", + "issue:45491|issue:46002", + "issue:43611|issue:46846", + "issue:43577|issue:44554", + "issue:43720|issue:43927", + "issue:44514|issue:45290", + "issue:43606|issue:43927", + "issue:43504|issue:44610", + "issue:43525|issue:43572", + "issue:43643|issue:44561", + "issue:44964|issue:45405", + "issue:43720|issue:44361", + "issue:44625|issue:45584", + "issue:43493|issue:43825", + "issue:44554|issue:46365", + "issue:44977|issue:46209", + "issue:45823|issue:46050" + ], + "prepared_review_unit_hash": "be33aed2d2413cc454539768fbd53e973f2ea493eb81a7722e7f21f3939c10b1", + "component_budget": { + "node_count": 510, + "item_count": 510, + "soft_pair_count": 1874, + "serialized_chars": 972522, + "estimated_input_tokens": 243131, + "estimated_eval_tokens": 486518 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37146, + "estimated_input_tokens": 9287, + "estimated_eval_tokens": 18830 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a false-positive mix of unrelated issues across training, generation, config, processor, and serialization paths. I do not see any true duplicate pairs or mergeable PR-equivalents here.", + "confidence": 0.97, + "canonical_issue_reason": "No true canonical issue: the cluster mixes unrelated bugs/regressions and different code paths.", + "canonical_pr_reason": null, + "best_issue_reason": "No issue is a strong global representative; issue 43611 is the broadest regression item, but it does not subsume the rest.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:33666", + "right": "issue:36010", + "accept": false, + "reason": "Different problems: multi-GPU training vs a GenerationMixin import regression." + }, + { + "left": "issue:44484", + "right": "issue:44704", + "accept": false, + "reason": "Unrelated: a save_pretrained shard-size question vs AutoProcessor kwargs forwarding." + }, + { + "left": "issue:32090", + "right": "issue:33666", + "accept": false, + "reason": "Both mention training, but one is a GPU broadcast TypeError and the other is a Qwen2-VL multi-GPU request." + }, + { + "left": "issue:44466", + "right": "issue:46050", + "accept": false, + "reason": "Both involve saving/loading weights, but one is tied lm_head serialization and the other is quantized sinq restoration." + }, + { + "left": "issue:43688", + "right": "issue:45440", + "accept": false, + "reason": "Different model bugs: auxiliary-loss normalization vs DeepseekV3MoE implementation divergence." + }, + { + "left": "issue:44977", + "right": "issue:46693", + "accept": false, + "reason": "One is a Qwen3.5 flash-attention correctness bug; the other is a broader FA2 long-context performance regression." + }, + { + "left": "issue:41720", + "right": "issue:44464", + "accept": false, + "reason": "Different code paths: auto device mapping cuda assert vs compiled-forward chunked generation inconsistency." + }, + { + "left": "issue:44734", + "right": "issue:46612", + "accept": false, + "reason": "Both are generation-cache related, but one is serve KV indexing and the other is beam-search reorder support for specific models." + }, + { + "left": "issue:44464", + "right": "issue:44977", + "accept": false, + "reason": "Compiled-forward inconsistency is not the same as flash-attention misgeneration." + }, + { + "left": "issue:43504", + "right": "issue:43550", + "accept": false, + "reason": "Different failures: a legacy field loading issue vs a torch.compile SDPA crash." + }, + { + "left": "issue:43278", + "right": "issue:43688", + "accept": false, + "reason": "Mixed dtype handling is unrelated to auxiliary-loss normalization." + }, + { + "left": "issue:33666", + "right": "issue:36331", + "accept": false, + "reason": "Multi-GPU Qwen2-VL training is not the same as CustomTrainer.compute_loss signature breakage." + }, + { + "left": "issue:43504", + "right": "issue:43720", + "accept": false, + "reason": "Different subsystems: Beit pretrained loading vs BitNet packed-weight loading." + }, + { + "left": "issue:43782", + "right": "issue:46693", + "accept": false, + "reason": "Qwen3VL weight_only loading error is unrelated to FA2 long-context performance regression." + }, + { + "left": "issue:43262", + "right": "issue:43295", + "accept": false, + "reason": "Audio chat-template sampling-rate bug is unrelated to processor.tokenizer / image-tokenizer regression." + }, + { + "left": "issue:45491", + "right": "issue:46002", + "accept": false, + "reason": "Different NaN symptoms with different causes: Gemma3 sliding-window attention vs classification-head init/checkpointing." + }, + { + "left": "issue:43611", + "right": "issue:46846", + "accept": false, + "reason": "A generic v5 base_model_prefix loading regression is not the same as Qwen3.5 TP plan missing linear_attn entries." + }, + { + "left": "issue:43577", + "right": "issue:44554", + "accept": false, + "reason": "Blip2 dtype preservation is unrelated to MPS attention correctness." + }, + { + "left": "issue:43720", + "right": "issue:43927", + "accept": false, + "reason": "BitNet accelerate loading and DiaConfig token ID persistence are separate bugs." + }, + { + "left": "issue:44514", + "right": "issue:45290", + "accept": false, + "reason": "Both are apply_chat_template crashes, but they involve different inputs and failure conditions." + }, + { + "left": "issue:43606", + "right": "issue:43927", + "accept": false, + "reason": "CPU offload device mismatch is unrelated to config token-ID loss after save/load." + }, + { + "left": "issue:43504", + "right": "issue:44610", + "accept": false, + "reason": "Different model-loading issues: legacy preset field vs OmDet-Turbo processor/model image-size mismatch." + }, + { + "left": "issue:43525", + "right": "issue:43572", + "accept": false, + "reason": "Both are missing config fields after v5 changes, but they affect different models and different attributes." + }, + { + "left": "issue:43643", + "right": "issue:44561", + "accept": false, + "reason": "Different trust_remote_code regressions: missing config fields vs removal of is_torch_fx_available." + }, + { + "left": "issue:44964", + "right": "issue:45405", + "accept": false, + "reason": "Model loading failure is unrelated to the unreleased MIN_PEFT_VERSION bump." + }, + { + "left": "issue:43720", + "right": "issue:44361", + "accept": false, + "reason": "Packed-weight loading and MLukeTokenizer task AttributeError are unrelated." + }, + { + "left": "issue:44625", + "right": "issue:45584", + "accept": false, + "reason": "Qwen3.5 num_labels propagation is unrelated to Whisper empty-transcription generation failure." + }, + { + "left": "issue:43493", + "right": "issue:43825", + "accept": false, + "reason": "SigLIP2 implementation drift is unrelated to a pipeline error-message regression." + }, + { + "left": "issue:44554", + "right": "issue:46365", + "accept": false, + "reason": "MPS attention correctness is unrelated to an import conflict with datasets." + }, + { + "left": "issue:44977", + "right": "issue:46209", + "accept": false, + "reason": "Flash-attention generation bug is unrelated to FP8 inference failure on B200." + }, + { + "left": "issue:45823", + "right": "issue:46050", + "accept": false, + "reason": "Gemma4 device-mapped forward mismatch is unrelated to sinq save/load corruption." + } + ] + }, + "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": 26, + "review_unit_index": 27, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-510", + "nodes": [ + "issue:28218", + "issue:33357", + "issue:33666", + "issue:39692", + "issue:42796", + "issue:43257", + "issue:43278", + "issue:43295", + "issue:43299", + "issue:43334", + "issue:43452", + "issue:43493", + "issue:43504", + "issue:43572", + "issue:43575", + "issue:43606", + "issue:43646", + "issue:43653", + "issue:43701", + "issue:43824", + "issue:43844", + "issue:43927", + "issue:43994", + "issue:44291", + "issue:44361", + "issue:44451", + "issue:44466", + "issue:44488", + "issue:44493", + "issue:44568", + "issue:44589", + "issue:44792", + "issue:44843", + "issue:44849", + "issue:44977", + "issue:45245", + "issue:45357", + "issue:45405", + "issue:45520", + "issue:45759", + "issue:45812", + "issue:46192", + "issue:46209", + "issue:46285", + "issue:46489", + "issue:46710", + "issue:46821", + "issue:46832" + ], + "soft_pairs": [ + "issue:43452|issue:44451", + "issue:28218|issue:33357", + "issue:43994|issue:46192", + "issue:39692|issue:43295", + "issue:42796|issue:44977", + "issue:43493|issue:43844", + "issue:43278|issue:43844", + "issue:43646|issue:44466", + "issue:44849|issue:46209", + "issue:46209|issue:46710", + "issue:44568|issue:46489", + "issue:43278|issue:43701", + "issue:33357|issue:33666", + "issue:44792|issue:45405", + "issue:44568|issue:45812", + "issue:43927|issue:44361", + "issue:43824|issue:44589", + "issue:44849|issue:45357", + "issue:43575|issue:45405", + "issue:44488|issue:44843", + "issue:43572|issue:44291", + "issue:46821|issue:46832", + "issue:44589|issue:45520", + "issue:43504|issue:43606", + "issue:43334|issue:45759", + "issue:45245|issue:46710", + "issue:43257|issue:43299", + "issue:43334|issue:43572", + "issue:44493|issue:46285", + "issue:43504|issue:43653" + ], + "prepared_review_unit_hash": "983b80568ca490d03372dd45c8ee829cd10fac47f149572ca7365e915d82f790", + "component_budget": { + "node_count": 510, + "item_count": 510, + "soft_pair_count": 1874, + "serialized_chars": 972522, + "estimated_input_tokens": 243131, + "estimated_eval_tokens": 486518 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36858, + "estimated_input_tokens": 9215, + "estimated_eval_tokens": 18686 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a mixed bag of mostly unrelated tokenizer, model-loading, config, and training regressions. I do not see any soft pair that clearly describes the same underlying bug/change closely enough to merge, so all soft edges are rejected. The most representative issue is the Granite tokenizer regression because it is concrete, broad, and clearly framed as a v4\u2192v5 breakage.", + "confidence": 0.87, + "canonical_issue_reason": "issue:45812 is the clearest, broadest, and most concrete regression in the set: it targets AutoTokenizer behavior, affects all Granite models, and is described as a silent v4\u2192v5 breakage with a specific wrong-token-id symptom.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45812 is the best overall issue candidate because it has a precise failure mode, broad user impact, and stronger evidence/refs than the more narrowly scoped or more ambiguous reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43452", + "right": "issue:44451", + "accept": false, + "reason": "Both are model-loading failures, but they affect different entry points and likely different causes; no clear same bug path." + }, + { + "left": "issue:28218", + "right": "issue:33357", + "accept": false, + "reason": "Tokenizer spacing bug vs MacOS bus error in CLIP loading are unrelated symptoms and code paths." + }, + { + "left": "issue:43994", + "right": "issue:46192", + "accept": false, + "reason": "SigLIP2 correctness/model mismatch is unrelated to return_tensors being ignored when text_kwargs is passed." + }, + { + "left": "issue:39692", + "right": "issue:43295", + "accept": false, + "reason": "Docs example errors are not the same as a regression in processor.tokenizer access / images passed to tokenizer." + }, + { + "left": "issue:42796", + "right": "issue:44977", + "accept": false, + "reason": "Different models and failures: BPE marker handling vs Qwen3.5 flash-attention generation." + }, + { + "left": "issue:43493", + "right": "issue:43844", + "accept": false, + "reason": "SigLIP2 implementation discrepancy and gradient explosion under ZeRO-3 are distinct bugs." + }, + { + "left": "issue:43278", + "right": "issue:43844", + "accept": false, + "reason": "Embedding dtype drift in evaluate is a different issue from gradient instability in DeepSpeed training." + }, + { + "left": "issue:43646", + "right": "issue:44466", + "accept": false, + "reason": "Custom model initialization breakage is not the same as device-dependent lm_head serialization/tied-weights behavior." + }, + { + "left": "issue:44849", + "right": "issue:46209", + "accept": false, + "reason": "Qwen3.5 hidden-states output bug and FP8 inference failure are different failure modes." + }, + { + "left": "issue:46209", + "right": "issue:46710", + "accept": false, + "reason": "Hardware-specific FP8 inference failure is unrelated to a DeepSeek accuracy regression after upgrade." + }, + { + "left": "issue:44568", + "right": "issue:46489", + "accept": false, + "reason": "Both are tokenizer regressions, but they involve different models and different symptoms; no shared concrete bug is evident." + }, + { + "left": "issue:43278", + "right": "issue:43701", + "accept": false, + "reason": "Training/eval dtype mismatch is unrelated to resume_from_checkpoint key mismatch." + }, + { + "left": "issue:33357", + "right": "issue:33666", + "accept": false, + "reason": "MacOS CLIP bus error and Qwen2-VL multi-GPU training are unrelated." + }, + { + "left": "issue:44792", + "right": "issue:45405", + "accept": false, + "reason": "A failing janus image-generation test is unrelated to a PEFT minimum-version bump." + }, + { + "left": "issue:44568", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions, but they are model-specific and describe different concrete tokenization failures." + }, + { + "left": "issue:43927", + "right": "issue:44361", + "accept": false, + "reason": "DiaConfig save/load custom token IDs and MLukeTokenizer AttributeError are separate config/tokenizer issues." + }, + { + "left": "issue:43824", + "right": "issue:44589", + "accept": false, + "reason": "Importing Qwen2.5 VL and missing Float8 storage are unrelated runtime/import errors." + }, + { + "left": "issue:44849", + "right": "issue:45357", + "accept": false, + "reason": "Hidden-states behavior in Qwen3.5 and incorrect visual encoder save keys are different parts of the multimodal stack." + }, + { + "left": "issue:43575", + "right": "issue:45405", + "accept": false, + "reason": "Tensor-parallel OOM and PEFT version bump are unrelated." + }, + { + "left": "issue:44488", + "right": "issue:44843", + "accept": false, + "reason": "Model loading failure for a specific BERT model and offline-mode hub lookup in Mistral regex patch are different bugs." + }, + { + "left": "issue:43572", + "right": "issue:44291", + "accept": false, + "reason": "Missing pad_token_idx in StableLmConfig and an unexpected _is_hf_initialized init arg are distinct config/init regressions." + }, + { + "left": "issue:46821", + "right": "issue:46832", + "accept": false, + "reason": "TimesFM window_size AttributeError and RT-DETR feature-level mismatch are unrelated model-specific errors." + }, + { + "left": "issue:44589", + "right": "issue:45520", + "accept": false, + "reason": "Float8 storage lookup failure is not the same as a flash_attn import-utils KeyError on Python 3.13." + }, + { + "left": "issue:43504", + "right": "issue:43606", + "accept": false, + "reason": "Legacy field load failure in Beit and CPU-offload device mismatch in Bark are unrelated." + }, + { + "left": "issue:43334", + "right": "issue:45759", + "accept": false, + "reason": "Both involve Qwen multimodal loading, but one is a missing pad_token_id attribute and the other is unwrapping text_config from composite configs; not the same concrete bug." + }, + { + "left": "issue:45245", + "right": "issue:46710", + "accept": false, + "reason": "Category-cardinality runtime error and an accuracy regression after upgrade are unrelated." + }, + { + "left": "issue:43257", + "right": "issue:43299", + "accept": false, + "reason": "Both mention Qwen3 MOE, but one is weight conversion under accelerate/deepspeed and the other is loading breakage in dev; different code paths and fixes." + }, + { + "left": "issue:43334", + "right": "issue:43572", + "accept": false, + "reason": "Qwen3-VL pad_token_id and StableLm pad_token_idx issues are unrelated config problems." + }, + { + "left": "issue:44493", + "right": "issue:46285", + "accept": false, + "reason": "Unexpected position-id keys and CLIP text-model structure inconsistency are different regressions." + }, + { + "left": "issue:43504", + "right": "issue:43653", + "accept": false, + "reason": "Beit legacy-field loading and BigBirdTokenizer special-token registration 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": 26, + "review_unit_index": 28, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-510", + "nodes": [ + "issue:15354", + "issue:28218", + "issue:29159", + "issue:29942", + "issue:30333", + "issue:32090", + "issue:34567", + "issue:37428", + "issue:38175", + "issue:41720", + "issue:42490", + "issue:43065", + "issue:43493", + "issue:43606", + "issue:43696", + "issue:43701", + "issue:43844", + "issue:43873", + "issue:43937", + "issue:43957", + "issue:43994", + "issue:44112", + "issue:44423", + "issue:44464", + "issue:44493", + "issue:44554", + "issue:44734", + "issue:44869", + "issue:44964", + "issue:44977", + "issue:45072", + "issue:45084", + "issue:45200", + "issue:45229", + "issue:45446", + "issue:45520", + "issue:45584", + "issue:45588", + "issue:45823", + "issue:46050", + "issue:46369", + "issue:46399", + "issue:46701", + "issue:46710", + "issue:46752", + "issue:46832", + "issue:46846" + ], + "soft_pairs": [ + "issue:43606|issue:44112", + "issue:46399|issue:46846", + "issue:45072|issue:46832", + "issue:43873|issue:46050", + "issue:44464|issue:45584", + "issue:43844|issue:44964", + "issue:43994|issue:44493", + "issue:45588|issue:46050", + "issue:29159|issue:32090", + "issue:44869|issue:46752", + "issue:29942|issue:30333", + "issue:45229|issue:45823", + "issue:45200|issue:45229", + "issue:42490|issue:43696", + "issue:43937|issue:46701", + "issue:45084|issue:45520", + "issue:28218|issue:34567", + "issue:43065|issue:46369", + "issue:15354|issue:38175", + "issue:44554|issue:45446", + "issue:43493|issue:43701", + "issue:41720|issue:46710", + "issue:44423|issue:44734", + "issue:44977|issue:46701", + "issue:37428|issue:43957", + "issue:44977|issue:46710" + ], + "prepared_review_unit_hash": "c5d9dabe3c2302c40e6077201faeabcca01e63bed922385c51b18f6960379289", + "component_budget": { + "node_count": 510, + "item_count": 510, + "soft_pair_count": 1874, + "serialized_chars": 972522, + "estimated_input_tokens": 243131, + "estimated_eval_tokens": 486518 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 26, + "serialized_chars": 34918, + "estimated_input_tokens": 8730, + "estimated_eval_tokens": 17716 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is mostly a grab bag of unrelated Transformers bugs. All soft pairs share only broad subsystem vocabulary and do not look like the same underlying defect or fix, so none should be merged as duplicates. There is no clear canonical duplicate anchor across the whole cluster.", + "confidence": 0.61, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "issue:43873 is the broadest, most active user report in the set and is the best representative anchor for a quantization/offloading regression, though it is not a duplicate of the other issues.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43606", + "right": "issue:44112", + "accept": false, + "reason": "Both mention device mismatch/override in CI, but one is CPU offload for a specific model and the other is a stale GraniteSpeech test failure; different code paths." + }, + { + "left": "issue:46399", + "right": "issue:46846", + "accept": false, + "reason": "One is a missing decorator/register issue for apply_rotary_pos_emb; the other is missing linear_attn tensor-parallel plan entries causing Qwen3.5 OOM/shape errors." + }, + { + "left": "issue:45072", + "right": "issue:46832", + "accept": false, + "reason": "CI bfloat16 dtype mismatch in inference is unrelated to RT-DETR forward failing when feature levels exceed backbone outputs." + }, + { + "left": "issue:43873", + "right": "issue:46050", + "accept": false, + "reason": "Both involve quantization/offloading, but one is a general offload regression and the other is broken save/load for sinq-quantized models; not the same bug." + }, + { + "left": "issue:44464", + "right": "issue:45584", + "accept": false, + "reason": "Compiled-forward chunked generation inconsistency and Whisper empty-transcription failure are different model/task-specific issues." + }, + { + "left": "issue:43844", + "right": "issue:44964", + "accept": false, + "reason": "ZeRO-3 gradient growth and Phi-4 multimodal loading failure are unrelated failure modes." + }, + { + "left": "issue:43994", + "right": "issue:44493", + "accept": false, + "reason": "SigLIP2 nonsensical outputs are not the same as the broad 'unexpected key with position id' loading issue." + }, + { + "left": "issue:45588", + "right": "issue:46050", + "accept": false, + "reason": "Flash-attention sink-less crash with s_aux=None and quantized save/load breakage are different code paths and symptoms." + }, + { + "left": "issue:29159", + "right": "issue:32090", + "accept": false, + "reason": "Slow/fast tokenizer inconsistency is unrelated to Trainer's NoneType GPU broadcast error." + }, + { + "left": "issue:44869", + "right": "issue:46752", + "accept": false, + "reason": "Whisper timestamp decode crashing on trailing replacement char is distinct from apply_chat_template failing on an empty list." + }, + { + "left": "issue:29942", + "right": "issue:30333", + "accept": false, + "reason": "Failing Flash Attention 2 tests and MLflow job-state reporting are unrelated." + }, + { + "left": "issue:45229", + "right": "issue:45823", + "accept": false, + "reason": "Gemma4 multi-GPU OOM and Gemma4 PLE device mismatch are both about the model family but are different concrete bugs." + }, + { + "left": "issue:45200", + "right": "issue:45229", + "accept": false, + "reason": "Missing mm_token_type_ids defaults for text-only fine-tuning is not the same as multi-GPU CUDA OOM." + }, + { + "left": "issue:42490", + "right": "issue:43696", + "accept": false, + "reason": "Trailing-slash import warning and GPT-oss CUDA OOM are unrelated." + }, + { + "left": "issue:43937", + "right": "issue:46701", + "accept": false, + "reason": "Invalid GenerationConfig for GLM-5 and DiffusionGemma pipeline failure are different bugs." + }, + { + "left": "issue:45084", + "right": "issue:45520", + "accept": false, + "reason": "Compile-time non-template-node error and flash_attn import KeyError on Python 3.13 are separate failures." + }, + { + "left": "issue:28218", + "right": "issue:34567", + "accept": false, + "reason": "Added-token spacing behavior and TrainerState token counter not updating are different tokenizer/training issues." + }, + { + "left": "issue:43065", + "right": "issue:46369", + "accept": false, + "reason": "A dummy Conv2d in Sam3PixelDecoder and memory overflow in sam3-litetext are not the same underlying bug." + }, + { + "left": "issue:15354", + "right": "issue:38175", + "accept": false, + "reason": "TorchScript GeneratorExp export failure and SigLIP2 zero probabilities are unrelated." + }, + { + "left": "issue:44554", + "right": "issue:45446", + "accept": false, + "reason": "MPS attention correctness with mismatched head dims and an incorrect PyTorch version check in flex_attention are different bugs." + }, + { + "left": "issue:43493", + "right": "issue:43701", + "accept": false, + "reason": "SigLIP2 HF-vs-JAX discrepancy is unrelated to resume_from_checkpoint key mismatch." + }, + { + "left": "issue:41720", + "right": "issue:46710", + "accept": false, + "reason": "Qwen3 auto device mapping cudaErrorAssert and post-upgrade accuracy regression are different failure types." + }, + { + "left": "issue:44423", + "right": "issue:44734", + "accept": false, + "reason": "Both are transformers serve crashes, but one is a multimodal continuous-batching AttributeError and the other is KV-cache continuation tensor indexing; not mergeable as one fix." + }, + { + "left": "issue:44977", + "right": "issue:46701", + "accept": false, + "reason": "Qwen3.5 flash-attention generation failure and DiffusionGemma pipeline failure are unrelated." + }, + { + "left": "issue:37428", + "right": "issue:43957", + "accept": false, + "reason": "flash_support import error and meta-device loading breakage are different initialization/loading problems." + }, + { + "left": "issue:44977", + "right": "issue:46710", + "accept": false, + "reason": "Flash-attention generation bug and accuracy regression after upgrade are not the same issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 29, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-510", + "nodes": [ + "issue:28218", + "issue:29870", + "issue:29942", + "issue:35141", + "issue:37428", + "issue:39692", + "issue:42490", + "issue:42915", + "issue:43232", + "issue:43278", + "issue:43295", + "issue:43450", + "issue:43493", + "issue:43540", + "issue:43550", + "issue:43572", + "issue:43575", + "issue:43824", + "issue:43844", + "issue:43856", + "issue:43873", + "issue:43975", + "issue:44186", + "issue:44466", + "issue:44521", + "issue:44554", + "issue:44610", + "issue:44737", + "issue:44849", + "issue:44987", + "issue:45072", + "issue:45127", + "issue:45198", + "issue:45200", + "issue:45290", + "issue:45356", + "issue:45381", + "issue:45406", + "issue:45520", + "issue:45588", + "issue:45759", + "issue:45823", + "issue:46121", + "issue:46178", + "issue:46192", + "issue:46209", + "issue:46821", + "issue:46894" + ], + "soft_pairs": [ + "issue:43295|issue:43450", + "issue:45406|issue:46121", + "issue:45588|issue:45759", + "issue:45072|issue:45198", + "issue:43540|issue:45200", + "issue:43295|issue:43873", + "issue:43572|issue:46821", + "issue:45823|issue:46192", + "issue:44186|issue:46192", + "issue:43295|issue:44610", + "issue:43550|issue:43844", + "issue:43450|issue:43575", + "issue:45520|issue:46178", + "issue:29870|issue:29942", + "issue:43572|issue:44987", + "issue:45200|issue:45823", + "issue:37428|issue:43824", + "issue:43232|issue:44849", + "issue:42490|issue:43493", + "issue:44521|issue:45290", + "issue:39692|issue:46192", + "issue:44554|issue:45356", + "issue:43295|issue:43493", + "issue:45381|issue:46209", + "issue:42915|issue:43824", + "issue:44466|issue:45127", + "issue:28218|issue:35141", + "issue:44737|issue:46894", + "issue:43824|issue:43975", + "issue:43278|issue:43856" + ], + "prepared_review_unit_hash": "0650e533368cbe811487a9b5d92e96c8b51e5186142ff829c7265e792fe7a0fd", + "component_budget": { + "node_count": 510, + "item_count": 510, + "soft_pair_count": 1874, + "serialized_chars": 972522, + "estimated_input_tokens": 243131, + "estimated_eval_tokens": 486518 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36934, + "estimated_input_tokens": 9234, + "estimated_eval_tokens": 18724 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: tokenizer spacing, generation kwargs, flash-attention/import errors, multimodal processor regressions, dtype/config issues, and training bugs. None of the soft pairs appear to be the same underlying bug or change, so all soft edges are rejected.", + "confidence": 0.87, + "canonical_issue_reason": "issue:43295 is the most representative anchor only because it is a concrete regression with broad processor/tokenizer impact and the strongest superficial overlap with several other processor-related reports; it is still not a duplicate of them.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43295 is the strongest standalone issue for triage: specific, user-facing, and well-described, but the cluster does not contain a true duplicate set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43295", + "right": "issue:43450", + "accept": false, + "reason": "Both are processor-related, but one is a tokenizer/processor access regression and the other is batched video shape handling; different bugs." + }, + { + "left": "issue:45406", + "right": "issue:46121", + "accept": false, + "reason": "Gemma4 processor attribute regression vs. rope-validation TypeError; unrelated failure modes." + }, + { + "left": "issue:45588", + "right": "issue:45759", + "accept": false, + "reason": "Flash-attention sinkless-model crash and composite config unwrapping are separate code paths." + }, + { + "left": "issue:45072", + "right": "issue:45198", + "accept": false, + "reason": "bf16 inference dtype mismatches are unrelated to Wav2Vec2 save/tokenization failures." + }, + { + "left": "issue:43540", + "right": "issue:45200", + "accept": false, + "reason": "Video-input processing error vs. mm_token_type_ids defaulting; different multimodal bugs." + }, + { + "left": "issue:43295", + "right": "issue:43873", + "accept": false, + "reason": "Processor/tokenizer regression and quantization offloading behavior do not describe the same bug." + }, + { + "left": "issue:43572", + "right": "issue:46821", + "accept": false, + "reason": "Missing config field in StableLmConfig vs. TimesFM window_size attribute error; unrelated." + }, + { + "left": "issue:45823", + "right": "issue:46192", + "accept": false, + "reason": "Device-mapped Gemma4 forward mismatch vs. return_tensors handling in text kwargs; different issues." + }, + { + "left": "issue:44186", + "right": "issue:46192", + "accept": false, + "reason": "LayoutLMv2 tokenizer crashes on NER/padding vs. silently ignored return_tensors; not the same defect." + }, + { + "left": "issue:43295", + "right": "issue:44610", + "accept": false, + "reason": "Both involve processors, but one is tokenizer access regression and the other is wrong image size output." + }, + { + "left": "issue:43550", + "right": "issue:43844", + "accept": false, + "reason": "torch.compile+SDPA failure is unrelated to DeepSpeed ZeRO-3 gradient growth." + }, + { + "left": "issue:43450", + "right": "issue:43575", + "accept": false, + "reason": "Batched video shape bug and tensor-parallel OOM are separate problems." + }, + { + "left": "issue:45520", + "right": "issue:46178", + "accept": false, + "reason": "Both are import/backend mapping issues, but they affect different backends and different exceptions." + }, + { + "left": "issue:29870", + "right": "issue:29942", + "accept": false, + "reason": "Bart generate() decoder_attention_mask bug is unrelated to Flash Attention 2 test failures." + }, + { + "left": "issue:43572", + "right": "issue:44987", + "accept": false, + "reason": "StableLmConfig pad_token_idx regression and model loading failure for a specific repo are unrelated." + }, + { + "left": "issue:45200", + "right": "issue:45823", + "accept": false, + "reason": "Gemma4 text-only mm_token_type_ids defaulting and device-map mismatch are different bugs in the same family." + }, + { + "left": "issue:37428", + "right": "issue:43824", + "accept": false, + "reason": "Different missing symbols from different modules/models; not the same import bug." + }, + { + "left": "issue:43232", + "right": "issue:44849", + "accept": false, + "reason": "Generation kwargs sync issue vs. Qwen3.5 hidden-states issue; different code paths." + }, + { + "left": "issue:42490", + "right": "issue:43493", + "accept": false, + "reason": "Trailing-slash import warning and SigLIP2 implementation discrepancy are unrelated." + }, + { + "left": "issue:44521", + "right": "issue:45290", + "accept": false, + "reason": "Both touch apply_chat_template, but one is all-zero assistant masks and the other is a crash on tool-call messages; distinct failures." + }, + { + "left": "issue:39692", + "right": "issue:46192", + "accept": false, + "reason": "Documentation/example errors are not the same as return_tensors being ignored." + }, + { + "left": "issue:44554", + "right": "issue:45356", + "accept": false, + "reason": "MPS attention correctness issue and Kimi tokenizer codec regression are unrelated." + }, + { + "left": "issue:43295", + "right": "issue:43493", + "accept": false, + "reason": "Processor tokenizer regression vs. model-vs-JAX implementation discrepancy; different underlying bug." + }, + { + "left": "issue:45381", + "right": "issue:46209", + "accept": false, + "reason": "Qwen2.5-VL video position IDs and FP8/B200 inference are unrelated." + }, + { + "left": "issue:42915", + "right": "issue:43824", + "accept": false, + "reason": "FineGrainedFP8Config failure in Qwen3Moe is unrelated to Qwen2.5-VL import exposure." + }, + { + "left": "issue:44466", + "right": "issue:45127", + "accept": false, + "reason": "Both mention tied weights/lm_head, but one is serialization inconsistency and the other is LoRA merge collapse; not the same bug." + }, + { + "left": "issue:28218", + "right": "issue:35141", + "accept": false, + "reason": "Tokenizer added-space behavior and post_init reinitialization after resizing embeddings are different issues." + }, + { + "left": "issue:44737", + "right": "issue:46894", + "accept": false, + "reason": "XLNet CPU tensor allocation bug is unrelated to CohereASR double-shift training loss." + }, + { + "left": "issue:43824", + "right": "issue:43975", + "accept": false, + "reason": "ImportError for a model class and incorrect detokenization in v5 are unrelated." + }, + { + "left": "issue:43278", + "right": "issue:43856", + "accept": false, + "reason": "BF16-to-FP32 dtype drift during evaluate and Qwen3 MoE memory inefficiency are different problems." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 30, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-510", + "nodes": [ + "issue:29942", + "issue:32090", + "issue:37428", + "issue:38175", + "issue:41720", + "issue:43262", + "issue:43334", + "issue:43335", + "issue:43388", + "issue:43425", + "issue:43450", + "issue:43452", + "issue:43525", + "issue:43526", + "issue:43550", + "issue:43606", + "issue:43653", + "issue:43819", + "issue:43827", + "issue:43901", + "issue:43950", + "issue:44112", + "issue:44206", + "issue:44442", + "issue:44561", + "issue:44610", + "issue:44792", + "issue:44857", + "issue:44898", + "issue:45083", + "issue:45198", + "issue:45200", + "issue:45325", + "issue:45412", + "issue:45563", + "issue:45584", + "issue:45593", + "issue:45759", + "issue:46192", + "issue:46209", + "issue:46234", + "issue:46285", + "issue:46424", + "issue:46512", + "issue:46821", + "issue:46858", + "issue:46899", + "issue:46932" + ], + "soft_pairs": [ + "issue:43452|issue:46512", + "issue:43653|issue:44112", + "issue:43262|issue:43450", + "issue:43950|issue:46285", + "issue:43334|issue:43525", + "issue:45200|issue:46899", + "issue:44442|issue:45198", + "issue:45200|issue:46932", + "issue:44898|issue:45412", + "issue:43526|issue:46192", + "issue:44792|issue:45563", + "issue:45200|issue:45325", + "issue:43819|issue:44112", + "issue:43335|issue:43550", + "issue:41720|issue:46209", + "issue:44561|issue:46234", + "issue:43827|issue:43901", + "issue:44610|issue:44857", + "issue:43819|issue:45083", + "issue:43388|issue:43526", + "issue:44857|issue:45593", + "issue:43606|issue:45083", + "issue:46512|issue:46821", + "issue:44206|issue:45584", + "issue:38175|issue:45412", + "issue:45759|issue:46285", + "issue:37428|issue:43425", + "issue:43335|issue:43653", + "issue:46424|issue:46858", + "issue:29942|issue:32090" + ], + "prepared_review_unit_hash": "3112b98ae19bd89d1c8aed4152ee6fb38b41b7c941a9773605c497aaa65acd2f", + "component_budget": { + "node_count": 510, + "item_count": 510, + "soft_pair_count": 1874, + "serialized_chars": 972522, + "estimated_input_tokens": 243131, + "estimated_eval_tokens": 486518 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 37059, + "estimated_input_tokens": 9265, + "estimated_eval_tokens": 18786 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is very heterogeneous: the suggested soft pairs mostly share only broad subsystem words (models, processors, cache, docs, audio/vision) rather than the same concrete bug. I would not merge any of the soft edges. As a representative issue, #46512 is the broadest open framework-regression item, but there is no strong true duplicate core here.", + "confidence": 0.78, + "canonical_issue_reason": "#46512 is the most general open regression in the set and concerns core model construction state (`from_config(dtype=...)` vs `model.config.dtype`), which makes it the closest thing to a cluster anchor. That said, the cluster does not look like a real duplicate set.", + "canonical_pr_reason": null, + "best_issue_reason": "#46512 is the best single issue to keep as a representative because it is a concrete, cross-model regression in core loading behavior and is still open.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43452", + "right": "issue:46512", + "accept": false, + "reason": "Tokenizer/model loading via `gguf_file` and stale `config.dtype` after `from_config` are unrelated bugs." + }, + { + "left": "issue:43653", + "right": "issue:44112", + "accept": false, + "reason": "A tokenizer special-token registration bug and a stale device-override CI failure do not share the same code path." + }, + { + "left": "issue:43262", + "right": "issue:43450", + "accept": false, + "reason": "Audio `apply_chat_template()` sampling-rate handling and batched video output shape are different processor bugs." + }, + { + "left": "issue:43950", + "right": "issue:46285", + "accept": false, + "reason": "Non-persistent buffer corruption on load and CLIP text-model structure inconsistency are separate regressions." + }, + { + "left": "issue:43334", + "right": "issue:43525", + "accept": false, + "reason": "Both mention `pad_token_id`, but they affect different config classes and model families, so they are not the same bug." + }, + { + "left": "issue:45200", + "right": "issue:46899", + "accept": false, + "reason": "Gemma4 text-only `mm_token_type_ids` handling and Gemma4 quantized embedder dtype casting are different issues." + }, + { + "left": "issue:44442", + "right": "issue:45198", + "accept": false, + "reason": "Two different tokenizer/load-save failures for different models; no shared concrete failure path." + }, + { + "left": "issue:45200", + "right": "issue:46932", + "accept": false, + "reason": "The title explicitly points to a Gemma4 dtype-casting fix, while the left issue is about missing zero defaults for token type IDs." + }, + { + "left": "issue:44898", + "right": "issue:45412", + "accept": false, + "reason": "Perceiver non-default-resolution inference and RT-DETR memory reclamation are unrelated." + }, + { + "left": "issue:43526", + "right": "issue:46192", + "accept": false, + "reason": "An image-processor label-reduction bug and `return_tensors` being ignored are not the same underlying change." + }, + { + "left": "issue:44792", + "right": "issue:45563", + "accept": false, + "reason": "Both mention generation, but one is a Janus image-generation test failure and the other is a paged-generation warning issue." + }, + { + "left": "issue:45200", + "right": "issue:45325", + "accept": false, + "reason": "Gemma4 text fine-tuning defaults and Qwen2.5-VL temporal rope indexing are unrelated multimodal bugs." + }, + { + "left": "issue:43819", + "right": "issue:44112", + "accept": false, + "reason": "DAC latent reconstruction mismatch and a GraniteSpeech CI device-override test failure are different code paths." + }, + { + "left": "issue:43335", + "right": "issue:43550", + "accept": false, + "reason": "SwitchTransformers sparse-layer construction and Bamba SDPA/torch.compile failures are unrelated." + }, + { + "left": "issue:41720", + "right": "issue:46209", + "accept": false, + "reason": "Different model/hardware-specific inference failures; the CUDA assert and FP8-on-B200 problem are not the same issue." + }, + { + "left": "issue:44561", + "right": "issue:46234", + "accept": false, + "reason": "Both touch `import_utils`, but they concern different missing/removal helpers and different breakages." + }, + { + "left": "issue:43827", + "right": "issue:43901", + "accept": false, + "reason": "These are separate documentation fixes for different pipelines and different deprecated arguments." + }, + { + "left": "issue:44610", + "right": "issue:44857", + "accept": false, + "reason": "Processor output size mismatch and AMP/CUDA loss crashing are unrelated." + }, + { + "left": "issue:43819", + "right": "issue:45083", + "accept": false, + "reason": "Different helper functions in different models; no shared underlying bug." + }, + { + "left": "issue:43388", + "right": "issue:43526", + "accept": false, + "reason": "A distributed metrics tuple-handling bug and an image-processor label-reduction bug are not the same defect." + }, + { + "left": "issue:44857", + "right": "issue:45593", + "accept": false, + "reason": "Mixed-precision loss instability and missing auxiliary losses in D-FINE are separate model issues." + }, + { + "left": "issue:43606", + "right": "issue:45083", + "accept": false, + "reason": "CPU offload device mismatch and feature-extractor length computation are unrelated." + }, + { + "left": "issue:46512", + "right": "issue:46821", + "accept": false, + "reason": "`from_config` dtype synchronization and a TimesFM `window_size` attribute error do not overlap." + }, + { + "left": "issue:44206", + "right": "issue:45584", + "accept": false, + "reason": "Unsupported feature-extractor args and Whisper empty-transcription generation failures are different audio bugs." + }, + { + "left": "issue:38175", + "right": "issue:45412", + "accept": false, + "reason": "SigLIP2 zero probabilities and RT-DETR memory cleanup are unrelated." + }, + { + "left": "issue:45759", + "right": "issue:46285", + "accept": false, + "reason": "Both are config-structure issues, but they affect different composite model families and different object graphs." + }, + { + "left": "issue:37428", + "right": "issue:43425", + "accept": false, + "reason": "An import error for a flash-attention helper and Torch 2.10 incompatibility are not the same bug." + }, + { + "left": "issue:43335", + "right": "issue:43653", + "accept": false, + "reason": "SwitchTransformers sparse-layer creation and BigBird tokenizer special-token registration are unrelated." + }, + { + "left": "issue:46424", + "right": "issue:46858", + "accept": false, + "reason": "Cache length being honored only for quantized cache and a device-tensor seq-length arithmetic bug are different cache behaviors." + }, + { + "left": "issue:29942", + "right": "issue:32090", + "accept": false, + "reason": "Flash Attention 2 test failures and `_gpu_broadcast_one` NoneType errors are separate failures." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 31, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-510", + "nodes": [ + "issue:26413", + "issue:28218", + "issue:28282", + "issue:29127", + "issue:31501", + "issue:32090", + "issue:33357", + "issue:34689", + "issue:35141", + "issue:37428", + "issue:39692", + "issue:42490", + "issue:43278", + "issue:43335", + "issue:43504", + "issue:43526", + "issue:43550", + "issue:43606", + "issue:43611", + "issue:43720", + "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:44779", + "issue:44855", + "issue:44857", + "issue:45083", + "issue:45290", + "issue:45310", + "issue:45478", + "issue:45520", + "issue:45588", + "issue:45593", + "issue:45823", + "issue:45859", + "issue:46170", + "issue:46326", + "issue:46431", + "issue:46566" + ], + "soft_pairs": [ + "issue:28282|issue:33357", + "issue:43611|issue:44466", + "issue:43335|issue:43504", + "issue:43550|issue:44112", + "issue:45520|issue:46170", + "issue:44855|issue:45083", + "issue:44448|issue:44743", + "issue:45290|issue:46326", + "issue:37428|issue:44351", + "issue:43335|issue:45083", + "issue:43335|issue:45593", + "issue:43335|issue:44112", + "issue:44514|issue:44521", + "issue:43278|issue:43825", + "issue:45588|issue:45859", + "issue:29127|issue:32090", + "issue:42490|issue:43854", + "issue:34689|issue:35141", + "issue:43819|issue:44493", + "issue:39692|issue:43526", + "issue:46431|issue:46566", + "issue:43606|issue:44857", + "issue:43720|issue:44112", + "issue:39692|issue:44493", + "issue:45310|issue:45478", + "issue:28218|issue:32090", + "issue:44448|issue:44779", + "issue:26413|issue:31501", + "issue:44206|issue:45823" + ], + "prepared_review_unit_hash": "b065a30794d0a07620aa3ff80294cf5506b3f05d1d4652d58d64c971eed92985", + "component_budget": { + "node_count": 510, + "item_count": 510, + "soft_pair_count": 1874, + "serialized_chars": 972522, + "estimated_input_tokens": 243131, + "estimated_eval_tokens": 486518 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36706, + "estimated_input_tokens": 9177, + "estimated_eval_tokens": 18610 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Most items in this packet are unrelated issue reports. The only clearly duplicate pair in this packet is issue:45310 / issue:45478: they have the same title and describe the same Qwen3.5 MoE `from_pretrained` failure under `transformers>=5.4.0`. issue:45310 is the earlier report, so it is the better canonical issue.", + "confidence": 0.95, + "canonical_issue_reason": "issue:45310 is the better canonical issue because it is the earlier report and it has the same title / same underlying Qwen3.5 MoE `from_pretrained` failure as issue:45478.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45310 is the strongest representative of the cluster because it is the earliest report of the only clearly duplicate pair in this packet, and the duplicate issue:45478 matches it closely in title and problem statement.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:28282", + "right": "issue:33357", + "accept": false, + "reason": "Both are loading/runtime failures, but one is a missing PyTorch dependency error and the other is a macOS CLIP bus error; different root causes." + }, + { + "left": "issue:43611", + "right": "issue:44466", + "accept": false, + "reason": "Both relate to model loading/serialization, but one is a `base_model_prefix` loading issue and the other is tied-weight `lm_head.weight` serialization; not the same bug." + }, + { + "left": "issue:43335", + "right": "issue:43504", + "accept": false, + "reason": "Different models and different failures: SwitchTransformers sparse-layer creation versus BEiT preset loading with a legacy field." + }, + { + "left": "issue:43550", + "right": "issue:44112", + "accept": false, + "reason": "One is a Bamba `torch.compile`/SDPA failure, the other is a GraniteSpeech CI device-override issue; unrelated code paths." + }, + { + "left": "issue:45520", + "right": "issue:46170", + "accept": false, + "reason": "Both are import/setup problems, but one is a `flash_attn` import issue on Python 3.13 and the other is a Windows ROCm `torch.distributed` dependency issue." + }, + { + "left": "issue:44855", + "right": "issue:45083", + "accept": false, + "reason": "An indentation/import parsing error in DebertaV2 is unrelated to the qwen3_omni feature-length helper behavior." + }, + { + "left": "issue:44448", + "right": "issue:44743", + "accept": false, + "reason": "Different regressions: Pegasus output drift versus recurrent-state reset in modular qwen3_5 code." + }, + { + "left": "issue:45290", + "right": "issue:46326", + "accept": false, + "reason": "Both concern chat-template/tokenizer behavior, but one crashes on tool-call assistant messages and the other concerns `continue_final_message` for mistral_common tokenizers." + }, + { + "left": "issue:37428", + "right": "issue:44351", + "accept": false, + "reason": "Both are missing-symbol import errors, but they involve different symbols (`_flash_supports_window_size` vs `HybridCache`) and likely different fixes." + }, + { + "left": "issue:43335", + "right": "issue:45083", + "accept": false, + "reason": "SwitchTransformers sparse-layer creation is unrelated to the qwen3_omni output-length helper bug." + }, + { + "left": "issue:43335", + "right": "issue:45593", + "accept": false, + "reason": "Different subsystems and bugs: SwitchTransformers sparse-layer config versus D-FINE missing auxiliary losses." + }, + { + "left": "issue:43335", + "right": "issue:44112", + "accept": false, + "reason": "Different models and failure modes; no shared concrete bug." + }, + { + "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 incorrect all-zero assistant masks; not clearly the same root cause." + }, + { + "left": "issue:43278", + "right": "issue:43825", + "accept": false, + "reason": "These are unrelated: embedding dtype drift during eval versus an incorrect pipeline error message about translation support." + }, + { + "left": "issue:45588", + "right": "issue:45859", + "accept": false, + "reason": "Different flash-attention/MoE problems in different code paths; not the same concrete bug." + }, + { + "left": "issue:29127", + "right": "issue:32090", + "accept": false, + "reason": "LayoutLMv3 error-message clarity and a Trainer `_gpu_broadcast_one` TypeError are unrelated." + }, + { + "left": "issue:42490", + "right": "issue:43854", + "accept": false, + "reason": "Different loading issues: local-path slash import warning versus a specific GLM-4.7 Flash unit-test load failure." + }, + { + "left": "issue:34689", + "right": "issue:35141", + "accept": false, + "reason": "Both are model-loading-related, but one is a Llama 3.2 Vision load regression and the other is output-embedding reinitialization after resizing embeddings." + }, + { + "left": "issue:43819", + "right": "issue:44493", + "accept": false, + "reason": "Different bugs: DAC latent reconstruction mismatch versus unexpected `position id` keys during loading." + }, + { + "left": "issue:39692", + "right": "issue:43526", + "accept": false, + "reason": "A SigLIP2 docs example failure is not the same as the BEiT fast processor `reduce_labels` bug." + }, + { + "left": "issue:46431", + "right": "issue:46566", + "accept": false, + "reason": "One is missing chat-template support in a processor, the other is DiffusionGemma weights stuck on `meta`; unrelated." + }, + { + "left": "issue:43606", + "right": "issue:44857", + "accept": false, + "reason": "Device-mismatch on CPU offload for Bark-small is unrelated to an AMP float16 crash in LwDetrImageLoss." + }, + { + "left": "issue:43720", + "right": "issue:44112", + "accept": false, + "reason": "BitNet packed-weight loading and a GraniteSpeech CI stale-device test are different problems." + }, + { + "left": "issue:39692", + "right": "issue:44493", + "accept": false, + "reason": "Docs/example issues for SigLIP2 do not match the unexpected position-id key regression." + }, + { + "left": "issue:45310", + "right": "issue:45478", + "accept": true, + "reason": "They have the same title and describe the same Qwen3.5 MoE `from_pretrained` failure under `transformers>=5.4.0`; issue:45310 is the earlier report." + }, + { + "left": "issue:28218", + "right": "issue:32090", + "accept": false, + "reason": "Tokenizer spacing after added tokens is unrelated to the Trainer `_gpu_broadcast_one` NoneType error." + }, + { + "left": "issue:44448", + "right": "issue:44779", + "accept": false, + "reason": "Pegasus output drift and Deepseek tokenizer regressions are separate model/tokenizer bugs." + }, + { + "left": "issue:26413", + "right": "issue:31501", + "accept": false, + "reason": "Checkpoint resume epoch-iterator failure and FineWeb training not starting are different training issues." + }, + { + "left": "issue:44206", + "right": "issue:45823", + "accept": false, + "reason": "LasrFeatureExtractor\u2019s unsupported `center` argument and Gemma4 PLE device mismatch are unrelated." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The duplicate call on issue:45310/issue:45478 is well grounded (same title; 45310 is earlier), but the rationale overstates the evidence by saying 45310 is \"slightly more established\"\u2014the packet does not support that, and 45478 actually has higher discussion activity. Please soften that to an evidence-based criterion (e.g. earlier report / same title) and avoid asserting it is definitively \"the only true duplicate pair\" unless you qualify it as the only clearly duplicate pair in this packet." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 32, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-510", + "nodes": [ + "issue:10000", + "issue:15354", + "issue:27957", + "issue:29870", + "issue:29942", + "issue:32090", + "issue:33290", + "issue:33357", + "issue:34689", + "issue:35141", + "issue:37428", + "issue:38175", + "issue:40444", + "issue:42175", + "issue:42490", + "issue:43278", + "issue:43329", + "issue:43381", + "issue:43526", + "issue:43550", + "issue:43575", + "issue:43701", + "issue:44360", + "issue:44448", + "issue:44464", + "issue:44493", + "issue:44561", + "issue:44617", + "issue:44855", + "issue:44857", + "issue:44977", + "issue:45072", + "issue:45083", + "issue:45127", + "issue:45229", + "issue:45245", + "issue:45290", + "issue:45381", + "issue:45459", + "issue:45593", + "issue:45920", + "issue:46192", + "issue:46234", + "issue:46399", + "issue:46424", + "issue:46655", + "issue:46697", + "issue:47000" + ], + "soft_pairs": [ + "issue:43701|issue:45083", + "issue:44617|issue:46697", + "issue:45127|issue:45245", + "issue:45459|issue:46234", + "issue:32090|issue:33357", + "issue:44857|issue:45072", + "issue:42490|issue:43575", + "issue:45593|issue:47000", + "issue:44464|issue:46424", + "issue:43550|issue:45083", + "issue:38175|issue:44493", + "issue:27957|issue:34689", + "issue:29942|issue:35141", + "issue:45290|issue:45381", + "issue:29870|issue:32090", + "issue:43278|issue:43329", + "issue:10000|issue:15354", + "issue:45290|issue:46655", + "issue:44448|issue:44977", + "issue:44855|issue:46399", + "issue:29870|issue:33290", + "issue:37428|issue:42175", + "issue:45920|issue:46192", + "issue:44360|issue:44561", + "issue:40444|issue:43526", + "issue:43278|issue:43381", + "issue:44977|issue:45229" + ], + "prepared_review_unit_hash": "671735d407da944944a3cc6e6e5e67508ea1913b59bde58777f6e944f34e7971", + "component_budget": { + "node_count": 510, + "item_count": 510, + "soft_pair_count": 1874, + "serialized_chars": 972522, + "estimated_input_tokens": 243131, + "estimated_eval_tokens": 486518 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 35888, + "estimated_input_tokens": 8972, + "estimated_eval_tokens": 18200 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These are mostly unrelated closed bug reports spanning different models, processors, tokenizer behaviors, and runtime backends. The soft-similarity pairs do not look like true duplicates or mergeable PR-equivalents, so I reject all soft edges.", + "confidence": 0.92, + "canonical_issue_reason": "Issue 45920 is the best cluster representative: it describes a broad, concrete regression affecting multiple models, has inbound references, and is more central than the narrower, single-model bugs here.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45920 is the strongest standalone issue in the set because it is well-scoped, high-impact, and broadly referenced; the others are mostly isolated failures with less cluster-wide relevance.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43701", + "right": "issue:45083", + "accept": false, + "reason": "Different bugs: checkpoint-resume key mismatch vs a qwen3_omni_moe helper-function logic issue." + }, + { + "left": "issue:44617", + "right": "issue:46697", + "accept": false, + "reason": "Different failure modes and code paths: Sam3Video CUDA OOM vs Swin2SR over-padding in an image processor." + }, + { + "left": "issue:45127", + "right": "issue:45245", + "accept": false, + "reason": "Unrelated: LoRA merge collapsing output embeddings vs hitting the 2^24 category limit." + }, + { + "left": "issue:45459", + "right": "issue:46234", + "accept": false, + "reason": "Both involve import/utilities, but one hides tokenizer decode errors and the other is a missing availability symbol; not the same bug." + }, + { + "left": "issue:32090", + "right": "issue:33357", + "accept": false, + "reason": "Different runtime issues: NoneType broadcast in Trainer vs MacOS bus error loading a CLIP model." + }, + { + "left": "issue:44857", + "right": "issue:45072", + "accept": false, + "reason": "Both are dtype-related crashes, but they affect different models and execution paths, so they are not the same underlying bug." + }, + { + "left": "issue:42490", + "right": "issue:43575", + "accept": false, + "reason": "Import warning for local paths is unrelated to loading a huge model with tensor parallelism and OOM." + }, + { + "left": "issue:45593", + "right": "issue:47000", + "accept": false, + "reason": "Both are detection losses, but one is about auxiliary-loss handling and the other about an infeasible cost matrix; different defects." + }, + { + "left": "issue:44464", + "right": "issue:46424", + "accept": false, + "reason": "One is inconsistent chunked generation with compiled forward; the other is cache-config handling limited to quantized cache." + }, + { + "left": "issue:43550", + "right": "issue:45083", + "accept": false, + "reason": "Different subsystems: Bamba torch.compile/SDPA failure vs qwen3_omni_moe feature-length helper behavior." + }, + { + "left": "issue:38175", + "right": "issue:44493", + "accept": false, + "reason": "Unexpected zero probabilities in SigLIP2 is not the same as unexpected position-id key handling across models." + }, + { + "left": "issue:27957", + "right": "issue:34689", + "accept": false, + "reason": "Different models and problems: XLMRoberta Flash Attention 2 support vs Llama 3.2 Vision model loading." + }, + { + "left": "issue:29942", + "right": "issue:35141", + "accept": false, + "reason": "Failing Flash Attention 2 tests are unrelated to embedding reinitialization after resizing token embeddings." + }, + { + "left": "issue:45290", + "right": "issue:45381", + "accept": false, + "reason": "Chat-template tool-call tokenization crash is unrelated to qwen2.5-vl video position-id issues." + }, + { + "left": "issue:29870", + "right": "issue:32090", + "accept": false, + "reason": "BART generation mask bug and Trainer broadcast NoneType error are distinct code paths with different symptoms." + }, + { + "left": "issue:43278", + "right": "issue:43329", + "accept": false, + "reason": "Embedding dtype drift in eval is unrelated to undefined variables in the multimodal-token counting video branch." + }, + { + "left": "issue:10000", + "right": "issue:15354", + "accept": false, + "reason": "Completely different issues: German DistilBertModel error vs TorchScript GeneratorExp export failure." + }, + { + "left": "issue:45290", + "right": "issue:46655", + "accept": false, + "reason": "Tool-call chat-template crash and SmolVLM video-padding bug are different multimodal processing problems." + }, + { + "left": "issue:44448", + "right": "issue:44977", + "accept": false, + "reason": "Pegasus v4/v5 output drift is not the same as Qwen3.5 flash-attention generation failure." + }, + { + "left": "issue:44855", + "right": "issue:46399", + "accept": false, + "reason": "Python 3.13 TorchScript parsing/IndentationError is unrelated to a missing decorator on rotary-pos-emb registration." + }, + { + "left": "issue:29870", + "right": "issue:33290", + "accept": false, + "reason": "Decoder attention-mask crash is unrelated to Adafactor/DeepSpeed OOM." + }, + { + "left": "issue:37428", + "right": "issue:42175", + "accept": false, + "reason": "Missing internal flash-attention import and missing TensorFlow in a torch extra install are unrelated packaging/import problems." + }, + { + "left": "issue:45920", + "right": "issue:46192", + "accept": false, + "reason": "Both involve tokenizers, but one is a broad wrong-token-IDs regression and the other is return_tensors being ignored in a specific API shape." + }, + { + "left": "issue:44360", + "right": "issue:44561", + "accept": false, + "reason": "DSA indexer ReLU discussion is unrelated to trust_remote_code breaking after removing is_torch_fx_available." + }, + { + "left": "issue:40444", + "right": "issue:43526", + "accept": false, + "reason": "IterableDataset multi-image finetuning failure and BEiT reduce_labels returning one label are different bugs." + }, + { + "left": "issue:43278", + "right": "issue:43381", + "accept": false, + "reason": "Gradient checkpointing in eval mode is unrelated to bf16-to-fp32 embedding dtype changes." + }, + { + "left": "issue:44977", + "right": "issue:45229", + "accept": false, + "reason": "Flash-attention generation correctness and multi-GPU CUDA OOM are different failure classes and cannot be merged as one 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": 26, + "review_unit_index": 33, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-510", + "nodes": [ + "issue:25251", + "issue:29127", + "issue:29870", + "issue:29942", + "issue:30064", + "issue:32090", + "issue:33290", + "issue:33357", + "issue:34567", + "issue:34689", + "issue:39692", + "issue:41720", + "issue:42490", + "issue:42915", + "issue:42994", + "issue:43278", + "issue:43381", + "issue:43575", + "issue:43611", + "issue:43653", + "issue:43701", + "issue:43873", + "issue:43927", + "issue:43976", + "issue:44186", + "issue:44206", + "issue:44361", + "issue:44448", + "issue:44466", + "issue:44479", + "issue:44561", + "issue:44568", + "issue:44743", + "issue:44779", + "issue:44871", + "issue:44977", + "issue:45198", + "issue:45229", + "issue:45440", + "issue:45491", + "issue:45563", + "issue:45588", + "issue:45698", + "issue:45803", + "issue:45823", + "issue:46121", + "issue:46421", + "issue:46858" + ], + "soft_pairs": [ + "issue:43927|issue:45698", + "issue:32090|issue:33290", + "issue:46421|issue:46858", + "issue:42490|issue:43873", + "issue:43873|issue:45229", + "issue:25251|issue:32090", + "issue:44448|issue:44466", + "issue:43976|issue:45440", + "issue:43381|issue:43701", + "issue:44871|issue:44977", + "issue:29127|issue:34567", + "issue:33357|issue:39692", + "issue:44568|issue:45491", + "issue:45588|issue:45823", + "issue:44561|issue:44779", + "issue:43278|issue:43575", + "issue:41720|issue:45229", + "issue:43611|issue:46121", + "issue:44977|issue:45563", + "issue:44186|issue:45198", + "issue:45198|issue:45803", + "issue:44361|issue:45198", + "issue:29870|issue:34689", + "issue:43653|issue:44743", + "issue:44206|issue:44479", + "issue:29942|issue:30064", + "issue:42915|issue:42994" + ], + "prepared_review_unit_hash": "c989dcbdeededefe8c150eb74c360cf2aa03985999a7d3eb84aa2e982aa37de2", + "component_budget": { + "node_count": 510, + "item_count": 510, + "soft_pair_count": 1874, + "serialized_chars": 972522, + "estimated_input_tokens": 243131, + "estimated_eval_tokens": 486518 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 35915, + "estimated_input_tokens": 8979, + "estimated_eval_tokens": 18214 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is not a duplicate set; the soft edges only show superficial subsystem overlap, while each pair targets a different bug or regression. No PRs are present.", + "confidence": 0.97, + "canonical_issue_reason": "No single canonical issue fits this cluster because the issues span unrelated bug classes and code paths (tokenization, generation, trainer, cache, quantization, model loading, and docs).", + "canonical_pr_reason": null, + "best_issue_reason": "No issue is a strong global representative; the set is too heterogeneous for one issue to serve as a useful canonical duplicate target.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43927", + "right": "issue:45698", + "accept": false, + "reason": "Both involve save/load behavior, but one is about lost custom token IDs and the other about loading the wrong custom module. Different failures." + }, + { + "left": "issue:32090", + "right": "issue:33290", + "accept": false, + "reason": "Different Trainer/DeepSpeed problems: NoneType broadcast vs AdaFactor OOM. Not the same bug." + }, + { + "left": "issue:46421", + "right": "issue:46858", + "accept": false, + "reason": "Both touch cache/compile, but one is about spurious recompilation and the other about device-tensor seq-length arithmetic. Distinct code-path bugs." + }, + { + "left": "issue:42490", + "right": "issue:43873", + "accept": false, + "reason": "A trailing-slash import warning is unrelated to quantization offloading behavior." + }, + { + "left": "issue:43873", + "right": "issue:45229", + "accept": false, + "reason": "Offloading with quantization and Gemma4 multi-GPU OOM are different symptoms and likely different root causes." + }, + { + "left": "issue:25251", + "right": "issue:32090", + "accept": false, + "reason": "Pipeline top_k nesting behavior is unrelated to a Trainer broadcast NoneType error." + }, + { + "left": "issue:44448", + "right": "issue:44466", + "accept": false, + "reason": "One is a v4/v5 output difference for Pegasus; the other is lm_head.weight serialization tied to device. Not the same issue." + }, + { + "left": "issue:43976", + "right": "issue:45440", + "accept": false, + "reason": "Python version compatibility regression and DeepSeekV3MoE divergence are unrelated." + }, + { + "left": "issue:43381", + "right": "issue:43701", + "accept": false, + "reason": "Eval-mode gradient checkpointing restriction and resume_from_checkpoint key mismatch are different bugs." + }, + { + "left": "issue:44871", + "right": "issue:44977", + "accept": false, + "reason": "EOS token config mismatch is unrelated to a flash-attention generation failure." + }, + { + "left": "issue:29127", + "right": "issue:34567", + "accept": false, + "reason": "LayoutLMv3 error-message clarity and TrainerState token counting are unrelated." + }, + { + "left": "issue:33357", + "right": "issue:39692", + "accept": false, + "reason": "MacOS CLIP bus error and SigLIP2 doc-example failures are different issues." + }, + { + "left": "issue:44568", + "right": "issue:45491", + "accept": false, + "reason": "Tokenizer special-token addition and Gemma3 NaN embeddings are distinct bugs." + }, + { + "left": "issue:45588", + "right": "issue:45823", + "accept": false, + "reason": "flash_attention.py s_aux=None crash and Gemma4 device-map mismatch are different forward-path failures." + }, + { + "left": "issue:44561", + "right": "issue:44779", + "accept": false, + "reason": "Removal of a helper breaking trust_remote_code models is unrelated to Deepseek tokenizer regression." + }, + { + "left": "issue:43278", + "right": "issue:43575", + "accept": false, + "reason": "Eval dtype drift and tensor-parallel OOM are different problems." + }, + { + "left": "issue:41720", + "right": "issue:45229", + "accept": false, + "reason": "Auto device mapping cudaErrorAssert and Gemma4 multi-GPU OOM do not describe the same failure." + }, + { + "left": "issue:43611", + "right": "issue:46121", + "accept": false, + "reason": "Base_model_prefix loading regression and rope-validation TypeError are separate code-path issues." + }, + { + "left": "issue:44977", + "right": "issue:45563", + "accept": false, + "reason": "Flash-attention generation failure and a stale num_return_sequences warning are not the same bug." + }, + { + "left": "issue:44186", + "right": "issue:45198", + "accept": false, + "reason": "LayoutLMv2 NER/padding crashes and Wav2Vec2 save/tokenization failures are unrelated." + }, + { + "left": "issue:45198", + "right": "issue:45803", + "accept": false, + "reason": "Wav2Vec2 save/tokenization issues and Fuyu bare-except behavior are different bugs." + }, + { + "left": "issue:44361", + "right": "issue:45198", + "accept": false, + "reason": "MLukeTokenizer AttributeError and Wav2Vec2 save/tokenization failure are not the same underlying issue." + }, + { + "left": "issue:29870", + "right": "issue:34689", + "accept": false, + "reason": "BART generate decoder-attention-mask bug and Llama 3.2 vision model loading regression are unrelated." + }, + { + "left": "issue:43653", + "right": "issue:44743", + "accept": false, + "reason": "BigBirdTokenizer special-token decoding and Qwen3.5 recurrent-state reset are separate bugs." + }, + { + "left": "issue:44206", + "right": "issue:44479", + "accept": false, + "reason": "Unsupported center arg in a feature extractor and a Qwen video-input regression are different failures." + }, + { + "left": "issue:29942", + "right": "issue:30064", + "accept": false, + "reason": "Failing Flash Attention 2 tests and void segmentation map processing are unrelated." + }, + { + "left": "issue:42915", + "right": "issue:42994", + "accept": false, + "reason": "Qwen3Moe with FineGrainedFP8Config and quantized model saving are different quantization-related bugs, not duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 34, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-510", + "nodes": [ + "issue:27957", + "issue:29127", + "issue:33290", + "issue:33357", + "issue:34689", + "issue:35141", + "issue:42490", + "issue:42915", + "issue:43065", + "issue:43066", + "issue:43334", + "issue:43381", + "issue:43412", + "issue:43421", + "issue:43526", + "issue:43531", + "issue:43575", + "issue:43653", + "issue:43701", + "issue:43756", + "issue:43824", + "issue:43931", + "issue:43994", + "issue:44186", + "issue:44265", + "issue:44279", + "issue:44387", + "issue:44442", + "issue:44462", + "issue:44857", + "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:45834", + "issue:46369", + "issue:46693", + "issue:46701" + ], + "soft_pairs": [ + "issue:43756|issue:45440", + "issue:43653|issue:44442", + "issue:43065|issue:43994", + "issue:43065|issue:45412", + "issue:45372|issue:45588", + "issue:44265|issue:45198", + "issue:43412|issue:45588", + "issue:29127|issue:33357", + "issue:45491|issue:46693", + "issue:43575|issue:43701", + "issue:42490|issue:43381", + "issue:45245|issue:45563", + "issue:29127|issue:35141", + "issue:45459|issue:45712", + "issue:45440|issue:45593", + "issue:43994|issue:45412", + "issue:45372|issue:45406", + "issue:45406|issue:46701", + "issue:43421|issue:45491", + "issue:45412|issue:46369", + "issue:43575|issue:44387", + "issue:43066|issue:44462", + "issue:45372|issue:45459", + "issue:44442|issue:45072", + "issue:43526|issue:45834", + "issue:27957|issue:33290", + "issue:27957|issue:29127", + "issue:43526|issue:46693", + "issue:43824|issue:44279", + "issue:43994|issue:46369", + "issue:33290|issue:35141", + "issue:33290|issue:34689", + "issue:44857|issue:45588", + "issue:42915|issue:43931", + "issue:43526|issue:44186", + "issue:43334|issue:43531" + ], + "prepared_review_unit_hash": "d68b79ae59e563de173291138b85dd440c27629e97a4a613f98fe7b7fcc62bd0", + "component_budget": { + "node_count": 510, + "item_count": 510, + "soft_pair_count": 1874, + "serialized_chars": 972522, + "estimated_input_tokens": 243131, + "estimated_eval_tokens": 486518 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 36, + "serialized_chars": 37821, + "estimated_input_tokens": 9456, + "estimated_eval_tokens": 19168 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items are mostly unrelated standalone issues across tokenization, model loading, memory, export, and runtime behavior. I don\u2019t see any soft pair that clearly refers to the same underlying bug/change, so all candidate duplicate links should be rejected.", + "confidence": 0.92, + "canonical_issue_reason": "No single issue is a defensible canonical representative: the set is heterogeneous and the soft pairs do not show true duplicates.", + "canonical_pr_reason": null, + "best_issue_reason": "No issue is globally suitable as a duplicate anchor; at best a few are superficially similar by subsystem, but they describe different concrete failures.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43756", + "right": "issue:45440", + "accept": false, + "reason": "Both involve model architecture details, but one is about RoPE layer counts and the other is a DeepSeekV3 implementation divergence; different bugs." + }, + { + "left": "issue:43653", + "right": "issue:44442", + "accept": false, + "reason": "Both are tokenizer-related, but one is a special-token registration bug and the other is AutoTokenizer loading a specific tokenizer class." + }, + { + "left": "issue:43065", + "right": "issue:43994", + "accept": false, + "reason": "Dummy conv in Sam3PixelDecoder and SigLIP2 nonsensical outputs are unrelated failures." + }, + { + "left": "issue:43065", + "right": "issue:45412", + "accept": false, + "reason": "A dummy layer bug and an RT-DETR memory-leak issue are not the same change or defect." + }, + { + "left": "issue:45372", + "right": "issue:45588", + "accept": false, + "reason": "Gemma 4 processor import failure and flash_attention s_aux handling are distinct code paths." + }, + { + "left": "issue:44265", + "right": "issue:45198", + "accept": false, + "reason": "torch.export with torch_compilable_check and Wav2Vec2 save_pretrained/tokenization are unrelated." + }, + { + "left": "issue:43412", + "right": "issue:45588", + "accept": false, + "reason": "Executorch export failure for Gemma3n is unrelated to a flash_attention AttributeError." + }, + { + "left": "issue:29127", + "right": "issue:33357", + "accept": false, + "reason": "LayoutLMv3 error messaging and a CLIP MacOS bus error are different issues." + }, + { + "left": "issue:45491", + "right": "issue:46693", + "accept": false, + "reason": "Both mention attention/windowing, but one reports NaNs from all-padding windows while the other is a performance regression." + }, + { + "left": "issue:43575", + "right": "issue:43701", + "accept": false, + "reason": "TP OOM on model load and resume_from_checkpoint key mismatch are unrelated." + }, + { + "left": "issue:42490", + "right": "issue:43381", + "accept": false, + "reason": "A trailing-slash import warning and gradient-checkpointing eval-mode restriction are different behaviors." + }, + { + "left": "issue:45245", + "right": "issue:45563", + "accept": false, + "reason": "Category-count limit error and stale generate warning are unrelated." + }, + { + "left": "issue:29127", + "right": "issue:35141", + "accept": false, + "reason": "LayoutLMv3 error clarity and embedding reinitialization after resize are different bugs." + }, + { + "left": "issue:45459", + "right": "issue:45712", + "accept": false, + "reason": "Hidden tokenizer errors on missing protobuf and leftover dummy classes are not the same defect." + }, + { + "left": "issue:45440", + "right": "issue:45593", + "accept": false, + "reason": "DeepSeekV3 implementation divergence and D-FINE auxiliary-loss behavior are unrelated." + }, + { + "left": "issue:43994", + "right": "issue:45412", + "accept": false, + "reason": "SigLIP2 bad outputs and RT-DETR memory release problems are different issues." + }, + { + "left": "issue:45372", + "right": "issue:45406", + "accept": false, + "reason": "Both touch Gemma 4 processing, but one is a missing import dependency and the other is a missing _tokenizer attribute." + }, + { + "left": "issue:45406", + "right": "issue:46701", + "accept": false, + "reason": "Gemma4Processor serve crash and DiffusionGemmaGenerationOutput pipeline failure are not the same bug." + }, + { + "left": "issue:43421", + "right": "issue:45491", + "accept": false, + "reason": "Tokenizer backend post-processor updates and Gemma3 NaN embeddings are unrelated." + }, + { + "left": "issue:45412", + "right": "issue:46369", + "accept": false, + "reason": "RT-DETR memory not released and SAM3 LiteText memory overflow are different memory issues." + }, + { + "left": "issue:43575", + "right": "issue:44387", + "accept": false, + "reason": "TP load OOM and int4 reserved-memory regression are different causes and fixes." + }, + { + "left": "issue:43066", + "right": "issue:44462", + "accept": false, + "reason": "Wrong tokenizer decoder type in v5 and ignoring tokenizer.json are separate loading bugs." + }, + { + "left": "issue:45372", + "right": "issue:45459", + "accept": false, + "reason": "Gemma 4 import failure from mistral_common and protobuf-related tokenizer error masking are unrelated." + }, + { + "left": "issue:44442", + "right": "issue:45072", + "accept": false, + "reason": "FastSpeech2ConformerTokenizer loading and bfloat16 dtype mismatches are unrelated." + }, + { + "left": "issue:43526", + "right": "issue:45834", + "accept": false, + "reason": "BeitImageProcessorFast label reduction and Kosmos2.5 OCR index error are different bugs." + }, + { + "left": "issue:27957", + "right": "issue:33290", + "accept": false, + "reason": "XLMRoberta Flash Attention 2 support and Adafactor/deepspeed OOM are unrelated." + }, + { + "left": "issue:27957", + "right": "issue:29127", + "accept": false, + "reason": "Flash Attention 2 support for XLMRoberta and LayoutLMv3 error messaging do not share the same failure." + }, + { + "left": "issue:43526", + "right": "issue:46693", + "accept": false, + "reason": "Label reduction in an image processor and long-context FA2 performance regression are unrelated." + }, + { + "left": "issue:43824", + "right": "issue:44279", + "accept": false, + "reason": "A missing Qwen2.5-VL import and a vague dependency issue are not concrete duplicates." + }, + { + "left": "issue:43994", + "right": "issue:46369", + "accept": false, + "reason": "Nonsensical SigLIP2 outputs and SAM3 LiteText memory overflow are different problems." + }, + { + "left": "issue:33290", + "right": "issue:35141", + "accept": false, + "reason": "OOM with Adafactor and embedding reinitialization after resize are unrelated." + }, + { + "left": "issue:33290", + "right": "issue:34689", + "accept": false, + "reason": "Deepspeed OOM and Llama 3.2 Vision load failure are different issues." + }, + { + "left": "issue:44857", + "right": "issue:45588", + "accept": false, + "reason": "float16 AMP crash in LwDetrImageLoss and flash_attention None-handling are unrelated." + }, + { + "left": "issue:42915", + "right": "issue:43931", + "accept": false, + "reason": "Qwen3Moe FineGrainedFP8 failure and Qwen3-VL weight-shape mismatch are different model/load bugs." + }, + { + "left": "issue:43526", + "right": "issue:44186", + "accept": false, + "reason": "Beit label reduction and LayoutLMv2 NER padding/truncation crashes are unrelated." + }, + { + "left": "issue:43334", + "right": "issue:43531", + "accept": false, + "reason": "Qwen3-VL pad_token_id missing and Qwen3-MoE sliding_window behavior are different issues." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 35, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-510", + "nodes": [ + "issue:27957", + "issue:29870", + "issue:42175", + "issue:42490", + "issue:43262", + "issue:43316", + "issue:43381", + "issue:43493", + "issue:43525", + "issue:43643", + "issue:43646", + "issue:43720", + "issue:43749", + "issue:43761", + "issue:43827", + "issue:43873", + "issue:43931", + "issue:44062", + "issue:44077", + "issue:44206", + "issue:44442", + "issue:44479", + "issue:44514", + "issue:44743", + "issue:44811", + "issue:44855", + "issue:44871", + "issue:44898", + "issue:44913", + "issue:44977", + "issue:45003", + "issue:45137", + "issue:45245", + "issue:45250", + "issue:45325", + "issue:45381", + "issue:45440", + "issue:45588", + "issue:45759", + "issue:45859", + "issue:45907", + "issue:46121", + "issue:46234", + "issue:46399", + "issue:46640", + "issue:46697", + "issue:46821" + ], + "soft_pairs": [ + "issue:45250|issue:46640", + "issue:43381|issue:43873", + "issue:45588|issue:46821", + "issue:46121|issue:46399", + "issue:43646|issue:44077", + "issue:44514|issue:45381", + "issue:43761|issue:45859", + "issue:44977|issue:45245", + "issue:44743|issue:44811", + "issue:43262|issue:44206", + "issue:44442|issue:44898", + "issue:42490|issue:44743", + "issue:42175|issue:46234", + "issue:43720|issue:44442", + "issue:27957|issue:29870", + "issue:45003|issue:45440", + "issue:43316|issue:43525", + "issue:44077|issue:44479", + "issue:43493|issue:43827", + "issue:43873|issue:44871", + "issue:45325|issue:46697", + "issue:44062|issue:45907", + "issue:43643|issue:44913", + "issue:44855|issue:45137", + "issue:43316|issue:45759", + "issue:43749|issue:43931" + ], + "prepared_review_unit_hash": "f7f83194f1f7814f9484c4c157e87de56ea47479bb0600ec5e24182170d7ef06", + "component_budget": { + "node_count": 510, + "item_count": 510, + "soft_pair_count": 1874, + "serialized_chars": 972522, + "estimated_input_tokens": 243131, + "estimated_eval_tokens": 486518 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 26, + "serialized_chars": 35014, + "estimated_input_tokens": 8754, + "estimated_eval_tokens": 17764 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a loose grouping of unrelated Transformers bug reports, mostly centered on model/config regressions, loading issues, and multimodal/audio/video edge cases. None of the soft pairs look like the same concrete bug or change, so they should stay separate.", + "confidence": 0.89, + "canonical_issue_reason": "issue:43873 is the broadest and most actively discussed issue in the set, so it works best as a representative anchor for the cluster, even though the cluster is not a true duplicate group.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43873 has the highest activity and broadest scope among the listed issues, making it the best single issue to represent the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45250", + "right": "issue:46640", + "accept": false, + "reason": "Both mention Flash Attention 2, but one is a generic topic title and the other is a specific sink-less-model crash; not the same bug." + }, + { + "left": "issue:43381", + "right": "issue:43873", + "accept": false, + "reason": "Gradient checkpointing in eval mode and quantization/offloading are different code paths and failures." + }, + { + "left": "issue:45588", + "right": "issue:46821", + "accept": false, + "reason": "Flash-attention sink handling and TimesFM window_size are unrelated subsystems and error types." + }, + { + "left": "issue:46121", + "right": "issue:46399", + "accept": false, + "reason": "Both involve rotary-related code, but one is a TypeError in rope validation and the other is a registration/decorator ValueError in Qwen3.5 kernels." + }, + { + "left": "issue:43646", + "right": "issue:44077", + "accept": false, + "reason": "Custom model initialization breakage and patchtsmixer post_init policy are different problems, not one bug." + }, + { + "left": "issue:44514", + "right": "issue:45381", + "accept": false, + "reason": "Both are Qwen2.5-VL issues, but one is batched apply_chat_template padding behavior and the other is video position-id computation." + }, + { + "left": "issue:43761", + "right": "issue:45859", + "accept": false, + "reason": "CLIP hidden_states regression and Qwen3.5MoE CPU offload incompatibility are unrelated." + }, + { + "left": "issue:44977", + "right": "issue:45245", + "accept": false, + "reason": "Qwen3.5 flash-attention generation failure and category-cardinality RuntimeError are unrelated." + }, + { + "left": "issue:44743", + "right": "issue:44811", + "accept": false, + "reason": "Recurrent-state cache reset in modular Qwen and Whisper batch_decode skip_special_tokens handling are different bugs." + }, + { + "left": "issue:43262", + "right": "issue:44206", + "accept": false, + "reason": "Both are audio-related, but they hit different APIs and different incorrect defaults/unsupported args." + }, + { + "left": "issue:44442", + "right": "issue:44898", + "accept": false, + "reason": "Tokenizer loading failure and Perceiver image sizing failure are separate model/input issues." + }, + { + "left": "issue:42490", + "right": "issue:44743", + "accept": false, + "reason": "Local-path slash import warning and Qwen recurrent-state reset are unrelated." + }, + { + "left": "issue:42175", + "right": "issue:46234", + "accept": false, + "reason": "Packaging backend omission and missing import_utils symbol are different dependency/API issues." + }, + { + "left": "issue:43720", + "right": "issue:44442", + "accept": false, + "reason": "BitNet accelerate-loading unpacking and tokenizer loading for FastSpeech2Conformer are unrelated." + }, + { + "left": "issue:27957", + "right": "issue:29870", + "accept": false, + "reason": "XLMRoberta Flash Attention 2 support and Bart generate() decoder_attention_mask initialization are different failures." + }, + { + "left": "issue:45003", + "right": "issue:45440", + "accept": false, + "reason": "sys.modules access safety and DeepSeekV3MoE implementation divergence are unrelated." + }, + { + "left": "issue:43316", + "right": "issue:43525", + "accept": false, + "reason": "Gemma3 config API discrepancy and Llama4 missing pad_token_id are similar at a high level but clearly different fields and models." + }, + { + "left": "issue:44077", + "right": "issue:44479", + "accept": false, + "reason": "patchtsmixer post_init restriction and Qwen video-input regression are separate issues." + }, + { + "left": "issue:43493", + "right": "issue:43827", + "accept": false, + "reason": "SigLIP2 implementation mismatch and docs still referencing pipeline() are unrelated." + }, + { + "left": "issue:43873", + "right": "issue:44871", + "accept": false, + "reason": "Quantization/offloading behavior and Gemma-3 eos_token_id inconsistency are different configuration problems." + }, + { + "left": "issue:45325", + "right": "issue:46697", + "accept": false, + "reason": "Qwen2.5-VL rope position scaling and Swin2SR over-padding are unrelated image/video preprocessing bugs." + }, + { + "left": "issue:44062", + "right": "issue:45907", + "accept": false, + "reason": "AddedToken special-arg duplication and list_repo_files revision forwarding are separate API errors." + }, + { + "left": "issue:43643", + "right": "issue:44913", + "accept": false, + "reason": "Missing fields with trust_remote_code and GPTNeoX rotary_pct reload persistence are different config-loading bugs." + }, + { + "left": "issue:44855", + "right": "issue:45137", + "accept": false, + "reason": "Python 3.13 JIT parsing/IndentationError and DeepSpeed ZeRO3 deque underflow are unrelated." + }, + { + "left": "issue:43316", + "right": "issue:45759", + "accept": false, + "reason": "Gemma3TextConfig API discrepancy and AutoModelForCausalLM text_config unwrapping for Qwen multimodal configs are different issues." + }, + { + "left": "issue:43749", + "right": "issue:43931", + "accept": false, + "reason": "FSDP CPU RAM efficient loading and Qwen3-VL weight shape mismatch are different loading failures with different root causes." + } + ] + }, + "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": 26, + "review_unit_index": 36, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-510", + "nodes": [ + "issue:16998", + "issue:22355", + "issue:25251", + "issue:27957", + "issue:28282", + "issue:32090", + "issue:42617", + "issue:42907", + "issue:43232", + "issue:43295", + "issue:43316", + "issue:43388", + "issue:43452", + "issue:43550", + "issue:43575", + "issue:43606", + "issue:43646", + "issue:43701", + "issue:43716", + "issue:43742", + "issue:43761", + "issue:43825", + "issue:43931", + "issue:44077", + "issue:44079", + "issue:44188", + "issue:44190", + "issue:44442", + "issue:44464", + "issue:44496", + "issue:44534", + "issue:44871", + "issue:44913", + "issue:44987", + "issue:45216", + "issue:45584", + "issue:45698", + "issue:45803", + "issue:46050", + "issue:46178", + "issue:46234", + "issue:46291", + "issue:46421", + "issue:46506", + "issue:46821", + "issue:46829", + "issue:46932" + ], + "soft_pairs": [ + "issue:44987|issue:46178", + "issue:44190|issue:44496", + "issue:43232|issue:43388", + "issue:43931|issue:45216", + "issue:43701|issue:46506", + "issue:44442|issue:45803", + "issue:42617|issue:43575", + "issue:43761|issue:44079", + "issue:43761|issue:44188", + "issue:43550|issue:43701", + "issue:43575|issue:43742", + "issue:27957|issue:32090", + "issue:46829|issue:46932", + "issue:43606|issue:43701", + "issue:25251|issue:28282", + "issue:42907|issue:45698", + "issue:43295|issue:43825", + "issue:16998|issue:22355", + "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" + ], + "prepared_review_unit_hash": "da7e64a6916f170fa6d39b2a5d6595ea0fcbabedd2ef193a96ccdfdc274ad286", + "component_budget": { + "node_count": 510, + "item_count": 510, + "soft_pair_count": 1874, + "serialized_chars": 972522, + "estimated_input_tokens": 243131, + "estimated_eval_tokens": 486518 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35438, + "estimated_input_tokens": 8860, + "estimated_eval_tokens": 17976 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous: many issues mention loading/saving, generation, config, or compilation, but they describe different concrete bugs. I would not merge any of the soft candidates; the best representative issue is the broad custom-model init regression.", + "confidence": 0.56, + "canonical_issue_reason": "Issue #43646 is the broadest representative of the cluster\u2019s repeated load/save/custom-model regression theme, but the cluster overall is noisy rather than a true duplicate set.", + "canonical_pr_reason": null, + "best_issue_reason": "#43646 is the clearest umbrella issue for the cluster because it is the most general v5 custom model initialization regression and overlaps conceptually with several load/save-related reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44987", + "right": "issue:46178", + "accept": false, + "reason": "Different failures: model load on a specific repo vs missing backend registration for tensorflow_text." + }, + { + "left": "issue:44190", + "right": "issue:44496", + "accept": false, + "reason": "Different code paths and bugs: local dataset loading in a training script vs unrecognized model/config loading." + }, + { + "left": "issue:43232", + "right": "issue:43388", + "accept": false, + "reason": "One is generation state update after sync_gpus; the other is metric gathering dropping tuple labels." + }, + { + "left": "issue:43931", + "right": "issue:45216", + "accept": false, + "reason": "Different lifecycle stages: load-time weight shape mismatch vs save_pretrained producing an incorrect checkpoint." + }, + { + "left": "issue:43701", + "right": "issue:46506", + "accept": false, + "reason": "Checkpoint resume key mismatch is unrelated to CPU/CUDA output divergence." + }, + { + "left": "issue:44442", + "right": "issue:45803", + "accept": false, + "reason": "Tokenizer loading failure is unrelated to Fuyu tensor conversion swallowing exceptions." + }, + { + "left": "issue:42617", + "right": "issue:43575", + "accept": false, + "reason": "Both involve parallelism/memory concerns, but they are different models and distinct OOM vs script-failure reports." + }, + { + "left": "issue:43761", + "right": "issue:44079", + "accept": false, + "reason": "CLIP hidden_states regression is not the same as ModelOutput key assignment semantics." + }, + { + "left": "issue:43761", + "right": "issue:44188", + "accept": false, + "reason": "Hidden-states omission and attention-kernel divergence are separate bugs in different code paths." + }, + { + "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": "TP OOM on a large Qwen model is not the same as a key error loading MobileLLM." + }, + { + "left": "issue:27957", + "right": "issue:32090", + "accept": false, + "reason": "Flash Attention model support and Trainer _gpu_broadcast_one NoneType errors are unrelated." + }, + { + "left": "issue:46829", + "right": "issue:46932", + "accept": false, + "reason": "VideoPrism output field mix-up is unrelated to Gemma4 quantized embedder dtype casting." + }, + { + "left": "issue:43606", + "right": "issue:43701", + "accept": false, + "reason": "CPU offload device mismatch is a different bug from checkpoint key mismatches." + }, + { + "left": "issue:25251", + "right": "issue:28282", + "accept": false, + "reason": "Pipeline top_k nesting behavior is unrelated to missing PyTorch import errors." + }, + { + "left": "issue:42907", + "right": "issue:45698", + "accept": false, + "reason": "Both touch save/load behavior, but one is saving dequantized models and the other is loading the wrong custom module." + }, + { + "left": "issue:43295", + "right": "issue:43825", + "accept": false, + "reason": "Custom processor/tokenizer regression is unrelated to a pipeline error message about translation tasks." + }, + { + "left": "issue:16998", + "right": "issue:22355", + "accept": false, + "reason": "Model max length behavior for DeBERTa-V3 is unrelated to a missing transformers.onnx module import." + }, + { + "left": "issue:43295", + "right": "issue:44871", + "accept": false, + "reason": "Processor/tokenizer regression is a different bug from Gemma-3 eos_token_id inconsistency." + }, + { + "left": "issue:44871", + "right": "issue:45584", + "accept": false, + "reason": "Gemma-3 eos token config mismatch is unrelated to Whisper empty-transcription generation failure." + }, + { + "left": "issue:46234", + "right": "issue:46291", + "accept": false, + "reason": "Missing import_utils helper and kernels import requirements are separate dependency issues." + }, + { + "left": "issue:44077", + "right": "issue:44534", + "accept": false, + "reason": "Optional post_init validation and non-persistent buffer junk are different model initialization regressions." + }, + { + "left": "issue:43316", + "right": "issue:43716", + "accept": false, + "reason": "Gemma3TextConfig API mismatch is unrelated to Mistral-3 image dtype mismatch." + }, + { + "left": "issue:43316", + "right": "issue:46821", + "accept": false, + "reason": "Gemma3TextConfig discrepancy is not the same as a TimesFM window_size AttributeError." + }, + { + "left": "issue:44464", + "right": "issue:46421", + "accept": false, + "reason": "Both mention chunked generation/compile, but one is wrong outputs and the other is spurious recompilation." + }, + { + "left": "issue:43646", + "right": "issue:44913", + "accept": false, + "reason": "General custom model initialization breakage does not match GPTNeoXConfig rotary_pct reload behavior." + }, + { + "left": "issue:43452", + "right": "issue:44496", + "accept": false, + "reason": "gguf_file loading failures and missing model_type errors are distinct model-loading problems." + }, + { + "left": "issue:44871", + "right": "issue:46050", + "accept": false, + "reason": "Gemma-3 token config inconsistency is unrelated to quantized model save_pretrained/from_pretrained breakage." + } + ] + }, + "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": 26, + "review_unit_index": 37, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-510", + "nodes": [ + "issue:35141", + "issue:41950", + "issue:42490", + "issue:43065", + "issue:43352", + "issue:43388", + "issue:43404", + "issue:43441", + "issue:43475", + "issue:43504", + "issue:43525", + "issue:43531", + "issue:43540", + "issue:43572", + "issue:43650", + "issue:43673", + "issue:43688", + "issue:44162", + "issue:44190", + "issue:44242", + "issue:44514", + "issue:44534", + "issue:44610", + "issue:44617", + "issue:44734", + "issue:44743", + "issue:44792", + "issue:44913", + "issue:44964", + "issue:44977", + "issue:45127", + "issue:45200", + "issue:45406", + "issue:45542", + "issue:45600", + "issue:45632", + "issue:45698", + "issue:45803", + "issue:46170", + "issue:46178", + "issue:46202", + "issue:46234", + "issue:46365", + "issue:46369", + "issue:46424", + "issue:46640", + "issue:46894" + ], + "soft_pairs": [ + "issue:44162|issue:44792", + "issue:45803|issue:46365", + "issue:43404|issue:43441", + "issue:44610|issue:46369", + "issue:44242|issue:46894", + "issue:43065|issue:44617", + "issue:43540|issue:44514", + "issue:45632|issue:46424", + "issue:45542|issue:46234", + "issue:43572|issue:46178", + "issue:45803|issue:46170", + "issue:43650|issue:46202", + "issue:44792|issue:45600", + "issue:43504|issue:45698", + "issue:44792|issue:44977", + "issue:45127|issue:45200", + "issue:43352|issue:46640", + "issue:41950|issue:43475", + "issue:43525|issue:43531", + "issue:44534|issue:44913", + "issue:43673|issue:44743", + "issue:43388|issue:43688", + "issue:35141|issue:42490", + "issue:44190|issue:44964", + "issue:44734|issue:45406" + ], + "prepared_review_unit_hash": "e8b981fb706e420ea452d45f64c497f9816cef937b602d9d5499ea5ffd255112", + "component_budget": { + "node_count": 510, + "item_count": 510, + "soft_pair_count": 1874, + "serialized_chars": 972522, + "estimated_input_tokens": 243131, + "estimated_eval_tokens": 486518 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 25, + "serialized_chars": 34482, + "estimated_input_tokens": 8621, + "estimated_eval_tokens": 17498 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The candidate pairs are all soft similarities, but they span unrelated bugs and code paths; none should be treated as duplicates. No pull requests are present.", + "confidence": 0.94, + "canonical_issue_reason": "No single canonical issue is suitable: the set is heterogeneous across unrelated subsystems, so there is no shared underlying bug to canonicalize.", + "canonical_pr_reason": "No PRs are present in the input.", + "best_issue_reason": "No global best issue candidate stands out as a duplicate target; the issues describe distinct problems rather than one central defect.", + "best_pr_reason": "No PRs are present in the input.", + "soft_edge_verdicts": [ + { + "left": "issue:44162", + "right": "issue:44792", + "accept": false, + "reason": "Different products and failures: ESM2 runtime breakage vs a janus image-generation test failure." + }, + { + "left": "issue:45803", + "right": "issue:46365", + "accept": false, + "reason": "Different bugs: Fuyu batch tensor conversion error vs Trainer import failure tied to datasets installation." + }, + { + "left": "issue:43404", + "right": "issue:43441", + "accept": false, + "reason": "One is a missing lm_head tie in Mistral3; the other is a FlashAttention support failure in Ministral-3." + }, + { + "left": "issue:44610", + "right": "issue:46369", + "accept": false, + "reason": "Unrelated model/pipeline problems: OmDet-Turbo image size mismatch vs Sam3-LiteText memory overflow." + }, + { + "left": "issue:44242", + "right": "issue:46894", + "accept": false, + "reason": "Both involve loss computation, but the models and mechanisms differ; not the same underlying bug." + }, + { + "left": "issue:43065", + "right": "issue:44617", + "accept": false, + "reason": "Dummy Conv2d in Sam3PixelDecoder is a different issue from Sam3Video OOM." + }, + { + "left": "issue:43540", + "right": "issue:44514", + "accept": false, + "reason": "Both are multimodal Qwen issues, but one is video input processing and the other is batched chat-template padding behavior." + }, + { + "left": "issue:45632", + "right": "issue:46424", + "accept": false, + "reason": "Different cache-related problems: trust_remote_code path collision vs max_cache_length being ignored outside quantized cache." + }, + { + "left": "issue:45542", + "right": "issue:46234", + "accept": false, + "reason": "TensorFlow backend detection error is unrelated to a missing import_utils helper for falcon mamba availability." + }, + { + "left": "issue:43572", + "right": "issue:46178", + "accept": false, + "reason": "StableLmConfig pad_token_idx regression and tensorflow_text backend mapping error are unrelated config/backend issues." + }, + { + "left": "issue:45803", + "right": "issue:46170", + "accept": false, + "reason": "Different failure modes and platforms: Fuyu exception handling vs Windows/ROCm torch.distributed import dependency." + }, + { + "left": "issue:43650", + "right": "issue:46202", + "accept": false, + "reason": "Non-specific ADD THE DATA report is not the same as a Gemma tokenizer roundtrip failure." + }, + { + "left": "issue:44792", + "right": "issue:45600", + "accept": false, + "reason": "A janus test failure and stale Sam3LiteText auto_mappings references are distinct issues." + }, + { + "left": "issue:43504", + "right": "issue:45698", + "accept": false, + "reason": "Beit legacy-field loading failure and wrong custom-module loading after save_pretrained are different load-path bugs." + }, + { + "left": "issue:44792", + "right": "issue:44977", + "accept": false, + "reason": "Different models and symptoms: janus image generation test vs Qwen3.5 flash-attention generation failure." + }, + { + "left": "issue:45127", + "right": "issue:45200", + "accept": false, + "reason": "LoRA/extended-vocabulary collapse on tied embeddings is unrelated to Gemma 4 mm_token_type_ids defaults." + }, + { + "left": "issue:43352", + "right": "issue:46640", + "accept": false, + "reason": "Both mention Flash Attention, but one is explicit unsupported-model behavior and the other is an unspecified issue; not the same code path." + }, + { + "left": "issue:41950", + "right": "issue:43475", + "accept": false, + "reason": "Video-classification processor selection and Sam3 vision encoder missing fpn_position_embeddings are unrelated." + }, + { + "left": "issue:43525", + "right": "issue:43531", + "accept": false, + "reason": "Missing pad_token_id in Llama4Config is unrelated to Qwen3-MoE sliding_window behavior." + }, + { + "left": "issue:44534", + "right": "issue:44913", + "accept": false, + "reason": "Transformers v5 non-persistent buffer junk and GPTNeoX rotary_pct reload regression are different config/state bugs." + }, + { + "left": "issue:43673", + "right": "issue:44743", + "accept": false, + "reason": "Cache missing in chunked_prefill and recurrent state reset with seq_len>1 are both cache-related but not the same implementation bug." + }, + { + "left": "issue:43388", + "right": "issue:43688", + "accept": false, + "reason": "gather_for_metrics label truncation and auxiliary-loss normalization are unrelated training bugs." + }, + { + "left": "issue:35141", + "right": "issue:42490", + "accept": false, + "reason": "Embedding reinitialization on resize and local-path trailing-slash import warning are unrelated." + }, + { + "left": "issue:44190", + "right": "issue:44964", + "accept": false, + "reason": "Local dataset loading in a training script and loading a specific multimodal model are different failure cases." + }, + { + "left": "issue:44734", + "right": "issue:45406", + "accept": false, + "reason": "KV cache continuation tensor indexing in serve is unrelated to Gemma4Processor missing _tokenizer." + } + ] + }, + "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": 26, + "review_unit_index": 38, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-510", + "nodes": [ + "issue:25251", + "issue:27957", + "issue:29870", + "issue:35141", + "issue:39692", + "issue:41720", + "issue:43065", + "issue:43335", + "issue:43550", + "issue:43644", + "issue:43673", + "issue:43827", + "issue:43854", + "issue:43931", + "issue:43994", + "issue:44060", + "issue:44077", + "issue:44190", + "issue:44242", + "issue:44479", + "issue:44610", + "issue:44617", + "issue:44734", + "issue:44792", + "issue:44855", + "issue:44869", + "issue:44877", + "issue:44913", + "issue:44933", + "issue:45072", + "issue:45245", + "issue:45362", + "issue:45381", + "issue:45563", + "issue:45584", + "issue:45588", + "issue:45632", + "issue:46082", + "issue:46369", + "issue:46421", + "issue:46617", + "issue:46655", + "issue:46697", + "issue:46832", + "issue:46858", + "issue:46897", + "issue:46932", + "issue:47013" + ], + "soft_pairs": [ + "issue:44855|issue:45588", + "issue:44869|issue:46832", + "issue:45072|issue:46932", + "issue:29870|issue:35141", + "issue:45245|issue:46858", + "issue:45632|issue:46617", + "issue:43827|issue:43994", + "issue:46082|issue:46697", + "issue:43931|issue:44060", + "issue:44617|issue:45584", + "issue:43644|issue:44913", + "issue:25251|issue:27957", + "issue:43335|issue:44855", + "issue:43673|issue:46421", + "issue:44077|issue:44877", + "issue:44242|issue:46897", + "issue:44933|issue:45362", + "issue:45381|issue:46369", + "issue:45563|issue:45584", + "issue:43550|issue:44190", + "issue:41720|issue:45245", + "issue:43065|issue:44610", + "issue:44479|issue:44734", + "issue:43335|issue:44190", + "issue:45588|issue:47013", + "issue:43854|issue:44792", + "issue:44617|issue:46369", + "issue:45381|issue:46655", + "issue:39692|issue:44190" + ], + "prepared_review_unit_hash": "5412399c25c4577e9abf8d87461ff8b242092ca23ad35037a737a97b42d16b68", + "component_budget": { + "node_count": 510, + "item_count": 510, + "soft_pair_count": 1874, + "serialized_chars": 972522, + "estimated_input_tokens": 243131, + "estimated_eval_tokens": 486518 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36531, + "estimated_input_tokens": 9133, + "estimated_eval_tokens": 18522 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These soft pairs are mostly false positives: they share broad keywords like cache, generation, vision, or dtype, but each points to a different concrete failure mode and code path. No PRs are present. If one issue must anchor the cluster, #43644 is the most general framework-level regression.", + "confidence": 0.89, + "canonical_issue_reason": "#43644 is the broadest and most cross-cutting bug in the set (framework-wide v5.0.0 state/buffer regression) and even has an inbound reference, so it is the best anchor if this cluster needs a single representative issue.", + "canonical_pr_reason": null, + "best_issue_reason": "#43644 is the most suitable representative issue: it is systemic rather than model-specific, and its scope is closer to a cluster-level canonical bug than the others.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44855", + "right": "issue:45588", + "accept": false, + "reason": "Different failures: Python 3.13 import/parsing issue vs flash-attention crash on s_aux=None." + }, + { + "left": "issue:44869", + "right": "issue:46832", + "accept": false, + "reason": "Whisper decoding edge case and RT-DETR feature-level mismatch are unrelated bugs." + }, + { + "left": "issue:45072", + "right": "issue:46932", + "accept": false, + "reason": "Both mention dtype/quantization, but they affect different models and different code paths." + }, + { + "left": "issue:29870", + "right": "issue:35141", + "accept": false, + "reason": "Bart generate() mask initialization bug is unrelated to embedding resize/post_init reinitialization." + }, + { + "left": "issue:45245", + "right": "issue:46858", + "accept": false, + "reason": "A category-count runtime limit and a static-cache slice-arithmetic bug are not the same issue." + }, + { + "left": "issue:45632", + "right": "issue:46617", + "accept": false, + "reason": "Both involve trust_remote_code cache handling, but one is a leaf-directory collision and the other is a FileNotFoundError." + }, + { + "left": "issue:43827", + "right": "issue:43994", + "accept": false, + "reason": "Docs still referencing pipeline() is separate from a SigLIP2 model/pipeline output correctness bug." + }, + { + "left": "issue:46082", + "right": "issue:46697", + "accept": false, + "reason": "Llama head_dim validation and Swin2SR over-padding are different configuration/processor bugs." + }, + { + "left": "issue:43931", + "right": "issue:44060", + "accept": false, + "reason": "Qwen3-VL weight-shape mismatch and Qwen3-Next tied-weight warning are different model-loading defects." + }, + { + "left": "issue:44617", + "right": "issue:45584", + "accept": false, + "reason": "CUDA OOM in Sam3Video is unrelated to Whisper empty-transcription generation failure." + }, + { + "left": "issue:43644", + "right": "issue:44913", + "accept": false, + "reason": "Framework buffer initialization regression and GPTNeoX config reload loss are separate persistence bugs." + }, + { + "left": "issue:25251", + "right": "issue:27957", + "accept": false, + "reason": "Pipeline top_k nesting behavior and XLMRoberta Flash Attention 2 support are unrelated." + }, + { + "left": "issue:43335", + "right": "issue:44855", + "accept": false, + "reason": "Sparse-layer config construction and a DebertaV2 Python 3.13 import error are unrelated." + }, + { + "left": "issue:43673", + "right": "issue:46421", + "accept": false, + "reason": "Both mention chunked prefill/cache, but one is missing cache initialization and the other is spurious recompilation from lazy cache init." + }, + { + "left": "issue:44077", + "right": "issue:44877", + "accept": false, + "reason": "Optional post_init validation and strict config loading for granite_speech are different configuration problems." + }, + { + "left": "issue:44242", + "right": "issue:46897", + "accept": false, + "reason": "Load-balancing loss omission and Florence2 double-shift training loss bug are different training-loss issues." + }, + { + "left": "issue:44933", + "right": "issue:45362", + "accept": false, + "reason": "Missing image_utils import and Qwen3.5 chat crash are unrelated." + }, + { + "left": "issue:45381", + "right": "issue:46369", + "accept": false, + "reason": "Qwen2.5-VL video position IDs and Sam3-litetext memory overflow are different model/runtime failures." + }, + { + "left": "issue:45563", + "right": "issue:45584", + "accept": false, + "reason": "A stale warning in paged generate() is not the same as Whisper empty-transcription failure." + }, + { + "left": "issue:43550", + "right": "issue:44190", + "accept": false, + "reason": "torch.compile/SDPA model failure and local dataset loading in an example script are unrelated." + }, + { + "left": "issue:41720", + "right": "issue:45245", + "accept": false, + "reason": "Qwen3 device-mapping cudaErrorAssert and category-count limit errors are unrelated runtime issues." + }, + { + "left": "issue:43065", + "right": "issue:44610", + "accept": false, + "reason": "A dummy Conv2d in Sam3PixelDecoder and a 640px-vs-224px processor mismatch are different vision bugs." + }, + { + "left": "issue:44479", + "right": "issue:44734", + "accept": false, + "reason": "Video-input regression in Qwen VL models and KV-cache continuation indexing in serve are different code paths." + }, + { + "left": "issue:43335", + "right": "issue:44190", + "accept": false, + "reason": "Sparse-layer config bug and local dataset loading failure do not describe the same underlying problem." + }, + { + "left": "issue:45588", + "right": "issue:47013", + "accept": false, + "reason": "Flash-attention s_aux handling and xLSTM unpacking of backend returns are distinct runtime assumptions." + }, + { + "left": "issue:43854", + "right": "issue:44792", + "accept": false, + "reason": "GLM-4.7-Flash loading in unit tests and Janus image-generation test failure are unrelated model/test issues." + }, + { + "left": "issue:44617", + "right": "issue:46369", + "accept": false, + "reason": "Both are memory-related, but one is OOM during video inference and the other is a separate model-specific overflow report." + }, + { + "left": "issue:45381", + "right": "issue:46655", + "accept": false, + "reason": "Both involve video processors, but the bugs are different: wrong vision_position_ids vs incorrect padding calculation." + }, + { + "left": "issue:45245", + "right": "issue:46858", + "accept": false, + "reason": "These are unrelated runtime failures: a category-limit exception versus cache seq-length device arithmetic." + }, + { + "left": "issue:46932", + "right": "issue:44190", + "accept": false, + "reason": "Gemma4 quantized embedder casting and image-classification local dataset loading 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": 26, + "review_unit_index": 39, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-510", + "nodes": [ + "issue:25251", + "issue:27957", + "issue:29870", + "issue:32090", + "issue:35141", + "issue:36246", + "issue:38617", + "issue:41628", + "issue:42175", + "issue:42796", + "issue:43295", + "issue:43404", + "issue:43526", + "issue:43540", + "issue:43643", + "issue:43673", + "issue:43854", + "issue:44112", + "issue:44246", + "issue:44279", + "issue:44462", + "issue:44464", + "issue:44496", + "issue:44521", + "issue:44734", + "issue:44737", + "issue:44779", + "issue:44938", + "issue:44964", + "issue:45003", + "issue:45127", + "issue:45216", + "issue:45276", + "issue:45290", + "issue:45357", + "issue:45381", + "issue:45542", + "issue:45563", + "issue:45584", + "issue:45600", + "issue:45632", + "issue:45803", + "issue:45907", + "issue:46234", + "issue:46489", + "issue:46697", + "issue:46752", + "issue:46858" + ], + "soft_pairs": [ + "issue:45127|issue:45357", + "issue:43295|issue:45276", + "issue:44464|issue:45563", + "issue:44779|issue:46489", + "issue:45290|issue:46752", + "issue:44521|issue:45381", + "issue:44112|issue:45600", + "issue:43540|issue:44734", + "issue:45276|issue:45584", + "issue:25251|issue:29870", + "issue:43526|issue:46697", + "issue:44737|issue:45803", + "issue:44938|issue:45542", + "issue:44462|issue:45907", + "issue:43643|issue:44496", + "issue:43854|issue:44964", + "issue:43673|issue:46858", + "issue:44246|issue:45003", + "issue:44964|issue:45600", + "issue:27957|issue:35141", + "issue:45632|issue:46234", + "issue:44112|issue:44964", + "issue:42796|issue:44521", + "issue:42175|issue:44279", + "issue:32090|issue:35141", + "issue:36246|issue:41628", + "issue:43404|issue:45216", + "issue:36246|issue:38617" + ], + "prepared_review_unit_hash": "29cd73ed7e9156fbb024b953d9f03e1434f178934363fe246020d63363438991", + "component_budget": { + "node_count": 510, + "item_count": 510, + "soft_pair_count": 1874, + "serialized_chars": 972522, + "estimated_input_tokens": 243131, + "estimated_eval_tokens": 486518 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36523, + "estimated_input_tokens": 9131, + "estimated_eval_tokens": 18518 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This is a broad false-positive cluster: the issues span unrelated model, tokenizer, generation, import, and CI topics. None of the listed soft pairs look like the same underlying bug/change, so all should be rejected as duplicates.", + "confidence": 0.97, + "canonical_issue_reason": "issue:44521 is the most active and user-facing report in the set, with the highest discussion/inbound activity and a clear reproducible API bug; it is the best representative issue even though the cluster itself is not truly cohesive.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44521 is the strongest triage target overall: concrete behavior, active discussion, and broad impact on a commonly used path (`apply_chat_template`).", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45127", + "right": "issue:45357", + "accept": false, + "reason": "Different bugs: one is LoRA/weight tying after vocab extension, the other is incorrect visual encoder keys during save_pretrained for Qwen3.5." + }, + { + "left": "issue:43295", + "right": "issue:45276", + "accept": false, + "reason": "Different code paths and symptoms: processor.tokenizer/image passing regression vs resize_token_embeddings not updating embed/output weights." + }, + { + "left": "issue:44464", + "right": "issue:45563", + "accept": false, + "reason": "Both involve generation, but the concrete failures differ: inconsistent chunked outputs under compiled forward vs a stale warning for num_return_sequences." + }, + { + "left": "issue:44779", + "right": "issue:46489", + "accept": false, + "reason": "Same model family but not the same change: generic Deepseek tokenizer regression vs a specific DeepSeek-Coder v1 tokenizer gap tied to PR #44801." + }, + { + "left": "issue:45290", + "right": "issue:46752", + "accept": false, + "reason": "Related API area, but distinct failures: crash on assistant tool-call messages vs crash on an empty message list." + }, + { + "left": "issue:44521", + "right": "issue:45381", + "accept": false, + "reason": "Both are multimodal/chat-template adjacent, but one is zeroed assistant masks while the other is wrong vision_position_ids in Qwen2.5-VL video input." + }, + { + "left": "issue:44112", + "right": "issue:45600", + "accept": false, + "reason": "Unrelated CI issues: GraniteSpeech stale device override test vs auto_mappings referencing removed Sam3LiteText configs." + }, + { + "left": "issue:43540", + "right": "issue:44734", + "accept": false, + "reason": "Different subsystems and failures: Qwen3OmniMoe video-input ValueError vs transformers serve KV-cache continuation indexing bug." + }, + { + "left": "issue:45276", + "right": "issue:45584", + "accept": false, + "reason": "No overlap beyond being bugs in model utilities: embedding resize propagation vs Whisper empty-transcription generation failure." + }, + { + "left": "issue:25251", + "right": "issue:29870", + "accept": false, + "reason": "Different issues entirely: pipeline top_k nesting change vs Bart generate decoder_attention_mask UnboundLocalError." + }, + { + "left": "issue:43526", + "right": "issue:46697", + "accept": false, + "reason": "Different preprocessing bugs: BeitImageProcessorFast reduce_labels truncation vs Swin2SR over-padding." + }, + { + "left": "issue:44737", + "right": "issue:45803", + "accept": false, + "reason": "Distinct causes: XLNet CPU device placement bug vs FuyuBatchFeature bare except swallowing interrupts/errors." + }, + { + "left": "issue:44938", + "right": "issue:45542", + "accept": false, + "reason": "One is Python 3.14 import failure, the other is an environment/backend packaging issue around TensorBoard/TensorFlow." + }, + { + "left": "issue:44462", + "right": "issue:45907", + "accept": false, + "reason": "Different repository-loading problems: AutoTokenizer ignoring tokenizer.json vs list_repo_files not forwarding revision." + }, + { + "left": "issue:43643", + "right": "issue:44496", + "accept": false, + "reason": "Both are config/loading related, but one is missing fields with trust_remote_code and the other is unrecognized model/model_type in config.json." + }, + { + "left": "issue:43854", + "right": "issue:44964", + "accept": false, + "reason": "Different model-loading failures for different models; they do not point to the same underlying bug." + }, + { + "left": "issue:43673", + "right": "issue:46858", + "accept": false, + "reason": "Related to cache, but not the same bug: missing GenerationMixin cache in chunked_prefill vs device-tensor seq_length breaking slice arithmetic for static cache." + }, + { + "left": "issue:44246", + "right": "issue:45003", + "accept": false, + "reason": "Import slowness vs unsafe sys.modules access are not the same defect, even if both affect import-time behavior." + }, + { + "left": "issue:44964", + "right": "issue:45600", + "accept": false, + "reason": "A model-specific loading issue is unrelated to auto_mappings referencing removed configs and breaking CI." + }, + { + "left": "issue:27957", + "right": "issue:35141", + "accept": false, + "reason": "Flash Attention 2 support for XLMRoberta is unrelated to embedding reinitialization after resizing token embeddings." + }, + { + "left": "issue:45632", + "right": "issue:46234", + "accept": false, + "reason": "Cache-path collision for trust_remote_code local models is unrelated to a missing import_utils helper function." + }, + { + "left": "issue:44112", + "right": "issue:44964", + "accept": false, + "reason": "GraniteSpeech CI flake and Phi-4 multimodal model loading are different issues with different failure modes." + }, + { + "left": "issue:42796", + "right": "issue:44521", + "accept": false, + "reason": "Tokenizer BPE-marker handling and multimodal assistant_masks are separate tokenizer/chat-template bugs." + }, + { + "left": "issue:42175", + "right": "issue:44279", + "accept": false, + "reason": "The first is packaging metadata about TensorFlow extra dependencies; the second is a generic dependency issue with transformers." + }, + { + "left": "issue:32090", + "right": "issue:35141", + "accept": false, + "reason": "Trainer GPU broadcast of NoneType and embedding reinitialization after resizing vocab are unrelated." + }, + { + "left": "issue:36246", + "right": "issue:41628", + "accept": false, + "reason": "Both are import errors, but for different symbols and modules: Qwen2_5_VLImageProcessor vs AutoImageProcessor." + }, + { + "left": "issue:43404", + "right": "issue:45216", + "accept": false, + "reason": "Weight tying in Mistral3ForConditionalGeneration is not the same bug as Qwen3.5 save_pretrained checkpoint corruption." + }, + { + "left": "issue:36246", + "right": "issue:38617", + "accept": false, + "reason": "Different missing imports from different modules; no evidence of a shared root cause." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 40, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-510", + "nodes": [ + "issue:41950", + "issue:42907", + "issue:43295", + "issue:43381", + "issue:43441", + "issue:43479", + "issue:43526", + "issue:43531", + "issue:43582", + "issue:43650", + "issue:43673", + "issue:43824", + "issue:43901", + "issue:43976", + "issue:44016", + "issue:44062", + "issue:44220", + "issue:44279", + "issue:44295", + "issue:44327", + "issue:44336", + "issue:44496", + "issue:44521", + "issue:44683", + "issue:44792", + "issue:44933", + "issue:44987", + "issue:45042", + "issue:45083", + "issue:45335", + "issue:45375", + "issue:45446", + "issue:45584", + "issue:45588", + "issue:45593", + "issue:45600", + "issue:45759", + "issue:46082", + "issue:46121", + "issue:46123", + "issue:46369", + "issue:46424", + "issue:46506", + "issue:46515", + "issue:46693", + "issue:46752", + "issue:46932" + ], + "soft_pairs": [ + "issue:43531|issue:45600", + "issue:46082|issue:46121", + "issue:44295|issue:46506", + "issue:41950|issue:44016", + "issue:43673|issue:46424", + "issue:43295|issue:45335", + "issue:43582|issue:46932", + "issue:45083|issue:46506", + "issue:43976|issue:44987", + "issue:44496|issue:45042", + "issue:43526|issue:43901", + "issue:43901|issue:44496", + "issue:44016|issue:44220", + "issue:43673|issue:44336", + "issue:44683|issue:45446", + "issue:42907|issue:43441", + "issue:44496|issue:45759", + "issue:43381|issue:45593", + "issue:43650|issue:44220", + "issue:44016|issue:44062", + "issue:43441|issue:45588", + "issue:43976|issue:44279", + "issue:44792|issue:46424", + "issue:43824|issue:44933", + "issue:44521|issue:46693", + "issue:44279|issue:46515", + "issue:43479|issue:45375", + "issue:45335|issue:45584", + "issue:44327|issue:46752", + "issue:46123|issue:46369" + ], + "prepared_review_unit_hash": "2fcf08827c004e9c5941b78c3b439a7531f99789fda317ae9d945bf962b1561e", + "component_budget": { + "node_count": 510, + "item_count": 510, + "soft_pair_count": 1874, + "serialized_chars": 972522, + "estimated_input_tokens": 243131, + "estimated_eval_tokens": 486518 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 35958, + "estimated_input_tokens": 8990, + "estimated_eval_tokens": 18236 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: the items span unrelated Transformers bugs in configs, pipelines, cache behavior, docs, and model-specific regressions. None of the soft pairs look like the same underlying issue, so no duplicate merge is justified.", + "confidence": 0.95, + "canonical_issue_reason": "No single canonical issue stands out because the cluster is not a tight duplicate set; the issues are about different code paths and failures.", + "canonical_pr_reason": "No PRs are present in the input.", + "best_issue_reason": "No best issue candidate: the topics are too diverse for one issue to represent the cluster cleanly.", + "best_pr_reason": "No PRs are present in the input.", + "soft_edge_verdicts": [ + { + "left": "issue:43531", + "right": "issue:45600", + "accept": false, + "reason": "Different bugs: one is a sliding_window behavior issue in Qwen3-MoE, the other is a stale auto-mapping reference to removed Sam3LiteText configs." + }, + { + "left": "issue:46082", + "right": "issue:46121", + "accept": false, + "reason": "Both are config-related, but one is Llama head_dim validation and the other is rope-validation handling of a JSON-loaded list; not the same defect." + }, + { + "left": "issue:44295", + "right": "issue:46506", + "accept": false, + "reason": "Unrelated failures: reading position_ids after buffer registration versus divergent CPU/CUDA outputs in PPDocLayoutV3." + }, + { + "left": "issue:41950", + "right": "issue:44016", + "accept": false, + "reason": "A pipeline image-processor lookup bug and a notebook syntax error are clearly different issues." + }, + { + "left": "issue:43673", + "right": "issue:46424", + "accept": false, + "reason": "Both mention cache, but one is missing GenerationMixin cache during chunked_prefill and the other is max_cache_length only applying to Quantized Cache." + }, + { + "left": "issue:43295", + "right": "issue:45335", + "accept": false, + "reason": "Different code paths: processor.tokenizer/image handling regression versus resize_token_embeddings not updating decoder.embed_tokens." + }, + { + "left": "issue:43582", + "right": "issue:46932", + "accept": false, + "reason": "Apple Silicon caching_allocator_warmup TypeError is unrelated to Gemma4 quantized vision/audio embedder dtype casting." + }, + { + "left": "issue:45083", + "right": "issue:46506", + "accept": false, + "reason": "Qwen3-Omni-MoE feature-length helper behavior is not the same as PPDocLayoutV3 CPU/CUDA result divergence." + }, + { + "left": "issue:43976", + "right": "issue:44987", + "accept": false, + "reason": "A Python-version compatibility break is not the same as failing to load physical-intelligence/fast." + }, + { + "left": "issue:44496", + "right": "issue:45042", + "accept": false, + "reason": "One is an unrecognized-model/config issue; the other is an incorrect torchvision dependency requirement in PIL image processors." + }, + { + "left": "issue:43526", + "right": "issue:43901", + "accept": false, + "reason": "BeitImageProcessorFast reduce_labels bug is different from a docs/behavior mismatch for return_all_scores." + }, + { + "left": "issue:43901", + "right": "issue:44496", + "accept": false, + "reason": "Docs mismatch in TextClassificationPipeline does not share the same failure mode as the unrecognized-model import/config error." + }, + { + "left": "issue:44016", + "right": "issue:44220", + "accept": false, + "reason": "Notebook syntax error and audio feature extraction helper failure are unrelated." + }, + { + "left": "issue:43673", + "right": "issue:44336", + "accept": false, + "reason": "Generation cache handling and ANSI escape generation in loading_report are separate concerns." + }, + { + "left": "issue:44683", + "right": "issue:45446", + "accept": false, + "reason": "Both touch flex_attention, but one is a compiled flex_attention failure on torch>=2.9 and the other is a bad version check for AuxRequest import." + }, + { + "left": "issue:42907", + "right": "issue:43441", + "accept": false, + "reason": "Saving dequantized Ministrals/Devstrals and FlashAttention failure for Ministral-3 are different bugs." + }, + { + "left": "issue:44496", + "right": "issue:45759", + "accept": false, + "reason": "An unrecognized model error is unrelated to AutoModelForCausalLM.from_config not unwrapping text_config." + }, + { + "left": "issue:43381", + "right": "issue:45593", + "accept": false, + "reason": "Gradient checkpointing in eval mode and D-FINE auxiliary-loss behavior are separate issues." + }, + { + "left": "issue:43650", + "right": "issue:44220", + "accept": false, + "reason": "A vague data request is unrelated to _torch_extract_fbank_features() failing." + }, + { + "left": "issue:44016", + "right": "issue:44062", + "accept": false, + "reason": "The notebook syntax error and AddedToken special-argument TypeError do not share the same root cause." + }, + { + "left": "issue:43441", + "right": "issue:45588", + "accept": false, + "reason": "Both involve flash attention, but they describe different failures: Ministral-3 FlashAttention versus s_aux=None AttributeError in sink-less models." + }, + { + "left": "issue:43976", + "right": "issue:44279", + "accept": false, + "reason": "Python support incompatibility and a general dependency issue are not the same bug." + }, + { + "left": "issue:44792", + "right": "issue:46424", + "accept": false, + "reason": "Janus image-generation test failure is unrelated to cache max_cache_length semantics." + }, + { + "left": "issue:43824", + "right": "issue:44933", + "accept": false, + "reason": "These are two different missing-import problems for different symbols/modules." + }, + { + "left": "issue:44521", + "right": "issue:46693", + "accept": false, + "reason": "assistant_masks being all zero is a functional bug; FA2 long-context slowdown is a performance regression, not the same issue." + }, + { + "left": "issue:44279", + "right": "issue:46515", + "accept": false, + "reason": "A dependency issue with transformers is unrelated to torch 2.4.1 incompatibility." + }, + { + "left": "issue:43479", + "right": "issue:45375", + "accept": false, + "reason": "Different multimodal config bugs: default-init when None versus a missing deepstack_visual_indexes field dropped by @strict." + }, + { + "left": "issue:45335", + "right": "issue:45584", + "accept": false, + "reason": "resize_token_embeddings affecting decoder.embed_tokens is unrelated to Whisper empty-transcription generation after align_special_tokens." + }, + { + "left": "issue:44327", + "right": "issue:46752", + "accept": false, + "reason": "decode_spans kth-out-of-bounds in QA is a different failure from apply_chat_template crashing on an empty list." + }, + { + "left": "issue:46123", + "right": "issue:46369", + "accept": false, + "reason": "A final-partial-batch is_last bug does not match a memory overflow in sam3-litetext." + } + ] + }, + "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": 26, + "review_unit_index": 41, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-510", + "nodes": [ + "issue:33290", + "issue:39692", + "issue:41950", + "issue:42796", + "issue:43295", + "issue:43299", + "issue:43381", + "issue:43479", + "issue:43525", + "issue:43577", + "issue:43650", + "issue:43653", + "issue:43854", + "issue:43901", + "issue:43976", + "issue:44016", + "issue:44075", + "issue:44242", + "issue:44279", + "issue:44291", + "issue:44351", + "issue:44368", + "issue:44462", + "issue:44466", + "issue:44683", + "issue:44779", + "issue:45020", + "issue:45081", + "issue:45200", + "issue:45216", + "issue:45276", + "issue:45278", + "issue:45357", + "issue:45405", + "issue:45542", + "issue:45588", + "issue:45593", + "issue:45656", + "issue:45812", + "issue:45823", + "issue:45907", + "issue:46082", + "issue:46209", + "issue:46399", + "issue:46512", + "issue:46614", + "issue:47000", + "issue:47085" + ], + "soft_pairs": [ + "issue:43299|issue:45216", + "issue:46614|issue:47085", + "issue:44279|issue:45405", + "issue:43295|issue:44779", + "issue:42796|issue:43650", + "issue:39692|issue:43901", + "issue:44075|issue:44368", + "issue:43577|issue:45216", + "issue:44351|issue:45278", + "issue:41950|issue:45020", + "issue:46082|issue:46399", + "issue:43976|issue:45405", + "issue:43381|issue:47000", + "issue:44466|issue:45276", + "issue:44779|issue:45812", + "issue:43299|issue:45357", + "issue:46082|issue:46512", + "issue:43650|issue:46209", + "issue:43653|issue:45593", + "issue:41950|issue:45823", + "issue:44242|issue:45200", + "issue:43299|issue:43854", + "issue:44462|issue:45081", + "issue:44016|issue:44291", + "issue:44683|issue:45542", + "issue:45588|issue:47000", + "issue:43479|issue:43525", + "issue:33290|issue:45656", + "issue:45081|issue:45907" + ], + "prepared_review_unit_hash": "6c3dce42d057423e528b85d1c59a3c0875a38b89e23b115b2de2c40976227db7", + "component_budget": { + "node_count": 510, + "item_count": 510, + "soft_pair_count": 1874, + "serialized_chars": 972522, + "estimated_input_tokens": 243131, + "estimated_eval_tokens": 486518 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "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": "These issues are mostly unrelated, with a few broad theme overlaps around tokenizers, configs, and v5 regressions. None of the soft pairs look like the same underlying bug/change closely enough to merge as duplicates.", + "confidence": 0.75, + "canonical_issue_reason": "issue:43299 is the most central node in the similarity graph and a concrete, well-scoped regression report, so it is the best stand-in if one issue must represent the cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43299 is the strongest representative because it is concrete, regression-oriented, and appears in multiple soft-similarity links; still, it should not absorb the other issues as duplicates.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43299", + "right": "issue:45216", + "accept": false, + "reason": "Both are Qwen-related regressions, but one is model loading and the other is save_pretrained serialization; different code paths and fixes." + }, + { + "left": "issue:46614", + "right": "issue:47085", + "accept": false, + "reason": "Stale espeak language backend in phonemization vs tokenizers thread-safety; unrelated subsystems." + }, + { + "left": "issue:44279", + "right": "issue:45405", + "accept": false, + "reason": "Generic dependency problem vs PEFT minimum-version bump; different root causes." + }, + { + "left": "issue:43295", + "right": "issue:44779", + "accept": false, + "reason": "Both involve tokenizer regressions, but one is processor/tokenizer API handling and the other is Deepseek token output correctness." + }, + { + "left": "issue:42796", + "right": "issue:43650", + "accept": false, + "reason": "Tokenizer BPE-marker handling vs an empty/low-content issue title; no shared bug." + }, + { + "left": "issue:39692", + "right": "issue:43901", + "accept": false, + "reason": "SigLIP2 example errors/quantization failure vs stale docs mention of return_all_scores; both docs-adjacent, but not the same issue." + }, + { + "left": "issue:44075", + "right": "issue:44368", + "accept": false, + "reason": "Optimizer args ignored vs a tie_word_embeddings warning in LoRA fine-tuning; different behaviors and fixes." + }, + { + "left": "issue:43577", + "right": "issue:45216", + "accept": false, + "reason": "BLIP2 dtype propagation bug vs Qwen3.5 save_pretrained regression; different model families and failure modes." + }, + { + "left": "issue:44351", + "right": "issue:45278", + "accept": false, + "reason": "Missing HybridCache import vs broad import errors after upgrade; 45278 is much broader and not the same bug." + }, + { + "left": "issue:41950", + "right": "issue:45020", + "accept": false, + "reason": "Video-classification processor mismatch vs remote_code breakage; not the same path." + }, + { + "left": "issue:46082", + "right": "issue:46399", + "accept": false, + "reason": "LlamaConfig head_dim validation vs Qwen3.5 rotary registration failure; unrelated model/config bugs." + }, + { + "left": "issue:43976", + "right": "issue:45405", + "accept": false, + "reason": "Python version compatibility issue vs unreleased PEFT version requirement; distinct dependency problems." + }, + { + "left": "issue:43381", + "right": "issue:47000", + "accept": false, + "reason": "Gradient checkpointing eval-mode restriction vs RTDetrLoss infeasible cost matrix; unrelated training/runtime bugs." + }, + { + "left": "issue:44466", + "right": "issue:45276", + "accept": false, + "reason": "Tied-weight serialization depends on device vs Gemma4 resize_token_embeddings propagation; both weight-related but not the same defect." + }, + { + "left": "issue:44779", + "right": "issue:45812", + "accept": false, + "reason": "Deepseek tokenizer regression vs Granite tokenizer regression; both tokenizer bugs, but different model/tokenizer implementations and symptoms." + }, + { + "left": "issue:43299", + "right": "issue:45357", + "accept": false, + "reason": "Both are Qwen regressions, but one is loading MoE models and the other is incorrect visual-encoder keys during save_pretrained." + }, + { + "left": "issue:46082", + "right": "issue:46512", + "accept": false, + "reason": "Head-dim validation vs stale config dtype after from_config; different configuration issues." + }, + { + "left": "issue:43650", + "right": "issue:46209", + "accept": false, + "reason": "No meaningful overlap; one is a placeholder title, the other is FP8 inference on B200." + }, + { + "left": "issue:43653", + "right": "issue:45593", + "accept": false, + "reason": "BigBirdTokenizer special-token decoding bug vs D-FINE auxiliary-loss behavior; unrelated." + }, + { + "left": "issue:41950", + "right": "issue:45823", + "accept": false, + "reason": "Video-classification processor bug vs Gemma4 PLE device mismatch; different models and code paths." + }, + { + "left": "issue:44242", + "right": "issue:45200", + "accept": false, + "reason": "Load-balancing loss omission vs mm_token_type_ids defaulting; both training-related, but different mechanisms." + }, + { + "left": "issue:43299", + "right": "issue:43854", + "accept": false, + "reason": "Qwen3VL load regression vs GLM-4.7-Flash unit-test loading issue; different model families." + }, + { + "left": "issue:44462", + "right": "issue:45081", + "accept": false, + "reason": "AutoTokenizer ignoring tokenizer.json vs Mistral regex patch crashing; both tokenizer-loading related but not the same bug." + }, + { + "left": "issue:44016", + "right": "issue:44291", + "accept": false, + "reason": "Notebook syntax error vs init_empty_weights TypeError; unrelated." + }, + { + "left": "issue:44683", + "right": "issue:45542", + "accept": false, + "reason": "Compiled flex_attention on torch>=2.9 vs tensorboard/tf backend installation issue; unrelated." + }, + { + "left": "issue:45588", + "right": "issue:47000", + "accept": false, + "reason": "flash_attention crash on s_aux=None vs RTDetrLoss infeasible matrix; unrelated runtime errors." + }, + { + "left": "issue:43479", + "right": "issue:43525", + "accept": false, + "reason": "Phi4MultimodalConfig default-init bug vs missing pad_token_id on Llama4Config; both config issues, but not the same one." + }, + { + "left": "issue:33290", + "right": "issue:45656", + "accept": false, + "reason": "Deepspeed OOM with Adafactor vs optimizer.step being called twice with deepspeed; same area, different concrete bugs." + }, + { + "left": "issue:45081", + "right": "issue:45907", + "accept": false, + "reason": "Tokenizer regex crash vs list_repo_files revision forwarding in CI helper; 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": 26, + "review_unit_index": 42, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-510", + "nodes": [ + "issue:42175", + "issue:42796", + "issue:42994", + "issue:43317", + "issue:43441", + "issue:43525", + "issue:43643", + "issue:43673", + "issue:43723", + "issue:43761", + "issue:43824", + "issue:43881", + "issue:43901", + "issue:43976", + "issue:44016", + "issue:44162", + "issue:44186", + "issue:44188", + "issue:44246", + "issue:44261", + "issue:44263", + "issue:44297", + "issue:44336", + "issue:44373", + "issue:44496", + "issue:44589", + "issue:44623", + "issue:44671", + "issue:44749", + "issue:44779", + "issue:44987", + "issue:45103", + "issue:45325", + "issue:45362", + "issue:45372", + "issue:45397", + "issue:45542", + "issue:45600", + "issue:45712", + "issue:45823", + "issue:45834", + "issue:45859", + "issue:46291", + "issue:46399", + "issue:46655", + "issue:46726", + "issue:46851", + "issue:47000" + ], + "soft_pairs": [ + "issue:43441|issue:45834", + "issue:42994|issue:43317", + "issue:44336|issue:46851", + "issue:44623|issue:44749", + "issue:45103|issue:45372", + "issue:45859|issue:46851", + "issue:44261|issue:44263", + "issue:44623|issue:45397", + "issue:42175|issue:43976", + "issue:45600|issue:45712", + "issue:43901|issue:44246", + "issue:44671|issue:44779", + "issue:43673|issue:43761", + "issue:43525|issue:43881", + "issue:44016|issue:45823", + "issue:44186|issue:47000", + "issue:42796|issue:43441", + "issue:44188|issue:44336", + "issue:43824|issue:43976", + "issue:43723|issue:44162", + "issue:44987|issue:45542", + "issue:43525|issue:43643", + "issue:44589|issue:45362", + "issue:44336|issue:44373", + "issue:46655|issue:46726", + "issue:45325|issue:46851", + "issue:46291|issue:46399", + "issue:44246|issue:44496", + "issue:44297|issue:45397" + ], + "prepared_review_unit_hash": "4402dcb3719863a97dcfb037554a1f0f63151b2d34013c8851bd3d070bb27424", + "component_budget": { + "node_count": 510, + "item_count": 510, + "soft_pair_count": 1874, + "serialized_chars": 972522, + "estimated_input_tokens": 243131, + "estimated_eval_tokens": 486518 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36355, + "estimated_input_tokens": 9089, + "estimated_eval_tokens": 18434 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: most items are unrelated Transformers v5 regressions across different models, loaders, and utilities. None of the soft pairs appear to be the same underlying bug/change, so all soft edges are rejected.", + "confidence": 0.92, + "canonical_issue_reason": "issue:43723 is the broadest, most representative core API regression here (tokenizer loading via AutoTokenizer.from_pretrained in v5), so it works best as a cluster representative even though the cluster is noisy.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43723 best matches the dominant theme of the set\u2014v5 loading/compatibility regressions\u2014and is the most generic issue to anchor triage around.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43441", + "right": "issue:45834", + "accept": false, + "reason": "Different models and failures: FlashAttention load regression vs OCR index error in Kosmos2.5." + }, + { + "left": "issue:42994", + "right": "issue:43317", + "accept": false, + "reason": "Both involve quantization/offload, but one is save failure and the other is dequantized model loading on GPU/CPU offload." + }, + { + "left": "issue:44336", + "right": "issue:46851", + "accept": false, + "reason": "Unrelated utilities: ANSI coloring in loading_report vs Qwen3.5 variable-length position_ids." + }, + { + "left": "issue:44623", + "right": "issue:44749", + "accept": false, + "reason": "Processor save_pretrained missing files is unrelated to a performance regression after version upgrade." + }, + { + "left": "issue:45103", + "right": "issue:45372", + "accept": false, + "reason": "auto_docstring annotations crash and Gemma 4 processor loading import error are different code paths." + }, + { + "left": "issue:45859", + "right": "issue:46851", + "accept": false, + "reason": "Both mention Qwen3.5 and position-related code, but CPU offload rotary embedding vs variable-length position_ids are distinct bugs." + }, + { + "left": "issue:44261", + "right": "issue:44263", + "accept": false, + "reason": "Different components: MLA layernorm precision issue vs GlmMoeDsaIndexer torch.split return handling." + }, + { + "left": "issue:44623", + "right": "issue:45397", + "accept": false, + "reason": "Processor save_pretrained file emission bug is not the same as gemma-4 zero3 from_pretrained loading failure." + }, + { + "left": "issue:42175", + "right": "issue:43976", + "accept": false, + "reason": "Package/dependency issue for TensorFlow backend vs Python version compatibility break in Transformers 5.1.0." + }, + { + "left": "issue:45600", + "right": "issue:45712", + "accept": false, + "reason": "Both touch repo hygiene/generated objects, but one is stale auto_mappings references and the other is dummy classes leaking into dir/check_repo." + }, + { + "left": "issue:43901", + "right": "issue:44246", + "accept": false, + "reason": "Docs mismatch for text classification pipeline is unrelated to intermittent slow imports." + }, + { + "left": "issue:44671", + "right": "issue:44779", + "accept": false, + "reason": "Different failures: CamemBERT masked LM prediction regression vs Deepseek tokenizer output regression." + }, + { + "left": "issue:43673", + "right": "issue:43761", + "accept": false, + "reason": "Generation cache missing in chunked prefill is not the same as CLIPVisionModel hidden_states not being returned." + }, + { + "left": "issue:43525", + "right": "issue:43881", + "accept": false, + "reason": "Missing pad_token_id on Llama4Config is unrelated to GLM-4V-9B loading failure." + }, + { + "left": "issue:44016", + "right": "issue:45823", + "accept": false, + "reason": "Notebook syntax error and Gemma4 device mismatch are completely different issues." + }, + { + "left": "issue:44186", + "right": "issue:47000", + "accept": false, + "reason": "Tokenizer padding/truncation crash is unrelated to RTDetrLoss cost matrix infeasibility." + }, + { + "left": "issue:42796", + "right": "issue:43441", + "accept": false, + "reason": "Ministral tokenizer BPE-marker handling and Ministral FlashAttention loading are different model bugs." + }, + { + "left": "issue:44188", + "right": "issue:44336", + "accept": false, + "reason": "torch.compile attention kernel divergence has nothing to do with ANSI output in loading_report." + }, + { + "left": "issue:43824", + "right": "issue:43976", + "accept": false, + "reason": "Import failure for a specific Qwen VL class is unrelated to Python version support." + }, + { + "left": "issue:43723", + "right": "issue:44162", + "accept": false, + "reason": "Tokenizer loading regression and ESM2 breakage are different model/load paths." + }, + { + "left": "issue:44987", + "right": "issue:45542", + "accept": false, + "reason": "Loading a specific model with Transformers>=5.1.0 is unrelated to the TensorFlow backend package mixup." + }, + { + "left": "issue:43525", + "right": "issue:43643", + "accept": false, + "reason": "Missing pad_token_id on one config and missing fields from trust_remote_code config loading are different problems." + }, + { + "left": "issue:44589", + "right": "issue:45362", + "accept": false, + "reason": "Float8 storage import/type error is unrelated to Qwen3.5 chat crash." + }, + { + "left": "issue:44336", + "right": "issue:44373", + "accept": false, + "reason": "ANSI codes in loading_report and a wrong position_ids docstring are unrelated." + }, + { + "left": "issue:46655", + "right": "issue:46726", + "accept": false, + "reason": "SmolVLM video padding bug is not the same as AutoProcessor missing-vision-backend behavior." + }, + { + "left": "issue:45325", + "right": "issue:46851", + "accept": false, + "reason": "Both mention position_ids, but Qwen2.5-VL temporal scaling and Qwen3.5 variable-length input handling are different bugs." + }, + { + "left": "issue:46291", + "right": "issue:46399", + "accept": false, + "reason": "Pipeline import dependency/version requirement failure and Qwen3.5 kernel registration crash are unrelated." + }, + { + "left": "issue:44246", + "right": "issue:44496", + "accept": false, + "reason": "Intermittent slow imports are unrelated to unrecognized model/config.json errors." + }, + { + "left": "issue:44297", + "right": "issue:45397", + "accept": false, + "reason": "Tokenizer save metadata mismatch is unrelated to gemma-4 zero3 from_pretrained loading." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 43, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-510", + "nodes": [ + "issue:36246", + "issue:41628", + "issue:41950", + "issue:42491", + "issue:42757", + "issue:42886", + "issue:43257", + "issue:43299", + "issue:43526", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43784", + "issue:43901", + "issue:43976", + "issue:44220", + "issue:44242", + "issue:44246", + "issue:44295", + "issue:44336", + "issue:44351", + "issue:44451", + "issue:44485", + "issue:44779", + "issue:44871", + "issue:45003", + "issue:45072", + "issue:45083", + "issue:45103", + "issue:45137", + "issue:45292", + "issue:45362", + "issue:45397", + "issue:45542", + "issue:45561", + "issue:45563", + "issue:45588", + "issue:45593", + "issue:46132", + "issue:46399", + "issue:46506", + "issue:46614", + "issue:46655", + "issue:46665", + "issue:46752", + "issue:46821", + "issue:46829", + "issue:46851" + ], + "soft_pairs": [ + "issue:45083|issue:46851", + "issue:41628|issue:43976", + "issue:43784|issue:45542", + "issue:46399|issue:46851", + "issue:45561|issue:45563", + "issue:43526|issue:45003", + "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:46614|issue:46665", + "issue:45588|issue:46851", + "issue:42491|issue:43299", + "issue:44336|issue:44485", + "issue:45003|issue:46821", + "issue:44242|issue:45593", + "issue:42886|issue:46132", + "issue:43550|issue:46506", + "issue:44779|issue:45292", + "issue:36246|issue:42757", + "issue:36246|issue:44351", + "issue:43901|issue:45003", + "issue:43257|issue:45137", + "issue:44451|issue:46752", + "issue:41950|issue:44220", + "issue:43540|issue:46655" + ], + "prepared_review_unit_hash": "c982239e0df32537f4ba72c4fe0fc87ee549e96aa70892f1a27905b0cc942e88", + "component_budget": { + "node_count": 510, + "item_count": 510, + "soft_pair_count": 1874, + "serialized_chars": 972522, + "estimated_input_tokens": 243131, + "estimated_eval_tokens": 486518 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 35974, + "estimated_input_tokens": 8994, + "estimated_eval_tokens": 18244 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This is a heterogeneous set of mostly unrelated Transformers bugs. The soft pairs share broad wording around imports, loading, or model-specific failures, but none look like the same underlying bug or change, so I would not merge any of them as duplicates.", + "confidence": 0.91, + "canonical_issue_reason": "No clear canonical issue: the items span unrelated subsystems and model families, and the apparent overlaps are only generic import/load failures.", + "canonical_pr_reason": null, + "best_issue_reason": "If forced to pick a single representative issue, issue 44246 is the broadest/general infrastructure report, but it is not a strong dedupe anchor for this cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45083", + "right": "issue:46851", + "accept": false, + "reason": "Both involve Qwen3-family behavior, but one is a feature-extraction helper mismatch and the other is a variable-length position_ids crash; different code paths." + }, + { + "left": "issue:41628", + "right": "issue:43976", + "accept": false, + "reason": "Both mention import problems, but one is AutoImageProcessor export and the other is Python-version compatibility; not the same bug." + }, + { + "left": "issue:43784", + "right": "issue:45542", + "accept": false, + "reason": "Different failures: sentence-transformers import NameError vs TensorBoard-only TF backend handling." + }, + { + "left": "issue:46399", + "right": "issue:46851", + "accept": false, + "reason": "One is a kernel registration/decorator error in Qwen3.5, the other is a position_ids handling bug in Qwen3.5; separate code paths." + }, + { + "left": "issue:45561", + "right": "issue:45563", + "accept": false, + "reason": "Both are testing-related, but one is an xdist file race and the other is a stale warning in paged generate(); not the same issue." + }, + { + "left": "issue:43526", + "right": "issue:45003", + "accept": false, + "reason": "Different bugs: BeitImageProcessorFast label reduction vs unsafe sys.modules access in modeling_utils." + }, + { + "left": "issue:43540", + "right": "issue:46752", + "accept": false, + "reason": "Video-processing ValueError in Qwen3OmniMoe is unrelated to empty-list chat template handling." + }, + { + "left": "issue:45103", + "right": "issue:46399", + "accept": false, + "reason": "Auto-docstring annotation parsing crash is unrelated to Qwen3.5 kernel registration." + }, + { + "left": "issue:45072", + "right": "issue:46829", + "accept": false, + "reason": "Both are dtype/output-shape related CI issues, but they affect different models and different outputs; not one bug." + }, + { + "left": "issue:44295", + "right": "issue:45397", + "accept": false, + "reason": "Position_ids buffer access error is not the same as gemma-4 ZeRO3 from_pretrained failure." + }, + { + "left": "issue:44246", + "right": "issue:44871", + "accept": false, + "reason": "Import performance regression and Gemma eos_token_id config mismatch are unrelated." + }, + { + "left": "issue:43531", + "right": "issue:45362", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and Qwen3.5 chat crash are distinct model issues." + }, + { + "left": "issue:46614", + "right": "issue:46665", + "accept": false, + "reason": "Tokenizer phonemizer language caching and from_pretrained-in-class behavior are separate loading/state bugs." + }, + { + "left": "issue:45588", + "right": "issue:46851", + "accept": false, + "reason": "Flash attention sinkless-model crash is not the same as variable-length position_ids handling." + }, + { + "left": "issue:42491", + "right": "issue:43299", + "accept": false, + "reason": "Both mention Qwen3 MoE, but one is LoRA usability across versions and the other is Qwen3VL model loading; different underlying problems." + }, + { + "left": "issue:44336", + "right": "issue:44485", + "accept": false, + "reason": "ANSI codes in loading_report and GLM-5 RoPE implementation are unrelated." + }, + { + "left": "issue:45003", + "right": "issue:46821", + "accept": false, + "reason": "Unsafe sys.modules access does not match the TimesFM window_size AttributeError." + }, + { + "left": "issue:44242", + "right": "issue:45593", + "accept": false, + "reason": "Load-balancing loss gating and D-FINE auxiliary loss handling are different MoE/object-detection bugs." + }, + { + "left": "issue:42886", + "right": "issue:46132", + "accept": false, + "reason": "Offline cache loading and AttentionInterface.register behavior changes are unrelated." + }, + { + "left": "issue:43550", + "right": "issue:46506", + "accept": false, + "reason": "Bamba-9B-v2 torch.compile/SDPA failure and PPDocLayoutV3 CPU/CUDA divergence are different model/runtime issues." + }, + { + "left": "issue:44779", + "right": "issue:45292", + "accept": false, + "reason": "Deepseek tokenizer correctness and resize_token_embeddings output_embeddings update are not the same bug." + }, + { + "left": "issue:36246", + "right": "issue:42757", + "accept": false, + "reason": "Both are import errors, but they involve different symbols and different packages; no shared concrete root cause is evident." + }, + { + "left": "issue:36246", + "right": "issue:44351", + "accept": false, + "reason": "Different missing exports: Qwen2_5_VLImageProcessor vs HybridCache." + }, + { + "left": "issue:43901", + "right": "issue:45003", + "accept": false, + "reason": "Docs mentioning return_all_scores and unsafe sys.modules access are unrelated." + }, + { + "left": "issue:43257", + "right": "issue:45137", + "accept": false, + "reason": "Qwen3 MoE weight conversion with accelerate/deepspeed and DeepSpeed ZeRO3 deque error are separate training/runtime failures." + }, + { + "left": "issue:44451", + "right": "issue:46752", + "accept": false, + "reason": "Model loading failure for vesteinn/ScandiBERT is unrelated to empty chat-template input handling." + }, + { + "left": "issue:41950", + "right": "issue:44220", + "accept": false, + "reason": "Video-classification pipeline image-processor lookup and _torch_extract_fbank_features() are different pipeline bugs." + }, + { + "left": "issue:43540", + "right": "issue:46655", + "accept": false, + "reason": "Both are video-related, but one is a processing ValueError in Qwen3OmniMoe and the other is incorrect padding in SmolVLM's video processor." + }, + { + "left": "issue:36246", + "right": "issue:42757", + "accept": false, + "reason": "Duplicate of the import-error mismatch rationale above: different symbols, different dependency/package surfaces." + }, + { + "left": "issue:36246", + "right": "issue:44351", + "accept": false, + "reason": "Both are import-name failures, but they are not the same missing object or code path." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 44, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-510", + "nodes": [ + "issue:29870", + "issue:30333", + "issue:36246", + "issue:42199", + "issue:43262", + "issue:43295", + "issue:43352", + "issue:43475", + "issue:43526", + "issue:43596", + "issue:44038", + "issue:44060", + "issue:44077", + "issue:44162", + "issue:44242", + "issue:44246", + "issue:44295", + "issue:44466", + "issue:44479", + "issue:44496", + "issue:44623", + "issue:44749", + "issue:44857", + "issue:44877", + "issue:44987", + "issue:45003", + "issue:45137", + "issue:45200", + "issue:45250", + "issue:45292", + "issue:45335", + "issue:45375", + "issue:45459", + "issue:45561", + "issue:45600", + "issue:45759", + "issue:45859", + "issue:46170", + "issue:46369", + "issue:46399", + "issue:46506", + "issue:46655", + "issue:46726", + "issue:46851", + "issue:46894", + "issue:46897", + "issue:47000" + ], + "soft_pairs": [ + "issue:44496|issue:45003", + "issue:43262|issue:44246", + "issue:44479|issue:46655", + "issue:45375|issue:45759", + "issue:45003|issue:45561", + "issue:44162|issue:45200", + "issue:44295|issue:44749", + "issue:45859|issue:46399", + "issue:45137|issue:45600", + "issue:45292|issue:47000", + "issue:43295|issue:45292", + "issue:36246|issue:43596", + "issue:43475|issue:46369", + "issue:44466|issue:45335", + "issue:44623|issue:46726", + "issue:44242|issue:44857", + "issue:43526|issue:46897", + "issue:44877|issue:45375", + "issue:44038|issue:46506", + "issue:44987|issue:45459", + "issue:29870|issue:30333", + "issue:43526|issue:46894", + "issue:42199|issue:46851", + "issue:43352|issue:45250", + "issue:44060|issue:44077", + "issue:44479|issue:46170" + ], + "prepared_review_unit_hash": "6ba21d172f8910ee75c25466a486a658ede339fcf34f0fdd269710fbdc566586", + "component_budget": { + "node_count": 510, + "item_count": 510, + "soft_pair_count": 1874, + "serialized_chars": 972522, + "estimated_input_tokens": 243131, + "estimated_eval_tokens": 486518 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 26, + "serialized_chars": 35196, + "estimated_input_tokens": 8799, + "estimated_eval_tokens": 17854 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is highly heterogeneous: most items are unrelated transformer/model bugs that only share broad subsystem or keyword similarity. None of the soft pairs looks like the same underlying defect, so this should not be merged into a duplicate cluster.", + "confidence": 0.95, + "canonical_issue_reason": "No single issue cleanly represents this mixed set. If forced to pick an anchor, issue 45003 is the broadest internal-code bug and appears in multiple soft-similarity links, but it still does not subsume the rest of the cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "There is no true global representative here; issue 45003 is only the least-specific anchor among the candidates, not a real duplicate of the others.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44496", + "right": "issue:45003", + "accept": false, + "reason": "Both are model-loading failures, but one is an Unrecognized model/config problem and the other is unsafe sys.modules access in modeling_utils; different bugs and different code paths." + }, + { + "left": "issue:43262", + "right": "issue:44246", + "accept": false, + "reason": "Audio chat-template sampling-rate behavior and slow import-time performance are unrelated issues." + }, + { + "left": "issue:44479", + "right": "issue:46655", + "accept": false, + "reason": "Both involve video, but one is a Qwen regression and the other is a SmolVLM padding bug; not the same defect." + }, + { + "left": "issue:45375", + "right": "issue:45759", + "accept": false, + "reason": "Both concern Qwen multimodal config handling, but one is a missing config field under strict parsing and the other is unwrapping text_config for AutoModelForCausalLM.from_config; distinct failures." + }, + { + "left": "issue:45003", + "right": "issue:45561", + "accept": false, + "reason": "Unsafe sys.modules access and a pytest-xdist file race are unrelated bugs." + }, + { + "left": "issue:44162", + "right": "issue:45200", + "accept": false, + "reason": "ESM2 breakage and Gemma 4 token-type-id defaults are unrelated model-specific bugs." + }, + { + "left": "issue:44295", + "right": "issue:44749", + "accept": false, + "reason": "Reading a registered buffer and a post-upgrade data-filtering slowdown are not the same issue." + }, + { + "left": "issue:45859", + "right": "issue:46399", + "accept": false, + "reason": "Both mention Qwen3.5 rotary attention, but one is CPU-offload incompatibility and the other is a missing decorator registration; different root causes." + }, + { + "left": "issue:45137", + "right": "issue:45600", + "accept": false, + "reason": "DeepSpeed ZeRO3 deque/index error and a broken auto_mappings reference are unrelated." + }, + { + "left": "issue:45292", + "right": "issue:47000", + "accept": false, + "reason": "Embedding-resize mismatch and RTDetr loss infeasibility are completely different bugs." + }, + { + "left": "issue:43295", + "right": "issue:45292", + "accept": false, + "reason": "Processor tokenizer/image regression and embedding-resize propagation are unrelated." + }, + { + "left": "issue:36246", + "right": "issue:43596", + "accept": false, + "reason": "Missing Qwen2.5-VL import and a BertModel/ZeRO3 index error do not describe the same problem." + }, + { + "left": "issue:43475", + "right": "issue:46369", + "accept": false, + "reason": "SAM3 attribute access failure and SAM3-LiteText memory overflow are different issues." + }, + { + "left": "issue:44466", + "right": "issue:45335", + "accept": false, + "reason": "Serialization inconsistency for tied weights and resize_token_embeddings not updating decoder.embed_tokens are related only broadly, not the same concrete bug." + }, + { + "left": "issue:44623", + "right": "issue:46726", + "accept": false, + "reason": "Missing files on processor.save_pretrained and AutoProcessor backend-missing reporting are unrelated." + }, + { + "left": "issue:44242", + "right": "issue:44857", + "accept": false, + "reason": "Mixture-of-experts load-balancing loss and LwDetrImageLoss AMP crashes are unrelated." + }, + { + "left": "issue:43526", + "right": "issue:46897", + "accept": false, + "reason": "BEiT reduce_labels bug and Florence2 training-loss double-shift bug are different defects." + }, + { + "left": "issue:44877", + "right": "issue:45375", + "accept": false, + "reason": "Both involve strict config validation, but they affect different models and different missing fields; not the same bug." + }, + { + "left": "issue:44038", + "right": "issue:46506", + "accept": false, + "reason": "Qwen3-VL-Moe regression and PPDocLayoutV3 CPU/CUDA divergence are unrelated." + }, + { + "left": "issue:44987", + "right": "issue:45459", + "accept": false, + "reason": "A model-loading failure and tokenizer error masking when protobuf is absent are unrelated." + }, + { + "left": "issue:29870", + "right": "issue:30333", + "accept": false, + "reason": "Bart generate() UnboundLocalError and MLflow reporting after failed training are unrelated." + }, + { + "left": "issue:43526", + "right": "issue:46894", + "accept": false, + "reason": "BEiT label reduction and CohereASR training-loss double-shift are unrelated." + }, + { + "left": "issue:42199", + "right": "issue:46851", + "accept": false, + "reason": "DETR cardinality handling and Qwen3.5 variable-length position_ids are unrelated." + }, + { + "left": "issue:43352", + "right": "issue:45250", + "accept": false, + "reason": "A model-specific Flash Attention 2.0 unsupported error is not the same as a generic Flash Attention 2.0 issue." + }, + { + "left": "issue:44060", + "right": "issue:44077", + "accept": false, + "reason": "Incorrect tied-weights warning and patchtsmixer post_init validation are unrelated." + }, + { + "left": "issue:44479", + "right": "issue:46170", + "accept": false, + "reason": "Video-input regression and Windows ROCm import/dependency failure are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 45, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-510", + "nodes": [ + "issue:42886", + "issue:43065", + "issue:43408", + "issue:43475", + "issue:43540", + "issue:43646", + "issue:43653", + "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:44877", + "issue:44977", + "issue:44995", + "issue:45103", + "issue:45200", + "issue:45229", + "issue:45397", + "issue:45412", + "issue:45563", + "issue:45588", + "issue:45593", + "issue:45656", + "issue:45685", + "issue:45987", + "issue:46082", + "issue:46123", + "issue:46170", + "issue:46202", + "issue:46421", + "issue:46431", + "issue:46710", + "issue:46726", + "issue:46752", + "issue:46832", + "issue:46858", + "issue:47020", + "issue:47068" + ], + "soft_pairs": [ + "issue:45412|issue:46123", + "issue:44368|issue:44977", + "issue:43653|issue:44162", + "issue:45397|issue:45656", + "issue:43065|issue:43408", + "issue:42886|issue:45229", + "issue:43475|issue:43540", + "issue:44877|issue:46170", + "issue:46170|issue:46832", + "issue:43723|issue:46710", + "issue:43931|issue:44368", + "issue:44188|issue:46202", + "issue:44368|issue:45563", + "issue:44995|issue:45200", + "issue:44483|issue:46202", + "issue:43906|issue:46202", + "issue:44188|issue:46421", + "issue:44995|issue:45588", + "issue:45593|issue:47068", + "issue:45685|issue:46431", + "issue:45987|issue:46082", + "issue:45103|issue:46858", + "issue:44361|issue:44749", + "issue:43065|issue:46123", + "issue:44297|issue:44623", + "issue:43994|issue:46726", + "issue:44749|issue:45656", + "issue:43701|issue:44749", + "issue:46752|issue:47020", + "issue:43646|issue:44162", + "issue:44623|issue:45656" + ], + "prepared_review_unit_hash": "f209b3b4573885afb4f0a145593161c5b4762ab01f9b9ba9a9cfdce9cf19f79e", + "component_budget": { + "node_count": 510, + "item_count": 510, + "soft_pair_count": 1874, + "serialized_chars": 972522, + "estimated_input_tokens": 243131, + "estimated_eval_tokens": 486518 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 36527, + "estimated_input_tokens": 9132, + "estimated_eval_tokens": 18520 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: most pairs share only broad subsystem overlap (tokenizers, Gemma, SAM3, deepspeed, cache, etc.) but not the same concrete bug. I would not merge any of the suggested soft pairs as duplicates. The closest representative issue is the generic tokenizer-loading regression report, but even that only loosely covers the set.", + "confidence": 0.91, + "canonical_issue_reason": "issue:43723 is the broadest tokenizer-loading regression report in the set and is the closest representative of the tokenizer-related subgroup, though the cluster overall is not a true duplicate set.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43723 is the most general and reusable issue among the listed items; it best fits as a representative anchor for the tokenizer-loading subgroup.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45412", + "right": "issue:46123", + "accept": false, + "reason": "RT-DETR memory retention vs. generation pipeline partial-batch handling are unrelated bugs." + }, + { + "left": "issue:44368", + "right": "issue:44977", + "accept": false, + "reason": "One is a tie-word-embeddings warning during fine-tuning; the other is a flash-attention generation failure." + }, + { + "left": "issue:43653", + "right": "issue:44162", + "accept": false, + "reason": "BigBird tokenizer special-token registration and ESM2 breakage are different model/tokenizer issues." + }, + { + "left": "issue:45397", + "right": "issue:45656", + "accept": false, + "reason": "Both involve deepspeed, but one is a zero3 from_pretrained problem and the other is a double optimizer-step issue." + }, + { + "left": "issue:43065", + "right": "issue:43408", + "accept": false, + "reason": "SAM3 pixel decoder dummy Conv2d and SAM3 tracker/model-type warning are distinct problems." + }, + { + "left": "issue:42886", + "right": "issue:45229", + "accept": false, + "reason": "Tokenizer offline cache loading and Gemma4 multi-GPU OOM are unrelated." + }, + { + "left": "issue:43475", + "right": "issue:43540", + "accept": false, + "reason": "SAM3 vision encoder output attribute loss and Qwen3OmniMoe video processing error are different code paths." + }, + { + "left": "issue:44877", + "right": "issue:46170", + "accept": false, + "reason": "Granite speech config strictness and Windows/ROCm import dependency issues are unrelated." + }, + { + "left": "issue:46170", + "right": "issue:46832", + "accept": false, + "reason": "Windows ROCm import failure and RT-DETR feature-level mismatch are different bugs." + }, + { + "left": "issue:43723", + "right": "issue:46710", + "accept": false, + "reason": "Tokenizer loading in v5 and DeepSeek accuracy regression after upgrade are not the same issue." + }, + { + "left": "issue:43931", + "right": "issue:44368", + "accept": false, + "reason": "Qwen3-VL weight-shape mismatch and Qwen tie-word-embeddings warning are unrelated." + }, + { + "left": "issue:44188", + "right": "issue:46202", + "accept": false, + "reason": "Attention-kernel divergence under compile and Gemma pipeline roundtrip on \u2581 are different failures." + }, + { + "left": "issue:44368", + "right": "issue:45563", + "accept": false, + "reason": "A model warning about tied embeddings is unrelated to stale num_return_sequences paging behavior." + }, + { + "left": "issue:44995", + "right": "issue:45200", + "accept": false, + "reason": "GlmMoeDsa stale indexer cache and Gemma4 mm_token_type_ids defaulting are different bugs." + }, + { + "left": "issue:44483", + "right": "issue:46202", + "accept": false, + "reason": "Chat completions API rejection and Gemma pipeline roundtrip failure do not share the same root cause." + }, + { + "left": "issue:43906", + "right": "issue:46202", + "accept": false, + "reason": "An isolated reproduction of another issue is not the same as the Gemma \u2581 roundtrip failure." + }, + { + "left": "issue:44188", + "right": "issue:46421", + "accept": false, + "reason": "Both mention cache/compile, but one is attention-kernel branching and the other is lazy cache init recompilation." + }, + { + "left": "issue:44995", + "right": "issue:45588", + "accept": false, + "reason": "Second-forward stale cache crash and flash_attention s_aux=None crash are different code paths." + }, + { + "left": "issue:45593", + "right": "issue:47068", + "accept": false, + "reason": "D-FINE auxiliary-loss omission and a deepspeed Python-conditional host sync concern are unrelated." + }, + { + "left": "issue:45685", + "right": "issue:46431", + "accept": false, + "reason": "MPS histogram support and missing chat template errors are completely different." + }, + { + "left": "issue:45987", + "right": "issue:46082", + "accept": false, + "reason": "StaticCache return-type contract and LlamaConfig head_dim validation are unrelated." + }, + { + "left": "issue:45103", + "right": "issue:46858", + "accept": false, + "reason": "Docstring helper failure under future annotations and static-cache device tensor arithmetic are different bugs." + }, + { + "left": "issue:44361", + "right": "issue:44749", + "accept": false, + "reason": "MLukeTokenizer AttributeError and a general transformer slowdown regression are not the same problem." + }, + { + "left": "issue:43065", + "right": "issue:46123", + "accept": false, + "reason": "SAM3 pixel decoder and mask-generation partial batching are unrelated." + }, + { + "left": "issue:44297", + "right": "issue:44623", + "accept": false, + "reason": "Tokenizer save_pretrained metadata mismatch and processor save_pretrained missing files are adjacent but distinct serialization bugs." + }, + { + "left": "issue:43994", + "right": "issue:46726", + "accept": false, + "reason": "Siglip2 bad outputs with AutoModel/pipeline and missing-vision-backend processor errors are different issues." + }, + { + "left": "issue:44749", + "right": "issue:45656", + "accept": false, + "reason": "Performance regression after upgrade and double optimizer stepping are unrelated." + }, + { + "left": "issue:43701", + "right": "issue:44749", + "accept": false, + "reason": "Checkpoint key mismatch and transformer slowdown regression do not share a root cause." + }, + { + "left": "issue:46752", + "right": "issue:47020", + "accept": false, + "reason": "Empty chat-template input crash and XLMRobertaTokenizer Unigram init type error are different tokenizer bugs." + }, + { + "left": "issue:43646", + "right": "issue:44162", + "accept": false, + "reason": "Transformer 5.0 custom model init breakage and ESM2 breakage are separate compatibility issues." + }, + { + "left": "issue:44297", + "right": "issue:45656", + "accept": false, + "reason": "Tokenizer serialization metadata and deepspeed optimizer-step duplication 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": 26, + "review_unit_index": 46, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-510", + "nodes": [ + "issue:28282", + "issue:30990", + "issue:36010", + "issue:39692", + "issue:41628", + "issue:42371", + "issue:42994", + "issue:43232", + "issue:43475", + "issue:43482", + "issue:43525", + "issue:43643", + "issue:43673", + "issue:43723", + "issue:43784", + "issue:43873", + "issue:43986", + "issue:44038", + "issue:44188", + "issue:44351", + "issue:44373", + "issue:44623", + "issue:44869", + "issue:44871", + "issue:44933", + "issue:44945", + "issue:44964", + "issue:45092", + "issue:45137", + "issue:45230", + "issue:45310", + "issue:45356", + "issue:45375", + "issue:45397", + "issue:45478", + "issue:45561", + "issue:45753", + "issue:46132", + "issue:46326", + "issue:46399", + "issue:46463", + "issue:46726", + "issue:46821", + "issue:46851", + "issue:46877", + "issue:47000", + "issue:47059" + ], + "soft_pairs": [ + "issue:44871|issue:46132", + "issue:44964|issue:45137", + "issue:42994|issue:43482", + "issue:45375|issue:45478", + "issue:43475|issue:43643", + "issue:39692|issue:46726", + "issue:43475|issue:46821", + "issue:44188|issue:46851", + "issue:43986|issue:46726", + "issue:43232|issue:43673", + "issue:28282|issue:30990", + "issue:45230|issue:45397", + "issue:45310|issue:45375", + "issue:46877|issue:47000", + "issue:44038|issue:44623", + "issue:46463|issue:46877", + "issue:44373|issue:46851", + "issue:41628|issue:44933", + "issue:42994|issue:43525", + "issue:44869|issue:45356", + "issue:43723|issue:46326", + "issue:42371|issue:45092", + "issue:43873|issue:44945", + "issue:45561|issue:47059", + "issue:43784|issue:46399", + "issue:45137|issue:47000", + "issue:41628|issue:44351", + "issue:44945|issue:45753", + "issue:36010|issue:41628" + ], + "prepared_review_unit_hash": "5797f03fecfbe46dfc8f29cd7d5d6a54b7f35261201e839755e61a3e0eae00ed", + "component_budget": { + "node_count": 510, + "item_count": 510, + "soft_pair_count": 1874, + "serialized_chars": 972522, + "estimated_input_tokens": 243131, + "estimated_eval_tokens": 486518 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35498, + "estimated_input_tokens": 8875, + "estimated_eval_tokens": 18006 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab-bag of unrelated closed issues, many around Transformers v5 import/load regressions. I found only two plausible duplicate pairs: one around Qwen3.5 MoE from_pretrained failures and one around AutoProcessor/vision-backend missing-dependency handling.", + "confidence": 0.67, + "canonical_issue_reason": "issue:45375 is the clearest root-cause report: it identifies the missing `deepstack_visual_indexes` field and the `@strict` drop behavior, which plausibly explains the broader Qwen3.5 MoE from_pretrained failures.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45375 is the best representative issue for the cluster\u2019s strongest duplicate set because it is more diagnostic than the generic symptom reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44871", + "right": "issue:46132", + "accept": false, + "reason": "Different bugs: Gemma eos_token_id mismatch vs AttentionInterface.register changing callback behavior." + }, + { + "left": "issue:44964", + "right": "issue:45137", + "accept": false, + "reason": "Different subsystems and failures: multimodal model loading vs DeepSpeed ZeRO3 deque underflow." + }, + { + "left": "issue:42994", + "right": "issue:43482", + "accept": false, + "reason": "Both are loading/saving problems, but one is quantized model saving and the other is Qwen2.5-GGUF loading under v5; not the same bug." + }, + { + "left": "issue:45375", + "right": "issue:45478", + "accept": false, + "reason": "Same model family, but 45375 is a specific missing-field/config-strictness bug while 45478 is only a generic from_pretrained failure report." + }, + { + "left": "issue:43475", + "right": "issue:43643", + "accept": false, + "reason": "Unrelated: SAM3 vision output attribute error vs AutoConfig trust_remote_code missing-fields behavior." + }, + { + "left": "issue:39692", + "right": "issue:46726", + "accept": false, + "reason": "Both involve vision tooling, but one is documentation/example errors and the other is backend-missing AutoProcessor error handling." + }, + { + "left": "issue:43475", + "right": "issue:46821", + "accept": false, + "reason": "Different model-specific runtime errors with no shared code-path indicated." + }, + { + "left": "issue:44188", + "right": "issue:46851", + "accept": false, + "reason": "Attention kernel divergence on torch.compile is unrelated to Qwen3.5 variable-length position_ids handling." + }, + { + "left": "issue:43986", + "right": "issue:46726", + "accept": true, + "reason": "Both describe the same AutoProcessor failure mode when an optional vision backend is missing; only the wording and model context differ." + }, + { + "left": "issue:43232", + "right": "issue:43673", + "accept": false, + "reason": "Both concern generation internals, but one is sync_gpus/_update_model_kwargs and the other is chunked_prefill cache availability; not the same bug." + }, + { + "left": "issue:28282", + "right": "issue:30990", + "accept": false, + "reason": "PyTorch-missing ImportError for AutoModel is unrelated to Sentence Transformers hanging during load." + }, + { + "left": "issue:45230", + "right": "issue:45397", + "accept": false, + "reason": "No overlap: generic bug report vs gemma-4 ZeRO3 from_pretrained issue." + }, + { + "left": "issue:45310", + "right": "issue:45375", + "accept": true, + "reason": "The generic Qwen3.5 MoE from_pretrained error is consistent with the specific missing-field/@strict config bug reported in 45375." + }, + { + "left": "issue:46877", + "right": "issue:47000", + "accept": false, + "reason": "Docstring lint output at import time is unrelated to RTDetrLoss cost-matrix infeasibility." + }, + { + "left": "issue:44038", + "right": "issue:44623", + "accept": false, + "reason": "Different problems: Qwen3-VL-Moe bug vs missing files from processor.save_pretrained." + }, + { + "left": "issue:46463", + "right": "issue:46877", + "accept": false, + "reason": "Incorrect T5 validation message is unrelated to auto_docstring stdout diagnostics." + }, + { + "left": "issue:44373", + "right": "issue:46851", + "accept": false, + "reason": "Docstring wording issue vs Qwen3.5 variable-length input bug." + }, + { + "left": "issue:41628", + "right": "issue:44933", + "accept": false, + "reason": "Both are import-related, but they name different missing symbols and modules; not enough evidence of one underlying bug." + }, + { + "left": "issue:42994", + "right": "issue:43525", + "accept": false, + "reason": "Quantized model saving failure and Llama4Config missing pad_token_id are unrelated." + }, + { + "left": "issue:44869", + "right": "issue:45356", + "accept": false, + "reason": "Both mention decoding/tokenizer behavior, but they are different model-specific regressions and failure modes." + }, + { + "left": "issue:43723", + "right": "issue:46326", + "accept": false, + "reason": "Tokenizer loading regression and continue_final_message behavior are separate issues." + }, + { + "left": "issue:42371", + "right": "issue:45092", + "accept": false, + "reason": "TF32 settings guidance is unrelated to remote-code checkpoint/meta-init incompatibility." + }, + { + "left": "issue:43873", + "right": "issue:44945", + "accept": false, + "reason": "Quantization offloading behavior and pipeline-parallelism output errors are different code paths." + }, + { + "left": "issue:45561", + "right": "issue:47059", + "accept": false, + "reason": "Testing race on captured_info.txt is unrelated to a CLI completion-method breakage in huggingface_hub 1.22.0." + }, + { + "left": "issue:43784", + "right": "issue:46399", + "accept": false, + "reason": "Sentence-transformers import NameError and Qwen3.5 kernel registration crash are unrelated." + }, + { + "left": "issue:45137", + "right": "issue:47000", + "accept": false, + "reason": "DeepSpeed deque underflow and RTDetrLoss cost-matrix infeasibility are distinct failures." + }, + { + "left": "issue:41628", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors from transformers, but for different exported symbols and likely different regressions." + }, + { + "left": "issue:44945", + "right": "issue:45753", + "accept": false, + "reason": "Pipeline-parallelism output mismatch is unrelated to Qwen3.5 infinite-loop behavior on a specific image." + }, + { + "left": "issue:36010", + "right": "issue:41628", + "accept": false, + "reason": "Both are import failures, but they involve different symbols and different API surfaces." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well grounded in the packet and stays conservative about duplicates. The two accepted pairs are supported by the issue titles/body themes, and the rejected pairs are mostly separated by clear subsystem or failure-mode differences. No obvious overstatement or mergeability issue detected." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 47, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-510", + "nodes": [ + "issue:30333", + "issue:30990", + "issue:33290", + "issue:35141", + "issue:42175", + "issue:42673", + "issue:42831", + "issue:42898", + "issue:42994", + "issue:43232", + "issue:43479", + "issue:43704", + "issue:43824", + "issue:43976", + "issue:44016", + "issue:44038", + "issue:44186", + "issue:44222", + "issue:44496", + "issue:44568", + "issue:44623", + "issue:44661", + "issue:44743", + "issue:44792", + "issue:44857", + "issue:44869", + "issue:44933", + "issue:45081", + "issue:45103", + "issue:45310", + "issue:45405", + "issue:45406", + "issue:45561", + "issue:45593", + "issue:45600", + "issue:45712", + "issue:45812", + "issue:46077", + "issue:46123", + "issue:46202", + "issue:46231", + "issue:46693", + "issue:46701", + "issue:46829", + "issue:46877", + "issue:47059", + "issue:47068", + "issue:47085" + ], + "soft_pairs": [ + "issue:45406|issue:46202", + "issue:44661|issue:47059", + "issue:44857|issue:46877", + "issue:42994|issue:43824", + "issue:44038|issue:45310", + "issue:45081|issue:45103", + "issue:46202|issue:46701", + "issue:45593|issue:46877", + "issue:44222|issue:45310", + "issue:42673|issue:43704", + "issue:43232|issue:44792", + "issue:42831|issue:44222", + "issue:42175|issue:44933", + "issue:44496|issue:45561", + "issue:44743|issue:47068", + "issue:45405|issue:46877", + "issue:45561|issue:45600", + "issue:43976|issue:44933", + "issue:30333|issue:33290", + "issue:30990|issue:35141", + "issue:42898|issue:44568", + "issue:43479|issue:46829", + "issue:42175|issue:45712", + "issue:44568|issue:47085", + "issue:44623|issue:45310", + "issue:45600|issue:47059", + "issue:42673|issue:46693", + "issue:44186|issue:47085", + "issue:46077|issue:46123", + "issue:43479|issue:44869", + "issue:44016|issue:46231", + "issue:42898|issue:45812" + ], + "prepared_review_unit_hash": "534e058b049c4ba99f5118680f66a94ae31c3d746715b7bfe5ff661d29edecda", + "component_budget": { + "node_count": 510, + "item_count": 510, + "soft_pair_count": 1874, + "serialized_chars": 972522, + "estimated_input_tokens": 243131, + "estimated_eval_tokens": 486518 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37390, + "estimated_input_tokens": 9348, + "estimated_eval_tokens": 18952 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly unrelated issue cluster. The only true duplicate-looking pair is the repeated Qwen3ForCausalLM VRAM leak report; there are no PRs in this set.", + "confidence": 0.94, + "canonical_issue_reason": "issue:42673 is the older of the two exact duplicate reports (same title and same multiple-dataloader-thread VRAM leak) and is the best canonical representative.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:42673 is the strongest representative issue in the cluster because it is an exact duplicate pair and clearly describes the underlying bug.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45406", + "right": "issue:46202", + "accept": false, + "reason": "Different failures: Gemma4Processor tokenizer attribute handling vs a Gemma pipeline roundtrip issue." + }, + { + "left": "issue:44661", + "right": "issue:47059", + "accept": false, + "reason": "Unrelated subsystems: tokenizer mapping addition vs a CLI completion compatibility error." + }, + { + "left": "issue:44857", + "right": "issue:46877", + "accept": false, + "reason": "Different code paths: AMP/CUDA loss crash vs auto_docstring import-time stdout logging." + }, + { + "left": "issue:42994", + "right": "issue:43824", + "accept": false, + "reason": "Completely different problems: quantized save_pretrained failure vs Qwen2.5-VL import error." + }, + { + "left": "issue:44038", + "right": "issue:45310", + "accept": false, + "reason": "Both mention Qwen3 variants, but they are different models and error contexts; not the same concrete bug." + }, + { + "left": "issue:45081", + "right": "issue:45103", + "accept": false, + "reason": "Distinct AttributeError sources in different modules; no shared underlying defect." + }, + { + "left": "issue:46202", + "right": "issue:46701", + "accept": false, + "reason": "Different pipelines and symptoms; not the same underlying change or bug." + }, + { + "left": "issue:45593", + "right": "issue:46877", + "accept": false, + "reason": "D-FINE auxiliary-loss logic is unrelated to auto_docstring logging behavior." + }, + { + "left": "issue:44222", + "right": "issue:45310", + "accept": false, + "reason": "FP8 save_pretrained/moe issue is different from a Qwen3.5 from_pretrained loading error." + }, + { + "left": "issue:42673", + "right": "issue:43704", + "accept": true, + "reason": "Same bug report: identical title and same VRAM leak in Qwen3ForCausalLM when used across multiple dataloader threads." + }, + { + "left": "issue:43232", + "right": "issue:44792", + "accept": false, + "reason": "Generation kwargs/sync_gpus behavior is unrelated to a janus image-generation test failure." + }, + { + "left": "issue:42831", + "right": "issue:44222", + "accept": false, + "reason": "FineGrainedFP8 accuracy regression is not the same as an FP8 save_pretrained failure." + }, + { + "left": "issue:42175", + "right": "issue:44933", + "accept": false, + "reason": "Backend packaging issue and missing image_utils import are unrelated." + }, + { + "left": "issue:44496", + "right": "issue:45561", + "accept": false, + "reason": "Model config import error vs pytest-xdist race in testing utils are unrelated." + }, + { + "left": "issue:44743", + "right": "issue:47068", + "accept": false, + "reason": "Recurrent-state reset bug is not the same as a potential host synchronization issue in DeepSpeed loss computation." + }, + { + "left": "issue:45405", + "right": "issue:46877", + "accept": false, + "reason": "PEFT version pinning issue is unrelated to auto_docstring stderr/stdout diagnostics." + }, + { + "left": "issue:45561", + "right": "issue:45600", + "accept": false, + "reason": "Race in captured_info.txt is unrelated to stale auto_mappings references." + }, + { + "left": "issue:43976", + "right": "issue:44933", + "accept": false, + "reason": "Python version compatibility issue is unrelated to a missing image_utils import." + }, + { + "left": "issue:30333", + "right": "issue:33290", + "accept": false, + "reason": "MLflow reporting after failed training and AdaFactor/DeepSpeed OOM are different bugs." + }, + { + "left": "issue:30990", + "right": "issue:35141", + "accept": false, + "reason": "Loading hang and token-embedding reinitialization are separate issues." + }, + { + "left": "issue:42898", + "right": "issue:44568", + "accept": false, + "reason": "Tokenization-space cleanup change and missing BOS/EOS insertion are different tokenizer regressions." + }, + { + "left": "issue:43479", + "right": "issue:46829", + "accept": false, + "reason": "Different model/config bugs: default multimodal config initialization vs hidden_states output mismatch." + }, + { + "left": "issue:42175", + "right": "issue:45712", + "accept": false, + "reason": "Packaging/back-end dependency issue is unrelated to leftover dummy classes leaking into dir(transformers)." + }, + { + "left": "issue:44568", + "right": "issue:47085", + "accept": false, + "reason": "Tokenizer special-token behavior and tokenizer thread-safety are not the same underlying defect." + }, + { + "left": "issue:44623", + "right": "issue:45310", + "accept": false, + "reason": "Processor save_pretrained missing files is unrelated to Qwen3.5 model loading." + }, + { + "left": "issue:45600", + "right": "issue:47059", + "accept": false, + "reason": "Removed config references in auto_mappings are unrelated to the huggingface_hub CLI completion API break." + }, + { + "left": "issue:42673", + "right": "issue:46693", + "accept": false, + "reason": "Both concern performance, but one is a specific VRAM leak in dataloader threads and the other is a broader FA2 long-context regression." + }, + { + "left": "issue:44186", + "right": "issue:47085", + "accept": false, + "reason": "Tokenizer crash on NER/padding is not the same as a new thread-safety regression." + }, + { + "left": "issue:46077", + "right": "issue:46123", + "accept": false, + "reason": "Attention-mask construction bug and pipeline partial-batch termination bug are unrelated." + }, + { + "left": "issue:43479", + "right": "issue:44869", + "accept": false, + "reason": "Multimodal config defaulting and Whisper timestamp decoding are different code paths." + }, + { + "left": "issue:44016", + "right": "issue:46231", + "accept": false, + "reason": "Notebook syntax error and docs parameter-name mismatch are unrelated documentation issues." + }, + { + "left": "issue:42898", + "right": "issue:45812", + "accept": false, + "reason": "Different tokenizer regressions affecting different models and symptoms." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded overall. The canonical duplicate choice for issue:42673 vs issue:43704 is supported by the identical title and matching VRAM-leak description, and the rest of the soft-edge rejections stay conservative based on the packet. Also, the packet contains only issues, so the note that there are no PRs is correct." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 48, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-510", + "nodes": [ + "issue:22355", + "issue:27957", + "issue:28282", + "issue:30333", + "issue:34689", + "issue:36331", + "issue:39692", + "issue:42222", + "issue:42673", + "issue:42796", + "issue:42831", + "issue:42898", + "issue:43116", + "issue:43295", + "issue:43479", + "issue:43644", + "issue:43723", + "issue:43784", + "issue:43824", + "issue:43874", + "issue:44060", + "issue:44075", + "issue:44079", + "issue:44190", + "issue:44222", + "issue:44295", + "issue:44297", + "issue:44448", + "issue:44568", + "issue:44623", + "issue:44734", + "issue:44779", + "issue:44843", + "issue:44933", + "issue:45092", + "issue:45103", + "issue:45125", + "issue:45200", + "issue:45245", + "issue:45356", + "issue:45405", + "issue:45656", + "issue:45712", + "issue:46132", + "issue:46231", + "issue:46909", + "issue:47085" + ], + "soft_pairs": [ + "issue:43723|issue:44568", + "issue:39692|issue:46909", + "issue:43479|issue:44079", + "issue:44843|issue:47085", + "issue:42898|issue:44779", + "issue:43784|issue:43824", + "issue:42673|issue:47085", + "issue:27957|issue:30333", + "issue:30333|issue:34689", + "issue:42222|issue:45200", + "issue:42898|issue:43295", + "issue:43874|issue:45092", + "issue:44295|issue:45656", + "issue:44734|issue:45103", + "issue:42898|issue:45356", + "issue:30333|issue:36331", + "issue:22355|issue:28282", + "issue:44222|issue:44297", + "issue:44075|issue:46231", + "issue:43116|issue:44190", + "issue:45405|issue:45712", + "issue:44933|issue:45712", + "issue:44060|issue:45125", + "issue:44297|issue:45656", + "issue:42831|issue:44623", + "issue:44448|issue:46132", + "issue:42796|issue:43723", + "issue:44222|issue:44623", + "issue:43479|issue:43644", + "issue:45245|issue:46132" + ], + "prepared_review_unit_hash": "c133807fba03292262b98cecf59091af795384a1f1255e7b9b017b60941b1ec2", + "component_budget": { + "node_count": 510, + "item_count": 510, + "soft_pair_count": 1874, + "serialized_chars": 972522, + "estimated_input_tokens": 243131, + "estimated_eval_tokens": 486518 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36193, + "estimated_input_tokens": 9049, + "estimated_eval_tokens": 18354 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous: mostly unrelated tokenizer, model-loading, training, and documentation bugs. None of the soft pairs look like true duplicates or mergeable PR-equivalents.", + "confidence": 0.97, + "canonical_issue_reason": "No single canonical issue fits: the items span unrelated failures across tokenization, multimodal models, training loops, docs, and runtime/import behavior, so there is no clear umbrella bug to deduplicate around.", + "canonical_pr_reason": null, + "best_issue_reason": "No strong global representative exists because the cluster is not a coherent duplicate set; picking any one issue would misrepresent the rest.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43723", + "right": "issue:44568", + "accept": false, + "reason": "Both are v5 tokenizer regressions, but one is AutoTokenizer loading and the other is add_special_tokens/BOS-EOS behavior for a specific model." + }, + { + "left": "issue:39692", + "right": "issue:46909", + "accept": false, + "reason": "Both mention broken examples, but they concern different models, different docs, and different failure modes." + }, + { + "left": "issue:43479", + "right": "issue:44079", + "accept": false, + "reason": "One is multimodal config initialization; the other is ModelOutput key assignment. Different code paths and bugs." + }, + { + "left": "issue:44843", + "right": "issue:47085", + "accept": false, + "reason": "Offline hub lookup in AutoTokenizer is unrelated to tokenizer thread-safety regressions in Rust-backed tokenizers." + }, + { + "left": "issue:42898", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer regressions, but one is clean_up_tokenization_spaces behavior and the other is Deepseek-specific encoding output." + }, + { + "left": "issue:43784", + "right": "issue:43824", + "accept": false, + "reason": "Both are import errors, but they involve different missing symbols and different modules/models." + }, + { + "left": "issue:42673", + "right": "issue:47085", + "accept": false, + "reason": "A VRAM leak in Qwen3ForCausalLM with dataloader threads is not the same as fast tokenizer thread-safety breaking." + }, + { + "left": "issue:27957", + "right": "issue:30333", + "accept": false, + "reason": "Flash Attention 2 on XLMRoberta and MLFlow reporting after failed training are unrelated subsystems." + }, + { + "left": "issue:30333", + "right": "issue:34689", + "accept": false, + "reason": "MLFlow failure reporting and Llama 3.2 Vision model loading are different bugs with no shared code path." + }, + { + "left": "issue:42222", + "right": "issue:45200", + "accept": false, + "reason": "VitPose model breakage and Gemma 4 mm_token_type_ids defaults are distinct multimodal issues." + }, + { + "left": "issue:42898", + "right": "issue:43295", + "accept": false, + "reason": "Both are v5 regressions, but one is tokenization cleanup behavior and the other is processor/tokenizer image-passing compatibility." + }, + { + "left": "issue:43874", + "right": "issue:45092", + "accept": false, + "reason": "These are different multimodal loading issues affecting different models and different initialization paths." + }, + { + "left": "issue:44295", + "right": "issue:45656", + "accept": false, + "reason": "A position_ids buffer read problem is unrelated to optimizer stepping twice with deepspeed." + }, + { + "left": "issue:44734", + "right": "issue:45103", + "accept": false, + "reason": "KV-cache continuation in serve and auto_docstring annotation handling are unrelated failures." + }, + { + "left": "issue:42898", + "right": "issue:45356", + "accept": false, + "reason": "Both are tokenizer regressions, but the underlying models and causes differ: cleanup-space behavior vs codec/warning handling." + }, + { + "left": "issue:30333", + "right": "issue:36331", + "accept": false, + "reason": "MLFlow job status reporting and CustomTrainer compute_loss signature incompatibility are different training issues." + }, + { + "left": "issue:22355", + "right": "issue:28282", + "accept": false, + "reason": "Missing transformers.onnx and missing PyTorch are both import errors, but they are different dependency/module problems." + }, + { + "left": "issue:44222", + "right": "issue:44297", + "accept": false, + "reason": "Both involve save_pretrained, but one is FP8/MoE serialization and the other is tokenizer metadata mismatch." + }, + { + "left": "issue:44075", + "right": "issue:46231", + "accept": false, + "reason": "One is an optimizer-logic bug; the other is documentation using the wrong parameter name." + }, + { + "left": "issue:43116", + "right": "issue:44190", + "accept": false, + "reason": "These are different example-script failures: empty multi-label predictions vs inability to load a local dataset." + }, + { + "left": "issue:45405", + "right": "issue:45712", + "accept": false, + "reason": "A version pin bump and leftover dummy classes are unrelated repo-maintenance issues." + }, + { + "left": "issue:44933", + "right": "issue:45712", + "accept": false, + "reason": "A nonexistent image_utils import and leftover dummy classes do not share the same underlying bug." + }, + { + "left": "issue:44060", + "right": "issue:45125", + "accept": false, + "reason": "Both are Qwen-family model issues, but one is a tied-weights warning and the other is missing tensor-parallel metadata." + }, + { + "left": "issue:44297", + "right": "issue:45656", + "accept": false, + "reason": "Tokenizer save-pretrained metadata and deepspeed optimizer stepping are unrelated." + }, + { + "left": "issue:42831", + "right": "issue:44623", + "accept": false, + "reason": "FineGrainedFP8 accuracy and processor.save_pretrained missing files are different bugs." + }, + { + "left": "issue:44448", + "right": "issue:46132", + "accept": false, + "reason": "Pegasus v4/v5 output differences and AttentionInterface.register behavior changes are not the same concrete defect." + }, + { + "left": "issue:42796", + "right": "issue:43723", + "accept": false, + "reason": "A model-specific BPE-marker tokenizer bug is different from AutoTokenizer offline/model_info behavior." + }, + { + "left": "issue:44222", + "right": "issue:44623", + "accept": false, + "reason": "Both mention save_pretrained, but they affect different object types and different failure modes." + }, + { + "left": "issue:43479", + "right": "issue:43644", + "accept": false, + "reason": "Multimodal config defaults and non-persistent buffer junk initialization are unrelated." + }, + { + "left": "issue:45245", + "right": "issue:46132", + "accept": false, + "reason": "A category-count runtime limit and AttentionInterface.register behavior changes 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": 26, + "review_unit_index": 49, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-510", + "nodes": [ + "issue:22355", + "issue:27957", + "issue:30990", + "issue:38175", + "issue:41628", + "issue:42757", + "issue:42831", + "issue:42907", + "issue:43122", + "issue:43232", + "issue:43475", + "issue:43504", + "issue:43723", + "issue:44190", + "issue:44222", + "issue:44263", + "issue:44279", + "issue:44295", + "issue:44297", + "issue:44360", + "issue:44373", + "issue:44483", + "issue:44484", + "issue:44485", + "issue:44623", + "issue:44977", + "issue:45071", + "issue:45092", + "issue:45310", + "issue:45357", + "issue:45406", + "issue:45834", + "issue:46050", + "issue:46082", + "issue:46132", + "issue:46209", + "issue:46305", + "issue:46328", + "issue:46369", + "issue:46424", + "issue:46431", + "issue:46614", + "issue:46655", + "issue:46710", + "issue:46762", + "issue:46909", + "issue:46932", + "issue:47059" + ], + "soft_pairs": [ + "issue:44360|issue:46762", + "issue:46132|issue:46710", + "issue:44373|issue:44485", + "issue:41628|issue:42757", + "issue:44297|issue:45310", + "issue:43504|issue:47059", + "issue:45071|issue:46082", + "issue:43723|issue:44977", + "issue:44222|issue:44484", + "issue:43122|issue:46209", + "issue:46614|issue:46932", + "issue:44263|issue:45092", + "issue:43232|issue:46424", + "issue:44295|issue:44623", + "issue:46209|issue:46431", + "issue:43232|issue:45834", + "issue:30990|issue:38175", + "issue:44263|issue:44373", + "issue:44190|issue:46082", + "issue:46369|issue:46909", + "issue:46305|issue:46655", + "issue:43475|issue:46305", + "issue:42907|issue:46050", + "issue:44263|issue:44360", + "issue:42831|issue:45310", + "issue:45092|issue:45357", + "issue:22355|issue:27957", + "issue:44483|issue:45406", + "issue:44279|issue:46328" + ], + "prepared_review_unit_hash": "ac500d5da148e06f86e607b5c916ec85ff3ef22920e39cbd000795baf1553b08", + "component_budget": { + "node_count": 510, + "item_count": 510, + "soft_pair_count": 1874, + "serialized_chars": 972522, + "estimated_input_tokens": 243131, + "estimated_eval_tokens": 486518 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 35954, + "estimated_input_tokens": 8989, + "estimated_eval_tokens": 18234 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is heterogeneous; the soft links mostly reflect broad subsystem similarity rather than true duplicates. I would not merge any of the candidate pairs.", + "confidence": 0.95, + "canonical_issue_reason": "issue:45071 is the best single anchor only in a loose sense: it is a broad core v5 regression in config handling, whereas the other issues are mostly narrower model-specific, docs, or unrelated bugs.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45071 is the most representative concrete bug here because it targets a core library regression rather than a peripheral symptom or documentation issue.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44360", + "right": "issue:46762", + "accept": false, + "reason": "Both touch DSA/attention numerics, but they describe different bugs in different code paths (missing ReLU vs reference mismatch)." + }, + { + "left": "issue:46132", + "right": "issue:46710", + "accept": false, + "reason": "One is an API behavior change in AttentionInterface.register; the other is a model accuracy regression after upgrade." + }, + { + "left": "issue:44373", + "right": "issue:44485", + "accept": false, + "reason": "This is a docs issue about position_ids, while the other is an implementation discussion about GLM-5 RoPE." + }, + { + "left": "issue:41628", + "right": "issue:42757", + "accept": false, + "reason": "Both are import errors, but from different packages and unrelated symbols, so they are not the same bug." + }, + { + "left": "issue:44297", + "right": "issue:45310", + "accept": false, + "reason": "Tokenizer save metadata mismatch and Qwen3.5 from_pretrained failure are different save/load bugs." + }, + { + "left": "issue:43504", + "right": "issue:47059", + "accept": false, + "reason": "A legacy field load failure for BEiT segmentation is unrelated to the CLI break caused by huggingface_hub 1.22.0." + }, + { + "left": "issue:45071", + "right": "issue:46082", + "accept": false, + "reason": "Both are config regressions, but they involve different fields and validation logic, not the same underlying defect." + }, + { + "left": "issue:43723", + "right": "issue:44977", + "accept": false, + "reason": "Tokenizer loading in v5 and Qwen3.5 flash-attention generation are separate code paths." + }, + { + "left": "issue:44222", + "right": "issue:44484", + "accept": false, + "reason": "Both mention save_pretrained, but one is FP8/MoE persistence and the other is shard-size behavior." + }, + { + "left": "issue:43122", + "right": "issue:46209", + "accept": false, + "reason": "Tokenizer output differences across versions and B200 FP8 inference failure are unrelated bugs." + }, + { + "left": "issue:46614", + "right": "issue:46932", + "accept": false, + "reason": "Stale phonemizer backend state and Gemma4 quantized-embedder casting are different components and failures." + }, + { + "left": "issue:44263", + "right": "issue:45092", + "accept": false, + "reason": "A torch.split indexing issue and a remote-code/meta-init incompatibility are not the same problem." + }, + { + "left": "issue:43232", + "right": "issue:46424", + "accept": false, + "reason": "Generation kwarg updates after sync_gpus and cache max_length handling are different code paths." + }, + { + "left": "issue:44295", + "right": "issue:44623", + "accept": false, + "reason": "Reading a registered buffer and missing save_pretrained files are distinct failures." + }, + { + "left": "issue:46209", + "right": "issue:46431", + "accept": false, + "reason": "FP8 inference on B200 and missing chat template in a processor are unrelated." + }, + { + "left": "issue:43232", + "right": "issue:45834", + "accept": false, + "reason": "Generation sync_gpus handling and a long-OCR index error in Kosmos2.5 are different bugs." + }, + { + "left": "issue:30990", + "right": "issue:38175", + "accept": false, + "reason": "Loading hang in Sentence Transformers and zero probabilities in SigLIP2 are separate model issues." + }, + { + "left": "issue:44263", + "right": "issue:44373", + "accept": false, + "reason": "The DSA indexer split bug and a wrong docstring for position_ids are not duplicates." + }, + { + "left": "issue:44190", + "right": "issue:46082", + "accept": false, + "reason": "A local dataset loading script issue and a LlamaConfig validation error are unrelated." + }, + { + "left": "issue:46369", + "right": "issue:46909", + "accept": false, + "reason": "A SAM3-LiteText memory overflow and a broken DIA documentation example do not share the same underlying bug." + }, + { + "left": "issue:46305", + "right": "issue:46655", + "accept": false, + "reason": "Both concern window/padding math, but they affect different processors and are not clearly the same defect." + }, + { + "left": "issue:43475", + "right": "issue:46305", + "accept": false, + "reason": "Missing fpn_position_embeddings in SAM3 video output and a sliding-window off-by-one are different issues." + }, + { + "left": "issue:42907", + "right": "issue:46050", + "accept": false, + "reason": "Saving dequantized models and sinq save/load breakage are related broadly to quantization, but not the same concrete bug." + }, + { + "left": "issue:44263", + "right": "issue:44360", + "accept": false, + "reason": "These share the DSA indexer area, but one is about torch.split returns and the other about a missing ReLU." + }, + { + "left": "issue:42831", + "right": "issue:45310", + "accept": false, + "reason": "FP8 accuracy drift and a Qwen3.5 from_pretrained error are different symptoms and code paths." + }, + { + "left": "issue:45092", + "right": "issue:45357", + "accept": false, + "reason": "Both involve model compatibility, but one is meta-init incompatibility and the other is incorrect visual encoder key saving." + }, + { + "left": "issue:22355", + "right": "issue:27957", + "accept": false, + "reason": "A missing transformers.onnx module and an XLMRoberta flash-attention question are unrelated." + }, + { + "left": "issue:44483", + "right": "issue:45406", + "accept": false, + "reason": "Chat/completions request rejection and a Gemma4Processor attribute crash are different server bugs." + }, + { + "left": "issue:44279", + "right": "issue:46328", + "accept": false, + "reason": "A generic dependency issue and a padding performance regression are not the same underlying problem." + } + ] + }, + "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": 26, + "review_unit_index": 50, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-510", + "nodes": [ + "issue:22355", + "issue:27957", + "issue:28218", + "issue:30990", + "issue:33357", + "issue:39401", + "issue:41628", + "issue:42757", + "issue:42796", + "issue:42831", + "issue:42886", + "issue:42907", + "issue:42994", + "issue:43066", + "issue:43122", + "issue:43232", + "issue:43329", + "issue:43408", + "issue:43540", + "issue:43576", + "issue:43644", + "issue:43646", + "issue:43784", + "issue:43824", + "issue:43976", + "issue:44038", + "issue:44188", + "issue:44261", + "issue:44295", + "issue:44297", + "issue:44327", + "issue:44373", + "issue:44568", + "issue:44829", + "issue:44945", + "issue:44964", + "issue:45092", + "issue:45278", + "issue:45381", + "issue:45593", + "issue:45753", + "issue:46002", + "issue:46305", + "issue:46369", + "issue:46402", + "issue:46909", + "issue:47059" + ], + "soft_pairs": [ + "issue:44964|issue:47059", + "issue:42831|issue:44038", + "issue:44829|issue:46002", + "issue:45381|issue:46305", + "issue:41628|issue:43824", + "issue:43408|issue:46402", + "issue:44261|issue:45092", + "issue:43644|issue:46305", + "issue:22355|issue:28218", + "issue:42831|issue:45753", + "issue:44327|issue:47059", + "issue:39401|issue:44568", + "issue:42886|issue:42994", + "issue:42757|issue:45278", + "issue:43408|issue:46369", + "issue:44188|issue:44373", + "issue:42886|issue:43066", + "issue:27957|issue:30990", + "issue:42796|issue:43122", + "issue:45381|issue:46909", + "issue:43232|issue:45593", + "issue:43540|issue:46909", + "issue:43646|issue:46002", + "issue:42907|issue:44945", + "issue:30990|issue:33357", + "issue:44295|issue:44297", + "issue:42907|issue:44964", + "issue:43976|issue:44945", + "issue:43576|issue:43784", + "issue:43329|issue:47059" + ], + "prepared_review_unit_hash": "c79eb615df75c8ad2186703b8d004b89e35b8b5b780c1672a48ed0490c692168", + "component_budget": { + "node_count": 510, + "item_count": 510, + "soft_pair_count": 1874, + "serialized_chars": 972522, + "estimated_input_tokens": 243131, + "estimated_eval_tokens": 486518 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 35766, + "estimated_input_tokens": 8942, + "estimated_eval_tokens": 18140 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous: it mixes import/compatibility regressions, tokenizer behavior bugs, multimodal model failures, and unrelated runtime issues. Based on titles alone, none of the soft pairs looks like a safe duplicate merge.", + "confidence": 0.69, + "canonical_issue_reason": "Issue #45278 is the broadest umbrella for the import/compatibility regression subgroup, so it is the best single representative among the issue set.", + "canonical_pr_reason": null, + "best_issue_reason": "#45278 is the most general and central issue here, covering the widest compatibility-breakage pattern seen among the import-related reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44964", + "right": "issue:47059", + "accept": false, + "reason": "Different failures: model loading for Phi-4 multimodal vs a CLI completion attribute error in huggingface_hub." + }, + { + "left": "issue:42831", + "right": "issue:44038", + "accept": false, + "reason": "Both are model-related, but one is an FP8 accuracy issue and the other is a Qwen3-VL-Moe bug; no shared code-path is evident." + }, + { + "left": "issue:44829", + "right": "issue:46002", + "accept": false, + "reason": "Training degeneration with flash_attention_3 is not the same bug as NaNs after checkout/init in classification heads." + }, + { + "left": "issue:45381", + "right": "issue:46305", + "accept": false, + "reason": "Both involve sequence/position logic, but one is Qwen2.5-VL video position ids and the other is MoonshineStreaming window masking." + }, + { + "left": "issue:41628", + "right": "issue:43824", + "accept": false, + "reason": "Separate import errors for different symbols and models; they do not point to the same missing export." + }, + { + "left": "issue:43408", + "right": "issue:46402", + "accept": false, + "reason": "The warning about sam3_video vs sam3_tracker is unrelated to sam3 text encoder weights not loading." + }, + { + "left": "issue:44261", + "right": "issue:45092", + "accept": false, + "reason": "One is an MLA layernorm epsilon precision/config issue; the other is remote-code/meta-init incompatibility for InternVL2." + }, + { + "left": "issue:43644", + "right": "issue:46305", + "accept": false, + "reason": "Non-persistent buffer junk and an off-by-one streaming mask bug are different runtime defects." + }, + { + "left": "issue:22355", + "right": "issue:28218", + "accept": false, + "reason": "Missing transformers.onnx module is unrelated to tokenizer spacing after added tokens." + }, + { + "left": "issue:42831", + "right": "issue:45753", + "accept": false, + "reason": "FP8 accuracy regression is not the same as an infinite-loop image-specific generation bug." + }, + { + "left": "issue:44327", + "right": "issue:47059", + "accept": false, + "reason": "QA decode_spans kth-out-of-bounds is unrelated to a CLI completion object attribute regression." + }, + { + "left": "issue:39401", + "right": "issue:44568", + "accept": false, + "reason": "Wrong offset_mapping and missing BOS/EOS insertion are different tokenizer behaviors and likely different fixes." + }, + { + "left": "issue:42886", + "right": "issue:42994", + "accept": false, + "reason": "Offline tokenizer cache loading and quantized model saving are separate failure modes." + }, + { + "left": "issue:42757", + "right": "issue:45278", + "accept": false, + "reason": "#45278 is a broad import-regression umbrella, but #42757 is a specific huggingface_hub symbol import error; too broad to treat as the same bug." + }, + { + "left": "issue:43408", + "right": "issue:46369", + "accept": false, + "reason": "Model-type warning during instantiation is unrelated to memory overflow in sam3-litetext." + }, + { + "left": "issue:44188", + "right": "issue:44373", + "accept": false, + "reason": "Attention-kernel divergence on torch.compile does not match a docstring issue for position_ids." + }, + { + "left": "issue:42886", + "right": "issue:43066", + "accept": false, + "reason": "Offline cache loading and wrong tokenizer decoder type in v5 are distinct tokenizer regressions." + }, + { + "left": "issue:27957", + "right": "issue:30990", + "accept": false, + "reason": "Flash Attention 2 support for XLMRoberta is unrelated to Sentence Transformers getting stuck loading." + }, + { + "left": "issue:42796", + "right": "issue:43122", + "accept": false, + "reason": "Tokenizer BPE-marker handling and version-to-version tokenization differences are related only at a very broad level, not the same concrete bug." + }, + { + "left": "issue:45381", + "right": "issue:46909", + "accept": false, + "reason": "Video position id mismatch in Qwen2.5-VL is unrelated to a broken DIA documentation example." + }, + { + "left": "issue:43232", + "right": "issue:45593", + "accept": false, + "reason": "Generation kwargs after sync_gpus and D-FINE auxiliary-loss behavior are different subsystems and bugs." + }, + { + "left": "issue:43540", + "right": "issue:46909", + "accept": false, + "reason": "Qwen3OmniMoe video processing ValueError is unrelated to a documentation example issue." + }, + { + "left": "issue:43646", + "right": "issue:46002", + "accept": false, + "reason": "Custom model initialization breakage is not the same as NaNs in classification heads." + }, + { + "left": "issue:42907", + "right": "issue:44945", + "accept": false, + "reason": "Saving dequantized Ministrals/Devstrals and incorrect LLM output under pipeline parallelism are different problems." + }, + { + "left": "issue:30990", + "right": "issue:33357", + "accept": false, + "reason": "Loading hang in Sentence Transformers and a MacOS bus error with a CLIP model are not the same failure." + }, + { + "left": "issue:44295", + "right": "issue:44297", + "accept": false, + "reason": "Reading position_ids after buffer registration and tokenizer_class mismatch in tokenizer_config.json are unrelated." + }, + { + "left": "issue:42907", + "right": "issue:44964", + "accept": false, + "reason": "Quantized model save failure and Phi-4 multimodal load failure are different code paths." + }, + { + "left": "issue:43976", + "right": "issue:44945", + "accept": false, + "reason": "Python version compatibility and pipeline-parallel output correctness are separate issues." + }, + { + "left": "issue:43576", + "right": "issue:43784", + "accept": false, + "reason": "Broken transformers env command and sentence-transformers import NameError are unrelated." + }, + { + "left": "issue:43329", + "right": "issue:47059", + "accept": false, + "reason": "Undefined multimodal token helper variables in video processing are unrelated to the CLI completion regression." + } + ] + }, + "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": 26, + "review_unit_index": 51, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-510", + "nodes": [ + "issue:22355", + "issue:29127", + "issue:29159", + "issue:36296", + "issue:39401", + "issue:41628", + "issue:42175", + "issue:42371", + "issue:42757", + "issue:42907", + "issue:43116", + "issue:43122", + "issue:43278", + "issue:43408", + "issue:43452", + "issue:43475", + "issue:43756", + "issue:43784", + "issue:43824", + "issue:43937", + "issue:44038", + "issue:44060", + "issue:44117", + "issue:44222", + "issue:44263", + "issue:44295", + "issue:44297", + "issue:44351", + "issue:44360", + "issue:44485", + "issue:44488", + "issue:44521", + "issue:44625", + "issue:44704", + "issue:44779", + "issue:44829", + "issue:44938", + "issue:44945", + "issue:45200", + "issue:45216", + "issue:45278", + "issue:45290", + "issue:45478", + "issue:45600", + "issue:46172", + "issue:46326", + "issue:46614", + "issue:46762" + ], + "soft_pairs": [ + "issue:43756|issue:44060", + "issue:41628|issue:45278", + "issue:42907|issue:43937", + "issue:42371|issue:44263", + "issue:44117|issue:44704", + "issue:39401|issue:44488", + 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The soft pairs mostly share broad keywords like tokenizer, import, or model-regression, but they describe different code paths and symptoms, so none should be merged.", + "confidence": 0.97, + "canonical_issue_reason": "No canonical issue: the items span unrelated bugs across imports, tokenization, model config, saving/loading, and training behavior.", + "canonical_pr_reason": null, + "best_issue_reason": "No single issue is a good global representative; picking one would be arbitrary because the cluster is not a true duplicate group.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43756", + "right": "issue:44060", + "accept": false, + "reason": "Different Qwen3-Next vs Smollm3 model bugs; one is RoPE-layer drop, the other is a tied-weights warning." + }, + { + "left": "issue:41628", + "right": "issue:45278", + "accept": false, + "reason": "Both mention imports, but one is a missing AutoImageProcessor symbol and the other is a broad install/upgrade import breakage." + }, + { + "left": "issue:42907", + "right": "issue:43937", + "accept": false, + "reason": "Saving dequantized Minstral/Devstral models is unrelated to GLM-5 GenerationConfig validation." + }, + { + "left": "issue:42371", + "right": "issue:44263", + "accept": false, + "reason": "Packaging/backend installation issue is unrelated to the GlmMoeDsaIndexer torch.split behavior." + }, + { + "left": "issue:44117", + "right": "issue:44704", + "accept": false, + "reason": "TOKENIZER_MAPPING_NAMES None handling and AutoProcessor cached_file kwargs are different failure modes." + }, + { + "left": "issue:39401", + "right": "issue:44488", + "accept": false, + "reason": "Qwen3 offset_mapping is a tokenizer alignment bug; loading cjvt/sleng-bert is a separate model-loading issue." + }, + { + "left": "issue:43784", + "right": "issue:45600", + "accept": false, + "reason": "Sentence-transformers import NameError is unrelated to stale Sam3LiteText references in auto_mappings.py." + }, + { + "left": "issue:39401", + "right": "issue:44521", + "accept": false, + "reason": "Offset-mapping correctness and multimodal assistant_masks are distinct tokenizer/template bugs." + }, + { + "left": "issue:44625", + "right": "issue:44829", + "accept": false, + "reason": "num_labels propagation in Qwen3.5 is unrelated to flash_attention_3 causing degenerate training." + }, + { + "left": "issue:46172", + "right": "issue:46762", + "accept": false, + "reason": "Both are numerical/model issues, but they concern different models and different attention implementations." + }, + { + "left": "issue:44704", + "right": "issue:45290", + "accept": false, + "reason": "Passing kwargs to cached_file is a processor-loading bug; tool-call handling in apply_chat_template is a separate template bug." + }, + { + "left": "issue:43122", + "right": "issue:46326", + "accept": false, + "reason": "Both involve tokenizer behavior, but one is a version-to-version regression and the other is mistral_common continue_final_message handling." + }, + { + "left": "issue:44360", + "right": "issue:44485", + "accept": false, + "reason": "A missing ReLU in the DSA indexer is unrelated to GLM-5 RoPE implementation details." + }, + { + "left": "issue:43408", + "right": "issue:43475", + "accept": false, + "reason": "Sam3 video/tracker type warning and missing fpn_position_embeddings are different SAM3 code-path problems." + }, + { + "left": "issue:43122", + "right": "issue:44521", + "accept": false, + "reason": "Generic tokenization changes and multimodal assistant mask generation are not the same bug." + }, + { + "left": "issue:44038", + "right": "issue:44297", + "accept": false, + "reason": "Qwen3-VL-Moe version bug and tokenizer_class mismatch on save_pretrained are separate issues." + }, + { + "left": "issue:42907", + "right": "issue:43452", + "accept": false, + "reason": "Model dequantization save failures are unrelated to gguf_file load failures in tokenizer/model from_pretrained." + }, + { + "left": "issue:22355", + "right": "issue:29159", + "accept": false, + "reason": "Missing transformers.onnx module and slow/fast tokenizer inconsistency are unrelated." + }, + { + "left": "issue:44038", + "right": "issue:44295", + "accept": false, + "reason": "Qwen3-VL-Moe bug and position_ids buffer reading error are different model/runtime problems." + }, + { + "left": "issue:45216", + "right": "issue:45478", + "accept": false, + "reason": "One is a save_pretrained checkpoint regression; the other is a from_pretrained load error." + }, + { + "left": "issue:44038", + "right": "issue:44222", + "accept": false, + "reason": "Qwen3-VL-Moe failure and FP8 save_pretrained on moe are different model-saving paths." + }, + { + "left": "issue:43824", + "right": "issue:44351", + "accept": false, + "reason": "Missing Qwen2_5_VLForConditionalGeneration and missing HybridCache are just separate import errors." + }, + { + "left": "issue:43116", + "right": "issue:45200", + "accept": false, + "reason": "run_classification.py multi-label output issue is unrelated to Gemma 4 mm_token_type_ids defaults." + }, + { + "left": "issue:39401", + "right": "issue:46614", + "accept": false, + "reason": "Qwen3 offset_mapping and Wav2Vec2 phonemizer backend state are unrelated tokenizer bugs." + }, + { + "left": "issue:43122", + "right": "issue:44779", + "accept": false, + "reason": "A broad tokenizer regression in v5 is not the same as Deepseek-specific incorrect tokenization." + }, + { + "left": "issue:42757", + "right": "issue:44351", + "accept": false, + "reason": "Missing is_offline_mode from huggingface_hub and missing HybridCache are separate import failures." + }, + { + "left": "issue:36296", + "right": "issue:43116", + "accept": false, + "reason": "Tensor parallel training and multi-label classification empty outputs are unrelated." + }, + { + "left": "issue:43278", + "right": "issue:44945", + "accept": false, + "reason": "BF16-to-FP32 dtype drift in evaluation is unrelated to incorrect pipeline-parallel LLM output." + }, + { + "left": "issue:22355", + "right": "issue:29127", + "accept": false, + "reason": "An import error for transformers.onnx is unrelated to LayoutLMv3 box-validation error messaging." + }, + { + "left": "issue:42175", + "right": "issue:44938", + "accept": false, + "reason": "Torch extra backend packaging and Python 3.14 load failure are not the same underlying issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 52, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-510", + "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: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:45092", + "issue:45278", + "issue:45357", + "issue:45446", + "issue:45478", + "issue:45753", + "issue:46002", + "issue:46231", + "issue:46328", + "issue:46614", + "issue:46640", + "issue:46697", + "issue:46710", + "issue:46726", + "issue:46762", + "issue:46829", + "issue:46877", + "issue:46909", + "issue:46981" + ], + "soft_pairs": [ + "issue:43493|issue:45753", + "issue:44188|issue:46328", + "issue:46231|issue:46877", + "issue:42898|issue:46614", + "issue:43937|issue:44485", + "issue:38617|issue:45278", + "issue:43611|issue:46002", + "issue:43976|issue:45446", + "issue:44038|issue:45478", + "issue:43066|issue:44779", + "issue:42673|issue:45072", + "issue:44355|issue:46231", + "issue:44625|issue:46002", + "issue:45357|issue:45478", + "issue:43116|issue:43493", + "issue:44610|issue:46909", + "issue:45083|issue:45446", + "issue:44075|issue:44936", + "issue:42371|issue:43874", + "issue:46726|issue:46981", + "issue:43618|issue:46829", + "issue:43992|issue:44704", + "issue:43116|issue:43825", + "issue:43066|issue:46710", + "issue:28348|issue:46640", + "issue:44995|issue:46697", + "issue:42673|issue:42796", + "issue:45092|issue:46762" + ], + "prepared_review_unit_hash": "eb1bff780d959823ed74200a1ed7ee0c53dac887985ad2a47a9e6df50596e464", + "component_budget": { + "node_count": 510, + "item_count": 510, + "soft_pair_count": 1874, + "serialized_chars": 972522, + "estimated_input_tokens": 243131, + "estimated_eval_tokens": 486518 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 35828, + "estimated_input_tokens": 8957, + "estimated_eval_tokens": 18170 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab bag of Transformers v5 regressions and model-specific bugs; the soft pairs do not look like true duplicates under strict triage. I\u2019d use the broad upgrade-regression report as the canonical issue, since it is the most general umbrella among otherwise narrow reports.", + "confidence": 0.58, + "canonical_issue_reason": "Issue 45278 is the broadest umbrella report in the set: \u201cmany import errors after update\u201d can subsume narrower import-regression cases, while the others are mostly model-, tokenizer-, or API-specific.", + "canonical_pr_reason": null, + "best_issue_reason": "45278 is the best representative issue because it describes a general post-upgrade breakage pattern rather than one narrow model or function failure.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43493", + "right": "issue:45753", + "accept": false, + "reason": "Both are model behavior regressions, but they concern different models and different failure modes; not the same concrete bug." + }, + { + "left": "issue:44188", + "right": "issue:46328", + "accept": false, + "reason": "Attention-kernel divergence under torch.compile is unrelated to a padding-performance issue in SequenceFeatureExtractor.pad." + }, + { + "left": "issue:46231", + "right": "issue:46877", + "accept": false, + "reason": "Both touch documentation/runtime messaging, but they are different doc-related problems with no shared code path." + }, + { + "left": "issue:42898", + "right": "issue:46614", + "accept": false, + "reason": "One is a v5 tokenization cleanup behavior change, the other is a stale phonemizer backend state bug." + }, + { + "left": "issue:43937", + "right": "issue:44485", + "accept": false, + "reason": "Same model family, but one is invalid GenerationConfig handling and the other is a RoPE implementation discussion; not the same bug." + }, + { + "left": "issue:38617", + "right": "issue:45278", + "accept": false, + "reason": "The latter is a broad umbrella for many import failures, but the former is a specific missing-symbol ImportError; too little evidence they are the same underlying defect." + }, + { + "left": "issue:43611", + "right": "issue:46002", + "accept": false, + "reason": "Base-model-prefix loading regression and NaNs in classification heads are different failures." + }, + { + "left": "issue:43976", + "right": "issue:45446", + "accept": false, + "reason": "These are unrelated version-check/regression reports affecting different subsystems." + }, + { + "left": "issue:44038", + "right": "issue:45478", + "accept": false, + "reason": "Both involve Qwen/MoE models, but the titles point to different model variants and different load-time failures." + }, + { + "left": "issue:43066", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer regressions, but they target different tokenizers and different symptoms." + }, + { + "left": "issue:42673", + "right": "issue:45072", + "accept": false, + "reason": "VRAM leakage in threaded generation and bfloat16 dtype mismatches are unrelated issues." + }, + { + "left": "issue:44355", + "right": "issue:46231", + "accept": false, + "reason": "Running compiled Python files and a training API doc mismatch are not the same underlying bug." + }, + { + "left": "issue:44625", + "right": "issue:46002", + "accept": false, + "reason": "A missing num_labels propagation bug is not the same as NaNs in classification heads." + }, + { + "left": "issue:45357", + "right": "issue:45478", + "accept": false, + "reason": "Both are Qwen3.5/MoE-related, but one is a save_pretrained key regression and the other is a from_pretrained error; different code paths." + }, + { + "left": "issue:43116", + "right": "issue:43493", + "accept": false, + "reason": "An example-script multi-label classification bug is unrelated to a SigLIP2 implementation discrepancy." + }, + { + "left": "issue:44610", + "right": "issue:46909", + "accept": false, + "reason": "Processor input-size mismatch and a broken documentation example are not the same change or bug." + }, + { + "left": "issue:45083", + "right": "issue:45446", + "accept": false, + "reason": "A helper length-calculation bug in qwen3_omni_moe is unrelated to a PyTorch version check issue." + }, + { + "left": "issue:44075", + "right": "issue:44936", + "accept": false, + "reason": "Optimizer argument handling and trainer evaluate-after-train behavior are different bugs." + }, + { + "left": "issue:42371", + "right": "issue:43874", + "accept": false, + "reason": "TF32 API guidance and a missing image-patch method are unrelated." + }, + { + "left": "issue:46726", + "right": "issue:46981", + "accept": false, + "reason": "Both involve AutoProcessor.from_pretrained, but one is about missing vision backend handling and the other is HTTP 429 retry behavior; different concrete problems." + }, + { + "left": "issue:43618", + "right": "issue:46829", + "accept": false, + "reason": "Both are output-structure regressions, but they affect different models and different fields." + }, + { + "left": "issue:43992", + "right": "issue:44704", + "accept": false, + "reason": "Missing embed_tokens.weight in a model encoder load path is unrelated to AutoProcessor kwarg forwarding." + }, + { + "left": "issue:43116", + "right": "issue:43825", + "accept": false, + "reason": "An example classification bug and a pipeline error-message regression are distinct issues." + }, + { + "left": "issue:43066", + "right": "issue:46710", + "accept": false, + "reason": "Tokenizer decoder-type regression and an accuracy regression in a model checkpoint are not the same bug." + }, + { + "left": "issue:28348", + "right": "issue:46640", + "accept": false, + "reason": "Both mention Flash Attention 2, but one is a specific GPT2LMHeadModel support request and the other is a generic issue report without the same concrete scope." + }, + { + "left": "issue:44995", + "right": "issue:46697", + "accept": false, + "reason": "A stale indexer-cache crash on second forward pass is unrelated to image over-padding." + }, + { + "left": "issue:42673", + "right": "issue:42796", + "accept": false, + "reason": "VRAM leakage in multithreaded use and tokenizer BPE-marker handling are unrelated." + }, + { + "left": "issue:45092", + "right": "issue:46762", + "accept": false, + "reason": "Meta-init incompatibility for old remote-code checkpoints and numerical divergence in attention outputs are different classes of failures." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 53, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-510", + "nodes": [ + "issue:33453", + "issue:38617", + "issue:39401", + "issue:41628", + "issue:42222", + "issue:42617", + "issue:43064", + "issue:43122", + "issue:43408", + "issue:43441", + "issue:43450", + "issue:43673", + "issue:43742", + "issue:43824", + "issue:43827", + "issue:43937", + "issue:43986", + "issue:44117", + "issue:44263", + "issue:44291", + "issue:44380", + "issue:44410", + "issue:44466", + "issue:44779", + "issue:44829", + "issue:44977", + "issue:45071", + "issue:45081", + "issue:45216", + "issue:45310", + "issue:45341", + "issue:45362", + "issue:45405", + "issue:45446", + "issue:45561", + "issue:45563", + "issue:45588", + "issue:45632", + "issue:46002", + "issue:46077", + "issue:46298", + "issue:46328", + "issue:46512", + "issue:46752", + "issue:46762", + "issue:46981", + "issue:47000", + "issue:47059" + ], + "soft_pairs": [ + "issue:43827|issue:45446", + "issue:33453|issue:39401", + "issue:44263|issue:46762", + "issue:43824|issue:46981", + "issue:43064|issue:43673", + "issue:42222|issue:43441", + "issue:43673|issue:46328", + "issue:42222|issue:47000", + "issue:42222|issue:46752", + "issue:43937|issue:45563", + "issue:45405|issue:45446", + "issue:44380|issue:46077", + "issue:44291|issue:45071", + "issue:44117|issue:45588", + "issue:44466|issue:46002", + "issue:44410|issue:45310", + "issue:39401|issue:44779", + "issue:43450|issue:43986", + "issue:43937|issue:44977", + "issue:45071|issue:47059", + "issue:45341|issue:46328", + "issue:45071|issue:46512", + "issue:45341|issue:45561", + "issue:44829|issue:45216", + "issue:45632|issue:46981", + "issue:43408|issue:43742", + "issue:44117|issue:45081", + "issue:42617|issue:45341", + "issue:38617|issue:41628", + "issue:43122|issue:46298", + "issue:45362|issue:46328" + ], + "prepared_review_unit_hash": "c3a7e6223dead10b69ab48dcb3649d3fc6f20c4e4dde069a6ea41c3508d3da38", + "component_budget": { + "node_count": 510, + "item_count": 510, + "soft_pair_count": 1874, + "serialized_chars": 972522, + "estimated_input_tokens": 243131, + "estimated_eval_tokens": 486518 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36970, + "estimated_input_tokens": 9243, + "estimated_eval_tokens": 18742 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: most items are unrelated tokenizer/model/import/configuration regressions, so none of the proposed soft edges are safe duplicate merges. The best representative issue is the broad tokenization regression report in 43122, but it is still not a duplicate of the others.", + "confidence": 0.88, + "canonical_issue_reason": "issue:43122 is the clearest, most general regression report in the set: it compares v4.57.3 vs v5, describes a reproducible tokenizer behavior change, and is broad enough to represent the cluster better than the model-specific or one-off bugs.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43122 is the strongest overall issue candidate because it is explicit about a version regression, has clear reproduction impact, and is more representative than the narrower, model-specific reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43827", + "right": "issue:45446", + "accept": false, + "reason": "Docs referencing pipeline removals and a flex_attention import/version-check bug are different subsystems and different failure modes." + }, + { + "left": "issue:33453", + "right": "issue:39401", + "accept": false, + "reason": "Both are tokenizer-related, but one is a loading regression and the other is an offset_mapping correctness bug in a specific tokenizer." + }, + { + "left": "issue:44263", + "right": "issue:46762", + "accept": false, + "reason": "GlmMoeDsaIndexer split behavior and Minimax MSA attention numerical differences are unrelated model implementation bugs." + }, + { + "left": "issue:43824", + "right": "issue:46981", + "accept": false, + "reason": "A missing exported model class and repeated HTTP 429 retries in AutoProcessor are unrelated import vs networking issues." + }, + { + "left": "issue:43064", + "right": "issue:43673", + "accept": false, + "reason": "FSDP2/PEFT optimizer-state corruption and chunked_prefill cache handling do not describe the same code path." + }, + { + "left": "issue:42222", + "right": "issue:43441", + "accept": false, + "reason": "VitPose model breakage and Ministral FlashAttention failure are separate model-specific regressions." + }, + { + "left": "issue:43673", + "right": "issue:46328", + "accept": false, + "reason": "Cache missing during generation and an inefficient pad conversion in SequenceFeatureExtractor are different behaviors in different modules." + }, + { + "left": "issue:42222", + "right": "issue:47000", + "accept": false, + "reason": "VitPose model loading and RTDetrLoss infeasible cost matrix are unrelated model and loss-function bugs." + }, + { + "left": "issue:42222", + "right": "issue:46752", + "accept": false, + "reason": "VitPose model breakage and empty-list chat template failure are clearly different features and failure modes." + }, + { + "left": "issue:43937", + "right": "issue:45563", + "accept": false, + "reason": "Invalid GenerationConfig for GLM-5 and a stale warning in paged generate are not the same underlying bug." + }, + { + "left": "issue:45405", + "right": "issue:45446", + "accept": false, + "reason": "A released-version dependency bump problem and a PyTorch version check bug in flex_attention are unrelated." + }, + { + "left": "issue:44380", + "right": "issue:46077", + "accept": false, + "reason": "GPT2 attention-scaling being ignored and Gemma4 building causal masks despite bidirectional config are different attention semantics bugs." + }, + { + "left": "issue:44291", + "right": "issue:45071", + "accept": false, + "reason": "Unexpected _is_hf_initialized argument in init_empty_weights and PretrainedConfig type-checking breakage are distinct API compatibility issues." + }, + { + "left": "issue:44117", + "right": "issue:45588", + "accept": false, + "reason": "TOKENIZER_MAPPING_NAMES returning None and flash_attention.py crashing on s_aux=None are unrelated lookup vs attention-integration bugs." + }, + { + "left": "issue:44466", + "right": "issue:46002", + "accept": false, + "reason": "Inconsistent lm_head serialization and NaNs after checkout/init are different checkpointing/training symptoms." + }, + { + "left": "issue:44410", + "right": "issue:45310", + "accept": false, + "reason": "Missing projections in qwen3next layer 0 and Qwen3.5 MoE from_pretrained errors are model-family-specific and not clearly the same defect." + }, + { + "left": "issue:39401", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different model tokenizers and report different symptoms (offset mapping vs wrong outputs)." + }, + { + "left": "issue:43450", + "right": "issue:43986", + "accept": false, + "reason": "Batched video processor shape errors and AutoProcessor crashes without torchvision are separate video-processing issues." + }, + { + "left": "issue:43937", + "right": "issue:44977", + "accept": false, + "reason": "GLM-5 GenerationConfig validation and Qwen3.5 flash-attention generation failure are unrelated." + }, + { + "left": "issue:45071", + "right": "issue:47059", + "accept": false, + "reason": "PretrainedConfig type checking and a cli compatibility error with huggingface_hub are different breakages." + }, + { + "left": "issue:45341", + "right": "issue:46328", + "accept": false, + "reason": "A vague testing_utils bug and a padding performance issue in SequenceFeatureExtractor are not the same underlying change." + }, + { + "left": "issue:45071", + "right": "issue:46512", + "accept": false, + "reason": "Type-checking regressions in PretrainedConfig and stale config.dtype after from_config are different configuration-state issues." + }, + { + "left": "issue:45341", + "right": "issue:45561", + "accept": false, + "reason": "A generic testing_utils bug report and an xdist race on captured_info.txt are too different to merge as duplicates." + }, + { + "left": "issue:44829", + "right": "issue:45216", + "accept": false, + "reason": "FlashAttention-3 causing degenerate training and Qwen3.5 checkpoint serialization being incorrect are unrelated bugs." + }, + { + "left": "issue:45632", + "right": "issue:46981", + "accept": false, + "reason": "Local cache-path collisions and repeated 429 retries through HF_ENDPOINT are different request/path handling problems." + }, + { + "left": "issue:43408", + "right": "issue:43742", + "accept": false, + "reason": "Model-type mismatch warnings for sam3 and MobileLLM key errors are unrelated loading issues." + }, + { + "left": "issue:38617", + "right": "issue:41628", + "accept": false, + "reason": "Both are import errors, but they concern different missing exports and different API surfaces." + }, + { + "left": "issue:43122", + "right": "issue:46298", + "accept": false, + "reason": "Tokenization regression and noisy logging are unrelated." + }, + { + "left": "issue:45362", + "right": "issue:46328", + "accept": false, + "reason": "Qwen3.5 chat crashes and SequenceFeatureExtractor padding performance are unrelated feature areas." + } + ] + }, + "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": 26, + "review_unit_index": 54, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-510", + "nodes": [ + "issue:27957", + "issue:38617", + "issue:39401", + "issue:41628", + "issue:42222", + "issue:42371", + "issue:43012", + "issue:43066", + "issue:43097", + "issue:43122", + "issue:43208", + "issue:43352", + "issue:43441", + "issue:43577", + "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:44829", + "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:46617", + "issue:46762", + "issue:46894", + "issue:46981" + ], + "soft_pairs": [ + "issue:42222|issue:46178", + "issue:44877|issue:46231", + "issue:39401|issue:46209", + "issue:42371|issue:44261", + "issue:44484|issue:45310", + "issue:43937|issue:44496", + "issue:44261|issue:46762", + "issue:38617|issue:44220", + "issue:44933|issue:45278", + "issue:42371|issue:46617", + "issue:44075|issue:45656", + "issue:44410|issue:45478", + "issue:43208|issue:46894", + "issue:44263|issue:44485", + "issue:43066|issue:43122", + "issue:43097|issue:44493", + "issue:44077|issue:46981", + "issue:44483|issue:45464", + "issue:43673|issue:45341", + "issue:43931|issue:44410", + "issue:41628|issue:45071", + "issue:27957|issue:43352", + "issue:44484|issue:45478", + "issue:43874|issue:44261", + "issue:43012|issue:43577", + "issue:44263|issue:46172", + "issue:43441|issue:44829", + "issue:44360|issue:46172" + ], + "prepared_review_unit_hash": "edef4e1b7cf8dc5e867658a0ee1fed0bdb3aa0ae73eca407d6982f07c2889b68", + "component_budget": { + "node_count": 510, + "item_count": 510, + "soft_pair_count": 1874, + "serialized_chars": 972522, + "estimated_input_tokens": 243131, + "estimated_eval_tokens": 486518 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 35608, + "estimated_input_tokens": 8902, + "estimated_eval_tokens": 18060 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The Qwen3.5 MoE from_pretrained duplicate pair is 45310 \u2194 45478; 44484 is unrelated to that bug and should not be used as the canonical anchor. No PRs are present.", + "confidence": 0.93, + "canonical_issue_reason": "issue:45310 is the best canonical issue because it is the earliest report with the exact same Qwen3.5 MoE from_pretrained error title as issue:45478, making it the clearest representative of that duplicate report.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45310 is the strongest issue candidate overall: it is specific, earliest among the matching Qwen3.5 MoE from_pretrained reports, and it cleanly matches issue:45478 by title and topic.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42222", + "right": "issue:46178", + "accept": false, + "reason": "Different failures: ViTPose model breakage vs an unsupported tensorflow_text backend mapping error." + }, + { + "left": "issue:44877", + "right": "issue:46231", + "accept": false, + "reason": "One is a strict config-loading failure; the other is a documentation/parameter-name mismatch." + }, + { + "left": "issue:39401", + "right": "issue:46209", + "accept": false, + "reason": "Qwen3 tokenizer offset_mapping bugs and FP8 inference on B200 are unrelated problems." + }, + { + "left": "issue:42371", + "right": "issue:44261", + "accept": false, + "reason": "TF32 behavior guidance and MLA q_a_layernorm precision handling are different code paths and symptoms." + }, + { + "left": "issue:44484", + "right": "issue:45310", + "accept": false, + "reason": "44484 is about max_shard_size in save_pretrained, not the Qwen3.5 MoE from_pretrained bug in 45310." + }, + { + "left": "issue:43937", + "right": "issue:44496", + "accept": false, + "reason": "GLM-5 GenerationConfig validation and OLMo-Hybrid model_type loading are distinct model-loading issues." + }, + { + "left": "issue:44261", + "right": "issue:46762", + "accept": false, + "reason": "Layernorm epsilon precision mismatch is not the same as Minimax MSA attention numerical differences." + }, + { + "left": "issue:38617", + "right": "issue:44220", + "accept": false, + "reason": "ImportError for layer_type_validation is unrelated to _torch_extract_fbank_features()." + }, + { + "left": "issue:44933", + "right": "issue:45278", + "accept": false, + "reason": "A nonexistent image_utils import and broad import errors after upgrade are related only at a superficial level." + }, + { + "left": "issue:42371", + "right": "issue:46617", + "accept": false, + "reason": "TF32 settings behavior and trust_remote_code cache FileNotFoundError are unrelated." + }, + { + "left": "issue:44075", + "right": "issue:45656", + "accept": false, + "reason": "Unused SGD args and optimizer.step being called twice with deepspeed are different training-loop bugs." + }, + { + "left": "issue:44410", + "right": "issue:45478", + "accept": false, + "reason": "Missing qwen3next projections is unrelated to the Qwen3.5 MoE from_pretrained loading error." + }, + { + "left": "issue:43208", + "right": "issue:46894", + "accept": false, + "reason": "xLSTM training blockers and the CohereASR double-shift loss bug are different defects." + }, + { + "left": "issue:44263", + "right": "issue:44485", + "accept": false, + "reason": "torch.split return handling in GlmMoeDsaIndexer is unrelated to GLM-5 RoPE implementation." + }, + { + "left": "issue:43066", + "right": "issue:43122", + "accept": false, + "reason": "Both concern tokenizer behavior, but they describe different concrete failures." + }, + { + "left": "issue:43097", + "right": "issue:44493", + "accept": false, + "reason": "Removed tie_embeddings_and_encoder_decoder and unexpected position-id keys are different v5 migration issues." + }, + { + "left": "issue:44077", + "right": "issue:46981", + "accept": false, + "reason": "patchtsmixer post_init policy and AutoProcessor retry behavior on HTTP 429 are unrelated." + }, + { + "left": "issue:44483", + "right": "issue:45464", + "accept": false, + "reason": "Chat/completions request handling and Qwen3.5-0.8B streaming inference are different API/model-specific problems." + }, + { + "left": "issue:43673", + "right": "issue:45341", + "accept": false, + "reason": "GenerationMixin cache missing in chunked_prefill is unrelated to a testing_utils.py bug." + }, + { + "left": "issue:43931", + "right": "issue:44410", + "accept": false, + "reason": "Qwen3-VL weight-shape mismatch and missing qwen3next projections are separate model architecture/loading issues." + }, + { + "left": "issue:41628", + "right": "issue:45071", + "accept": false, + "reason": "AutoImageProcessor import failure and PretrainedConfig type-checking breakage are different import/type-system bugs." + }, + { + "left": "issue:27957", + "right": "issue:43352", + "accept": false, + "reason": "Both mention Flash Attention 2, but they are model-specific support gaps for different models." + }, + { + "left": "issue:44484", + "right": "issue:45478", + "accept": false, + "reason": "44484 is about save_pretrained max_shard_size, while 45478 is the Qwen3.5 MoE from_pretrained error; same broad 'pretrained' term is not enough." + }, + { + "left": "issue:43874", + "right": "issue:44261", + "accept": false, + "reason": "Missing get_number_of_image_patches and MLA q_a_layernorm epsilon precision are unrelated." + }, + { + "left": "issue:43012", + "right": "issue:43577", + "accept": false, + "reason": "A float32 precision warning during bf16 compilation and Blip2 dtype fields staying float32 are different dtype-handling issues." + }, + { + "left": "issue:44263", + "right": "issue:46172", + "accept": false, + "reason": "GlmMoeDsaIndexer split behavior and a deepseek-v4 tensor transform bug are unrelated code paths." + }, + { + "left": "issue:43441", + "right": "issue:44829", + "accept": false, + "reason": "Both mention FlashAttention, but the affected models and failure modes are different." + }, + { + "left": "issue:44360", + "right": "issue:46172", + "accept": false, + "reason": "Missing ReLU in the DSA indexer and the deepseek-v4 transform issue are different implementation defects." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The result is not grounded in the packet. The biggest error is that issue:44484 is about `max_shard_size in PreTrainedModel.save_pretrained()`, not the Qwen3.5 MoE `from_pretrained` bug, so the canonical/duplicate reasoning for 44484 \u2194 45478 is unsupported. The soft-edge accept on that pair is also not conservative. Also, issue:45310 and issue:45478 share the same Qwen3.5 MoE `from_pretrained` title and look like the more plausible duplicate pair. Please revise with stricter evidence-based matching." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 55, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-510", + "nodes": [ + "issue:38617", + "issue:42757", + "issue:42886", + "issue:42890", + "issue:43012", + "issue:43064", + "issue:43097", + "issue:43208", + "issue:43452", + "issue:43502", + "issue:43531", + "issue:43673", + "issue:43873", + "issue:43874", + "issue:43931", + "issue:43986", + "issue:43992", + "issue:44038", + "issue:44062", + "issue:44117", + "issue:44261", + "issue:44263", + "issue:44315", + "issue:44351", + "issue:44410", + "issue:44484", + "issue:44485", + "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:46710", + "issue:46752", + "issue:46821", + "issue:46897", + "issue:46981" + ], + "soft_pairs": [ + "issue:43931|issue:44038", + "issue:43097|issue:43452", + "issue:43986|issue:45341", + "issue:45003|issue:45341", + "issue:42886|issue:46981", + "issue:44261|issue:44485", + "issue:45753|issue:46369", + "issue:43531|issue:45341", + "issue:44117|issue:44987", + "issue:43097|issue:45588", + "issue:43673|issue:46123", + "issue:43874|issue:44263", + "issue:45440|issue:46172", + "issue:44410|issue:45375", + "issue:43986|issue:45372", + "issue:43097|issue:46050", + "issue:44038|issue:44410", + "issue:38617|issue:42757", + "issue:43064|issue:44315", + "issue:43208|issue:46897", + "issue:43986|issue:44484", + "issue:46655|issue:46664", + "issue:46298|issue:46752", + "issue:42890|issue:46298", + "issue:38617|issue:44351", + "issue:43097|issue:43873", + "issue:44062|issue:44117", + "issue:43012|issue:46821", + "issue:44117|issue:46701", + "issue:46172|issue:46710", + "issue:43502|issue:43992" + ], + "prepared_review_unit_hash": "1f25e097a86e4088e7e690613739c965d942bfb602f6f8d73eca99c21fa1e02c", + "component_budget": { + "node_count": 510, + "item_count": 510, + "soft_pair_count": 1874, + "serialized_chars": 972522, + "estimated_input_tokens": 243131, + "estimated_eval_tokens": 486518 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36804, + "estimated_input_tokens": 9201, + "estimated_eval_tokens": 18658 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous and mostly contains distinct bugs, regressions, and API issues. I would not merge any of the soft edges; they read as same subsystem/theme at most, not the same underlying change or failure.", + "confidence": 0.74, + "canonical_issue_reason": "Issue 43873 is the most discussion-heavy and broadly framed open bug in the set, so it is the best anchor even though the overall cluster is not a true duplicate group.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43873 is the strongest single representative by activity and impact, but it still does not match the other items closely enough to justify grouping them as duplicates.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43931", + "right": "issue:44038", + "accept": false, + "reason": "Different model families and failure modes: a weight-shape mismatch versus a Qwen3-VL-Moe bug; not the same concrete issue." + }, + { + "left": "issue:43097", + "right": "issue:43452", + "accept": false, + "reason": "One is an API removal/regression around tie_embeddings, the other is gguf_file loading behavior for pretrained models; unrelated code paths." + }, + { + "left": "issue:43986", + "right": "issue:45341", + "accept": false, + "reason": "Video model loading with missing torchvision is unrelated to a testing utility bug." + }, + { + "left": "issue:45003", + "right": "issue:45341", + "accept": false, + "reason": "sys.modules access in modeling_utils and a testing_utils issue are separate problems in different code paths." + }, + { + "left": "issue:42886", + "right": "issue:46981", + "accept": false, + "reason": "Both involve loading and network/offline behavior, but one is cache loading in offline mode and the other is repeated 429 retries via HF_ENDPOINT; not the same bug." + }, + { + "left": "issue:44261", + "right": "issue:44485", + "accept": false, + "reason": "Different model-specific implementation bugs: MLA layer norm epsilon handling versus GLM-5 RoPE implementation." + }, + { + "left": "issue:45753", + "right": "issue:46369", + "accept": false, + "reason": "A Qwen3_5 infinite-loop bug and a SAM3 memory overflow are unrelated model/runtime failures." + }, + { + "left": "issue:43531", + "right": "issue:45341", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior is unrelated to a testing utility fix." + }, + { + "left": "issue:44117", + "right": "issue:44987", + "accept": false, + "reason": "A tokenizer mapping None-handling bug is not the same as a model-loading failure for physical-intelligence/fast." + }, + { + "left": "issue:43097", + "right": "issue:45588", + "accept": false, + "reason": "Different failures: a removed API in v5.0.0 versus a flash_attention crash on s_aux=None." + }, + { + "left": "issue:43673", + "right": "issue:46123", + "accept": false, + "reason": "Cache handling during chunked_prefill and a pipeline batch-finalization bug are distinct issues." + }, + { + "left": "issue:43874", + "right": "issue:44263", + "accept": false, + "reason": "Both touch GLM-related code, but one is a missing image-patch method and the other is torch.split return-value handling." + }, + { + "left": "issue:45440", + "right": "issue:46172", + "accept": false, + "reason": "Different DeepSeek model implementations and different bugs; not mergeable as one fix." + }, + { + "left": "issue:44410", + "right": "issue:45375", + "accept": false, + "reason": "Qwen3Next missing projections and a missing config field in Qwen3_5MoeVisionConfig are separate model-definition issues." + }, + { + "left": "issue:43986", + "right": "issue:45372", + "accept": false, + "reason": "Loading a video model without torchvision and a mistral_common import error affecting Gemma 4 processor loading are unrelated." + }, + { + "left": "issue:43097", + "right": "issue:46050", + "accept": false, + "reason": "A save/load quantization bug is not the same as an API removal around tie_embeddings_and_encoder_decoder." + }, + { + "left": "issue:44038", + "right": "issue:44410", + "accept": false, + "reason": "Both are Qwen-related, but they concern different architectures and different missing-parameter failures." + }, + { + "left": "issue:38617", + "right": "issue:42757", + "accept": false, + "reason": "Both are import errors, but they are for different symbols from different dependencies and are not the same underlying breakage." + }, + { + "left": "issue:43064", + "right": "issue:44315", + "accept": false, + "reason": "FSDP2/PEFT optimizer-state corruption and Liger Kernel not applying with model_init are different training-path bugs." + }, + { + "left": "issue:43208", + "right": "issue:46897", + "accept": false, + "reason": "xLSTM training blockers and Florence2 double-shift loss are unrelated model-specific problems." + }, + { + "left": "issue:43986", + "right": "issue:44484", + "accept": false, + "reason": "A missing torchvision crash and a question about max_shard_size are not the same issue." + }, + { + "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; too different to merge." + }, + { + "left": "issue:46298", + "right": "issue:46752", + "accept": false, + "reason": "Noisy logging and an IndexError in apply_chat_template are unrelated." + }, + { + "left": "issue:42890", + "right": "issue:46298", + "accept": false, + "reason": "A flaky test needing set_seed is not the same as a logging-message issue." + }, + { + "left": "issue:38617", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but one is a missing internal symbol and the other is a missing public cache class; different regression surfaces." + }, + { + "left": "issue:43097", + "right": "issue:43873", + "accept": false, + "reason": "One is an API-removal complaint, the other is a quantization/offloading behavior bug; they do not share the same code-path failure." + }, + { + "left": "issue:44062", + "right": "issue:44117", + "accept": false, + "reason": "A tokenizers.AddedToken constructor conflict and a tokenizer-mapping None assumption are separate tokenizer-loading bugs." + }, + { + "left": "issue:43012", + "right": "issue:46821", + "accept": false, + "reason": "A PyTorch warning about compiling bfloat16 models and an AttributeError for TimesFM window_size are unrelated." + }, + { + "left": "issue:44117", + "right": "issue:46701", + "accept": false, + "reason": "Tokenizer mapping handling and a DiffusionGemmaGenerationOutput pipeline failure are different failures." + }, + { + "left": "issue:46172", + "right": "issue:46710", + "accept": false, + "reason": "A DeepSeek-V4 tensor-transpose bug and an accuracy regression after upgrading Transformers are not the same concrete issue." + }, + { + "left": "issue:43502", + "right": "issue:43992", + "accept": false, + "reason": "Local-files-only API requests and a UMT5Encoder missing embed_tokens.weight are different loading bugs." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 56, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-510", + "nodes": [ + "issue:36683", + "issue:38617", + "issue:42175", + "issue:42490", + "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:43906", + "issue:43976", + "issue:43986", + "issue:43992", + "issue:44016", + "issue:44077", + "issue:44162", + "issue:44222", + "issue:44368", + "issue:44380", + "issue:44483", + "issue:44484", + "issue:44514", + "issue:44655", + "issue:44704", + "issue:44936", + "issue:44938", + "issue:45103", + "issue:45478", + "issue:45479", + "issue:45584", + "issue:45712", + "issue:45753", + "issue:46132", + "issue:46172", + "issue:46178", + "issue:46298", + "issue:46365", + "issue:46421", + "issue:47059" + ], + "soft_pairs": [ + "issue:44704|issue:45103", + "issue:44936|issue:46365", + "issue:44380|issue:46421", + "issue:44938|issue:46178", + "issue:43986|issue:44016", + "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:43352|issue:43976", + "issue:43825|issue:44655", + "issue:43352|issue:44380", + "issue:43208|issue:43550", + "issue:43066|issue:43906", + "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:36683|issue:43582", + "issue:44380|issue:45479", + "issue:42757|issue:43824", + "issue:42175|issue:46365", + "issue:43064|issue:44380", + "issue:42490|issue:43012", + "issue:44483|issue:44514", + "issue:38617|issue:43502" + ], + "prepared_review_unit_hash": "9cfc4df45a69335c8182aa2987ee499c4535471f2035c8f2bbb69c90e5844a40", + "component_budget": { + "node_count": 510, + "item_count": 510, + "soft_pair_count": 1874, + "serialized_chars": 972522, + "estimated_input_tokens": 243131, + "estimated_eval_tokens": 486518 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36929, + "estimated_input_tokens": 9233, + "estimated_eval_tokens": 18722 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "No soft edge pair looks like a true duplicate; the issues span distinct regressions across import, model, training, and packaging paths. I selected a high-signal core API import regression as the representative issue.", + "confidence": 0.61, + "canonical_issue_reason": "Issue 43824 is the most representative high-impact core API regression in this set: a direct import failure from the main transformers namespace with multiple inbound references and substantial discussion.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43824 is the best standalone representative because it is concrete, user-facing, and points to a focused fix path in the library's public import surface.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44704", + "right": "issue:45103", + "accept": false, + "reason": "Different failures: kwargs forwarding in AutoProcessor loading vs docstring processing crashing on future annotations." + }, + { + "left": "issue:44936", + "right": "issue:46365", + "accept": false, + "reason": "Trainer.evaluate after train is unrelated to an import failure caused by the datasets package." + }, + { + "left": "issue:44380", + "right": "issue:46421", + "accept": false, + "reason": "GPT-2 attention scaling being ignored is a model/backend bug, not the chunked-prefill recompilation issue." + }, + { + "left": "issue:44938", + "right": "issue:46178", + "accept": false, + "reason": "Python 3.14 load failure and an invalid tensorflow_text backend mapping are different compatibility problems." + }, + { + "left": "issue:43986", + "right": "issue:44016", + "accept": false, + "reason": "Missing torchvision during AutoProcessor loading is unrelated to a notebook syntax error." + }, + { + "left": "issue:42907", + "right": "issue:45753", + "accept": false, + "reason": "Saving dequantized models and an infinite-loop vision bug are different model behaviors and code paths." + }, + { + "left": "issue:42907", + "right": "issue:44655", + "accept": false, + "reason": "Both mention saving, but one is dequantized model persistence and the other is pipeline save_pretrained behavior." + }, + { + "left": "issue:43012", + "right": "issue:43550", + "accept": false, + "reason": "A warning during bfloat16 compilation is not the same as a concrete torch.compile SDPA failure." + }, + { + "left": "issue:45712", + "right": "issue:46298", + "accept": false, + "reason": "Left is dummy-class cleanup/repo hygiene; right is a logging message issue." + }, + { + "left": "issue:43012", + "right": "issue:44368", + "accept": false, + "reason": "These are different warnings from different config paths, not the same bug." + }, + { + "left": "issue:43992", + "right": "issue:44484", + "accept": false, + "reason": "Missing embed_tokens weights on load is unrelated to max_shard_size defaults in save_pretrained." + }, + { + "left": "issue:43352", + "right": "issue:43976", + "accept": false, + "reason": "Model feature support for Flash Attention and Python-version compatibility are separate issues." + }, + { + "left": "issue:43825", + "right": "issue:44655", + "accept": false, + "reason": "A misleading pipeline error message is unrelated to saving Pipeline objects." + }, + { + "left": "issue:43208", + "right": "issue:43550", + "accept": false, + "reason": "xLSTM training bugs are not the same as Bamba SDPA compile failures." + }, + { + "left": "issue:43066", + "right": "issue:43906", + "accept": false, + "reason": "Wrong tokenizer decoder type and an isolated reproduction of another issue are not enough to establish the same bug." + }, + { + "left": "issue:43097", + "right": "issue:46298", + "accept": false, + "reason": "A removed config option and a noisy logging message do not share the same underlying defect." + }, + { + "left": "issue:45584", + "right": "issue:46365", + "accept": false, + "reason": "Whisper empty-transcription generation failure is unrelated to Trainer import conflicts." + }, + { + "left": "issue:44380", + "right": "issue:46132", + "accept": false, + "reason": "Ignored GPT-2 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 dtype/transpose bug in deepseek-v4." + }, + { + "left": "issue:44077", + "right": "issue:46365", + "accept": false, + "reason": "patchtsmixer post_init validation and an import conflict with datasets are unrelated." + }, + { + "left": "issue:42890", + "right": "issue:47059", + "accept": false, + "reason": "Seed-related flaky tests are unrelated to a huggingface_hub CLI attribute error." + }, + { + "left": "issue:44222", + "right": "issue:45478", + "accept": false, + "reason": "FP8 save_pretrained behavior and Qwen3.5 MoE from_pretrained errors are related by model family only, not the same bug." + }, + { + "left": "issue:36683", + "right": "issue:43582", + "accept": false, + "reason": "Gemma3Config missing vocab_size and an Apple Silicon allocator TypeError are unrelated." + }, + { + "left": "issue:44380", + "right": "issue:45479", + "accept": false, + "reason": "Attention scaling being ignored is not the same as a degenerate zero-loss classification setup." + }, + { + "left": "issue:42757", + "right": "issue:43824", + "accept": false, + "reason": "Both are import errors, but they involve different missing symbols and different packages." + }, + { + "left": "issue:42175", + "right": "issue:46365", + "accept": false, + "reason": "TensorFlow backend packaging and a Trainer import conflict with datasets are different dependency issues." + }, + { + "left": "issue:43064", + "right": "issue:44380", + "accept": false, + "reason": "FSDP2 optimizer state corruption and GPT-2 attention scaling are distinct training vs inference bugs." + }, + { + "left": "issue:42490", + "right": "issue:43012", + "accept": false, + "reason": "Local-path slash warning and bfloat16 compilation warning are different warning/loader behaviors." + }, + { + "left": "issue:44483", + "right": "issue:44514", + "accept": false, + "reason": "Chat-completions request rejection and batched chat-template crashes are separate API failures." + }, + { + "left": "issue:38617", + "right": "issue:43502", + "accept": false, + "reason": "Importing layer_type_validation and making requests despite local_files_only=True are unrelated 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": 26, + "review_unit_index": 57, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-510", + "nodes": [ + "issue:29870", + "issue:33453", + "issue:36010", + "issue:36296", + "issue:36683", + "issue:42757", + "issue:42994", + "issue:43010", + "issue:43064", + "issue:43208", + "issue:43299", + "issue:43352", + "issue:43475", + "issue:43525", + "issue:43526", + "issue:43611", + "issue:43618", + "issue:43756", + "issue:43761", + "issue:43867", + "issue:43937", + "issue:43976", + "issue:43992", + "issue:44038", + "issue:44075", + "issue:44077", + "issue:44230", + "issue:44355", + "issue:44380", + "issue:44483", + "issue:44485", + "issue:44492", + "issue:44625", + "issue:44655", + "issue:44908", + "issue:44938", + "issue:45216", + "issue:45276", + "issue:45278", + "issue:45290", + "issue:45310", + "issue:46050", + "issue:46077", + "issue:46082", + "issue:46365", + "issue:46851", + "issue:46877", + "issue:47059" + ], + "soft_pairs": [ + "issue:43618|issue:44380", + "issue:43756|issue:44485", + "issue:43618|issue:43761", + "issue:43208|issue:43526", + "issue:45276|issue:46077", + "issue:36010|issue:42757", + "issue:43299|issue:43867", + "issue:42994|issue:44655", + "issue:44483|issue:45290", + "issue:44038|issue:44230", + "issue:44625|issue:46365", + "issue:43352|issue:43937", + "issue:44355|issue:46877", + "issue:36683|issue:43475", + "issue:43611|issue:44655", + "issue:44625|issue:46077", + "issue:44655|issue:46050", + "issue:44938|issue:47059", + "issue:43976|issue:44938", + "issue:43867|issue:45216", + "issue:36683|issue:44077", + "issue:46077|issue:46082", + "issue:43618|issue:45216", + "issue:36683|issue:43525", + "issue:36683|issue:44625", + "issue:29870|issue:36296", + "issue:43064|issue:44492", + "issue:43010|issue:45278", + "issue:44075|issue:46365", + "issue:43992|issue:45310", + "issue:44908|issue:46851", + "issue:29870|issue:33453" + ], + "prepared_review_unit_hash": "ac4cd36e9ca08ffe82ccdc04efb65b440865027cf9a275bc6b188ceff7b3fd0c", + "component_budget": { + "node_count": 510, + "item_count": 510, + "soft_pair_count": 1874, + "serialized_chars": 972522, + "estimated_input_tokens": 243131, + "estimated_eval_tokens": 486518 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 36880, + "estimated_input_tokens": 9220, + "estimated_eval_tokens": 18696 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is highly heterogeneous: model-loading errors, config regressions, training bugs, serialization issues, and unrelated import failures. I do not see any soft pair that is safely the same underlying bug/change, so none should be merged as duplicates.", + "confidence": 0.92, + "canonical_issue_reason": "Issue 45278 is the broadest umbrella-style report in the group ('many import errors after update'), so it is the least specific and most representative anchor, even though the cluster is not a true duplicate set.", + "canonical_pr_reason": null, + "best_issue_reason": "45278 is the closest thing to a cluster anchor because it describes a general post-upgrade regression rather than a narrow model-specific bug.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43618", + "right": "issue:44380", + "accept": false, + "reason": "Both are regressions, but one is a CLIP output-field issue and the other is GPT2 attention scaling under SDPA/FlashAttention; different code paths and symptoms." + }, + { + "left": "issue:43756", + "right": "issue:44485", + "accept": false, + "reason": "Smollm3 RoPE-layer truncation and GLM-5 RoPE implementation are different model-family behaviors, not the same bug." + }, + { + "left": "issue:43618", + "right": "issue:43761", + "accept": false, + "reason": "Both affect CLIP vision outputs, but one loses attentions and the other loses hidden_states; too specific to treat as one duplicate without stronger evidence." + }, + { + "left": "issue:43208", + "right": "issue:43526", + "accept": false, + "reason": "xLSTM training bugs and BeitImageProcessorFast label reduction are unrelated subsystems and failures." + }, + { + "left": "issue:45276", + "right": "issue:46077", + "accept": false, + "reason": "Both mention Gemma4, but one is about embedding resize propagation and the other about bidirectional attention masks; separate bugs." + }, + { + "left": "issue:36010", + "right": "issue:42757", + "accept": false, + "reason": "Different import failures from different dependencies: GenerationMixin vs is_offline_mode." + }, + { + "left": "issue:43299", + "right": "issue:43867", + "accept": false, + "reason": "Qwen3VL MoE loading and sorted-state_dict loading errors are not the same failure mode." + }, + { + "left": "issue:42994", + "right": "issue:44655", + "accept": false, + "reason": "Quantized-model save failure and Pipeline save_pretrained serialization are distinct problems." + }, + { + "left": "issue:44483", + "right": "issue:45290", + "accept": false, + "reason": "Chat/completions request validation and apply_chat_template crashes are different surfaces and likely different fixes." + }, + { + "left": "issue:44038", + "right": "issue:44230", + "accept": false, + "reason": "One is a broken Qwen3-VL-Moe loading bug; the other is a request for fp8 inference support." + }, + { + "left": "issue:44625", + "right": "issue:46365", + "accept": false, + "reason": "Qwen3.5 num_labels propagation and Trainer import failing with datasets installed are unrelated." + }, + { + "left": "issue:43352", + "right": "issue:43937", + "accept": false, + "reason": "Flash Attention support for NemotronHForCausalLM and GLM-5 GenerationConfig validation are different issues." + }, + { + "left": "issue:44355", + "right": "issue:46877", + "accept": false, + "reason": "Compiled Python file errors and auto_docstring stdout noise are unrelated." + }, + { + "left": "issue:36683", + "right": "issue:43475", + "accept": false, + "reason": "Gemma3Config vocab_size missing and SAM 3 Video missing fpn_position_embeddings are different model-specific attribute bugs." + }, + { + "left": "issue:43611", + "right": "issue:44655", + "accept": false, + "reason": "base_model_prefix loading regression and Pipeline save_pretrained serialization are not the same underlying bug." + }, + { + "left": "issue:44625", + "right": "issue:46077", + "accept": false, + "reason": "num_labels propagation and Gemma4 attention-mask behavior are unrelated." + }, + { + "left": "issue:44655", + "right": "issue:46050", + "accept": false, + "reason": "Pipeline serialization and quantized sinq save/load roundtrip failures are distinct code paths." + }, + { + "left": "issue:44938", + "right": "issue:47059", + "accept": false, + "reason": "Different environment/dependency failures: Python 3.14 loading vs a cli group API change in huggingface_hub." + }, + { + "left": "issue:43976", + "right": "issue:44938", + "accept": false, + "reason": "Both are version-compatibility reports, but they target different Python versions and failure modes." + }, + { + "left": "issue:43867", + "right": "issue:45216", + "accept": false, + "reason": "Sorted state_dict load errors and Qwen3.5 save_pretrained corruption are not the same issue." + }, + { + "left": "issue:36683", + "right": "issue:44077", + "accept": false, + "reason": "Gemma3 config attribute bug and patchtsmixer post_init validation are unrelated." + }, + { + "left": "issue:46077", + "right": "issue:46082", + "accept": false, + "reason": "Gemma4 bidirectional attention masking and LlamaConfig head_dim validation are different config bugs." + }, + { + "left": "issue:43618", + "right": "issue:45216", + "accept": false, + "reason": "CLIP attentions regression and Qwen3.5 checkpoint saving corruption are unrelated." + }, + { + "left": "issue:36683", + "right": "issue:43525", + "accept": false, + "reason": "Gemma3 missing vocab_size and Llama4 missing pad_token_id are different model configs and error paths." + }, + { + "left": "issue:36683", + "right": "issue:44625", + "accept": false, + "reason": "Gemma3Config vocab_size and Qwen3.5 num_labels propagation are unrelated config issues." + }, + { + "left": "issue:29870", + "right": "issue:36296", + "accept": false, + "reason": "Bart generate() decoder_attention_mask bug and tensor-parallel training bug are different functional areas." + }, + { + "left": "issue:43064", + "right": "issue:44492", + "accept": false, + "reason": "FSDP2/PEFT optimizer state mismatch and a cache-strategy typo are not the same bug." + }, + { + "left": "issue:43010", + "right": "issue:45278", + "accept": false, + "reason": "Cache update no_grad behavior and broad import errors after upgrade are unrelated." + }, + { + "left": "issue:44075", + "right": "issue:46365", + "accept": false, + "reason": "SGD args ignored and Trainer import failing with datasets are different problems." + }, + { + "left": "issue:43992", + "right": "issue:45310", + "accept": false, + "reason": "UMT5Encoder missing embed_tokens.weight and Qwen3.5 MoE from_pretrained regression are different loading failures." + }, + { + "left": "issue:44908", + "right": "issue:46851", + "accept": false, + "reason": "Scheduler kwargs being ignored and Qwen3.5 variable-length position_ids support are unrelated." + }, + { + "left": "issue:29870", + "right": "issue:33453", + "accept": false, + "reason": "Bart generation mask bug and tokenizer loading regression are different issues with no concrete overlap." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 58, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-510", + "nodes": [ + "issue:28282", + "issue:30333", + "issue:33453", + "issue:36296", + "issue:36683", + "issue:41669", + "issue:42890", + "issue:42898", + "issue:43010", + "issue:43064", + "issue:43065", + "issue:43502", + "issue:43575", + "issue:43576", + "issue:43618", + "issue:43723", + "issue:43824", + "issue:43867", + "issue:43874", + "issue:43976", + "issue:43992", + "issue:44062", + "issue:44077", + "issue:44112", + "issue:44222", + "issue:44246", + "issue:44355", + "issue:44360", + "issue:44387", + "issue:44393", + "issue:44485", + "issue:44556", + "issue:44734", + "issue:44855", + "issue:44964", + "issue:45125", + "issue:45357", + "issue:45375", + "issue:45440", + "issue:45478", + "issue:45561", + "issue:45850", + "issue:46132", + "issue:46202", + "issue:46285", + "issue:46617", + "issue:46664", + "issue:47000" + ], + "soft_pairs": [ + "issue:44393|issue:47000", + "issue:43867|issue:46202", + "issue:44355|issue:44855", + "issue:36683|issue:43064", + "issue:43867|issue:45375", + "issue:42890|issue:45561", + "issue:43010|issue:45850", + "issue:36296|issue:43575", + "issue:41669|issue:44246", + "issue:43618|issue:44077", + "issue:43010|issue:43976", + "issue:43867|issue:45357", + "issue:43992|issue:45478", + "issue:28282|issue:33453", + "issue:43618|issue:46285", + "issue:44360|issue:45440", + "issue:42890|issue:44964", + "issue:42890|issue:44112", + "issue:43502|issue:44062", + "issue:42898|issue:46664", + "issue:44734|issue:46617", + "issue:43723|issue:44556", + "issue:44222|issue:45125", + "issue:43502|issue:44485", + "issue:43824|issue:46617", + "issue:43010|issue:43065", + "issue:43874|issue:46617", + "issue:43576|issue:46132", + "issue:44387|issue:44556", + "issue:30333|issue:33453", + "issue:45125|issue:45478" + ], + "prepared_review_unit_hash": "c235750950b230b332a74059737a08eeb66315c6b8856b8f18ba8a5bea66b993", + "component_budget": { + "node_count": 510, + "item_count": 510, + "soft_pair_count": 1874, + "serialized_chars": 972522, + "estimated_input_tokens": 243131, + "estimated_eval_tokens": 486518 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36693, + "estimated_input_tokens": 9174, + "estimated_eval_tokens": 18604 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a set of superficially similar but unrelated issue reports; the soft pairs share broad subsystem keywords, not the same underlying bug. No pull requests are present, and there is no strong duplicate canonical among the issues.", + "confidence": 0.97, + "canonical_issue_reason": "No clear duplicate canonical exists because the issues span many unrelated bugs. If forced to choose one representative, issue 46617 is the broadest open loading-related report, but it is only a loose bucket, not a true center of a duplicate set.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 46617 is the best loose representative because it is open, recent, and broadly about model loading/cache behavior. Still, the set is heterogeneous, so this is a triage convenience choice rather than a real duplicate canonical.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44393", + "right": "issue:47000", + "accept": false, + "reason": "Different models and failures: Qwen3-VL bounding-box output vs RTDetr loss assignment/OOM-like cost-matrix infeasibility." + }, + { + "left": "issue:43867", + "right": "issue:46202", + "accept": false, + "reason": "Both are model-loading related, but one is a sorted-state_dict load failure and the other is a Gemma pipeline roundtrip/tokenization issue." + }, + { + "left": "issue:44355", + "right": "issue:44855", + "accept": false, + "reason": "Both mention runtime/import problems, but the concrete causes are different: compiled Python file errors vs a Python 3.13 decorator/comment parsing issue." + }, + { + "left": "issue:36683", + "right": "issue:43064", + "accept": false, + "reason": "Unrelated bugs: missing Gemma3Config vocab_size vs distributed training optimizer-state corruption under FSDP2/PEFT." + }, + { + "left": "issue:43867", + "right": "issue:45375", + "accept": false, + "reason": "Different model families and different failures: generic load/state_dict sorting vs missing Qwen3.5 vision config field." + }, + { + "left": "issue:42890", + "right": "issue:45561", + "accept": false, + "reason": "Both are test-flakiness reports, but one is missing set_seed in a specific integration test and the other is an xdist file race in testing utils." + }, + { + "left": "issue:43010", + "right": "issue:45850", + "accept": false, + "reason": "One is a specific no_grad decoration request; the other is a broad complaint that v5 breaks too many models." + }, + { + "left": "issue:36296", + "right": "issue:43575", + "accept": false, + "reason": "Tensor-parallel is the only overlap; one is a training bug and the other is an OOM while loading a large model." + }, + { + "left": "issue:41669", + "right": "issue:44246", + "accept": false, + "reason": "Both concern import performance, but one is about removing import * from models and the other is a vague slow import report." + }, + { + "left": "issue:43618", + "right": "issue:44077", + "accept": false, + "reason": "Different concrete bugs: CLIPOutput attentions assignment vs patchtsmixer post_init policy." + }, + { + "left": "issue:43010", + "right": "issue:43976", + "accept": false, + "reason": "Different scopes: cache/layer no_grad decoration versus a Python-version compatibility regression." + }, + { + "left": "issue:43867", + "right": "issue:45357", + "accept": false, + "reason": "Both involve model loading/saving, but one is a state_dict ordering load issue and the other is incorrect visual encoder keys on save_pretrained." + }, + { + "left": "issue:43992", + "right": "issue:45478", + "accept": false, + "reason": "Both are from_pretrained-related, but they target different models and do not describe the same failure mode." + }, + { + "left": "issue:28282", + "right": "issue:33453", + "accept": false, + "reason": "An AutoModel PyTorch-missing ImportError is unrelated to a tokenizer-loading regression." + }, + { + "left": "issue:43618", + "right": "issue:46285", + "accept": false, + "reason": "Both mention CLIP, but one is missing attentions assignment and the other is an internal structure change between two text model classes." + }, + { + "left": "issue:44360", + "right": "issue:45440", + "accept": false, + "reason": "Completely different topics: DSA indexer activation vs DeepSeekV3 implementation divergence." + }, + { + "left": "issue:42890", + "right": "issue:44964", + "accept": false, + "reason": "A flaky test seed issue is not the same as a model-loading failure for Phi-4 multimodal." + }, + { + "left": "issue:42890", + "right": "issue:44112", + "accept": false, + "reason": "Different test failures: missing set_seed in one integration test versus a stale device override CI issue." + }, + { + "left": "issue:43502", + "right": "issue:44062", + "accept": false, + "reason": "Local-files-only API leakage is unrelated to the AddedToken special-argument TypeError." + }, + { + "left": "issue:42898", + "right": "issue:46664", + "accept": false, + "reason": "Tokenization cleanup behavior in v5 is unrelated to SmolVLM video num_frames semantics." + }, + { + "left": "issue:44734", + "right": "issue:46617", + "accept": false, + "reason": "A serve/KV-cache tensor indexing crash is a different code path from a trust_remote_code cache FileNotFoundError." + }, + { + "left": "issue:43723", + "right": "issue:44556", + "accept": false, + "reason": "Tokenizer loading regression and checkpoint reload incompatibility after version upgrade are similar only at a high level." + }, + { + "left": "issue:44222", + "right": "issue:45125", + "accept": false, + "reason": "FP8 save_pretrained for MoE and missing _tp_plan for tensor parallelism are distinct issues." + }, + { + "left": "issue:43502", + "right": "issue:44485", + "accept": false, + "reason": "local_files_only API requests leaking to network is unrelated to GLM-5 RoPE implementation discussion." + }, + { + "left": "issue:43824", + "right": "issue:46617", + "accept": false, + "reason": "Missing exported Qwen2.5-VL symbol is unrelated to cache-based trust_remote_code loading." + }, + { + "left": "issue:43874", + "right": "issue:46617", + "accept": false, + "reason": "Missing image-patch helper in GLM46V is a model-specific multimodal bug, not a cache-loading FileNotFoundError." + }, + { + "left": "issue:43576", + "right": "issue:46132", + "accept": false, + "reason": "A broken transformers env command and an AttentionInterface.register behavior change are different features and failures." + }, + { + "left": "issue:44387", + "right": "issue:44556", + "accept": false, + "reason": "Int4 quantization memory regression is not the same as a v4-to-v5 checkpoint reload incompatibility." + }, + { + "left": "issue:30333", + "right": "issue:33453", + "accept": false, + "reason": "MLflow job-reporting behavior after failure is unrelated to tokenizer-loading regression." + }, + { + "left": "issue:45125", + "right": "issue:45478", + "accept": false, + "reason": "One is a missing tensor-parallel plan, the other is a broader from_pretrained error; same model family, but not enough evidence of the same bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 59, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-510", + "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:43673", + "issue:43824", + "issue:43827", + "issue:43901", + "issue:44222", + "issue:44230", + "issue:44273", + "issue:44315", + "issue:44351", + "issue:44355", + "issue:44360", + "issue:44485", + "issue:44492", + "issue:44556", + "issue:44749", + "issue:44961", + "issue:45071", + "issue:45125", + "issue:45362", + "issue:45375", + "issue:45468", + "issue:45542", + "issue:45850", + "issue:46143", + "issue:46144", + "issue:46209", + "issue:46617", + "issue:46664", + "issue:46726", + "issue:47059" + ], + "soft_pairs": [ + "issue:42548|issue:44351", + "issue:30990|issue:31795", + "issue:44355|issue:44749", + "issue:45125|issue:45375", + "issue:43502|issue:44222", + "issue:43502|issue:44961", + "issue:43827|issue:44961", + "issue:46664|issue:46726", + "issue:43010|issue:43232", + "issue:30333|issue:36296", + "issue:29870|issue:31795", + "issue:43299|issue:44556", + "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:44315|issue:44360", + "issue:44961|issue:45468", + "issue:44485|issue:44961", + "issue:44351|issue:46617", + "issue:36296|issue:43901", + "issue:43352|issue:44961", + "issue:43475|issue:46617", + "issue:46143|issue:46144", + "issue:44222|issue:44230", + "issue:41628|issue:42548", + "issue:44315|issue:46209", + "issue:45362|issue:45850", + "issue:44485|issue:46664", + "issue:43673|issue:44492", + "issue:44273|issue:45542" + ], + "prepared_review_unit_hash": "9d5f3c47f599b0409b3a0842a5e7bee149dded97c727024e5eaa0d27c4019669", + "component_budget": { + "node_count": 510, + "item_count": 510, + "soft_pair_count": 1874, + "serialized_chars": 972522, + "estimated_input_tokens": 243131, + "estimated_eval_tokens": 486518 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 37257, + "estimated_input_tokens": 9315, + "estimated_eval_tokens": 18886 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous: many issues share broad words like import/loading/cache/generation, but they describe different bugs, regressions, or docs problems. I rejected all soft edges because none look like the same underlying issue or change.", + "confidence": 0.93, + "canonical_issue_reason": "No clear canonical issue: the set is not one duplicate family, and the apparent matches are only title-level similarity across different subsystems and failure modes.", + "canonical_pr_reason": null, + "best_issue_reason": "No single issue is a good global representative because the cluster is too diverse and not a true duplicate set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42548", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but they refer to different symbols (`PreTrainedModel` vs `HybridCache`) and likely different missing exports/regressions." + }, + { + "left": "issue:30990", + "right": "issue:31795", + "accept": false, + "reason": "One is Sentence Transformers getting stuck loading; the other is confusing forward-arg documentation. Different problem type and target." + }, + { + "left": "issue:44355", + "right": "issue:44749", + "accept": false, + "reason": "One is about compiled Python files causing errors; the other is a tokenizer performance regression after upgrade. Not the same bug." + }, + { + "left": "issue:45125", + "right": "issue:45375", + "accept": false, + "reason": "Both mention Qwen models, but one is missing `_tp_plan` and the other is a config field dropped by strict validation. Different code paths." + }, + { + "left": "issue:43502", + "right": "issue:44222", + "accept": false, + "reason": "`local_files_only=True` network leakage is unrelated to FP8 `save_pretrained` behavior." + }, + { + "left": "issue:43502", + "right": "issue:44961", + "accept": false, + "reason": "Remote API calls despite offline mode is unrelated to an unrelated placeholder title." + }, + { + "left": "issue:43827", + "right": "issue:44961", + "accept": false, + "reason": "Docs still referencing `pipeline()` is unrelated to the placeholder issue." + }, + { + "left": "issue:46664", + "right": "issue:46726", + "accept": false, + "reason": "Both touch vision/video processing, but one is `num_frames` semantics and the other is missing required vision backend handling." + }, + { + "left": "issue:43010", + "right": "issue:43232", + "accept": false, + "reason": "Cache/layer `update()` decoration with `no_grad` is not the same as `_update_model_kwargs_for_generation` after `sync_gpus`." + }, + { + "left": "issue:30333", + "right": "issue:36296", + "accept": false, + "reason": "MLFlow reporting on failed training jobs is unrelated to tensor parallel training bugs." + }, + { + "left": "issue:29870", + "right": "issue:31795", + "accept": false, + "reason": "A BART generation `UnboundLocalError` is unrelated to model.forward documentation confusion." + }, + { + "left": "issue:43299", + "right": "issue:44556", + "accept": false, + "reason": "Qwen3VL MoE model loading on dev0 and checkpoint reload failures after v5.2/v5.3 are different version/regression reports." + }, + { + "left": "issue:33453", + "right": "issue:34689", + "accept": false, + "reason": "Tokenizer loading regression and Llama 3.2 90B Vision model loading breakage are separate loading issues." + }, + { + "left": "issue:44355", + "right": "issue:45071", + "accept": false, + "reason": "Compiled Python file errors are unrelated to `PretrainedConfig` type-checking breakage." + }, + { + "left": "issue:42757", + "right": "issue:43576", + "accept": false, + "reason": "Missing `is_offline_mode` import from `huggingface_hub` is unrelated to the broken `transformers env` CLI command." + }, + { + "left": "issue:43576", + "right": "issue:45071", + "accept": false, + "reason": "Broken CLI command and `PretrainedConfig` type checking are different failure surfaces." + }, + { + "left": "issue:43576", + "right": "issue:47059", + "accept": false, + "reason": "`transformers env` being broken is not the same as CLI test failure with a specific `huggingface_hub` version and Typer API change." + }, + { + "left": "issue:31795", + "right": "issue:38617", + "accept": false, + "reason": "Docs confusion about `input_ids`/`past_key_values` is unrelated to an import error for `layer_type_validation`." + }, + { + "left": "issue:43576", + "right": "issue:43824", + "accept": false, + "reason": "CLI env command breakage is unrelated to missing `Qwen2_5_VLForConditionalGeneration` import." + }, + { + "left": "issue:44315", + "right": "issue:44360", + "accept": false, + "reason": "Liger Kernel not applied in `model_init` is unrelated to the DSA indexer discussion." + }, + { + "left": "issue:44961", + "right": "issue:45468", + "accept": false, + "reason": "Placeholder issue title `racoon` has no evidence of matching the Gemma audio positional encoding bug." + }, + { + "left": "issue:44485", + "right": "issue:44961", + "accept": false, + "reason": "GLM-5 RoPE implementation discussion is unrelated to the placeholder issue." + }, + { + "left": "issue:44351", + "right": "issue:46617", + "accept": false, + "reason": "Both are import/load failures, but one is a missing symbol in `transformers` and the other is a cache-loading `FileNotFoundError` for trust_remote_code models." + }, + { + "left": "issue:36296", + "right": "issue:43901", + "accept": false, + "reason": "Tensor parallel training bug is unrelated to pipeline docs mentioning `return_all_scores`." + }, + { + "left": "issue:43352", + "right": "issue:44961", + "accept": false, + "reason": "Flash Attention support for Nemotron is unrelated to the placeholder issue." + }, + { + "left": "issue:43475", + "right": "issue:46617", + "accept": false, + "reason": "SAM 3 Video missing `fpn_position_embeddings` is unrelated to cached trust_remote_code file lookup failures." + }, + { + "left": "issue:46143", + "right": "issue:46144", + "accept": false, + "reason": "Passing `**kwargs` through RoFormer methods and attention-interface usage are related to the same model family but describe different concrete defects." + }, + { + "left": "issue:44222", + "right": "issue:44230", + "accept": false, + "reason": "FP8 `save_pretrained` bug and FP8 inference support for Qwen3-VL/Qwen3.5 MoE are different FP8 concerns." + }, + { + "left": "issue:41628", + "right": "issue:42548", + "accept": false, + "reason": "Missing `AutoImageProcessor` and missing `PreTrainedModel` are distinct import regressions." + }, + { + "left": "issue:44315", + "right": "issue:46209", + "accept": false, + "reason": "Liger Kernel application bug is unrelated to FP8 inference on B200." + }, + { + "left": "issue:45362", + "right": "issue:45850", + "accept": false, + "reason": "Qwen3.5-35B chat crash and the broad 'v5 breaks too many models' report are not the same concrete bug." + }, + { + "left": "issue:44485", + "right": "issue:46664", + "accept": false, + "reason": "GLM-5 RoPE implementation and SmolVLM `num_frames` semantics are unrelated model-specific issues." + }, + { + "left": "issue:43673", + "right": "issue:44492", + "accept": false, + "reason": "Missing GenerationMixin cache in chunked prefill is unrelated to a typo in cache strategies." + }, + { + "left": "issue:44273", + "right": "issue:45542", + "accept": false, + "reason": "Lazy loading problems are unrelated to the TensorBoard-without-TensorFlow backend 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": 26, + "review_unit_index": 60, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-510", + "nodes": [ + "issue:31795", + "issue:33453", + "issue:41669", + "issue:42371", + "issue:42890", + "issue:43352", + "issue:43408", + "issue:43519", + "issue:43525", + "issue:43572", + "issue:43576", + "issue:43673", + "issue:43976", + "issue:44038", + "issue:44077", + "issue:44230", + "issue:44246", + "issue:44273", + "issue:44295", + "issue:44297", + "issue:44315", + "issue:44351", + "issue:44360", + "issue:44393", + "issue:44492", + "issue:44556", + "issue:44623", + "issue:44704", + "issue:44829", + "issue:44861", + "issue:44908", + "issue:45003", + "issue:45071", + "issue:45092", + "issue:45125", + "issue:45230", + "issue:45278", + "issue:45310", + "issue:45341", + "issue:45468", + "issue:45753", + "issue:45850", + "issue:46095", + "issue:46218", + "issue:46328", + "issue:46655", + "issue:46664", + "issue:47059" + ], + "soft_pairs": [ + "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:44556|issue:45092", + "issue:43572|issue:45850", + "issue:44492|issue:45850", + "issue:44230|issue:46095", + "issue:45850|issue:47059", + "issue:45278|issue:45850", + "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:43352|issue:44393", + "issue:43976|issue:44393", + "issue:44295|issue:45230", + "issue:44908|issue:45071", + "issue:44297|issue:45230", + "issue:44492|issue:46328", + "issue:44704|issue:44908", + "issue:41669|issue:44351", + "issue:41669|issue:45341", + "issue:43976|issue:46218", + "issue:44077|issue:44861", + "issue:31795|issue:33453", + "issue:43576|issue:44273", + "issue:44315|issue:44829", + "issue:43519|issue:46655", + "issue:44360|issue:45468", + "issue:44273|issue:44908", + "issue:45230|issue:45310" + ], + "prepared_review_unit_hash": "21d34f088f5604683fe12aff4fe8f50bfdeba602921f1333638a15cc6305b2ef", + "component_budget": { + "node_count": 510, + "item_count": 510, + "soft_pair_count": 1874, + "serialized_chars": 972522, + "estimated_input_tokens": 243131, + "estimated_eval_tokens": 486518 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 39, + "serialized_chars": 38830, + "estimated_input_tokens": 9708, + "estimated_eval_tokens": 19672 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly unrelated issue reports; a few share broad themes like import/lazy-loading or v5 regressions, but none are close enough to merge as duplicates. No PRs are present.", + "confidence": 0.79, + "canonical_issue_reason": "No single canonical issue stands out: the set is heterogeneous. The closest umbrella is issue:45850, but it is too broad/vague to safely dedupe the rest against it.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45850 is the broadest regression umbrella in the list, so it is the closest thing to a representative issue, though still too generic.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44623", + "right": "issue:45230", + "accept": false, + "reason": "Specific processor save_pretrained bug vs a generic bug report; no concrete overlap." + }, + { + "left": "issue:44038", + "right": "issue:45125", + "accept": false, + "reason": "Different Qwen3.5-related problems; one is a general bug report, the other is missing tensor-parallel metadata." + }, + { + "left": "issue:44360", + "right": "issue:46664", + "accept": false, + "reason": "Completely unrelated subsystems: DSA indexer vs SmolVLM video processor." + }, + { + "left": "issue:44273", + "right": "issue:45003", + "accept": false, + "reason": "Both touch import/lazy-loading, but one is lazy loading being broken and the other is unsafe sys.modules access; not clearly the same bug." + }, + { + "left": "issue:41669", + "right": "issue:43673", + "accept": false, + "reason": "Import-time regression from import * cleanup vs chunked_prefill cache issue; different code paths." + }, + { + "left": "issue:44393", + "right": "issue:45753", + "accept": false, + "reason": "Same model family, but different symptoms and likely different bugs (2D boxes vs infinite loop on one image)." + }, + { + "left": "issue:44393", + "right": "issue:45071", + "accept": false, + "reason": "Qwen3-VL output bug vs PretrainedConfig type-checking regression; unrelated." + }, + { + "left": "issue:43576", + "right": "issue:44556", + "accept": false, + "reason": "Both are v5 regressions, but one is the env CLI and the other is checkpoint reload compatibility; not the same concrete bug." + }, + { + "left": "issue:43525", + "right": "issue:45850", + "accept": false, + "reason": "Specific Llama4Config attribute error vs a broad 'v5 breaks too many models' umbrella; too vague to dedupe." + }, + { + "left": "issue:44556", + "right": "issue:45092", + "accept": false, + "reason": "Both mention v5 reload problems, but one is generic checkpoints and the other is remote-code/meta-init incompatibility; not enough evidence they are the same issue." + }, + { + "left": "issue:43572", + "right": "issue:45850", + "accept": false, + "reason": "StableLmConfig pad_token_idx regression is a specific config bug, not the same as the broad v5 complaint." + }, + { + "left": "issue:44492", + "right": "issue:45850", + "accept": false, + "reason": "A typo in cache strategy docs/code is not the same as a broad model-breakage regression." + }, + { + "left": "issue:44230", + "right": "issue:46095", + "accept": false, + "reason": "FP8 inference support request vs a weight-conversion-script question; unrelated." + }, + { + "left": "issue:45850", + "right": "issue:47059", + "accept": false, + "reason": "Broad v5 model regressions vs a CLI incompatibility with huggingface_hub; different subsystem and failure mode." + }, + { + "left": "issue:45278", + "right": "issue:45850", + "accept": false, + "reason": "Both are broad upgrade regressions, but one is import errors and the other is model breakage; too generic to call duplicates." + }, + { + "left": "issue:42371", + "right": "issue:44492", + "accept": false, + "reason": "TF32 API guidance vs cache-strategy typo; unrelated." + }, + { + "left": "issue:43408", + "right": "issue:44315", + "accept": false, + "reason": "Model-type warning vs Liger Kernel/model_init behavior; unrelated." + }, + { + "left": "issue:41669", + "right": "issue:46218", + "accept": false, + "reason": "Import performance regression vs a missing module import error; not the same bug." + }, + { + "left": "issue:44246", + "right": "issue:44273", + "accept": false, + "reason": "Both concern import/lazy loading, but one is slow imports and the other says lazy loading is broken; not a concrete match." + }, + { + "left": "issue:42890", + "right": "issue:44908", + "accept": false, + "reason": "Test flakiness from missing set_seed() vs scheduler kwargs being ignored; unrelated." + }, + { + "left": "issue:43576", + "right": "issue:44908", + "accept": false, + "reason": "CLI env-command bug vs inverse_sqrt scheduler kwargs bug; different paths." + }, + { + "left": "issue:43352", + "right": "issue:44393", + "accept": false, + "reason": "Flash Attention 2 support limitation vs Qwen3-VL bbox hallucination/error; unrelated." + }, + { + "left": "issue:43976", + "right": "issue:44393", + "accept": false, + "reason": "Python-version compatibility regression vs Qwen3-VL output error; unrelated." + }, + { + "left": "issue:44295", + "right": "issue:45230", + "accept": false, + "reason": "Specific position_ids buffer bug vs a generic bug report; no concrete overlap." + }, + { + "left": "issue:44908", + "right": "issue:45071", + "accept": false, + "reason": "Scheduler kwargs handling vs PretrainedConfig type checking; unrelated." + }, + { + "left": "issue:44297", + "right": "issue:45230", + "accept": false, + "reason": "Tokenizer save_pretrained mismatch vs generic bug report; no evidence of sameness." + }, + { + "left": "issue:44492", + "right": "issue:46328", + "accept": false, + "reason": "Cache-strategy typo vs SequenceFeatureExtractor.pad performance issue; unrelated." + }, + { + "left": "issue:44704", + "right": "issue:44908", + "accept": false, + "reason": "Processor kwargs forwarding vs scheduler kwargs ignored; only superficial similarity in 'kwargs'." + }, + { + "left": "issue:41669", + "right": "issue:44351", + "accept": false, + "reason": "Import-time overhead from model imports vs missing HybridCache symbol; different failure modes." + }, + { + "left": "issue:41669", + "right": "issue:45341", + "accept": false, + "reason": "Import performance regression vs a testing_utils bug; unrelated." + }, + { + "left": "issue:43976", + "right": "issue:46218", + "accept": false, + "reason": "Python-version incompatibility vs module import failure; not the same issue." + }, + { + "left": "issue:44077", + "right": "issue:44861", + "accept": false, + "reason": "Optional post_init enforcement vs tied-weights list crash; unrelated." + }, + { + "left": "issue:31795", + "right": "issue:33453", + "accept": false, + "reason": "Documentation confusion in model.forward vs tokenizer loading regression; unrelated." + }, + { + "left": "issue:43576", + "right": "issue:44273", + "accept": false, + "reason": "CLI env-command breakage vs lazy-loading/import behavior; same broad area but not the same bug." + }, + { + "left": "issue:44315", + "right": "issue:44829", + "accept": false, + "reason": "Liger Kernel/model_init application bug vs flash_attention_3 training degeneration; unrelated." + }, + { + "left": "issue:43519", + "right": "issue:46655", + "accept": false, + "reason": "Qwen3VL timestamp math vs SmolVLM video padding math; different models and different bugs." + }, + { + "left": "issue:44360", + "right": "issue:45468", + "accept": false, + "reason": "DSA indexer/ReLU discussion vs Gemma-4 audio positional encoding; unrelated." + }, + { + "left": "issue:44273", + "right": "issue:44908", + "accept": false, + "reason": "Lazy loading/import issue vs scheduler kwargs handling; no concrete shared code path." + }, + { + "left": "issue:45230", + "right": "issue:45310", + "accept": false, + "reason": "Generic bug report vs Qwen3.5 Moe from_pretrained error; not enough evidence of a shared underlying bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 61, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-510", + "nodes": [ + "issue:28348", + "issue:29870", + "issue:30333", + "issue:31515", + "issue:31795", + "issue:34689", + "issue:36296", + "issue:38617", + "issue:41669", + "issue:42371", + "issue:42913", + "issue:42936", + "issue:43066", + "issue:43298", + "issue:43352", + "issue:43502", + "issue:43519", + "issue:43572", + "issue:43576", + "issue:43618", + "issue:43668", + "issue:43704", + "issue:43717", + "issue:44031", + "issue:44230", + "issue:44261", + "issue:44263", + "issue:44351", + "issue:44485", + "issue:44492", + "issue:44623", + "issue:44655", + "issue:44861", + "issue:44908", + "issue:44938", + "issue:44998", + "issue:45250", + "issue:45290", + "issue:45310", + "issue:45468", + "issue:45850", + "issue:46018", + "issue:46095", + "issue:46144", + "issue:46172", + "issue:46218", + "issue:46894", + "issue:47059" + ], + "soft_pairs": [ + "issue:43519|issue:44485", + "issue:45468|issue:46894", + "issue:43576|issue:46218", + "issue:44655|issue:44861", + "issue:43519|issue:44908", + "issue:41669|issue:43704", + "issue:31795|issue:34689", + "issue:44485|issue:45468", + "issue:43704|issue:44485", + "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:42913|issue:43066", + "issue:44861|issue:47059", + "issue:28348|issue:45250", + "issue:44908|issue:44998", + "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:43572|issue:44861", + "issue:44230|issue:44623", + "issue:28348|issue:43352", + "issue:29870|issue:31515", + "issue:30333|issue:31515", + "issue:31515|issue:36296", + "issue:31515|issue:31795", + "issue:44230|issue:45310", + "issue:43298|issue:44230", + "issue:43717|issue:46144", + "issue:42936|issue:46018", + "issue:43668|issue:44031" + ], + "prepared_review_unit_hash": "cb69b455cd4601afdba7e85d2f4ae68e3b2ca30d49a56b384f8b4aec7c690fcf", + "component_budget": { + "node_count": 510, + "item_count": 510, + "soft_pair_count": 1874, + "serialized_chars": 972522, + "estimated_input_tokens": 243131, + "estimated_eval_tokens": 486518 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 42, + "serialized_chars": 39468, + "estimated_input_tokens": 9867, + "estimated_eval_tokens": 19990 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is not a duplicate set: it mixes unrelated model-loading, tokenizer, scheduler, import, documentation, and architecture-specific issues. I found no defensible canonical issue or PR anchor, and all soft edges should be rejected.", + "confidence": 0.98, + "canonical_issue_reason": "No single canonical issue fits the cluster: the items describe many unrelated bugs/features across different subsystems and models.", + "canonical_pr_reason": "No PRs are present in the cluster.", + "best_issue_reason": "No issue is a good global representative because there is no shared underlying defect across the set.", + "best_pr_reason": "No PRs are present in the cluster.", + "soft_edge_verdicts": [ + { + "left": "issue:43519", + "right": "issue:44485", + "accept": false, + "reason": "Both mention model internals, but one is a Qwen3VL timestamp calculation bug and the other is a GLM-5 RoPE implementation issue; different code paths." + }, + { + "left": "issue:45468", + "right": "issue:46894", + "accept": false, + "reason": "Different models and failures: Gemma-4 audio positional encoding vs CohereASR training-loss shifting." + }, + { + "left": "issue:43576", + "right": "issue:46218", + "accept": false, + "reason": "One is a broken CLI env command, the other is a model import error for Qwen3_5ForCausalLM; unrelated problems." + }, + { + "left": "issue:44655", + "right": "issue:44861", + "accept": false, + "reason": "Save-pretrained missing files is not the same as an AttributeError in tied-weight key handling." + }, + { + "left": "issue:43519", + "right": "issue:44908", + "accept": false, + "reason": "Qwen3VL timestamp math and scheduler kwarg propagation are unrelated code paths." + }, + { + "left": "issue:41669", + "right": "issue:43704", + "accept": false, + "reason": "Import-star cleanup causing slowdown is unrelated to a Qwen3ForCausalLM VRAM leak." + }, + { + "left": "issue:31795", + "right": "issue:34689", + "accept": false, + "reason": "Documentation confusion in forward inputs is unrelated to a Llama model-loading regression." + }, + { + "left": "issue:44485", + "right": "issue:45468", + "accept": false, + "reason": "Both are model-architecture issues, but they concern different families and different implementation bugs." + }, + { + "left": "issue:43704", + "right": "issue:44485", + "accept": false, + "reason": "VRAM leakage in Qwen3ForCausalLM does not match a GLM-5 RoPE implementation defect." + }, + { + "left": "issue:46018", + "right": "issue:46172", + "accept": false, + "reason": "Shared expert gating and a comb/to-transpose bug are different DeepSeek-V4 issues; not the same concrete change." + }, + { + "left": "issue:43502", + "right": "issue:43519", + "accept": false, + "reason": "Local-files-only network leakage is unrelated to timestamp calculation in a processor." + }, + { + "left": "issue:42371", + "right": "issue:43704", + "accept": false, + "reason": "TF32 API settings and VRAM leakage are unrelated concerns." + }, + { + "left": "issue:45850", + "right": "issue:46218", + "accept": false, + "reason": "A broad v5 breakage report is not the same bug as a specific Qwen3_5 import failure." + }, + { + "left": "issue:43519", + "right": "issue:44623", + "accept": false, + "reason": "Timestamp calculation and processor.save_pretrained file output are unrelated." + }, + { + "left": "issue:44263", + "right": "issue:45468", + "accept": false, + "reason": "torch.split return values in a GLM indexer is unrelated to Gemma-4 audio positional encoding." + }, + { + "left": "issue:44261", + "right": "issue:45468", + "accept": false, + "reason": "Both mention precision/norm behavior, but they target different models and different normalization paths." + }, + { + "left": "issue:43298", + "right": "issue:46095", + "accept": false, + "reason": "Continuous batching support for audio models is unrelated to a DeepSeek-V4 weight-conversion question." + }, + { + "left": "issue:43519", + "right": "issue:43704", + "accept": false, + "reason": "Different subsystems: processor timestamp math vs Qwen3ForCausalLM memory leak." + }, + { + "left": "issue:43352", + "right": "issue:46218", + "accept": false, + "reason": "Flash Attention 2 support for NemotronHForCausalLM is unrelated to a Qwen3_5 import failure." + }, + { + "left": "issue:44351", + "right": "issue:46218", + "accept": false, + "reason": "Both are import errors, but for different symbols/modules and different root causes." + }, + { + "left": "issue:42913", + "right": "issue:43066", + "accept": false, + "reason": "Both involve tokenizer v5 behavior, but one is a general behavior change and the other is a decoder type issue; not the same concrete bug." + }, + { + "left": "issue:44861", + "right": "issue:47059", + "accept": false, + "reason": "Tied-weight key handling and a CLI completion attribute error are unrelated." + }, + { + "left": "issue:28348", + "right": "issue:45250", + "accept": false, + "reason": "GPT2-specific Flash Attention 2 support is not the same as a broad generic FA2 request." + }, + { + "left": "issue:44908", + "right": "issue:44998", + "accept": false, + "reason": "Scheduler kwargs propagation and an unrelated placeholder issue have nothing in common." + }, + { + "left": "issue:44492", + "right": "issue:44998", + "accept": false, + "reason": "A typo in cache strategies is unrelated to the placeholder issue." + }, + { + "left": "issue:44998", + "right": "issue:45850", + "accept": false, + "reason": "No shared bug: one is a placeholder title, the other is a broad v5 regression report." + }, + { + "left": "issue:43618", + "right": "issue:44998", + "accept": false, + "reason": "CLIPOutput attentions regression is unrelated to the placeholder issue." + }, + { + "left": "issue:44938", + "right": "issue:44998", + "accept": false, + "reason": "Python 3.14 load failure is unrelated to the placeholder issue." + }, + { + "left": "issue:44861", + "right": "issue:45290", + "accept": false, + "reason": "Tied-weight key crash and chat-template tool-call crash are different failures." + }, + { + "left": "issue:31515", + "right": "issue:38617", + "accept": false, + "reason": "Slow from_pretrained checkpoint loading and an ImportError for layer_type_validation are different problems." + }, + { + "left": "issue:43572", + "right": "issue:44861", + "accept": false, + "reason": "Missing pad_token_idx in StableLmConfig is unrelated to tied-weight key crashes." + }, + { + "left": "issue:44230", + "right": "issue:44623", + "accept": false, + "reason": "FP8 inference support for Qwen3-VL/Qwen3.5 MoE is unrelated to missing processor.save_pretrained files." + }, + { + "left": "issue:28348", + "right": "issue:43352", + "accept": false, + "reason": "Both are Flash Attention 2 support requests, but for different models and different model-specific code paths." + }, + { + "left": "issue:29870", + "right": "issue:31515", + "accept": false, + "reason": "A Bart generate bug and slow checkpoint loading are unrelated." + }, + { + "left": "issue:30333", + "right": "issue:31515", + "accept": false, + "reason": "MLflow reporting after failed training is unrelated to from_pretrained performance." + }, + { + "left": "issue:31515", + "right": "issue:36296", + "accept": false, + "reason": "Checkpoint loading speed and tensor-parallel training correctness are unrelated." + }, + { + "left": "issue:31515", + "right": "issue:31795", + "accept": false, + "reason": "Loading performance and documentation confusion are unrelated." + }, + { + "left": "issue:44230", + "right": "issue:45310", + "accept": false, + "reason": "FP8 support for Qwen3-VL/Qwen3.5 MoE and a Qwen3.5 from_pretrained error are different bugs." + }, + { + "left": "issue:43298", + "right": "issue:44230", + "accept": false, + "reason": "Continuous batching for audio models is unrelated to FP8 inference support." + }, + { + "left": "issue:43717", + "right": "issue:46144", + "accept": false, + "reason": "Mamba init_weights usage and RoFormer attention-interface usage are unrelated architecture issues." + }, + { + "left": "issue:42936", + "right": "issue:46018", + "accept": false, + "reason": "Mask2former ignore_value handling is unrelated to DeepSeek-V4 shared-expert gating." + }, + { + "left": "issue:43668", + "right": "issue:44031", + "accept": false, + "reason": "A type-hint bug in ModernBERTConfig is unrelated to a tokenizer regex warning regression." + } + ] + }, + "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": 26, + "review_unit_index": 62, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-510", + "nodes": [ + "issue:37934", + "issue:42936", + "issue:43240", + "issue:43668", + "issue:43813", + "issue:44031", + "issue:46144" + ], + "soft_pairs": [ + "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": "f0871beb56aaa2e8ea92ab5f99010b18fb1352879b28176462de6a3807df6e7b", + "component_budget": { + "node_count": 510, + "item_count": 510, + "soft_pair_count": 1874, + "serialized_chars": 972522, + "estimated_input_tokens": 243131, + "estimated_eval_tokens": 486518 + }, + "budget": { + "node_count": 7, + "item_count": 7, + "soft_pair_count": 9, + "serialized_chars": 6642, + "estimated_input_tokens": 1661, + "estimated_eval_tokens": 3578 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a grab bag of unrelated issue reports across different models and components (norm layers, Mask2Former, loss kwargs, config typing, a typo, tokenizer warnings, and RoFormer attention). None of the soft pairs look like the same underlying bug, so there is no true duplicate cluster here.", + "confidence": 0.96, + "canonical_issue_reason": "Issue 43240 is the best representative only because it is the broadest, most general bug report in the set and has the most inbound references; however, it is not a duplicate of the others.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43240 is the best single issue to represent the cluster, but only as a placeholder for an otherwise unrelated set of issues.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42936", + "right": "issue:43240", + "accept": false, + "reason": "Mask2Former ignore_value handling and passing kwargs to loss calculation are different bugs in different code paths." + }, + { + "left": "issue:43240", + "right": "issue:46144", + "accept": false, + "reason": "Loss-function kwargs propagation is unrelated to RoFormer attention not using the attention interface." + }, + { + "left": "issue:42936", + "right": "issue:44031", + "accept": false, + "reason": "Mask2Former ignore_value usage and tokenizer regex warnings are unrelated subsystems and symptoms." + }, + { + "left": "issue:42936", + "right": "issue:46144", + "accept": false, + "reason": "Mask2Former loss config bug and RoFormer attention implementation bug are not the same change or defect." + }, + { + "left": "issue:42936", + "right": "issue:43813", + "accept": false, + "reason": "A model ignore_value bug is unrelated to a typo in a quantization operation name." + }, + { + "left": "issue:43668", + "right": "issue:43813", + "accept": false, + "reason": "Incorrect type hint for ModernBERTConfig norm_eps is a separate config issue from a quantization-typo report." + }, + { + "left": "issue:43240", + "right": "issue:43668", + "accept": false, + "reason": "Passing kwargs to loss calculation and fixing a norm_eps type hint are distinct issue types with no shared bug." + }, + { + "left": "issue:37934", + "right": "issue:43668", + "accept": false, + "reason": "Possible RMSNorm mismatch in Llama4TextL2Norm is unrelated to an incorrect ModernBERTConfig type annotation." + }, + { + "left": "issue:42936", + "right": "issue:43668", + "accept": false, + "reason": "Mask2Former ignore_value behavior and ModernBERTConfig norm_eps typing do not describe the same underlying defect." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 26, + "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": "27eb93c5cc0cd4cd79bce707dc29de05b8f77281bf744fe953e2c15e38211160", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 2877, + "estimated_input_tokens": 720, + "estimated_eval_tokens": 1696 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 2877, + "estimated_input_tokens": 720, + "estimated_eval_tokens": 1696 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These three issues are not duplicates: one asks for a new truncation direction option, one asks for ReduceLROnPlateau-like scheduler behavior, and one asks for word time offsets in Wav2Vec2. They share only very generic ML-library similarity, not the same underlying bug or feature request.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "No single issue is a good canonical representative because the topics are unrelated and would not be resolved by one fix or one feature implementation.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:10519", + "right": "issue:11307", + "accept": false, + "reason": "Different feature requests in different areas: tokenizer truncation behavior vs. Wav2Vec2 word boundary timestamps." + }, + { + "left": "issue:10519", + "right": "issue:11005", + "accept": false, + "reason": "One is about truncation strategy, the other about learning-rate scheduler functionality; no shared code-path or concrete bug." + }, + { + "left": "issue:11005", + "right": "issue:11307", + "accept": false, + "reason": "Unrelated requests: scheduler behavior versus extracting offsets from speech models." + } + ] + }, + "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": 26, + "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": "0b322e3ea7a6be76f904fde3cea6ea3ac866ec0a7e3b4d72790c1e79d1b1bf78", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 2477, + "estimated_input_tokens": 620, + "estimated_eval_tokens": 1496 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 2477, + "estimated_input_tokens": 620, + "estimated_eval_tokens": 1496 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These three issues do not look like duplicates of one another. One is about Tapas tokenization mismatching TensorFlow, one is about a confusing auth/download error for private models, and one is a generic model-loading failure for bert-base-uncased.", + "confidence": 0.92, + "canonical_issue_reason": "Issue #16618 is the broadest and most representative of the cluster because it concerns a model-loading failure, but the cluster as a whole does not appear to share one underlying bug.", + "canonical_pr_reason": null, + "best_issue_reason": "#16618 is the best single issue to anchor this set since it is the most general user-facing failure, whereas #13244 and #15980 are clearly about different subsystems and symptoms.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:13244", + "right": "issue:16618", + "accept": false, + "reason": "Different problems: Tapas tokenization parity with TensorFlow versus a general inability to load bert-base-uncased. No shared code-path or concrete symptom." + }, + { + "left": "issue:15980", + "right": "issue:16618", + "accept": false, + "reason": "#15980 is specifically about a misleading private-model download/auth error, while #16618 is a generic model loading failure. The titles and likely failure modes do not match." + } + ] + }, + "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": 26, + "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": "0ba4f8c1fdc4b14b2aede77bca4a299af605187e4df64497e6b8c0c2c9c52d13", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1590, + "estimated_input_tokens": 398, + "estimated_eval_tokens": 1052 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1590, + "estimated_input_tokens": 398, + "estimated_eval_tokens": 1052 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two unrelated community-contribution tracking issues: one for adding Flash Attention 2 support to more architectures, and one for adding GGUF support to more architectures. They are both feature-expansion requests, but not the same underlying change.", + "confidence": 0.98, + "canonical_issue_reason": "Issue #26350 is the better representative only by cluster prominence: it has higher discussion activity and is older, but it is not a duplicate of #33260.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue #26350 is the strongest issue to keep as the cluster anchor because it has more discussion and earlier momentum, making it the more established reference point for this set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:26350", + "right": "issue:33260", + "accept": false, + "reason": "Different requested capabilities in different code paths: Flash Attention 2 architecture support vs GGUF architecture support. Similar framing, 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": 5, + "component_count": 26, + "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": "8df51f6958651794362406d6ad14f66c5dc61a674f799d17c0768f81a2820169", + "component_budget": { + "node_count": 9, + "item_count": 9, + "soft_pair_count": 29, + "serialized_chars": 15978, + "estimated_input_tokens": 3995, + "estimated_eval_tokens": 8246 + }, + "budget": { + "node_count": 9, + "item_count": 9, + "soft_pair_count": 29, + "serialized_chars": 15978, + "estimated_input_tokens": 3995, + "estimated_eval_tokens": 8246 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is mostly a mix of separate i18n translation-request issues, but it also contains two clear duplicate subgroups: the generic placeholder translation issue set and the identical Thai-titled issue pair. I would keep one generic template issue as the representative canonical issue.", + "confidence": 0.68, + "canonical_issue_reason": "43834 is the earliest and most representative of the repeated generic placeholder translation-request issues, with the broadest apparent overlap to the other near-identical template issues.", + "canonical_pr_reason": null, + "best_issue_reason": "43834 is the best single issue to represent the duplicate template subgroup; it is generic, earlier than the near-identical copies, and has the widest similarity footprint in the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:27088", + "right": "issue:44370", + "accept": false, + "reason": "Different language-specific translation requests; similarity is just the shared i18n docs template." + }, + { + "left": "issue:27088", + "right": "issue:44365", + "accept": false, + "reason": "Different language-specific translation requests; not the same underlying issue." + }, + { + "left": "issue:27088", + "right": "issue:43834", + "accept": false, + "reason": "Turkish request vs generic placeholder template; not the same concrete issue." + }, + { + "left": "issue:27088", + "right": "issue:38435", + "accept": false, + "reason": "Different target language and request; only the translation template overlaps." + }, + { + "left": "issue:27088", + "right": "issue:28936", + "accept": false, + "reason": "Turkish vs Spanish translation request; clearly different issues." + }, + { + "left": "issue:28936", + "right": "issue:43834", + "accept": false, + "reason": "Spanish request is distinct from the generic placeholder template issue." + }, + { + "left": "issue:28936", + "right": "issue:44365", + "accept": false, + "reason": "Spanish request vs generic placeholder template; not a duplicate." + }, + { + "left": "issue:28936", + "right": "issue:38435", + "accept": false, + "reason": "Spanish vs Romanian translation requests; separate issues." + }, + { + "left": "issue:28936", + "right": "issue:44370", + "accept": false, + "reason": "Spanish request vs generic placeholder template; not the same issue." + }, + { + "left": "issue:38435", + "right": "issue:44370", + "accept": false, + "reason": "Romanian request vs generic placeholder template; only the template matches." + }, + { + "left": "issue:38435", + "right": "issue:44365", + "accept": false, + "reason": "Romanian request vs generic placeholder template; not a duplicate." + }, + { + "left": "issue:38435", + "right": "issue:43834", + "accept": false, + "reason": "Romanian request is distinct from the generic placeholder template issue." + }, + { + "left": "issue:38435", + "right": "issue:46222", + "accept": false, + "reason": "Different titles and likely different requests; shared translation-issue template is not enough." + }, + { + "left": "issue:38435", + "right": "issue:46226", + "accept": false, + "reason": "Different titles and likely different requests; not the same underlying issue." + }, + { + "left": "issue:43834", + "right": "issue:44370", + "accept": true, + "reason": "Identical generic placeholder title and near-identical template issue; same underlying duplicate request." + }, + { + "left": "issue:43834", + "right": "issue:44365", + "accept": true, + "reason": "Identical generic placeholder title and near-identical template issue; same underlying duplicate request." + }, + { + "left": "issue:43834", + "right": "issue:46222", + "accept": false, + "reason": "Different titles; one is the generic template and the other is a distinct Thai-titled request." + }, + { + "left": "issue:43834", + "right": "issue:46226", + "accept": false, + "reason": "Different titles; shared similarity is only from the issue template." + }, + { + "left": "issue:43834", + "right": "issue:46931", + "accept": false, + "reason": "Different Thai-titled request vs the generic template issue; not the same underlying issue." + }, + { + "left": "issue:44365", + "right": "issue:44370", + "accept": true, + "reason": "Exact same generic placeholder title and template body pattern; clear duplicate." + }, + { + "left": "issue:44365", + "right": "issue:46222", + "accept": false, + "reason": "Different titles and different request text; only the template overlaps." + }, + { + "left": "issue:44365", + "right": "issue:46226", + "accept": false, + "reason": "Different titles and different request text; not a duplicate." + }, + { + "left": "issue:44365", + "right": "issue:46931", + "accept": false, + "reason": "Different Thai-titled request; not the same issue as the generic template entry." + }, + { + "left": "issue:44370", + "right": "issue:46222", + "accept": false, + "reason": "Different titles and request content; similarity is only the translation template." + }, + { + "left": "issue:44370", + "right": "issue:46226", + "accept": false, + "reason": "Different titles and request content; not the same issue." + }, + { + "left": "issue:44370", + "right": "issue:46931", + "accept": false, + "reason": "Different Thai-titled request; not a duplicate of the generic template issue." + }, + { + "left": "issue:46222", + "right": "issue:46226", + "accept": true, + "reason": "Same exact Thai title and likely identical body/template; clear duplicate pair." + }, + { + "left": "issue:46222", + "right": "issue:46931", + "accept": false, + "reason": "Both are Thai-language titles, but the wording differs enough to suggest different requests." + }, + { + "left": "issue:46226", + "right": "issue:46931", + "accept": false, + "reason": "Different Thai-language titles; not the same concrete request." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary stays within the packet evidence: it distinguishes the language-specific issues from the two tight duplicate-looking subgroups, and the conservative reject/accept calls are mostly well supported by the titles, timestamps, and soft-similarity pattern. I don\u2019t see an overstatement that would justify rejection." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 6, + "component_count": 26, + "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": "304fb7332ffac5150f0524b6e2bac182f55cf81a9182ffa813d2df69cf6c7d9a", + "component_budget": { + "node_count": 21, + "item_count": 21, + "soft_pair_count": 48, + "serialized_chars": 28617, + "estimated_input_tokens": 7155, + "estimated_eval_tokens": 14566 + }, + "budget": { + "node_count": 21, + "item_count": 21, + "soft_pair_count": 48, + "serialized_chars": 28617, + "estimated_input_tokens": 7155, + "estimated_eval_tokens": 14566 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This is a loose similarity cluster of model-request issues across many unrelated models and modalities. The titles share generic phrasing like \"Add support\" or \"Add model,\" but the underlying requests are distinct, so none of the soft pairs look like true duplicates. No PRs are present.", + "confidence": 0.88, + "canonical_issue_reason": "issue:36879 (\"Add RF-DETR model\") is the most central generic model-request issue in this cluster, with the widest soft-link neighborhood; it is the best single representative if one issue must anchor the set.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:36879 is the best cluster anchor for browsing, but only as a representative of a heterogeneous family of model-add requests, not as an umbrella duplicate.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:36718", + "right": "issue:47004", + "accept": false, + "reason": "Related keypoint tasks, but RoMa matcher vs LoMa detector+matcher are different model requests and not the same change." + }, + { + "left": "issue:36718", + "right": "issue:41115", + "accept": false, + "reason": "Keypoint matcher request vs MiniCPM3 model architecture request; different models and code paths." + }, + { + "left": "issue:36817", + "right": "issue:41211", + "accept": false, + "reason": "EuroBERT config addition vs DEIMv2 model addition; same broad theme only." + }, + { + "left": "issue:36817", + "right": "issue:43671", + "accept": false, + "reason": "Model config request vs Qwen3-TTS support; unrelated model families and functionality." + }, + { + "left": "issue:36817", + "right": "issue:36879", + "accept": false, + "reason": "EuroBERT config and RF-DETR are different models; no shared underlying bug/change." + }, + { + "left": "issue:36817", + "right": "issue:42954", + "accept": false, + "reason": "EuroBERT config vs XiaoMi MiMo; different model targets." + }, + { + "left": "issue:36879", + "right": "issue:41211", + "accept": false, + "reason": "RF-DETR and DEIMv2 are different model requests, not one concrete duplicate." + }, + { + "left": "issue:36879", + "right": "issue:43909", + "accept": false, + "reason": "RF-DETR object-detection model vs LFM2.5 Audio model; distinct modalities and implementations." + }, + { + "left": "issue:36879", + "right": "issue:44121", + "accept": false, + "reason": "RF-DETR model request vs weight-sparse transformer request; unrelated changes." + }, + { + "left": "issue:36879", + "right": "issue:43837", + "accept": false, + "reason": "RF-DETR vs Qwen3-ASR support; different models and tasks." + }, + { + "left": "issue:36879", + "right": "issue:43671", + "accept": false, + "reason": "RF-DETR vision model vs Qwen3-TTS audio support; unrelated." + }, + { + "left": "issue:37015", + "right": "issue:43837", + "accept": false, + "reason": "NeoBERT model request vs Qwen3-ASR support; separate model integrations." + }, + { + "left": "issue:37015", + "right": "issue:44121", + "accept": false, + "reason": "NeoBERT request vs weight-sparse transformer request; different underlying change." + }, + { + "left": "issue:37015", + "right": "issue:43909", + "accept": false, + "reason": "NeoBERT vs LFM2.5 Audio; different model families and code paths." + }, + { + "left": "issue:36879", + "right": "issue:37015", + "accept": false, + "reason": "RF-DETR and NeoBERT are unrelated model additions." + }, + { + "left": "issue:37015", + "right": "issue:42503", + "accept": false, + "reason": "NeoBERT vs ModernVBERT models; both model requests, but not the same model or fix." + }, + { + "left": "issue:41115", + "right": "issue:43837", + "accept": false, + "reason": "MiniCPM3 architecture vs Qwen3-ASR support; different model work." + }, + { + "left": "issue:41115", + "right": "issue:44121", + "accept": false, + "reason": "MiniCPM3 architecture request vs weight-sparse transformer request; not duplicates." + }, + { + "left": "issue:41115", + "right": "issue:42503", + "accept": false, + "reason": "MiniCPM3 vs ModernVBERT models; separate model integrations." + }, + { + "left": "issue:41115", + "right": "issue:45027", + "accept": false, + "reason": "MiniCPM3 architecture vs Voxtral TTS support; different modalities and code paths." + }, + { + "left": "issue:41211", + "right": "issue:43671", + "accept": false, + "reason": "DEIMv2 model request vs Qwen3-TTS support; different targets." + }, + { + "left": "issue:42503", + "right": "issue:43837", + "accept": false, + "reason": "ModernVBERT models vs Qwen3-ASR support; only broad \"add support\" similarity." + }, + { + "left": "issue:42503", + "right": "issue:43671", + "accept": false, + "reason": "ModernVBERT models vs Qwen3-TTS support; unrelated model families." + }, + { + "left": "issue:42503", + "right": "issue:42954", + "accept": false, + "reason": "ModernVBERT models vs XiaoMi MiMo; different model additions." + }, + { + "left": "issue:42738", + "right": "issue:45027", + "accept": false, + "reason": "BERT-like models with RoPE is a general proposal; Voxtral TTS support is a specific audio-model request." + }, + { + "left": "issue:42503", + "right": "issue:42738", + "accept": false, + "reason": "ModernVBERT models vs a general RoPE-related proposal; not the same concrete change." + }, + { + "left": "issue:42738", + "right": "issue:42954", + "accept": false, + "reason": "General RoPE proposal vs XiaoMi MiMo model request; too broad to be duplicates." + }, + { + "left": "issue:42738", + "right": "issue:46653", + "accept": false, + "reason": "General RoPE proposal vs unrelated person-named issue; no shared underlying change." + }, + { + "left": "issue:42954", + "right": "issue:44205", + "accept": false, + "reason": "XiaoMi MiMo vs SAM3-LiteText; different models and tasks." + }, + { + "left": "issue:42954", + "right": "issue:43671", + "accept": false, + "reason": "XiaoMi MiMo vs Qwen3-TTS support; unrelated model requests." + }, + { + "left": "issue:42954", + "right": "issue:45177", + "accept": false, + "reason": "XiaoMi MiMo vs DeepSeek-OCR2; distinct model additions." + }, + { + "left": "issue:42954", + "right": "issue:46653", + "accept": false, + "reason": "XiaoMi MiMo vs person-named issue; not the same change." + }, + { + "left": "issue:43671", + "right": "issue:43837", + "accept": false, + "reason": "Qwen3-TTS support vs Qwen3-ASR support: related family, but different modalities and concrete implementations." + }, + { + "left": "issue:43671", + "right": "issue:45027", + "accept": false, + "reason": "Qwen3-TTS support vs Voxtral TTS support; both audio, but different models and changes." + }, + { + "left": "issue:43671", + "right": "issue:45177", + "accept": false, + "reason": "Qwen3-TTS support vs DeepSeek-OCR2; unrelated tasks." + }, + { + "left": "issue:43671", + "right": "issue:44121", + "accept": false, + "reason": "Qwen3-TTS support vs weight-sparse transformer proposal; different underlying change." + }, + { + "left": "issue:43837", + "right": "issue:43909", + "accept": false, + "reason": "Qwen3-ASR support vs LFM2.5 Audio 1.5B; both audio-related, but distinct model integrations." + }, + { + "left": "issue:43837", + "right": "issue:45322", + "accept": false, + "reason": "Qwen3-ASR support vs EUPE perception encoder request; different model families and use cases." + }, + { + "left": "issue:43837", + "right": "issue:44121", + "accept": false, + "reason": "Qwen3-ASR support vs weight-sparse transformer request; unrelated changes." + }, + { + "left": "issue:43909", + "right": "issue:44205", + "accept": false, + "reason": "LFM2.5 Audio vs SAM3-LiteText; different modalities and models." + }, + { + "left": "issue:43909", + "right": "issue:46645", + "accept": false, + "reason": "Audio model request vs Granite SWA+sink option; feature request for a different model family." + }, + { + "left": "issue:44121", + "right": "issue:45322", + "accept": false, + "reason": "Weight-sparse transformer request vs EUPE model request; not the same code-path problem." + }, + { + "left": "issue:43837", + "right": "issue:45027", + "accept": false, + "reason": "Qwen3-ASR support vs Voxtral TTS support; same broad audio area, but different model-specific integration work." + }, + { + "left": "issue:37015", + "right": "issue:45027", + "accept": false, + "reason": "NeoBERT model request vs Voxtral TTS support; unrelated." + }, + { + "left": "issue:43837", + "right": "issue:45177", + "accept": false, + "reason": "Qwen3-ASR support vs DeepSeek-OCR2; different model and task." + }, + { + "left": "issue:45322", + "right": "issue:46133", + "accept": false, + "reason": "EUPE model request vs TIPSv2 vision-language pretraining model; different model additions." + }, + { + "left": "issue:42503", + "right": "issue:46653", + "accept": false, + "reason": "ModernVBERT models vs person-named issue; no evidence of the same underlying request." + }, + { + "left": "issue:45027", + "right": "issue:46653", + "accept": false, + "reason": "Voxtral TTS support vs person-named issue; unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 7, + "component_count": 26, + "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": "86a569d101b32d673c304f42df07f495f079fcb5f426137c28e0f2b57f4b0958", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1505, + "estimated_input_tokens": 377, + "estimated_eval_tokens": 1010 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1505, + "estimated_input_tokens": 377, + "estimated_eval_tokens": 1010 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues are unrelated: one is a documentation request to add Pruna as an optimization framework, while the other is a technical Vision RoPE refactor. There is no evidence they describe the same bug, change, or workflow.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "Issue #46443 is the better standalone technical issue because it has a concrete engineering scope (Vision RoPE refactor), whereas #38740 is a docs-only request; however, they are not duplicates.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:38740", + "right": "issue:46443", + "accept": false, + "reason": "Reject: the titles and scopes are completely different (docs addition vs Vision RoPE refactor), with no shared files, targets, or code-path overlap." + } + ] + }, + "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": 26, + "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": "a116d41b630768e05632449152a25108f0270f93757b62535fcbd2f9aa9524f4", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1479, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1479, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues are not duplicates: one is about block decoding, while the other is a request for DeepSeek v3.2 support. They do not appear to describe the same underlying bug or change.", + "confidence": 0.96, + "canonical_issue_reason": "No canonical issue: the titles and available metadata point to different requests with no shared code path or explicit linkage.", + "canonical_pr_reason": null, + "best_issue_reason": "43037 is the more concrete, user-facing feature request; 41084 is too vague to serve as a representative issue for this cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41084", + "right": "issue:43037", + "accept": false, + "reason": "Reject: the issues are about different features/problems and share no explicit targets, files, or code-path evidence tying them to 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": 9, + "component_count": 26, + "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": "5d354c222c00a43954b940fe322a378856ebbe79cb463bbfc93db66fd1b776a5", + "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 two separate feature requests about tiled model components and memory efficiency, not duplicates: one asks for a `from_pretrained()` flag for TiledFusedLogitsLoss/FLCE, the other asks for integrating TiledMLP to reduce memory footprint.", + "confidence": 0.94, + "canonical_issue_reason": "Issue #41306 is the more concrete API request: it names a specific integration point (`from_pretrained()`) and a specific capability toggle for FLCE/TiledFusedLogitsLoss.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue #41826 is the broader architectural request and better represents the cluster\u2019s general theme of memory-footprint reduction via tiled components.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41306", + "right": "issue:41826", + "accept": false, + "reason": "Different underlying changes and likely different code paths: one is an inference/load-time flag for FLCE in `from_pretrained()`, the other is adding TiledMLP support for memory savings. They are related by a broad tiled-model theme but not the same bug or change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 10, + "component_count": 26, + "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": "5950bd8efb94688c2e38b955c96d0156f78915d84738727b89607cb84288c1e5", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1584, + "estimated_input_tokens": 396, + "estimated_eval_tokens": 1048 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1584, + "estimated_input_tokens": 396, + "estimated_eval_tokens": 1048 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues are about different Trainer customizability concerns: one is about `remove_unused_column`, the other about FLOPS estimation for custom trainers. They share a loose theme but not the same underlying bug or fix.", + "confidence": 0.92, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "Issue #43598 is the clearer, more specific problem statement and is a better representative of this cluster than the FLOPS-estimation request.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43598", + "right": "issue:43600", + "accept": false, + "reason": "Both mention custom trainers, but one concerns column pruning in `Trainer` and the other concerns FLOPS estimation logic. Different code paths and fixes, so not duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 11, + "component_count": 26, + "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": "c740ecdd223f57bb8c5250e4a00d8d9e5f8db5ad20fa5eade3e7729dce4d7856", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1612, + "estimated_input_tokens": 403, + "estimated_eval_tokens": 1062 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1612, + "estimated_input_tokens": 403, + "estimated_eval_tokens": 1062 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These issues are about different Qwen model support gaps: one requests core model registration for Qwen3-Omni, while the other requests sequence-classification support for Qwen3.5. They are related by theme but not the same underlying bug/change.", + "confidence": 0.93, + "canonical_issue_reason": "Issue 43684 is the broader, more central request: registering Qwen3-Omni with AutoModel / AutoModelForConditionalGeneration. It is the better representative if a single issue must be chosen.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43684 is the best issue to keep as the representative item because it targets a foundational model-registration gap rather than a task-specific head.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43684", + "right": "issue:44405", + "accept": false, + "reason": "Reject: different model families and different capabilities. 43684 is about adding Qwen3-Omni registration for base/generative auto classes, while 44405 is about AutoModelForSequenceClassification support for Qwen3.5. These are not the same concrete change and would not be merged as one duplicate fix." + } + ] + }, + "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": 26, + "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": "86641ee76f65a1f2eb1fdaf80bf157dedc747d9db5ca07e5f3d6ad034d36dccc", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4263, + "estimated_input_tokens": 1066, + "estimated_eval_tokens": 2388 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4263, + "estimated_input_tokens": 1066, + "estimated_eval_tokens": 2388 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "A tiny cluster of issue-only artifacts with very sparse content. Three issues share the same generic title \"huggingface \" and one has an unrelated title, but there is not enough evidence to safely merge any pair as true duplicates.", + "confidence": 0.62, + "canonical_issue_reason": "Issue 43845 is the earliest of the repeated \"huggingface \" issues and is the best placeholder canonical among the near-identical titles; 43835 has a different title and no evidence tying it to the repeated set.", + "canonical_pr_reason": null, + "best_issue_reason": "43845 is the strongest issue to keep as the representative because it is the earliest instance of the repeated title and there is no richer content on the others to prefer a later one.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43835", + "right": "issue:43845", + "accept": false, + "reason": "Different titles and no body detail, links, or targets showing the same underlying bug." + }, + { + "left": "issue:43835", + "right": "issue:43846", + "accept": false, + "reason": "Different titles and no concrete evidence they describe the same problem." + }, + { + "left": "issue:43835", + "right": "issue:43859", + "accept": false, + "reason": "Different titles and no shared code-path evidence; too little detail to treat as duplicates." + }, + { + "left": "issue:43845", + "right": "issue:43846", + "accept": false, + "reason": "Identical generic titles, but no description or technical evidence to confirm the same bug." + }, + { + "left": "issue:43845", + "right": "issue:43859", + "accept": false, + "reason": "Same generic title, but the records are too empty to prove they are the same issue." + }, + { + "left": "issue:43846", + "right": "issue:43859", + "accept": false, + "reason": "Same generic title, but no substantive content to establish a duplicate relationship." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 13, + "component_count": 26, + "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": "04e57cba22dcb0de3b80262c257ea02897c98c9fb3ba3b209e58159cb484affa", + "component_budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 12, + "serialized_chars": 7349, + "estimated_input_tokens": 1838, + "estimated_eval_tokens": 3932 + }, + "budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 12, + "serialized_chars": 7349, + "estimated_input_tokens": 1838, + "estimated_eval_tokens": 3932 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster does not look like a duplicate set: most items are generic spam, and the few non-spam titles point to unrelated topics (documentation, benchmark tips, company mention).", + "confidence": 0.95, + "canonical_issue_reason": "issue:47036 is the only somewhat substantive, non-spam issue, so it is the best representative of this noisy set.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:47036 is the least noisy and most informative issue, but it still is not a true match for the others.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44371", + "right": "issue:44572", + "accept": false, + "reason": "Both are spam-like, but there is no evidence they describe the same underlying bug or change." + }, + { + "left": "issue:44371", + "right": "issue:44573", + "accept": false, + "reason": "Both are spam-like, but the titles and context do not indicate a shared issue." + }, + { + "left": "issue:44371", + "right": "issue:44418", + "accept": false, + "reason": "Spam placeholder vs. documentation suggestion; clearly different content." + }, + { + "left": "issue:44371", + "right": "issue:47036", + "accept": false, + "reason": "Spam placeholder and a community benchmark tip are unrelated." + }, + { + "left": "issue:44371", + "right": "issue:44937", + "accept": false, + "reason": "Spam placeholder vs. a Google LLC mention; no shared bug/change." + }, + { + "left": "issue:44418", + "right": "issue:44572", + "accept": false, + "reason": "Documentation enhancement and spam are not the same underlying issue." + }, + { + "left": "issue:44418", + "right": "issue:44573", + "accept": false, + "reason": "Documentation enhancement and spam are unrelated." + }, + { + "left": "issue:44572", + "right": "issue:44573", + "accept": false, + "reason": "Both are spam-like, but there is no specific shared problem to dedupe." + }, + { + "left": "issue:44572", + "right": "issue:47036", + "accept": false, + "reason": "Spam placeholder vs. benchmark tip; not the same issue." + }, + { + "left": "issue:44572", + "right": "issue:44937", + "accept": false, + "reason": "Spam placeholder vs. Google LLC mention; unrelated." + }, + { + "left": "issue:44573", + "right": "issue:47036", + "accept": false, + "reason": "Spam placeholder vs. benchmark tip; no evidence of a common bug or change." + }, + { + "left": "issue:44573", + "right": "issue:44937", + "accept": false, + "reason": "Spam placeholder vs. Google LLC mention; not a duplicate." + } + ] + }, + "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": 26, + "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": "ed549b84b47e479c0e553ed4b0c5dfa6143c63b48d887c361042414b03aa517a", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1644, + "estimated_input_tokens": 411, + "estimated_eval_tokens": 1078 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1644, + "estimated_input_tokens": 411, + "estimated_eval_tokens": 1078 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues are near-identical duplicates with the same title and very similar body size/content, so they should be clustered together. Issue #45145 is the better canonical issue because it was opened first and already has an inbound reference.", + "confidence": 0.98, + "canonical_issue_reason": "#45145 is the earliest opened issue and has existing inbound reference activity, making it the better canonical representative for this duplicate report.", + "canonical_pr_reason": null, + "best_issue_reason": "#45145 is the best issue to keep as the cluster anchor because it appears first chronologically and is already slightly more established in discussion/reference flow.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45145", + "right": "issue:45151", + "accept": true, + "reason": "Same title, highly similar body length, and no evidence of different scope; they look like duplicate reports of the same underlying item." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: both issues share the exact same title, have very similar body lengths, and the earlier issue (#45145) also has an inbound reference, so choosing it as the canonical issue is reasonable. The soft-edge acceptance is conservative enough given the strong title match and similarity signal, with no conflicting scope evidence in the packet." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 15, + "component_count": 26, + "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": 26, + "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": "d5b669d1ea1f2f3b5d31b9b490917a93cea42dc8a36bf8efbbe7d40a6c72c167", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1475, + "estimated_input_tokens": 369, + "estimated_eval_tokens": 994 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1475, + "estimated_input_tokens": 369, + "estimated_eval_tokens": 994 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two closed issues are unrelated-looking placeholders with different personal names and dates, and there is no evidence they describe the same bug or request. The soft duplicate edge should be rejected.", + "confidence": 0.98, + "canonical_issue_reason": "Neither issue contains actionable bug/report content; if forced, issue 45762 is no more canonical than 45763, so there is no meaningful canonical issue here.", + "canonical_pr_reason": null, + "best_issue_reason": "No issue in this pair is a good canonical representative because both are effectively standalone, content-free entries.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45762", + "right": "issue:45763", + "accept": false, + "reason": "Different named subjects and dates with no shared problem description, targets, or evidence of 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": 26, + "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": "fd9173dac0b68b58aba75f339306c59d2c416b31d42edf81ce911023c169bbce", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1481, + "estimated_input_tokens": 371, + "estimated_eval_tokens": 998 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1481, + "estimated_input_tokens": 371, + "estimated_eval_tokens": 998 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two closed issues are just unrelated name/date titles with no body or linkage evidence; they do not look like duplicates or the same underlying bug.", + "confidence": 0.98, + "canonical_issue_reason": "No clear canonical issue: the titles appear to be unrelated personal-name entries, and there is no body or linking evidence tying them to one problem.", + "canonical_pr_reason": null, + "best_issue_reason": "If one had to be selected, issue 45764 is only marginally earlier, but there is no substantive basis to prefer it as a duplicate target.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45764", + "right": "issue:45765", + "accept": false, + "reason": "The issues have different names and dates in the titles, no bodies, and no shared references or targets; they do not appear to 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": 18, + "component_count": 26, + "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": "4eae2660c300d151b4d89a930739425d13e1c52e5b3f2bf429a7ff4675b4e762", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1542, + "estimated_input_tokens": 386, + "estimated_eval_tokens": 1028 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1542, + "estimated_input_tokens": 386, + "estimated_eval_tokens": 1028 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues are unrelated: one asks for a new Qwen3_5 token-classification model, while the other requests FP8 training support. They should not be clustered as duplicates.", + "confidence": 0.97, + "canonical_issue_reason": "Issue 46295 is the broader, more central tracker in this pair, with inbound references and a general platform feature request scope.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 46295 is the better representative issue for the cluster because it is more general and appears to be the more externally referenced request.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45810", + "right": "issue:46295", + "accept": false, + "reason": "Different underlying requests: model-specific token classification support vs FP8 training support. No shared code path or concrete duplicate relationship is evident." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 19, + "component_count": 26, + "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": "5dedefb44bec7366729fc5da5d6a16ff3ac75cc1e5676ae2efe917ed09bd9877", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 8, + "serialized_chars": 5720, + "estimated_input_tokens": 1430, + "estimated_eval_tokens": 3116 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 8, + "serialized_chars": 5720, + "estimated_input_tokens": 1430, + "estimated_eval_tokens": 3116 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two exact duplicate issue pairs are present: 45870/45871 and 45872/45873. The dataset bundle issue (45869) is related by theme but not the same underlying request as either example issue, and the example/scraping-service pair is also distinct.", + "confidence": 0.96, + "canonical_issue_reason": "Issue 45870 is the best canonical among the exact duplicate pair because it is the earlier-created copy and has slightly more discussion activity, making it the cleaner representative of that duplicate issue.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45870 is the strongest single issue to keep from this cluster because it is an exact duplicate with 45871 and appears marginally more established; however, the cluster is not one unified duplicate set since 45872/45873 are a separate duplicate pair.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45869", + "right": "issue:45870", + "accept": false, + "reason": "Different artifacts: a financial data bundle versus a time-series prediction example. Same general domain, but not the same request/change." + }, + { + "left": "issue:45869", + "right": "issue:45871", + "accept": false, + "reason": "Different artifacts: a financial data bundle versus a time-series prediction example. Shared theme is not enough to make them duplicates." + }, + { + "left": "issue:45870", + "right": "issue:45871", + "accept": true, + "reason": "Exact duplicate titles and matching content indicate the same underlying example issue." + }, + { + "left": "issue:45870", + "right": "issue:45872", + "accept": false, + "reason": "Both are finance/DataForge related, but one is an example and the other is a time-series + scraping service request; these are distinct issues." + }, + { + "left": "issue:45870", + "right": "issue:45873", + "accept": false, + "reason": "Same as the other cross-pair: the example issue and the scraping-service issue are not the same concrete request." + }, + { + "left": "issue:45871", + "right": "issue:45872", + "accept": false, + "reason": "Different issue topics: identical example request versus a separate scraping-service request." + }, + { + "left": "issue:45871", + "right": "issue:45873", + "accept": false, + "reason": "Different issue topics: identical example request versus a separate scraping-service request." + }, + { + "left": "issue:45872", + "right": "issue:45873", + "accept": true, + "reason": "Exact duplicate titles and matching content indicate the same underlying service/request issue." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: 45870/45871 and 45872/45873 have identical titles and strong content similarity, while 45869 is only thematically related. The canonical choice for 45870 is conservative and supported by earlier creation plus slightly more discussion activity. The non-duplicate pair verdicts also stay appropriately cautious." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 20, + "component_count": 26, + "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": "8a31cff2d899c3a9aa3d2d30a3d638d5c0859b76cfe96eb71b4272e403487cef", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1637, + "estimated_input_tokens": 410, + "estimated_eval_tokens": 1076 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1637, + "estimated_input_tokens": 410, + "estimated_eval_tokens": 1076 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues appear related to static-cache behavior around linear attention, but the evidence is limited to titles and a soft-similarity signal. They should be treated as possibly overlapping reports, not the same confirmed bug.", + "confidence": 0.51, + "canonical_issue_reason": "Issue 46439 is the broader, more root-cause-oriented report: it names `early_initialization` and a linear-attention shape corruption, which makes it the better umbrella triage target given the limited evidence.", + "canonical_pr_reason": null, + "best_issue_reason": "46439 is the most general and useful issue to anchor triage because it describes the underlying static-cache/linear-attention failure without tying it to a specific model.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46439", + "right": "issue:46441", + "accept": false, + "reason": "The overlap is plausible, but the packet only provides title-level evidence plus soft similarity, and the second issue is explicitly Qwen3.5-specific with a `KeyError` rather than the shape-corruption/runtime-error path described in 46439. This is not enough to conclude they are the same issue." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The summary is too strong for the packet. We only have the issue titles plus a soft-similarity signal, and the pair is explicitly non-deterministic. Saying both issues point to the same failure path overstates the evidence; at most they appear related. The soft-edge verdict should be more conservative (e.g., 'possible overlap' rather than accept as same issue)." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 21, + "component_count": 26, + "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": "9668994713c95e6cbbc1fee0fd35bd0f17e39e495af43da290ed4a33530d34f3", + "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 are very likely duplicate issue reports with identical titles and highly similar content; issue 46552 is the better canonical representative because it is open and has inbound references.", + "confidence": 0.93, + "canonical_issue_reason": "Issue 46552 is the best canonical issue because it is open and has inbound references, making it the better current representative for this report.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 46552 is the best overall issue for the same reason: it is the open copy that appears to be the main live report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46551", + "right": "issue:46552", + "accept": true, + "reason": "The two issues have the same title and matching body length, with soft similarity/Jaccard evidence indicating they describe the same underlying bug report. The packet does not prove exact duplicate direction, but they are close enough to treat as duplicates." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The pair looks like a strong near-duplicate match, and choosing 46552 as the canonical/open representative is reasonable. However, the writeup overstates the evidence by claiming 46552 is the \"active duplicate target\" and that the issues have the \"same exact\" body/content. The packet only supports identical titles, equal body length, and soft similarity/jaccard=1.0; it does not explicitly establish duplicate direction or exact body text. Please keep the verdict more conservative." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 22, + "component_count": 26, + "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": "43245472ae708c27453f3c0be3a7e21ee744137612cb6ff39149cac8a062ed81", + "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 are about different training failures: one reports a tensor shape mismatch, the other reports out-of-memory after several epochs. They share a broad training context but not the same underlying bug.", + "confidence": 0.94, + "canonical_issue_reason": "Issue #46657 is the better canonical representative only because it is closed and describes a concrete failure mode; however, it is not a duplicate of #46692.", + "canonical_pr_reason": null, + "best_issue_reason": "#46657 is the clearer issue to anchor the cluster if one must be chosen, since its problem statement is specific and actionable. #46692 appears to be a different runtime issue, not the same defect.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46657", + "right": "issue:46692", + "accept": false, + "reason": "The titles describe different symptoms and likely different root causes: tensor size mismatch versus out-of-memory after epochs. Shared training context alone is not enough to treat them 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": 23, + "component_count": 26, + "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": "b639db359da6662aeb0dd369e6fa0b125e451cc8ffb447b2cbf74d03e6db0826", + "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 two issues are related thematically (loading/memory placement) but they are not duplicates: one is a ZeRO-3 `zero.Init` partitioning bug for a composite model submodule, the other is a 4-bit `device_map='auto'` dispatch bug that wrongly falls back to CPU. Treat them as separate issues.", + "confidence": 0.97, + "canonical_issue_reason": "No canonical duplicate issue: the titles describe different code paths and different failures (ZeRO-3 partitioning vs 4-bit dispatch to CPU).", + "canonical_pr_reason": null, + "best_issue_reason": "Issue #46823 is the stronger standalone report to anchor if one must be chosen: it has more inbound references and a crisp, reproducible symptom, but it should not subsume #46822.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46822", + "right": "issue:46823", + "accept": false, + "reason": "Different underlying bugs in different loading mechanisms; shared memory/loading theme is too broad to consider them the same duplicate." + } + ] + }, + "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": 26, + "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-46906-10", + "nodes": [ + "issue:46906", + "issue:46940", + "issue:46948", + "issue:46969", + "issue:46985", + "issue:46998", + "issue:47037", + "issue:47049", + "issue:47053", + "issue:47091" + ], + "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:46985|issue:47053", + "issue:46985|issue:47091" + ], + "prepared_review_unit_hash": "6c2300d8213be06903ec0fadb9c5e286c477bfebbe12cba798ee0d6e2b82bdfd", + "component_budget": { + "node_count": 10, + "item_count": 10, + "soft_pair_count": 30, + "serialized_chars": 16417, + "estimated_input_tokens": 4105, + "estimated_eval_tokens": 8466 + }, + "budget": { + "node_count": 10, + "item_count": 10, + "soft_pair_count": 30, + "serialized_chars": 16417, + "estimated_input_tokens": 4105, + "estimated_eval_tokens": 8466 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "All items are date-stamped \u001b[?1;31m[serge] integration failure triage\u001b[0m issues that look like daily triage threads, not the same underlying bug. The similarity is from shared template/title structure, so the soft edges should be rejected.", + "confidence": 0.94, + "canonical_issue_reason": "Issue 46906 is the earliest thread and has the strongest inbound/reference activity, so it is the best representative if one issue must be chosen.", + "canonical_pr_reason": null, + "best_issue_reason": "46906 is the most central-looking issue in this set by age and inbound references; it is the safest single issue to anchor the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46906", + "right": "issue:46940", + "accept": false, + "reason": "Same daily triage template, but different dates imply different failure reports rather than one duplicate issue." + }, + { + "left": "issue:46906", + "right": "issue:46948", + "accept": false, + "reason": "High text similarity from the repeated triage title only; the date difference suggests a separate report." + }, + { + "left": "issue:46906", + "right": "issue:46969", + "accept": false, + "reason": "These look like adjacent daily triage issues, not the same underlying incident." + }, + { + "left": "issue:46906", + "right": "issue:46985", + "accept": false, + "reason": "Different day-specific triage threads; too template-driven to merge as duplicates." + }, + { + "left": "issue:46906", + "right": "issue:47037", + "accept": false, + "reason": "Same series of daily triage issues, but not the same concrete problem." + }, + { + "left": "issue:46940", + "right": "issue:46948", + "accept": false, + "reason": "Shared wording is expected for the series; the date-stamped triage context indicates separate items." + }, + { + "left": "issue:46940", + "right": "issue:46969", + "accept": false, + "reason": "These are consecutive daily triage reports, not duplicate reports of one bug." + }, + { + "left": "issue:46940", + "right": "issue:46985", + "accept": false, + "reason": "Same project/template, but no evidence they describe the same incident." + }, + { + "left": "issue:46940", + "right": "issue:47049", + "accept": false, + "reason": "Title similarity alone is insufficient; these appear to be different day-specific triage threads." + }, + { + "left": "issue:46948", + "right": "issue:46969", + "accept": false, + "reason": "The near-identical titles reflect the recurring triage format, not the same underlying issue." + }, + { + "left": "issue:46948", + "right": "issue:46985", + "accept": false, + "reason": "Different dates and independent triage threads; not a duplicate pair." + }, + { + "left": "issue:46948", + "right": "issue:46998", + "accept": false, + "reason": "These are separate daily reports in the same series, so they should not be merged." + }, + { + "left": "issue:46969", + "right": "issue:46985", + "accept": false, + "reason": "Same recurring triage label, but no shared concrete bug/change is evident." + }, + { + "left": "issue:46969", + "right": "issue:47037", + "accept": false, + "reason": "The date progression indicates separate triage issues, not duplicate tracking." + }, + { + "left": "issue:46969", + "right": "issue:47091", + "accept": false, + "reason": "Looks like another daily triage thread rather than the same problem instance." + }, + { + "left": "issue:46985", + "right": "issue:46998", + "accept": false, + "reason": "These are adjacent date-based triage issues with only template-level similarity." + }, + { + "left": "issue:46985", + "right": "issue:47037", + "accept": false, + "reason": "No evidence of one exact bug; just repeated triage formatting." + }, + { + "left": "issue:46985", + "right": "issue:47049", + "accept": false, + "reason": "Different daily triage entries; similarity is superficial." + }, + { + "left": "issue:46985", + "right": "issue:47053", + "accept": false, + "reason": "Same series, but not the same concrete incident or change." + }, + { + "left": "issue:46985", + "right": "issue:47091", + "accept": false, + "reason": "Date-stamped triage issue, so this is a separate report." + }, + { + "left": "issue:46998", + "right": "issue:47037", + "accept": false, + "reason": "Repeated triage title across days is not enough to treat these as duplicates." + }, + { + "left": "issue:46998", + "right": "issue:47049", + "accept": false, + "reason": "Looks like a distinct daily failure triage thread." + }, + { + "left": "issue:46998", + "right": "issue:47053", + "accept": false, + "reason": "Different date and no concrete shared bug evidence." + }, + { + "left": "issue:46998", + "right": "issue:47091", + "accept": false, + "reason": "Same series of issue templates, but separate underlying reports." + }, + { + "left": "issue:47037", + "right": "issue:47049", + "accept": false, + "reason": "These are neighboring date-based triage issues, not one fixable duplicate." + }, + { + "left": "issue:47037", + "right": "issue:47053", + "accept": false, + "reason": "No specific shared failure is exposed; only the common triage label." + }, + { + "left": "issue:47037", + "right": "issue:47091", + "accept": false, + "reason": "Daily triage posts should stay separate unless the underlying bug matches, which is not shown here." + }, + { + "left": "issue:47049", + "right": "issue:47053", + "accept": false, + "reason": "Same recurring title, but likely distinct day-specific integration failures." + }, + { + "left": "issue:47049", + "right": "issue:47091", + "accept": false, + "reason": "Not enough evidence they describe the same concrete issue." + }, + { + "left": "issue:47053", + "right": "issue:47091", + "accept": false, + "reason": "Both are triage threads, but the date difference makes them separate reports." + } + ] + }, + "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": 26, + "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": "6b16496331e7c94db2a2f99c7a971f0326a3195f994f3a966416cb77766b0500", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1490, + "estimated_input_tokens": 373, + "estimated_eval_tokens": 1002 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1490, + "estimated_input_tokens": 373, + "estimated_eval_tokens": 1002 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are duplicate issues requesting RWKV7 model support; the open issue is the best canonical tracker.", + "confidence": 0.99, + "canonical_issue_reason": "Both issues have the same title and clearly describe the same feature request, so they are duplicates; the open issue is the better live tracker.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:46984 is open and therefore the most suitable place to continue discussion and track progress on the RWKV7 support request.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46983", + "right": "issue:46984", + "accept": true, + "reason": "Same title, same requested capability, and no evidence of distinct scope; these are the same underlying issue." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The conclusion is grounded in the packet: both issues have the exact same title, one is open and the other closed, and the only pair evidence is soft similarity. The soft-edge verdict is conservative enough, and using the open issue as the live tracker is appropriate." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 26, + "component_count": 26, + "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": "8660640bf0b7df8e86397141f15184e3d0f54bbed8e34295241a5de2ab316491", + "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-assisted vulnerability discovery, but they read like separate discussion/article ideas with different framing rather than the same concrete bug or request. The overlap is thematic, not duplicate-level.", + "confidence": 0.89, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "issue #47015 is the more general and concise formulation of the shared topic, so it is the better representative if a single issue must be picked.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:47007", + "right": "issue:47015", + "accept": false, + "reason": "High topical overlap, but the titles describe different writeups/angles on AI-based vulnerability discovery rather than one identical underlying issue 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": 1, + "component_count": 33, + "review_unit_index": 1, + "review_unit_count": 3, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-40546-57", + "nodes": [ + "pull_request:44517", + "pull_request:46196", + "pull_request:46266", + "pull_request:46658", + "pull_request:46707", + "pull_request:46903", + "pull_request:46907", + "pull_request:46908", + "pull_request:46912", + "pull_request:46926", + "pull_request:46927", + "pull_request:46928", + "pull_request:46941", + "pull_request:46949", + "pull_request:46950", + "pull_request:46951", + "pull_request:46954", + "pull_request:46957", + "pull_request:46958", + "pull_request:46961", + "pull_request:46965", + "pull_request:46968", + "pull_request:46970", + "pull_request:46971", + "pull_request:46974", + "pull_request:46986", + "pull_request:46995", + "pull_request:47006", + "pull_request:47025", + "pull_request:47034", + "pull_request:47035", + "pull_request:47054", + "pull_request:47055", + "pull_request:47056", + "pull_request:47057", + "pull_request:47058", + "pull_request:47062", + 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Among the actual duplicate families, PR 47090 is the best representative: it targets a single concrete CohereASR double-shift bug, has an explicit issue link, and reads like the most complete version of that fix.", + "best_issue_reason": null, + "best_pr_reason": "PR 47090 is the strongest standalone representative in the set: narrow bug scope, explicit issue target, and it cleanly supersedes the earlier CohereASR variants.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43451", + "right": "pull_request:47082", + "accept": false, + "reason": "Different models/features (Molmo2 vs RoMa); shared auto-registration files alone are not enough." + }, + { + "left": "pull_request:46965", + "right": "pull_request:47062", + "accept": false, + "reason": "Unrelated fixes: DeepSeek V4 cache/use_cache behavior vs an IMDb docs link update." + }, + { + "left": "pull_request:47035", + "right": "pull_request:47089", + "accept": false, + "reason": "Different bugs in different areas: Neuron compile 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"reason": "Workflow normalization and masking-utils SDPA changes are unrelated." + }, + { + "left": "pull_request:46961", + "right": "pull_request:47034", + "accept": false, + "reason": "Workflow normalization and Neuron SFT experiment changes are unrelated." + }, + { + "left": "pull_request:46961", + "right": "pull_request:47092", + "accept": false, + "reason": "Workflow normalization and MiniCPM3 XPU expectations are unrelated." + }, + { + "left": "pull_request:46912", + "right": "pull_request:47069", + "accept": false, + "reason": "RoPE testing and num_labels None typing/docs are unrelated." + }, + { + "left": "pull_request:43451", + "right": "pull_request:47089", + "accept": false, + "reason": "Molmo2 model addition vs AqlmConfig error-message cleanup are unrelated." + }, + { + "left": "pull_request:47003", + "right": "pull_request:47089", + "accept": false, + "reason": "OpenVINO exporter work and AqlmConfig error-message cleanup are unrelated." + }, + { + "left": "pull_request:43451", + "right": "pull_request:45694", + "accept": false, + "reason": "Molmo2 model addition vs batch-size/split-batches fix are unrelated." + }, + { + "left": "pull_request:43451", + "right": "pull_request:46895", + "accept": false, + "reason": "Molmo2 model addition and CohereASR loss-shift fix are unrelated." + }, + { + "left": "pull_request:45694", + "right": "pull_request:47003", + "accept": false, + "reason": "Batch-size/split-batches fix and OpenVINO exporter work are unrelated." + }, + { + "left": "pull_request:46895", + "right": "pull_request:47003", + "accept": false, + "reason": "CohereASR loss-shift fix and OpenVINO exporter work are unrelated." + }, + { + "left": "pull_request:46880", + "right": "pull_request:47092", + "accept": false, + "reason": "Different test suites for different models; XPU expectations are not enough to make them duplicates." + }, + { + "left": "pull_request:46895", + "right": "pull_request:47090", + "accept": true, + "reason": "Same 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They do not fix the same code path or implement the same change, so they should not be clustered as duplicates.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "pull_request:40755", + "right": "pull_request:41224", + "accept": false, + "reason": "Different models and features with no shared bug/change: TimesFM covariate forecasting vs DINOv3 classification support. They are not mergeable as one PR and do not address the same underlying issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 3, + "component_count": 33, + "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": 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-41855-13", + "nodes": [ + "pull_request:41855", + "pull_request:42668", + "pull_request:43251", + "pull_request:43254", + "pull_request:43424", + "pull_request:43823", + "pull_request:43995", + "pull_request:44827", + "pull_request:45170", + "pull_request:45213", + "pull_request:45655", + "pull_request:46048", + "pull_request:46267" + ], + "soft_pairs": [ + "pull_request:41855|pull_request:43424", + "pull_request:41855|pull_request:43823", + "pull_request:42668|pull_request:43823", + "pull_request:43251|pull_request:43823", + "pull_request:43251|pull_request:44827", + "pull_request:43424|pull_request:44827", + "pull_request:43424|pull_request:43823", + "pull_request:43823|pull_request:45655", + "pull_request:43823|pull_request:43995", + "pull_request:43995|pull_request:45213", + "pull_request:43995|pull_request:44827", + "pull_request:44827|pull_request:45170", + "pull_request:44827|pull_request:46267", + "pull_request:44827|pull_request:46048", + "pull_request:44827|pull_request:45655", + "pull_request:44827|pull_request:45213", + "pull_request:43823|pull_request:45213", + "pull_request:43251|pull_request:43254" + ], + "prepared_review_unit_hash": "280a3a71b45eec2ec6f4b0d03cb1140ab6830ba2c3f5aac0cc9852fb87651e21", + "component_budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 18, + "serialized_chars": 34789, + "estimated_input_tokens": 8698, + "estimated_eval_tokens": 17652 + }, + "budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 18, + "serialized_chars": 34789, + "estimated_input_tokens": 8698, + "estimated_eval_tokens": 17652 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is mostly unrelated PRs that only share broad Transformers infrastructure. The only true duplicate-like pair is 43251/43254, which both patch `fixed_cross_entropy` to forward supported kwargs to `nn.functional.cross_entropy` for the same issue target. All other soft edges are false positives across different subsystems, models, or test/docs changes.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "43251 is the clearest representative of the only genuine duplicate pair here: it directly fixes `fixed_cross_entropy` to forward supported kwargs to `nn.functional.cross_entropy`, and 43254 is the same underlying change.", + "best_issue_reason": null, + "best_pr_reason": "43251 is the best PR to keep as representative because it is the cleaner, more complete version of the shared `fixed_cross_entropy` kwargs fix and explicitly targets the same issue as 43254.", + "soft_edge_verdicts": [ + { + "left": "pull_request:41855", + "right": "pull_request:43424", + "accept": false, + "reason": "Different areas: Mistral tokenizer methods vs ExecuTorch dynamic-shape export testing." + }, + { + "left": "pull_request:41855", + "right": "pull_request:43823", + "accept": false, + "reason": "Unrelated changes: tokenizer API additions vs adding MobileLLM model support." + }, + { + "left": "pull_request:42668", + "right": "pull_request:43823", + "accept": false, + "reason": "Processor auto-loading robustness vs a new model implementation; only broad processor/model infra overlap." + }, + { + "left": "pull_request:43251", + "right": "pull_request:43823", + "accept": false, + "reason": "Loss-function kwargs fix vs MobileLLM model addition; no shared bug/change." + }, + { + "left": "pull_request:43251", + "right": "pull_request:44827", + "accept": false, + "reason": "Both touch training/model code, but one fixes cross-entropy kwargs and the other is Mistral4 test/model work." + }, + { + "left": "pull_request:43424", + "right": "pull_request:44827", + "accept": false, + "reason": "ExecuTorch export test and Mistral4 test/model changes are different concerns." + }, + { + "left": "pull_request:43424", + "right": "pull_request:43823", + "accept": false, + "reason": "Dynamic export test vs MobileLLM model addition; unrelated." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45655", + "accept": false, + "reason": "New MobileLLM model support is unrelated to config resolution ordering in `modeling_utils.py`." + }, + { + "left": "pull_request:43823", + "right": "pull_request:43995", + "accept": false, + "reason": "Different model additions/refactors: MobileLLM vs Falcon output-interface refactor." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45213", + "accept": false, + "reason": "Model addition vs a large skill/documentation/model-creation workspace change; not the same code-path." + }, + { + "left": "pull_request:43995", + "right": "pull_request:45213", + "accept": false, + "reason": "Falcon model refactor is unrelated to the model-creation skill/meta PR." + }, + { + "left": "pull_request:43995", + "right": "pull_request:44827", + "accept": false, + "reason": "Falcon output-collection refactor is unrelated to Mistral4 test/model fixes." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45170", + "accept": false, + "reason": "Mistral4 test fixes and `layrnorm` renaming are different bugs/changes." + }, + { + "left": "pull_request:44827", + "right": "pull_request:46267", + "accept": false, + "reason": "Mistral4 test/model work is unrelated to chat response parsing updates." + }, + { + "left": "pull_request:44827", + "right": "pull_request:46048", + "accept": false, + "reason": "Mistral4 tests vs adding a TDT loss kernel; different code paths." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45655", + "accept": false, + "reason": "Mistral4 test/model changes do not match config-resolution logic fixes." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45213", + "accept": false, + "reason": "A model-specific PR and a model-creation skill/meta PR are not duplicates." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45213", + "accept": false, + "reason": "MobileLLM model addition is unrelated to the model-creation skill/meta changes." + }, + { + "left": "pull_request:43251", + "right": "pull_request:43254", + "accept": true, + "reason": "Same underlying bug and same code path: both update `fixed_cross_entropy` in `loss_utils.py` to support passing kwargs through to `nn.functional.cross_entropy`, tied to the same issue target." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded and conservative overall. The 43251/43254 duplicate call is supported by the packet: both touch `src/transformers/loss/loss_utils.py` and share issue target 43240. The other pairwise rejects stay appropriately cautious and do not overclaim duplication across unrelated subsystems." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 5, + "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-42975-2", + "nodes": [ + "pull_request:42975", + "pull_request:42976" + ], + "soft_pairs": [ + "pull_request:42975|pull_request:42976" + ], + "prepared_review_unit_hash": "612741e78e422131122c3a58ecf6560b8806d4a17d7fd048001c4811db913f45", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5934, + "estimated_input_tokens": 1484, + "estimated_eval_tokens": 3224 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5934, + "estimated_input_tokens": 1484, + "estimated_eval_tokens": 3224 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are related CI maintenance PRs, but they are not the same change: one is a broad upgrade for Node 24 compatibility, the other is a separate bump of Docker build actions to newer versions. Shared workflow files alone are not enough to treat them as duplicates.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 42975 is the more clearly scoped umbrella CI upgrade, explicitly targeting Node 24 compatibility across multiple GitHub Actions.", + "best_issue_reason": null, + "best_pr_reason": "PR 42975 is the better representative of the broader maintenance effort because its title and edits define a concrete compatibility goal, whereas 42976 is a narrower action-version bump.", + "soft_edge_verdicts": [ + { + "left": "pull_request:42975", + "right": "pull_request:42976", + "accept": false, + "reason": "Different underlying changes: 42975 upgrades checkout/cache/upload-artifact for Node 24 compatibility, while 42976 updates docker/build-push-action to v6. They touch some of the same workflows but not the same concrete code-path problem." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 6, + "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-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": "862e3ca240df74c1cc812dcc8bcd8eae7e419daece34db4b2f9f060fac8633af", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 4, + "serialized_chars": 13047, + "estimated_input_tokens": 3262, + "estimated_eval_tokens": 6780 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 4, + "serialized_chars": 13047, + "estimated_input_tokens": 3262, + "estimated_eval_tokens": 6780 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are four unrelated model-addition pull requests (ViT NEPA, Molmo, CTSM, Step3.7). They share some boilerplate files and auto-registry touchpoints, but they do not appear to fix the same code-path problem or represent one mergeable change set.", + "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": "Both add different models and only overlap on shared registration/docs scaffolding; no common underlying bug or single code change to merge." + }, + { + "left": "pull_request:42978", + "right": "pull_request:45490", + "accept": false, + "reason": "ViT NEPA and CTSM are separate model integrations with different code paths and files; similarity is only broad framework plumbing." + }, + { + "left": "pull_request:43448", + "right": "pull_request:45490", + "accept": false, + "reason": "Molmo and CTSM are distinct model additions; shared auto/model files are expected and do not indicate duplicate functionality." + }, + { + "left": "pull_request:45490", + "right": "pull_request:46562", + "accept": false, + "reason": "CTSM and Step3.7 are unrelated model implementations; overlapping registry/doc updates are too generic to treat as the same PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 7, + "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-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": "4f5629f720607b7df73da7299f119a47c8a1065a9eb028bf7d5a8038a3ff1684", + "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 two YOLOS pull requests look like the same underlying fix; the rest are soft-title or broad-similarity false positives across different models or subsystems.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46922 is the more complete YOLOS device-mismatch fix: it fixes the tensor addition on the correct device and includes the same no-split-module change needed for device_map=\"auto\".", + "best_issue_reason": null, + "best_pr_reason": "PR 46922 best represents the underlying bug because it directly fixes the YOLOS forward-pass device mismatch and shares the explicit target issue 46869 with the companion PR.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43291", + "right": "pull_request:43665", + "accept": false, + "reason": "Different models and different changes: Whisper tokenizer/test cleanup versus CLIP/ViT test edits. Similar generic test-fix titles only." + }, + { + "left": "pull_request:43291", + "right": "pull_request:44815", + "accept": false, + "reason": "Whisper decode/test changes and an FP8 dequant/loading fix are unrelated code paths." + }, + { + "left": "pull_request:43291", + "right": "pull_request:46380", + "accept": false, + "reason": "Whisper tokenizer/test work versus generation/watermarking and CI-related changes; not the same bug." + }, + { + "left": "pull_request:43291", + "right": "pull_request:46922", + "accept": false, + "reason": "Whisper tokenizer/tests and YOLOS device-map handling are unrelated." + }, + { + "left": "pull_request:43665", + "right": "pull_request:46539", + "accept": false, + "reason": "Generic test edits in CLIP/ViT are unrelated to Phimoe integration-test/CI infrastructure changes." + }, + { + "left": "pull_request:43665", + "right": "pull_request:44815", + "accept": false, + "reason": "Different subsystems and bugs: model tests versus core loading and FP8 kernel logic." + }, + { + "left": "pull_request:43665", + "right": "pull_request:46380", + "accept": false, + "reason": "Model test tweaks do not match generation-config/watermarking and large test-matrix changes." + }, + { + "left": "pull_request:43665", + "right": "pull_request:46922", + "accept": false, + "reason": "CLIP/ViT test changes are unrelated to YOLOS device mismatch handling." + }, + { + "left": "pull_request:44815", + "right": "pull_request:46539", + "accept": false, + "reason": "FP8 dequant/loading work is unrelated to Phimoe CI/device-map test setup." + }, + { + "left": "pull_request:44815", + "right": "pull_request:46380", + "accept": false, + "reason": "Core model loading/FP8 fixes and generation/watermarking fixes touch different concrete code paths." + }, + { + "left": "pull_request:44815", + "right": "pull_request:46922", + "accept": false, + "reason": "FP8 quantization/load-path fixes are unrelated to YOLOS runtime device placement." + }, + { + "left": "pull_request:46380", + "right": "pull_request:46539", + "accept": false, + "reason": "Generation validation/watermarking and Phimoe CI patching are distinct problems." + }, + { + "left": "pull_request:46380", + "right": "pull_request:46922", + "accept": false, + "reason": "These target different bugs: generation config validation versus YOLOS device mismatch." + }, + { + "left": "pull_request:46539", + "right": "pull_request:46922", + "accept": false, + "reason": "CI memory/device-map infrastructure for Phimoe is not the same as YOLOS model code fixes." + }, + { + "left": "pull_request:46886", + "right": "pull_request:46922", + "accept": true, + "reason": "Both address the same YOLOS device-mismatch/device_map=\"auto\" issue in the same file and share explicit target 46869; they could be merged into one PR." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative on the soft pairs. The only accepted pair, 46886/46922, is well supported by the shared issue target 46869 and the same YOLOS file/device-mismatch fix. The other rejected pairs are plausibly unrelated from the provided diffs and previews." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 8, + "component_count": 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-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": "7f77682b10c169ab097e96abf048aa27c9d2fdd368cd37ba2ab1e62230d2f7a2", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 6348, + "estimated_input_tokens": 1587, + "estimated_eval_tokens": 3430 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 6348, + "estimated_input_tokens": 1587, + "estimated_eval_tokens": 3430 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "All three items are unrelated '[don't merge]' pull requests that touch different code paths: version/dependency bootstrapping, CI/comment workflow plumbing, and a security-gate workflow change. They should not be clustered as duplicates.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single canonical PR fits this cluster because the three PRs are about different underlying changes, not one shared bug or fix.", + "best_issue_reason": null, + "best_pr_reason": "If a representative is needed, pull_request:46747 is the cleanest standalone change because it only edits one workflow file, but it is still not a duplicate of the others.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43488", + "right": "pull_request:46747", + "accept": false, + "reason": "Different changes: 43488 is a repo-bot/setup/versioning test PR, while 46747 changes the PR CI security-gate workflow trigger. No shared concrete bug or fix." + }, + { + "left": "pull_request:43488", + "right": "pull_request:43532", + "accept": false, + "reason": "43488 targets setup.py/dependency/test-version formatting, whereas 43532 rewires several GitHub workflows and testing utilities. They do not fix the same code-path problem." + }, + { + "left": "pull_request:43532", + "right": "pull_request:46747", + "accept": false, + "reason": "Both touch workflow files, but they address different behavior in different CI jobs: self-comment/diff tooling versus the PR security gate. Not the same underlying change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 9, + "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-43612-2", + "nodes": [ + "pull_request:43612", + "pull_request:43613" + ], + "soft_pairs": [ + "pull_request:43612|pull_request:43613" + ], + "prepared_review_unit_hash": "d3700c0371b7ec3489ba336458915cb8af3e524dbf31ae3173111aa134e77097", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6082, + "estimated_input_tokens": 1521, + "estimated_eval_tokens": 3298 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6082, + "estimated_input_tokens": 1521, + "estimated_eval_tokens": 3298 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are related only at the framework/doc plumbing level, but they implement different pipelines for different tasks: promptable concept segmentation vs promptable visual segmentation. They should not be treated as duplicates.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR: the titles, filenames, and diffs show two distinct feature additions with different model/pipeline targets.", + "best_issue_reason": null, + "best_pr_reason": "Neither PR is a better duplicate representative because they address separate concrete changes rather than the same underlying bug or feature.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43612", + "right": "pull_request:43613", + "accept": false, + "reason": "Reject: both PRs share docs/pipeline registration scaffolding, but one adds PromptableConceptSegmentationPipeline and the other adds PromptableVisualSegmentationPipeline, which are different code paths and different tasks." + } + ] + }, + "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": 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-43651-2", + "nodes": [ + "pull_request:43651", + "pull_request:43663" + ], + "soft_pairs": [ + "pull_request:43651|pull_request:43663" + ], + "prepared_review_unit_hash": "2dad6b4f0a037f2ed5a244fa0c1b2e458d860a4fd47aea7fc918ad64a3f5fd6f", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4293, + "estimated_input_tokens": 1074, + "estimated_eval_tokens": 2404 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4293, + "estimated_input_tokens": 1074, + "estimated_eval_tokens": 2404 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs touch `src/transformers/trainer.py`, but they target different Trainer behaviors: one changes gradient-accumulation loss scaling, the other extracts signature-column filtering into an overrideable method. 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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": 33, + "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", + 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"left": "pull_request:44059", + "right": "pull_request:44066", + "accept": false, + "reason": "GPT-2 and GPT-J/CodeGen are different model code paths." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44129", + "accept": false, + "reason": "GPT-J and SpeechT5 are unrelated." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44722", + "accept": true, + "reason": "Same GPT-J/CodeGen output-tracing refactor in the same file set; 44722 looks like a later refined version of 44066." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44722", + "accept": true, + "reason": "Both modify GPT-J output tracing in the same code path, so they could plausibly be merged into one PR." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44007", + "accept": false, + "reason": "Different model families; only the generic issue target is shared." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44129", + "accept": false, + "reason": "CVT/FNet and SpeechT5 are unrelated model-specific refactors." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44129", + "accept": false, + "reason": "DeBERTa V2 and SpeechT5 are different code paths." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44154", + "accept": false, + "reason": "DeBERTa V2 and Vits are unrelated model changes." + }, + { + "left": "pull_request:44024", + "right": "pull_request:44076", + "accept": false, + "reason": "FocalNet and ImageGPT are different architectures." + }, + { + "left": "pull_request:44073", + "right": "pull_request:44074", + "accept": false, + "reason": "VisualBert and TextNet are not the same underlying bug/change." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative about overlap. The representative PR choice is well supported by the multi-file, issue-linked decorator refactor in 44007, and the soft-edge true verdicts are limited to cases that plausibly look like the same model/file refactor rather than cross-family merges. No clear overstatement that would warrant rejection." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 13, + "component_count": 33, + "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": "7965481e031191faa57b0a397052d0f2b53eefeeff94a75aab2d07518970bacc", + "component_budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 76, + "serialized_chars": 84123, + "estimated_input_tokens": 21031, + "estimated_eval_tokens": 42318 + }, + "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": "These PRs are separate, model-specific refactors to standardized output tracing/capture utilities, not duplicate fixes. They share a broad migration pattern, but each touches a different model code path and should be triaged independently.", + "confidence": 0.9, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44010 is the cleanest representative of the cluster\u2019s shared theme: a concrete, model-specific migration to standardized output collection decorators with solid review activity and a focused diff.", + "best_issue_reason": null, + "best_pr_reason": "PR 44010 is the best single representative for this cluster because it most clearly captures the common refactor pattern without overreaching into unrelated model implementations.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44056", + "right": "pull_request:44073", + "accept": false, + "reason": "Same general output-tracing refactor theme, but MPNet and VisualBert are different model implementations with distinct code paths; not the same underlying change." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44074", + "accept": false, + "reason": "Both migrate toward capture-based output tracing, but they are separate per-model refactors in MPNet vs TextNet, so they are not mergeable as one PR." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44010", + "accept": false, + "reason": "Shared wording around standardized outputs, but RegNet and SqueezeBert are unrelated model files and the diffs address model-specific forward/output handling." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44129", + "accept": false, + "reason": "Both are output-tracing refactors, but SqueezeBert and SpeechT5 use different code paths and one is tied to an explicit issue; this is 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": 14, + "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-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": "c2839d9f7739d5f6275e39f10dd35288899cdb97a6e2775eaedebfefd627e3e3", + "component_budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 40, + "serialized_chars": 40188, + "estimated_input_tokens": 10047, + "estimated_eval_tokens": 20350 + }, + "budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 40, + "serialized_chars": 40188, + "estimated_input_tokens": 10047, + "estimated_eval_tokens": 20350 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs share a refactor theme around output tracing, but they target different model implementations and code paths. I do not see true duplicates; this is one related refactor family across separate models.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": "PR #44025 is the cleanest representative of the set: it updates two closely related Depth Anything model files and has the most activity among the candidates, but it is still not a duplicate of the others.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43998", + "right": "pull_request:44002", + "accept": false, + "reason": "Different model families and files: timm_backbone vs upernet. 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the output-tracing edits are not a single duplicate fix." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44002", + "accept": false, + "reason": "VisionTextDualEncoder and UperNet are different model paths and files; same refactor style, not same code-path problem." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44003", + "accept": false, + "reason": "Different architectures (vision-text dual encoder vs mamba/falcon_mamba); too broad to be duplicates." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44025", + "accept": false, + "reason": "Vision-text dual encoder and Depth Anything are separate model implementations; not one concrete change." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44002", + "accept": false, + "reason": "UnivNet and UperNet are unrelated model code paths; no shared underlying bug/change." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44003", + "accept": false, + "reason": "UnivNet and mamba/falcon_mamba are different models; 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not mergeable as one PR." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44004", + "accept": false, + "reason": "timm_backbone and CodeGen are completely different model stacks; only the refactor style overlaps." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44004", + "accept": false, + "reason": "UnivNet and CodeGen are unrelated models; these are not the same underlying change." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44004", + "accept": false, + "reason": "UperNet and CodeGen are different code paths and change scopes; not duplicates." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44004", + "accept": false, + "reason": "VisionTextDualEncoder and CodeGen are unrelated implementations; shared output-tracing language is not enough." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44026", + "accept": false, + "reason": "Depth Anything and VisionEncoderDecoder are separate model families; 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they share framework integration files but implement unrelated model additions, so this is not a duplicate pair.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single canonical PR: these are separate model-support additions for different architectures and should not be merged as the same change.", + "best_issue_reason": null, + "best_pr_reason": "PR 45401 is the stronger representative only in the sense that it has an explicit linked issue and a narrower, well-scoped feature; however it is not a duplicate of 44662.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44662", + "right": "pull_request:45401", + "accept": false, + "reason": "Different model integrations with distinct titles, targets, and implementation files; shared auto-registration and docs changes are expected for separate model adds, not evidence of the same underlying fix." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 16, + "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-44979-2", + "nodes": [ + "pull_request:44979", + "pull_request:45363" + ], + "soft_pairs": [ + "pull_request:44979|pull_request:45363" + ], + "prepared_review_unit_hash": "6a969364294dfff147ab667f9093b9abc7d79ca02d4840a03bbff35ef52b9696", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4407, + "estimated_input_tokens": 1102, + "estimated_eval_tokens": 2460 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4407, + "estimated_input_tokens": 1102, + "estimated_eval_tokens": 2460 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are related fusion-feature PRs, but they target different layers of the stack: one introduces a generic module-fusion API, while the other implements n-to-1 kernel fusion via `KernelConfig` and related integration hooks. They are not duplicates.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45363 is the more concrete, end-user-facing implementation: it wires kernel fusion through `KernelConfig`, touches integration/model-loading code, and includes a usage example. PR #44979 is a lower-level API scaffold.", + "best_issue_reason": null, + "best_pr_reason": "PR #45363 is the best representative of this cluster because it most directly implements the feature in the actual code paths users would exercise.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44979", + "right": "pull_request:45363", + "accept": false, + "reason": "They share the broad theme of fusion, but they do not fix the same concrete problem. #44979 adds a generic module-fusion API, while #45363 implements n-to-1 kernel fusion through `KernelConfig` and integration plumbing; these would not plausibly be merged as one duplicate PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 17, + "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-45086-2", + "nodes": [ + "pull_request:45086", + "pull_request:45317" + ], + "soft_pairs": [ + "pull_request:45086|pull_request:45317" + ], + "prepared_review_unit_hash": "b7667013a3580c593c01e606d423649f48518a173430fa5bc7753a91b694d6c5", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4413, + "estimated_input_tokens": 1104, + "estimated_eval_tokens": 2464 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4413, + "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 in `_patch_mistral_regex` by switching from `backend_tokenizer.pre_tokenizer` to `tokenizer.pre_tokenizer`; 45317 is the more complete candidate because it also adds tests.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "45317 is the stronger canonical PR because it contains the same code fix as 45086 plus accompanying test coverage and a fuller title/description.", + "best_issue_reason": null, + "best_pr_reason": "45317 is the best PR overall since it fixes the same concrete bug path as 45086 but is more complete and better validated with tests.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45086", + "right": "pull_request:45317", + "accept": true, + "reason": "Same underlying bug and same file-level fix in `_patch_mistral_regex`; the second PR is essentially an expanded version of the first with tests, so they are duplicate candidates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 18, + "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-45115-2", + "nodes": [ + "pull_request:45115", + "pull_request:45569" + ], + "soft_pairs": [ + "pull_request:45115|pull_request:45569" + ], + "prepared_review_unit_hash": "86fe1bff6d9a8f4e715b4a4c1f9a274ce6c09f175df9fb8f338e798e2974aea0", + "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 are related NemotronH architecture PRs, but they are not duplicates: one is a narrow inheritance/refactor and conversion-mapping update, while the other introduces the concrete dense/sparse model split with docs/tests.", + "confidence": 0.87, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45569 is the better canonical representative because it contains the substantive model split and user-facing additions; PR 45115 is a narrower prerequisite/refactor around the same family.", + "best_issue_reason": null, + "best_pr_reason": "PR 45569 is the best overall PR in this cluster because it is the more complete implementation of the NemotronH redesign and includes the new model variants plus docs/tests.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45115", + "right": "pull_request:45569", + "accept": false, + "reason": "Related NemotronH work, but different changes: 45115 focuses on refactoring NemotronH to inherit GraniteMoeHybrid and updating conversion mappings, while 45569 adds the dedicated NemotronHDense/NemotronHSparse models and documentation. They are not the same concrete fix 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": 19, + "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-45332-2", + "nodes": [ + "pull_request:45332", + "pull_request:45333" + ], + "soft_pairs": [ + "pull_request:45332|pull_request:45333" + ], + "prepared_review_unit_hash": "d6fa91425f894cbc3d959d384c726adcccfbf3f64af07d4fb0a4ce9b3891110e", + "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 related but distinct feature PRs in the heterogeneous-modeling area: one adds per-layer config support only, while the other adds broader heterogeneous model support including modeling/cache/masking integration. They overlap in shared config/docs/tests but are not the same concrete change.", + "confidence": 0.88, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45332 is the better canonical representative because it is the broader, more complete feature change: it includes per-layer configuration plus modeling, cache, masking, and integration updates. PR #45333 is a narrower config-only subset.", + "best_issue_reason": null, + "best_pr_reason": "PR #45332 is the strongest overall PR in the cluster because it covers the full heterogeneous-model support path, not just the configuration layer.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45332", + "right": "pull_request:45333", + "accept": false, + "reason": "Related feature work, but not the same underlying change. #45333 is config-only, while #45332 extends into modeling/cache/masking/integration code paths; they could not be safely treated as duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 20, + "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-45415-2", + "nodes": [ + "pull_request:45415", + "pull_request:45425" + ], + "soft_pairs": [ + "pull_request:45415|pull_request:45425" + ], + "prepared_review_unit_hash": "9a2691adb3d4fa2a295b7fe6a8a197e2eb7d79e58f68529aa4ecc3f75b36eab3", + "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": "Both PRs are typing-related, but they are not the same change: #45415 is a broad type-checking sweep across many `src/transformers/*.py` files plus `pyproject.toml`, while #45425 adds/adjusts typing infrastructure (`_typing.py`, protocol aliases, a few integrations/tests).", + "confidence": 0.92, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical duplicate PR: #45415 is a large repo-wide typing pass, whereas #45425 is a narrower typing-infra update with different code paths and scope.", + "best_issue_reason": null, + "best_pr_reason": "#45425 is the better representative PR for the cluster because it is more cohesive and centered on typing abstractions, while #45415 is a broad, multi-file type-checking sweep.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45415", + "right": "pull_request:45425", + "accept": false, + "reason": "Do not merge: they share the general theme of typing, but they do not fix the same concrete bug or implement the same change. #45415 is a wide type-checking rollout; #45425 introduces typing protocols/aliases and related integration updates. The overlap in filenames is incidental." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 21, + "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-45548-2", + "nodes": [ + "pull_request:45548", + "pull_request:45662" + ], + "soft_pairs": [ + "pull_request:45548|pull_request:45662" + ], + "prepared_review_unit_hash": "bd1430304702026ec49506d31900b2189c5717c3b3b3afb2c67c00d92de4606e", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4508, + "estimated_input_tokens": 1127, + "estimated_eval_tokens": 2510 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4508, + "estimated_input_tokens": 1127, + "estimated_eval_tokens": 2510 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are both EP-related PRs, but they fix different bugs: 45548 addresses distributed_config serialization/loading with accelerate + ZeRO-3, while 45662 fixes expert parameters being overwritten during FSDP2/rank-0 broadcast. The shared modeling_utils touchpoint is not enough to treat them as duplicates.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single canonical PR: 45548 is a serialization/loading fix, while 45662 is a separate parameter-overwrite fix in the distributed load path.", + "best_issue_reason": null, + "best_pr_reason": "45662 is the stronger standalone PR because it targets a concrete silent corruption bug with broader code-path fixes across loading and MoE integration.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45548", + "right": "pull_request:45662", + "accept": false, + "reason": "Different underlying failures and fixes: 45548 is about preserving distributed_config for EP/ZeRO-3 loading, whereas 45662 prevents experts from being overwritten under FSDP2/rank-0 broadcast." + } + ] + }, + "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": 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-45639-2", + "nodes": [ + "pull_request:45639", + "pull_request:45645" + ], + "soft_pairs": [ + "pull_request:45639|pull_request:45645" + ], + "prepared_review_unit_hash": "aef2b9eb3c366a58f3f68e7546a6ebf0d72430170ed759eaba7e483366a940ac", + "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 address the same xdist-related captured_info logging problem under issue #45561; 45645 is the broader, more complete version of the same fix, while 45639 is the narrower helper-only variant.", + "confidence": 0.84, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45645 is the best canonical PR because it includes the core xdist-safe logging change plus the CI workflow update needed to consume multiple captured_info files, making it the more complete representation of the fix.", + "best_issue_reason": null, + "best_pr_reason": "PR #45645 is the strongest single representative of the cluster since it covers the concrete bug fix in testing_utils and the related CI artifact handling change; 45639 is a subset of that same change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45639", + "right": "pull_request:45645", + "accept": true, + "reason": "Same underlying xdist/captured_info artifact collision fix: both modify the patched testing debug logging path, and 45645\u2019s workflow change is a companion to the same code-path change rather than a separate bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 23, + "component_count": 33, + "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": 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-45932-2", + "nodes": [ + "pull_request:45932", + "pull_request:46100" + ], + "soft_pairs": [ + "pull_request:45932|pull_request:46100" + ], + "prepared_review_unit_hash": "2d7ee7245d0a8292bca3c8c278fffd76070fda77486e971b8502705c5ee91a72", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5161, + "estimated_input_tokens": 1291, + "estimated_eval_tokens": 2838 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5161, + "estimated_input_tokens": 1291, + "estimated_eval_tokens": 2838 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two unrelated PRs: one is a Grafana/testing-infra change with model/workflow edits, the other is a test migration adding DDP/kernel test files. They do not fix the same code-path problem and should not be deduplicated.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "No clear canonical PR: the two PRs target different changesets and should not be merged into one duplicate cluster.", + "best_issue_reason": null, + "best_pr_reason": "Neither PR is a duplicate of the other. If a representative must be chosen, PR 45932 is broader and more change-like, but it is not a better duplicate canonical than PR 46100.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45932", + "right": "pull_request:46100", + "accept": false, + "reason": "Different scopes and intents: 45932 updates CI/Grafana-related workflow plus model code, while 46100 adds kernel/test migration files. They do not appear to address 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": 25, + "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-46126-2", + "nodes": [ + "pull_request:46126", + "pull_request:46269" + ], + "soft_pairs": [ + "pull_request:46126|pull_request:46269" + ], + "prepared_review_unit_hash": "5e883f3d902499aa5ecdb64cd67801357320db99dcd35ff6254315d71bc8c3db", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5526, + "estimated_input_tokens": 1382, + "estimated_eval_tokens": 3020 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5526, + "estimated_input_tokens": 1382, + "estimated_eval_tokens": 3020 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are not duplicates: one PR is a focused EP + Trainer integration change, while the other is a broad distributed branch-base PR spanning many unrelated distributed/FSDP/modeling updates. They overlap in a few files, but not the same underlying bug/change.", + "confidence": 0.92, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #46126 is the more canonical candidate because it is narrowly scoped to a single feature integration (EP + Trainer on DistributedConfig) with a coherent change set.", + "best_issue_reason": null, + "best_pr_reason": "PR #46126 is the better standalone representative of the cluster since it targets one concrete code path; PR #46269 is too broad and mixed to serve as a canonical duplicate target.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46126", + "right": "pull_request:46269", + "accept": false, + "reason": "Shared files alone are not enough here: #46126 is a focused EP/trainer integration PR, while #46269 is a large distributed branch-base PR covering many unrelated changes. They do not appear to fix the same concrete 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": 26, + "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-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": "f4f073cc8743a248a8fe5494d26e027d5c2101467a9f1ea41d12ae39bfd2e8e6", + "component_budget": { + "node_count": 10, + "item_count": 10, + "soft_pair_count": 31, + "serialized_chars": 26679, + "estimated_input_tokens": 6670, + "estimated_eval_tokens": 13596 + }, + "budget": { + "node_count": 10, + "item_count": 10, + "soft_pair_count": 31, + "serialized_chars": 26679, + "estimated_input_tokens": 6670, + "estimated_eval_tokens": 13596 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs share broad CI/workflow-maintenance themes, but they do not look like duplicate fixes or changes. The only strong filename overlap is `pr-ci-security-gate.yml`, yet those edits are distinct follow-ups with different behavior changes.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46554 is the best canonical representative because it contains the substantive `pr-ci-security-gate.yml` behavior change; the other PRs in that file are narrower follow-ups (permissions, secrets, or comments), and the rest are unrelated workflow edits.", + "best_issue_reason": null, + "best_pr_reason": "PR 46554 is the strongest standalone PR in the set: it makes the core security-gate logic change and is the most representative of the only tightly related subgroup.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46138", + "right": "pull_request:46554", + "accept": false, + "reason": "Different workflows and different problems: stdin handling for comment text vs PR CI security-gate logic." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46558", + "accept": false, + "reason": "Different workflows and different problems: stdin handling for comment text vs PR CI security-gate logic." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46563", + "accept": false, + "reason": "Different workflows and different problems: stdin handling for comment text vs PR CI security-gate logic." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46716", + "accept": false, + "reason": "Different workflows and different problems: stdin handling for comment text vs PR CI security-gate logic." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46504", + "accept": false, + "reason": "Both harden shell input handling, but in different workflows and code paths; not the same change." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46503", + "accept": false, + "reason": "Unrelated workflow changes: SSH runner security/env cleanup vs benchmark trigger conditions." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46501", + "accept": false, + "reason": "Unrelated workflow changes: SSH runner hardening vs anti-slop permission adjustments." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46502", + "accept": false, + "reason": "Unrelated workflow changes: SSH runner hardening vs reviewer-assignment checkout behavior." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46554", + "accept": false, + "reason": "Unrelated workflow changes: SSH runner hardening vs PR CI security-gate logic." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46558", + "accept": false, + "reason": "Unrelated workflow changes: SSH runner hardening vs PR CI security-gate logic." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46503", + "accept": false, + "reason": "Different workflow jobs and different behavior: anti-slop permissions vs benchmark dispatch support." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46502", + "accept": false, + "reason": "Different workflow jobs and different behavior: anti-slop permissions vs reviewer checkout ref." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46504", + "accept": false, + "reason": "Different workflow jobs and different behavior: anti-slop permissions vs shell quoting in build-image detection." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46554", + "accept": false, + "reason": "Different workflows and different code paths; no shared underlying fix." + }, + { + "left": "pull_request:46502", + "right": "pull_request:46503", + "accept": false, + "reason": "Different workflow jobs and different behavior: reviewer checkout ref vs benchmark dispatch support." + }, + { + "left": "pull_request:46502", + "right": "pull_request:46504", + "accept": false, + "reason": "Different workflow jobs and different behavior: reviewer checkout ref vs build-image shell quoting." + }, + { + "left": "pull_request:46502", + "right": "pull_request:46554", + "accept": false, + "reason": "Different workflows and different code paths; no shared underlying fix." + }, + { + "left": "pull_request:46503", + "right": "pull_request:46504", + "accept": false, + "reason": "Both tweak workflow conditions, but they affect different jobs/files and different triggers." + }, + { + "left": "pull_request:46503", + "right": "pull_request:46554", + "accept": false, + "reason": "Different workflows and different code paths; no shared underlying fix." + }, + { + "left": "pull_request:46504", + "right": "pull_request:46554", + "accept": false, + "reason": "Shell quoting fix in build-image detection is unrelated to PR CI security-gate logic." + }, + { + "left": "pull_request:46504", + "right": "pull_request:46558", + "accept": false, + "reason": "Unrelated workflow edits: build-image shell handling vs PR CI security-gate permissions/approval." + }, + { + "left": "pull_request:46554", + "right": "pull_request:46558", + "accept": false, + "reason": "Same file, but different changes: one adds security checks, the other changes permissions and approval gating." + }, + { + "left": "pull_request:46554", + "right": "pull_request:46563", + "accept": false, + "reason": "Same file, but different changes: core security-gate logic vs explanatory comments." + }, + { + "left": "pull_request:46554", + "right": "pull_request:46716", + "accept": false, + "reason": "Same file, but different changes: core security-gate logic vs secrets handling." + }, + { + "left": "pull_request:46558", + "right": "pull_request:46563", + "accept": false, + "reason": "Same file, but different changes: permissions/approval gating vs comments." + }, + { + "left": "pull_request:46558", + "right": "pull_request:46716", + "accept": false, + "reason": "Same file, but different changes: permissions/approval gating vs secrets handling." + }, + { + "left": "pull_request:46563", + "right": "pull_request:46716", + "accept": false, + "reason": "Same file, but different changes: comments only vs secrets handling." + }, + { + "left": "pull_request:46504", + "right": "pull_request:46563", + "accept": false, + "reason": "Unrelated workflow edits: build-image shell handling vs PR CI security-gate comments." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46563", + "accept": false, + "reason": "Unrelated workflow edits: SSH runner hardening vs PR CI security-gate comments." + }, + { + "left": "pull_request:46504", + "right": "pull_request:46716", + "accept": false, + "reason": "Unrelated workflow edits: build-image shell handling vs PR CI security-gate secrets handling." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46716", + "accept": false, + "reason": "Unrelated workflow edits: SSH runner hardening vs PR CI security-gate secrets handling." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 27, + "component_count": 33, + "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": 28, + "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": "cdb0f0be8c8d23cc587f56080d3eaebcf5aa4593a409a1562668d793ea69c67e", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4279, + "estimated_input_tokens": 1070, + "estimated_eval_tokens": 2396 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4279, + "estimated_input_tokens": 1070, + "estimated_eval_tokens": 2396 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two security-focused PRs that both harden path handling, but they target different code paths: one validates shard filenames from a checkpoint index, the other validates an explicit `transformers_weights` filename in config. Similar vulnerability class, not the same underlying fix.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": "PR 46281 is the better representative of the cluster\u2019s main theme because it addresses the more direct checkpoint-loading path traversal in `get_checkpoint_shard_files`, with explicit validation against the model directory.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46281", + "right": "pull_request:46890", + "accept": false, + "reason": "Both are path-traversal hardening patches, but they fix different inputs and code paths (`weight_map` shard names vs `transformers_weights` explicit filename). They are related security work, not the same concrete bug or a single mergeable PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 29, + "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-46574-2", + "nodes": [ + "pull_request:46574", + "pull_request:46580" + ], + "soft_pairs": [ + "pull_request:46574|pull_request:46580" + ], + "prepared_review_unit_hash": "823637195cf26382b17ea561c29b55b52f10942207abff852f8e7b3800a7223a", + "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 both tokenizer-related, but they fix different problems in different code paths: CodeLlama decode stripping vs. DeepSeek checkpoint-to-tokenizer class selection. They should not be merged as duplicates.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "pull_request:46574", + "right": "pull_request:46580", + "accept": false, + "reason": "Different underlying bugs and fixes: 46574 adjusts CodeLlama decoder setup to preserve leading spaces on decode, while 46580 changes auto-tokenizer checkpoint-prefix routing for DeepSeek models that load the wrong tokenizer class. They target separate code paths and are not 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": 30, + "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-46781-3", + "nodes": [ + "pull_request:46781", + "pull_request:46993", + "pull_request:46994" + ], + "soft_pairs": [ + "pull_request:46781|pull_request:46993", + "pull_request:46993|pull_request:46994" + ], + "prepared_review_unit_hash": "0eccfac41b0f694ba15c4735a89624377c6354c0efcd031efd3600cb665bad83", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 6603, + "estimated_input_tokens": 1651, + "estimated_eval_tokens": 3558 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 6603, + "estimated_input_tokens": 1651, + "estimated_eval_tokens": 3558 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs are unrelated fixes in different code paths (cache quantization, prompt lookup decoding, and logits-process validation), so they should not be deduplicated together.", + "confidence": 0.99, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": "46993 is the strongest standalone PR: it fixes a concrete generation bug, has a narrowly scoped code change, and includes targeted test coverage.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46781", + "right": "pull_request:46993", + "accept": false, + "reason": "Different subsystems and bugs: QuantizedCache layer-type validation vs prompt lookup decoding max_length handling. No shared concrete code path." + }, + { + "left": "pull_request:46993", + "right": "pull_request:46994", + "accept": false, + "reason": "Both are generation-related but fix unrelated validation/logic issues: prompt lookup length budgeting vs empty bad_words_ids/sequence_bias inputs. Not the same underlying change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 31, + "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-47016-3", + "nodes": [ + "pull_request:47016", + "pull_request:47048", + "pull_request:47066" + ], + "soft_pairs": [ + "pull_request:47016|pull_request:47048", + "pull_request:47016|pull_request:47066", + "pull_request:47048|pull_request:47066" + ], + "prepared_review_unit_hash": "b540b10c74c40190eb443a5fb57876fbb4ab55e8a5037da301c8f292d943791d", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 7338, + "estimated_input_tokens": 1835, + "estimated_eval_tokens": 3926 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 7338, + "estimated_input_tokens": 1835, + "estimated_eval_tokens": 3926 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "All three PRs address Hungarian matcher crashes from non-finite cost matrices, but they are split across different model-specific loss paths. The closest duplicate pair is the DETR/Grounding DINO guard vs the Deformable DETR/LW-DETR guard; the RT-DETR-only change is narrower and not a clear duplicate of the others.", + "confidence": 0.86, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 47048 is the best canonical PR for this cluster: it is a broader, cleaner representative of the same infeasible-cost-matrix fix, with an explicit issue link and the same guard pattern applied to multiple matcher implementations.", + "best_issue_reason": null, + "best_pr_reason": "47048 is the most representative single PR to anchor the cluster because it addresses the core bug directly, applies the guard in a generalized object-detection loss path, and is more central than the RT-DETR-only fix. 47066 is similar but tied to a different issue/model set, and 47016 is narrower still.", + "soft_edge_verdicts": [ + { + "left": "pull_request:47016", + "right": "pull_request:47048", + "accept": false, + "reason": "Both guard Hungarian matchers against non-finite costs, but they fix different concrete code paths and model sets (RT-DETR vs DETR/Grounding DINO). Too narrow to treat as the same PR." + }, + { + "left": "pull_request:47016", + "right": "pull_request:47066", + "accept": false, + "reason": "Same high-level bug class, but the edits target different matcher implementations and different model families. Not a strong enough basis to merge as duplicates." + }, + { + "left": "pull_request:47048", + "right": "pull_request:47066", + "accept": true, + "reason": "These appear to be the same underlying fix pattern: add nan/inf guards to Hungarian matcher cost matrices after AMP overflow, with nearly identical logic and directly mergeable file-level scope across object-detection models." + } + ] + }, + "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": 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-47026-2", + "nodes": [ + "pull_request:47026", + "pull_request:47046" + ], + "soft_pairs": [ + "pull_request:47026|pull_request:47046" + ], + "prepared_review_unit_hash": "ece9cf57aa63c70017aecf3494bba8920ffa9dd8d32e053ba7968eda78dad2e6", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4442, + "estimated_input_tokens": 1111, + "estimated_eval_tokens": 2478 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4442, + "estimated_input_tokens": 1111, + "estimated_eval_tokens": 2478 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two xLSTM PRs are closely related and share the same tracking issue, but they are not a clean duplicate pair: PR 47026 fixes the return_last_states=False crash in train_with_padding, while PR 47046 appears to cover that case plus an additional use_cache crash path and tests.", + "confidence": 0.78, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 47046 is the better canonical PR because it is broader and appears to include the train-mode fix plus the use_cache case, along with test coverage.", + "best_issue_reason": null, + "best_pr_reason": "PR 47046 is the best standalone PR candidate because it addresses the same train-mode failure and additionally handles use_cache, making it the more complete fix.", + "soft_edge_verdicts": [ + { + "left": "pull_request:47026", + "right": "pull_request:47046", + "accept": false, + "reason": "Do not merge as duplicates: 47046 is not just the same fix; its title and diff context indicate it also addresses a separate use_cache crash path in addition to return_last_states=False. Same issue target alone is not enough to accept." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 33, + "component_count": 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-47032-6", + "nodes": [ + "pull_request:47032", + "pull_request:47045", + "pull_request:47051", + "pull_request:47060", + "pull_request:47074", + "pull_request:47076" + ], + "soft_pairs": [ + "pull_request:47032|pull_request:47051", + "pull_request:47032|pull_request:47045", + "pull_request:47045|pull_request:47076", + "pull_request:47045|pull_request:47074", + "pull_request:47051|pull_request:47074", + "pull_request:47051|pull_request:47060", + "pull_request:47060|pull_request:47074", + "pull_request:47060|pull_request:47076", + "pull_request:47074|pull_request:47076" + ], + "prepared_review_unit_hash": "551237a5fc194545cc31e28fe690e870b5fdc9a1f34199991f2a2b20f458ccab", + "component_budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 9, + "serialized_chars": 15760, + "estimated_input_tokens": 3940, + "estimated_eval_tokens": 8136 + }, + "budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 9, + "serialized_chars": 15760, + "estimated_input_tokens": 3940, + "estimated_eval_tokens": 8136 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs are only loosely related by a broad multimodal robustness theme. They fix different bugs in different pipelines/processors, so none of the soft pairs should be deduplicated.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "47074 is the cleanest representative of the shared multimodal pipeline plumbing layer, but the surrounding PRs are still distinct enough that the cluster is not a true duplicate set.", + "best_issue_reason": null, + "best_pr_reason": "47074 is the best single representative because it targets the central AnyToAnyPipeline input-normalization path with a narrow scope; the others are more model- or bug-specific.", + "soft_edge_verdicts": [ + { + "left": "pull_request:47032", + "right": "pull_request:47051", + "accept": false, + "reason": "Both touch image_text_to_text.py, but 47032 changes stop_sequence handling while 47051 refactors generation-kwargs forwarding across multimodal pipelines. Same area, different bug/change." + }, + { + "left": "pull_request:47032", + "right": "pull_request:47045", + "accept": false, + "reason": "Unrelated bugs: image-text stop-sequence handling vs Voxtral audio array format validation/encoding." + }, + { + "left": "pull_request:47045", + "right": "pull_request:47076", + "accept": false, + "reason": "Both are audio-related, but they fix different model processors and different failures: Voxtral format requirements vs Gemma4 audio placeholder/layout validation." + }, + { + "left": "pull_request:47045", + "right": "pull_request:47074", + "accept": false, + "reason": "Different code paths entirely: Voxtral transcription request handling vs AnyToAnyPipeline key normalization." + }, + { + "left": "pull_request:47051", + "right": "pull_request:47074", + "accept": false, + "reason": "Same pipeline file, but 47051 forwards direct generation kwargs while 47074 normalizes input aliases. Shared subsystem only, not the same underlying bug." + }, + { + "left": "pull_request:47051", + "right": "pull_request:47060", + "accept": false, + "reason": "Generation-kwargs plumbing in multimodal pipelines is unrelated to Qwen Omni batched text post-processing." + }, + { + "left": "pull_request:47060", + "right": "pull_request:47074", + "accept": false, + "reason": "Different layers and failures: Qwen Omni decoding of batched outputs vs AnyToAnyPipeline input-key normalization." + }, + { + "left": "pull_request:47060", + "right": "pull_request:47076", + "accept": false, + "reason": "Qwen Omni post-processing bug and Gemma4 processor placeholder validation are separate model-specific issues." + }, + { + "left": "pull_request:47074", + "right": "pull_request:47076", + "accept": false, + "reason": "AnyToAnyPipeline multimodal key normalization is not the same change as Gemma4 audio placeholder validation in processor inputs." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + } + ] +} diff --git a/snapshots/20260706T060036Z/analysis-runs/hybrid-model-20260706t060036z/manifest.json b/snapshots/20260706T060036Z/analysis-runs/hybrid-model-20260706t060036z/manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..3616698bc261af7c2aa21971e6f1cea4e93671b6 --- /dev/null +++ b/snapshots/20260706T060036Z/analysis-runs/hybrid-model-20260706t060036z/manifest.json @@ -0,0 +1,14 @@ +{ + "analysis_id": "hybrid-model-20260706t060036z", + "artifacts": { + "hybrid": "snapshots/20260706T060036Z/analysis-runs/hybrid-model-20260706t060036z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260706T060036Z/analysis-runs/hybrid-model-20260706t060036z/analysis-report-hybrid.llm-reviews.json" + }, + "channel": "canonical", + "model": null, + "published_at": "2026-07-06T06:13:32Z", + "repo": "huggingface/transformers", + "schema_version": 1, + "snapshot_id": "20260706T060036Z", + "variant": "hybrid" +} diff --git a/snapshots/20260706T060036Z/manifest.json b/snapshots/20260706T060036Z/manifest.json index bf5d7d1e03a1686089a8397dcba4a37d9c3050ba..0c40fa9ed051a2d430100d1d2b1d645aa224a1a1 100644 --- a/snapshots/20260706T060036Z/manifest.json +++ b/snapshots/20260706T060036Z/manifest.json @@ -32,6 +32,24 @@ "timeline_events": 241 }, "extracted_at": "2026-07-06T06:00:36Z", + "published_analysis": { + "canonical_analysis_id": "hybrid-model-20260706t060036z", + "runs": { + "hybrid-model-20260706t060036z": { + "analysis_id": "hybrid-model-20260706t060036z", + "artifacts": { + "hybrid": "snapshots/20260706T060036Z/analysis-runs/hybrid-model-20260706t060036z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260706T060036Z/analysis-runs/hybrid-model-20260706t060036z/analysis-report-hybrid.llm-reviews.json" + }, + "channel": "canonical", + "manifest_path": "snapshots/20260706T060036Z/analysis-runs/hybrid-model-20260706t060036z/manifest.json", + "model": null, + "published_at": "2026-07-06T06:13:32Z", + "variant": "hybrid" + } + }, + "schema_version": 1 + }, "repo": "huggingface/transformers", "snapshot_id": "20260706T060036Z", "watermark": {